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transformers 5.3.0

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  • PyPI https://pypi.org/project/transformers/
    Repository https://github.com/huggingface/transformers

  • py.typed

  • Coverage

    %%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "Typed" : 44618
    "Any" : 77
    "Untyped" : 53747
    • 45.4% coverage
    • 45.3% coverage (strict)
    • 98442 typable
      • 44618 typed
      • 53747 untyped
      • 77 Any

  • Typables

    %%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "functions" : 3671
    "classes" : 70858
    "other" : 370
    • 1170 functions (+28 overloads)
      • 2501 parameters
    • 4717 classes
      • 13033 methods (+23 overloads)
        • 57327 parameters
      • 442 properties
    • 1719 modules
      • 370 attrs

Modules

Module Coverage Coverage (strict) Typables Ignores
transformers 0.0% 0.0% 2 0
transformers.activations 46.8% 46.8% 77 0
transformers.audio_utils 90.2% 90.2% 123 0
transformers.backbone_utils 43.9% 43.9% 41 0
transformers.cache_utils 67.1% 67.1% 225 0
transformers.cli.add_fast_image_processor 65.4% 65.4% 26 0
transformers.cli.add_new_model_like 67.1% 65.7% 70 0
transformers.cli.chat 63.9% 63.9% 61 0
transformers.cli.download 80.0% 80.0% 5 0
transformers.cli.serve 58.9% 58.9% 124 0
transformers.cli.system 100.0% 100.0% 3 0
transformers.cli.transformers 0.0% 0.0% 2 0
transformers.configuration_utils 58.0% 54.6% 119 0
transformers.conversion_mapping 81.8% 81.8% 11 0
transformers.convert_slow_tokenizer 13.2% 13.2% 250 0
transformers.convert_slow_tokenizers_checkpoints_to_fast 0.0% 0.0% 8 0
transformers.core_model_loading 69.5% 69.0% 200 0
transformers.data.data_collator 53.6% 45.2% 84 0
transformers.data.datasets.glue 52.9% 52.9% 17 0
transformers.data.datasets.squad 54.5% 54.5% 22 0
transformers.data.metrics 0.0% 0.0% 17 0
transformers.data.metrics.squad_metrics 0.0% 0.0% 89 0
transformers.data.processors.glue 2.0% 2.0% 150 0
transformers.data.processors.squad 2.9% 2.9% 102 0
transformers.data.processors.utils 0.0% 0.0% 63 0
transformers.data.processors.xnli 0.0% 0.0% 11 0
transformers.debug_utils 0.0% 0.0% 45 0
transformers.dependency_versions_check 0.0% 0.0% 3 0
transformers.dependency_versions_table 0.0% 0.0% 0 0
transformers.distributed.configuration_utils 18.2% 18.2% 11 0
transformers.dynamic_module_utils 72.7% 70.9% 55 0
transformers.feature_extraction_sequence_utils 62.9% 62.9% 35 0
transformers.feature_extraction_utils 56.9% 54.9% 51 0
transformers.generation.candidate_generator 64.7% 64.7% 153 0
transformers.generation.configuration_utils 32.7% 32.7% 153 0
transformers.generation.continuous_batching.cache 78.6% 78.6% 103 0
transformers.generation.continuous_batching.cache_manager 95.2% 95.2% 105 0
transformers.generation.continuous_batching.continuous_api 79.5% 79.5% 176 0
transformers.generation.continuous_batching.input_outputs 72.5% 72.5% 80 0
transformers.generation.continuous_batching.requests 66.7% 66.7% 24 0
transformers.generation.continuous_batching.scheduler 82.1% 82.1% 56 0
transformers.generation.continuous_batching.utils 96.0% 96.0% 25 0
transformers.generation.logits_process 58.6% 58.6% 401 0
transformers.generation.stopping_criteria 48.6% 48.6% 72 0
transformers.generation.streamers 28.6% 28.6% 49 0
transformers.generation.utils 77.6% 77.2% 259 0
transformers.generation.watermarking 47.4% 46.1% 76 0
transformers.hf_argparser 65.7% 62.9% 35 0
transformers.hyperparameter_search 28.2% 28.2% 39 0
transformers.image_processing_base 53.1% 53.1% 32 0
transformers.image_processing_utils 65.3% 65.3% 49 0
transformers.image_processing_utils_fast 87.1% 87.1% 147 0
transformers.image_transforms 89.7% 89.7% 78 0
transformers.image_utils 52.1% 52.1% 119 0
transformers.initialization 89.7% 89.7% 68 0
transformers.integrations.accelerate 67.2% 67.2% 64 0
transformers.integrations.aqlm 20.0% 20.0% 5 0
transformers.integrations.awq 22.2% 22.2% 9 0
transformers.integrations.bitnet 30.0% 30.0% 70 0
transformers.integrations.bitsandbytes 40.4% 40.4% 47 0
transformers.integrations.deepspeed 0.0% 0.0% 54 0
transformers.integrations.eager_paged 81.8% 81.8% 11 0
transformers.integrations.eetq 12.9% 12.9% 31 0
transformers.integrations.executorch 39.9% 39.9% 138 0
transformers.integrations.fbgemm_fp8 9.8% 9.8% 41 0
transformers.integrations.finegrained_fp8 53.6% 53.6% 84 0
transformers.integrations.flash_attention 87.5% 87.5% 16 0
transformers.integrations.flash_paged 58.3% 58.3% 12 0
transformers.integrations.flex_attention 61.8% 61.8% 34 0
transformers.integrations.fouroversix 54.5% 54.5% 11 0
transformers.integrations.fp_quant 52.6% 52.6% 19 0
transformers.integrations.fsdp 28.6% 28.6% 7 0
transformers.integrations.ggml 9.2% 9.2% 76 0
transformers.integrations.higgs 35.6% 35.6% 45 0
transformers.integrations.hqq 0.0% 0.0% 12 0
transformers.integrations.hub_kernels 40.0% 40.0% 25 1
transformers.integrations.integration_utils 6.9% 6.5% 433 0
transformers.integrations.liger 0.0% 0.0% 4 0
transformers.integrations.metal_quantization 38.9% 38.9% 36 0
transformers.integrations.mistral 18.8% 18.8% 16 0
transformers.integrations.moe 90.0% 90.0% 20 0
transformers.integrations.mxfp4 26.0% 26.0% 104 0
transformers.integrations.neftune 0.0% 0.0% 12 0
transformers.integrations.npu_flash_attention 0.0% 0.0% 24 0
transformers.integrations.peft 70.7% 70.7% 75 0
transformers.integrations.quanto 42.9% 42.9% 14 0
transformers.integrations.quark 55.6% 55.6% 9 0
transformers.integrations.sdpa_attention 88.2% 88.2% 17 0
transformers.integrations.sdpa_paged 91.7% 91.7% 12 0
transformers.integrations.sinq 60.0% 60.0% 25 0
transformers.integrations.spqr 20.0% 20.0% 5 0
transformers.integrations.tensor_parallel 25.7% 25.7% 280 0
transformers.integrations.tiktoken 66.7% 33.3% 3 0
transformers.integrations.torchao 47.8% 47.8% 23 0
transformers.integrations.tpu 7.1% 7.1% 14 0
transformers.integrations.vptq 20.0% 20.0% 5 0
transformers.loss.loss_d_fine 13.8% 13.8% 58 0
transformers.loss.loss_deformable_detr 0.0% 0.0% 41 0
transformers.loss.loss_for_object_detection 9.0% 9.0% 100 0
transformers.loss.loss_grounding_dino 11.9% 11.9% 42 0
transformers.loss.loss_lw_detr 0.0% 0.0% 59 0
transformers.loss.loss_rt_detr 0.0% 0.0% 87 0
transformers.loss.loss_utils 51.4% 51.4% 37 0
transformers.masking_utils 85.1% 85.1% 154 0
transformers.model_debugging_utils 23.5% 23.5% 17 0
transformers.modelcard 0.0% 0.0% 28 0
transformers.modeling_attn_mask_utils 87.9% 87.9% 33 0
transformers.modeling_flash_attention_utils 52.9% 52.9% 17 0
transformers.modeling_gguf_pytorch_utils 28.2% 28.2% 110 0
transformers.modeling_layers 58.7% 58.7% 46 0
transformers.modeling_outputs 0.0% 0.0% 0 0
transformers.modeling_rope_utils 58.3% 58.3% 36 0
transformers.modeling_utils 57.1% 57.1% 319 0
transformers.models.afmoe.configuration_afmoe 47.5% 47.5% 61 0
transformers.models.afmoe.modeling_afmoe 59.5% 59.5% 37 0
transformers.models.afmoe.modular_afmoe 42.3% 42.3% 26 0
transformers.models.aimv2.configuration_aimv2 39.4% 39.4% 71 0
transformers.models.aimv2.modeling_aimv2 50.0% 50.0% 54 0
transformers.models.aimv2.modular_aimv2 46.4% 46.4% 97 0
transformers.models.albert.configuration_albert 0.0% 0.0% 42 0
transformers.models.albert.modeling_albert 67.6% 67.6% 111 0
transformers.models.albert.tokenization_albert 66.7% 66.7% 18 0
transformers.models.align.configuration_align 23.0% 23.0% 87 0
transformers.models.align.modeling_align 70.8% 70.8% 65 0
transformers.models.align.processing_align 0.0% 0.0% 3 0
transformers.models.altclip.configuration_altclip 0.0% 0.0% 75 0
transformers.models.altclip.modeling_altclip 73.9% 73.9% 69 0
transformers.models.altclip.processing_altclip 0.0% 0.0% 3 0
transformers.models.apertus.configuration_apertus 47.4% 47.4% 38 0
transformers.models.apertus.modeling_apertus 62.9% 62.9% 35 0
transformers.models.apertus.modular_apertus 45.0% 45.0% 40 0
transformers.models.arcee.configuration_arcee 47.6% 47.6% 42 0
transformers.models.arcee.modeling_arcee 62.9% 62.9% 35 0
transformers.models.arcee.modular_arcee 83.3% 83.3% 24 0
transformers.models.aria.configuration_aria 43.3% 43.3% 67 0
transformers.models.aria.image_processing_aria 73.9% 73.9% 69 0
transformers.models.aria.modeling_aria 60.2% 60.2% 108 0
transformers.models.aria.modular_aria 59.7% 59.7% 181 0
transformers.models.aria.processing_aria 43.8% 43.8% 16 0
transformers.models.audio_spectrogram_transformer.configuration_audio_spectrogram_transformer 3.0% 3.0% 33 0
transformers.models.audio_spectrogram_transformer.feature_extraction_audio_spectrogram_transformer 31.0% 31.0% 29 0
transformers.models.audio_spectrogram_transformer.modeling_audio_spectrogram_transformer 71.4% 71.4% 21 0
transformers.models.audioflamingo3.configuration_audioflamingo3 0.0% 0.0% 40 0
transformers.models.audioflamingo3.modeling_audioflamingo3 42.6% 42.6% 61 0
transformers.models.audioflamingo3.modular_audioflamingo3 76.9% 76.9% 26 0
transformers.models.audioflamingo3.processing_audioflamingo3 48.3% 48.3% 29 0
transformers.models.auto.auto_factory 0.0% 0.0% 2 0
transformers.models.auto.configuration_auto 35.7% 35.7% 14 0
transformers.models.auto.feature_extraction_auto 0.0% 0.0% 9 0
transformers.models.auto.image_processing_auto 0.0% 0.0% 11 0
transformers.models.auto.modeling_auto 7.4% 7.4% 54 0
transformers.models.auto.processing_auto 0.0% 0.0% 9 0
transformers.models.auto.tokenization_auto 8.3% 8.3% 12 0
transformers.models.auto.video_processing_auto 0.0% 0.0% 10 0
transformers.models.autoformer.configuration_autoformer 47.8% 47.8% 69 0
transformers.models.autoformer.modeling_autoformer 73.8% 73.8% 80 0
transformers.models.aya_vision.configuration_aya_vision 0.0% 0.0% 18 0
transformers.models.aya_vision.modeling_aya_vision 64.7% 64.7% 68 0
transformers.models.aya_vision.modular_aya_vision 100.0% 100.0% 32 0
transformers.models.aya_vision.processing_aya_vision 20.0% 20.0% 35 0
transformers.models.bamba.configuration_bamba 46.4% 46.4% 69 0
transformers.models.bamba.modeling_bamba 45.5% 45.5% 55 0
transformers.models.bamba.modular_bamba 48.1% 48.1% 52 0
transformers.models.bark.configuration_bark 20.0% 20.0% 20 0
transformers.models.bark.generation_configuration_bark 10.1% 10.1% 79 0
transformers.models.bark.modeling_bark 55.1% 55.1% 118 0
transformers.models.bark.processing_bark 19.4% 19.4% 31 0
transformers.models.bart.configuration_bart 0.0% 0.0% 56 0
transformers.models.bart.modeling_bart 69.2% 69.2% 120 0
transformers.models.barthez.tokenization_barthez 8.3% 8.3% 12 0
transformers.models.bartpho.tokenization_bartpho 40.5% 40.5% 37 0
transformers.models.beit.configuration_beit 0.0% 0.0% 63 0
transformers.models.beit.image_processing_beit 77.7% 77.7% 94 0
transformers.models.beit.image_processing_beit_fast 85.3% 85.3% 34 0
transformers.models.beit.modeling_beit 51.2% 51.2% 86 0
transformers.models.bert.configuration_bert 0.0% 0.0% 42 0
transformers.models.bert.modeling_bert 53.7% 53.7% 175 0
transformers.models.bert.tokenization_bert 64.3% 64.3% 14 0
transformers.models.bert.tokenization_bert_legacy 13.3% 13.3% 75 0
transformers.models.bert_generation.configuration_bert_generation 0.0% 0.0% 38 0
transformers.models.bert_generation.modeling_bert_generation 49.0% 49.0% 49 0
transformers.models.bert_generation.tokenization_bert_generation 27.3% 27.3% 11 0
transformers.models.bert_japanese.tokenization_bert_japanese 6.9% 6.9% 72 0
transformers.models.bertweet.tokenization_bertweet 7.0% 7.0% 43 0
transformers.models.big_bird.configuration_big_bird 0.0% 0.0% 54 0
transformers.models.big_bird.modeling_big_bird 52.2% 52.2% 207 0
transformers.models.big_bird.tokenization_big_bird 15.4% 15.4% 13 0
transformers.models.bigbird_pegasus.configuration_bigbird_pegasus 0.0% 0.0% 62 0
transformers.models.bigbird_pegasus.modeling_bigbird_pegasus 70.3% 70.3% 118 0
transformers.models.biogpt.configuration_biogpt 0.0% 0.0% 40 0
transformers.models.biogpt.modeling_biogpt 63.2% 63.2% 87 0
transformers.models.biogpt.modular_biogpt 63.2% 63.2% 87 0
transformers.models.biogpt.tokenization_biogpt 20.4% 20.4% 49 0
transformers.models.bit.configuration_bit 0.0% 0.0% 29 0
transformers.models.bit.image_processing_bit 72.3% 72.3% 47 0
transformers.models.bit.image_processing_bit_fast 0.0% 0.0% 0 0
transformers.models.bit.modeling_bit 41.2% 41.2% 34 0
transformers.models.bitnet.configuration_bitnet 47.4% 47.4% 38 0
transformers.models.bitnet.modeling_bitnet 62.9% 62.9% 35 0
transformers.models.bitnet.modular_bitnet 33.3% 33.3% 3 0
transformers.models.blenderbot.configuration_blenderbot 0.0% 0.0% 54 0
transformers.models.blenderbot.modeling_blenderbot 69.3% 69.3% 75 0
transformers.models.blenderbot.tokenization_blenderbot 0.0% 0.0% 13 0
transformers.models.blenderbot_small.configuration_blenderbot_small 0.0% 0.0% 53 0
transformers.models.blenderbot_small.modeling_blenderbot_small 69.3% 69.3% 75 0
transformers.models.blenderbot_small.tokenization_blenderbot_small 53.6% 53.6% 28 0
transformers.models.blip.configuration_blip 0.0% 0.0% 84 0
transformers.models.blip.image_processing_blip 73.2% 73.2% 41 0
transformers.models.blip.image_processing_blip_fast 0.0% 0.0% 0 0
transformers.models.blip.modeling_blip 59.2% 59.2% 120 0
transformers.models.blip.modeling_blip_text 57.4% 57.4% 68 0
transformers.models.blip.processing_blip 44.4% 44.4% 9 0
transformers.models.blip_2.configuration_blip_2 0.0% 0.0% 73 0
transformers.models.blip_2.modeling_blip_2 57.1% 57.1% 163 0
transformers.models.blip_2.processing_blip_2 36.4% 36.4% 11 0
transformers.models.bloom.configuration_bloom 0.0% 0.0% 34 0
transformers.models.bloom.modeling_bloom 60.2% 60.2% 103 0
transformers.models.blt.configuration_blt 44.7% 44.7% 179 0
transformers.models.blt.modeling_blt 59.5% 59.5% 74 0
transformers.models.blt.modular_blt 59.5% 59.5% 74 0
transformers.models.bridgetower.configuration_bridgetower 0.0% 0.0% 88 0
transformers.models.bridgetower.image_processing_bridgetower 78.6% 78.6% 70 0
transformers.models.bridgetower.image_processing_bridgetower_fast 86.8% 86.8% 38 0
transformers.models.bridgetower.modeling_bridgetower 54.2% 54.2% 96 0
transformers.models.bridgetower.processing_bridgetower 0.0% 0.0% 3 0
transformers.models.bros.configuration_bros 0.0% 0.0% 43 0
transformers.models.bros.modeling_bros 58.6% 58.6% 87 0
transformers.models.bros.processing_bros 0.0% 0.0% 3 0
transformers.models.byt5.tokenization_byt5 54.5% 54.5% 33 0
transformers.models.camembert.configuration_camembert 0.0% 0.0% 40 0
transformers.models.camembert.modeling_camembert 55.2% 55.2% 125 0
transformers.models.camembert.modular_camembert 76.0% 76.0% 75 0
transformers.models.camembert.tokenization_camembert 6.7% 6.7% 15 0
transformers.models.canine.configuration_canine 0.0% 0.0% 40 0
transformers.models.canine.modeling_canine 50.4% 50.4% 119 0
transformers.models.canine.tokenization_canine 35.0% 35.0% 20 0
transformers.models.chameleon.configuration_chameleon 45.5% 45.5% 77 0
transformers.models.chameleon.image_processing_chameleon 73.5% 73.5% 49 0
transformers.models.chameleon.image_processing_chameleon_fast 85.7% 85.7% 7 0
transformers.models.chameleon.modeling_chameleon 55.7% 55.7% 79 0
transformers.models.chameleon.processing_chameleon 30.0% 30.0% 20 0
transformers.models.chinese_clip.configuration_chinese_clip 0.0% 0.0% 74 0
transformers.models.chinese_clip.image_processing_chinese_clip 72.3% 72.3% 47 0
transformers.models.chinese_clip.image_processing_chinese_clip_fast 0.0% 0.0% 0 0
transformers.models.chinese_clip.modeling_chinese_clip 65.3% 65.3% 72 0
transformers.models.chinese_clip.processing_chinese_clip 0.0% 0.0% 4 0
transformers.models.clap.configuration_clap 0.0% 0.0% 108 0
transformers.models.clap.feature_extraction_clap 37.5% 37.5% 48 0
transformers.models.clap.modeling_clap 65.3% 65.3% 95 0
transformers.models.clap.processing_clap 0.0% 0.0% 3 0
transformers.models.clip.configuration_clip 0.0% 0.0% 71 0
transformers.models.clip.image_processing_clip 70.8% 70.8% 48 0
transformers.models.clip.image_processing_clip_fast 50.0% 50.0% 2 0
transformers.models.clip.modeling_clip 66.7% 66.7% 84 0
transformers.models.clip.processing_clip 0.0% 0.0% 4 0
transformers.models.clip.tokenization_clip 66.7% 66.7% 9 0
transformers.models.clipseg.configuration_clipseg 0.0% 0.0% 83 0
transformers.models.clipseg.modeling_clipseg 69.8% 69.8% 86 0
transformers.models.clipseg.processing_clipseg 0.0% 0.0% 10 0
transformers.models.clvp.configuration_clvp 1.8% 1.8% 112 0
transformers.models.clvp.feature_extraction_clvp 34.4% 34.4% 32 0
transformers.models.clvp.modeling_clvp 60.1% 60.1% 148 0
transformers.models.clvp.number_normalizer 76.9% 76.9% 26 0
transformers.models.clvp.processing_clvp 0.0% 0.0% 6 0
transformers.models.clvp.tokenization_clvp 0.0% 0.0% 34 0
transformers.models.code_llama.tokenization_code_llama 11.4% 11.4% 44 0
transformers.models.codegen.configuration_codegen 0.0% 0.0% 38 0
transformers.models.codegen.modeling_codegen 56.2% 56.2% 48 0
transformers.models.codegen.tokenization_codegen 57.1% 57.1% 21 0
transformers.models.cohere.configuration_cohere 47.6% 47.6% 42 0
transformers.models.cohere.modeling_cohere 61.5% 61.5% 39 0
transformers.models.cohere.modular_cohere 60.9% 60.9% 23 0
transformers.models.cohere.tokenization_cohere 70.4% 70.4% 27 0
transformers.models.cohere2.configuration_cohere2 46.7% 46.7% 45 0
transformers.models.cohere2.modeling_cohere2 61.5% 61.5% 39 0
transformers.models.cohere2.modular_cohere2 55.2% 55.2% 58 0
transformers.models.cohere2_vision.configuration_cohere2_vision 0.0% 0.0% 14 0
transformers.models.cohere2_vision.image_processing_cohere2_vision_fast 85.3% 85.3% 34 0
transformers.models.cohere2_vision.modeling_cohere2_vision 60.0% 60.0% 60 0
transformers.models.cohere2_vision.modular_cohere2_vision 97.1% 97.1% 34 0
transformers.models.cohere2_vision.processing_cohere2_vision 15.4% 15.4% 26 0
transformers.models.colmodernvbert.configuration_colmodernvbert 33.3% 33.3% 12 0
transformers.models.colmodernvbert.modeling_colmodernvbert 45.8% 45.8% 24 0
transformers.models.colmodernvbert.modular_colmodernvbert 61.0% 61.0% 41 0
transformers.models.colmodernvbert.processing_colmodernvbert 47.6% 47.6% 42 0
transformers.models.colpali.configuration_colpali 12.5% 12.5% 8 0
transformers.models.colpali.modeling_colpali 48.1% 48.1% 27 0
transformers.models.colpali.modular_colpali 76.0% 76.0% 25 0
transformers.models.colpali.processing_colpali 59.4% 59.4% 32 0
transformers.models.colqwen2.configuration_colqwen2 33.3% 33.3% 12 0
transformers.models.colqwen2.modeling_colqwen2 58.8% 58.8% 34 0
transformers.models.colqwen2.modular_colqwen2 58.3% 58.3% 36 0
transformers.models.colqwen2.processing_colqwen2 59.4% 59.4% 32 0
transformers.models.conditional_detr.configuration_conditional_detr 0.0% 0.0% 63 0
transformers.models.conditional_detr.image_processing_conditional_detr 77.5% 77.5% 120 0
transformers.models.conditional_detr.image_processing_conditional_detr_fast 82.1% 82.1% 78 0
transformers.models.conditional_detr.modeling_conditional_detr 57.7% 57.7% 52 0
transformers.models.conditional_detr.modular_conditional_detr 67.6% 67.6% 34 0
transformers.models.convbert.configuration_convbert 0.0% 0.0% 48 0
transformers.models.convbert.modeling_convbert 54.0% 54.0% 124 0
transformers.models.convbert.tokenization_convbert 0.0% 0.0% 0 0
transformers.models.convnext.configuration_convnext 0.0% 0.0% 27 0
transformers.models.convnext.image_processing_convnext 73.8% 73.8% 42 0
transformers.models.convnext.image_processing_convnext_fast 88.9% 88.9% 27 0
transformers.models.convnext.modeling_convnext 32.3% 32.3% 31 0
transformers.models.convnextv2.configuration_convnextv2 0.0% 0.0% 25 0
transformers.models.convnextv2.modeling_convnextv2 32.3% 32.3% 31 0
transformers.models.cpm.tokenization_cpm 31.5% 31.5% 54 0
transformers.models.cpm.tokenization_cpm_fast 24.3% 24.3% 37 0
transformers.models.cpmant.configuration_cpmant 44.1% 44.1% 34 0
transformers.models.cpmant.modeling_cpmant 45.8% 45.8% 48 0
transformers.models.cpmant.tokenization_cpmant 15.8% 15.8% 38 0
transformers.models.csm.configuration_csm 47.6% 47.6% 103 0
transformers.models.csm.generation_csm 80.8% 76.9% 26 0
transformers.models.csm.modeling_csm 57.3% 57.3% 110 0
transformers.models.csm.modular_csm 60.0% 60.0% 90 0
transformers.models.csm.processing_csm 32.0% 32.0% 25 0
transformers.models.ctrl.configuration_ctrl 0.0% 0.0% 32 0
transformers.models.ctrl.modeling_ctrl 55.7% 55.7% 70 0
transformers.models.ctrl.tokenization_ctrl 0.0% 0.0% 22 0
transformers.models.cvt.configuration_cvt 0.0% 0.0% 44 0
transformers.models.cvt.modeling_cvt 41.7% 41.7% 24 0
transformers.models.cwm.configuration_cwm 45.7% 45.7% 46 0
transformers.models.cwm.modeling_cwm 62.9% 62.9% 35 0
transformers.models.cwm.modular_cwm 81.6% 81.6% 38 0
transformers.models.d_fine.configuration_d_fine 0.0% 0.0% 131 0
transformers.models.d_fine.modeling_d_fine 37.8% 37.8% 45 0
transformers.models.d_fine.modular_d_fine 1.4% 1.4% 146 0
transformers.models.dab_detr.configuration_dab_detr 0.0% 0.0% 71 0
transformers.models.dab_detr.modeling_dab_detr 46.2% 46.2% 52 0
transformers.models.dac.configuration_dac 3.8% 3.8% 26 0
transformers.models.dac.feature_extraction_dac 78.6% 78.6% 14 0
transformers.models.dac.modeling_dac 60.9% 60.9% 23 0
transformers.models.data2vec.configuration_data2vec_audio 0.0% 0.0% 92 0
transformers.models.data2vec.configuration_data2vec_text 0.0% 0.0% 42 0
transformers.models.data2vec.configuration_data2vec_vision 0.0% 0.0% 56 0
transformers.models.data2vec.modeling_data2vec_audio 46.4% 46.4% 97 0
transformers.models.data2vec.modeling_data2vec_text 55.2% 55.2% 125 0
transformers.models.data2vec.modeling_data2vec_vision 53.7% 53.7% 54 0
transformers.models.data2vec.modular_data2vec_audio 8.0% 8.0% 25 0
transformers.models.data2vec.modular_data2vec_text 60.0% 60.0% 95 0
transformers.models.dbrx.configuration_dbrx 48.6% 45.9% 37 0
transformers.models.dbrx.modeling_dbrx 61.1% 61.1% 54 0
transformers.models.dbrx.modular_dbrx 61.1% 61.1% 54 0
transformers.models.deberta.configuration_deberta 0.0% 0.0% 49 0
transformers.models.deberta.modeling_deberta 53.1% 53.1% 96 0
transformers.models.deberta.tokenization_deberta 18.8% 18.8% 16 0
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transformers.models.deberta_v2.modeling_deberta_v2 52.1% 52.1% 117 0
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transformers.models.decision_transformer.configuration_decision_transformer 0.0% 0.0% 48 0
transformers.models.decision_transformer.modeling_decision_transformer 46.2% 46.2% 52 0
transformers.models.deepseek_v2.configuration_deepseek_v2 47.9% 47.9% 71 0
transformers.models.deepseek_v2.modeling_deepseek_v2 59.5% 59.5% 37 0
transformers.models.deepseek_v2.modular_deepseek_v2 63.0% 63.0% 54 0
transformers.models.deepseek_v3.configuration_deepseek_v3 46.7% 46.7% 75 0
transformers.models.deepseek_v3.modeling_deepseek_v3 59.5% 59.5% 37 0
transformers.models.deepseek_v3.modular_deepseek_v3 0.0% 0.0% 2 0
transformers.models.deepseek_vl.configuration_deepseek_vl 40.0% 40.0% 10 0
transformers.models.deepseek_vl.image_processing_deepseek_vl 73.6% 73.6% 53 0
transformers.models.deepseek_vl.image_processing_deepseek_vl_fast 85.7% 85.7% 28 0
transformers.models.deepseek_vl.modeling_deepseek_vl 52.6% 52.6% 57 0
transformers.models.deepseek_vl.modular_deepseek_vl 17.0% 17.0% 47 0
transformers.models.deepseek_vl.processing_deepseek_vl 22.2% 22.2% 18 0
transformers.models.deepseek_vl_hybrid.configuration_deepseek_vl_hybrid 41.7% 41.7% 12 0
transformers.models.deepseek_vl_hybrid.image_processing_deepseek_vl_hybrid 71.2% 71.2% 66 0
transformers.models.deepseek_vl_hybrid.image_processing_deepseek_vl_hybrid_fast 86.0% 86.0% 43 0
transformers.models.deepseek_vl_hybrid.modeling_deepseek_vl_hybrid 50.0% 50.0% 76 0
transformers.models.deepseek_vl_hybrid.modular_deepseek_vl_hybrid 72.4% 72.4% 145 0
transformers.models.deepseek_vl_hybrid.processing_deepseek_vl_hybrid 22.2% 22.2% 18 0
transformers.models.deformable_detr.configuration_deformable_detr 0.0% 0.0% 80 0
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transformers.models.deformable_detr.modeling_deformable_detr 40.0% 40.0% 50 0
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transformers.models.deit.configuration_deit 0.0% 0.0% 34 0
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transformers.models.deit.modeling_deit 71.7% 71.7% 46 0
transformers.models.depth_anything.configuration_depth_anything 0.0% 0.0% 24 0
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transformers.models.depth_pro.configuration_depth_pro 0.0% 0.0% 34 0
transformers.models.depth_pro.image_processing_depth_pro 74.5% 74.5% 51 0
transformers.models.depth_pro.image_processing_depth_pro_fast 94.4% 94.4% 18 0
transformers.models.depth_pro.modeling_depth_pro 41.4% 41.4% 29 0
transformers.models.detr.configuration_detr 0.0% 0.0% 61 0
transformers.models.detr.image_processing_detr 77.3% 77.3% 119 0
transformers.models.detr.image_processing_detr_fast 81.8% 81.8% 77 0
transformers.models.detr.modeling_detr 61.2% 61.2% 49 0
transformers.models.dia.configuration_dia 47.8% 47.8% 92 0
transformers.models.dia.feature_extraction_dia 78.6% 78.6% 14 0
transformers.models.dia.generation_dia 84.7% 83.1% 59 0
transformers.models.dia.modeling_dia 68.3% 68.3% 41 0
transformers.models.dia.modular_dia 68.3% 68.3% 41 0
transformers.models.dia.processing_dia 82.9% 82.9% 35 0
transformers.models.dia.tokenization_dia 47.1% 47.1% 17 0
transformers.models.diffllama.configuration_diffllama 47.6% 47.6% 42 0
transformers.models.diffllama.modeling_diffllama 59.5% 59.5% 37 0
transformers.models.diffllama.modular_diffllama 0.0% 0.0% 2 0
transformers.models.dinat.configuration_dinat 0.0% 0.0% 39 0
transformers.models.dinat.modeling_dinat 40.5% 40.5% 42 0
transformers.models.dinov2.configuration_dinov2 0.0% 0.0% 43 0
transformers.models.dinov2.modeling_dinov2 55.9% 55.9% 34 0
transformers.models.dinov2_with_registers.configuration_dinov2_with_registers 0.0% 0.0% 43 0
transformers.models.dinov2_with_registers.modeling_dinov2_with_registers 54.3% 54.3% 35 0
transformers.models.dinov2_with_registers.modular_dinov2_with_registers 16.4% 16.4% 61 0
transformers.models.dinov3_convnext.configuration_dinov3_convnext 50.0% 50.0% 24 0
transformers.models.dinov3_convnext.modeling_dinov3_convnext 45.5% 45.5% 22 0
transformers.models.dinov3_vit.configuration_dinov3_vit 49.1% 49.1% 57 0
transformers.models.dinov3_vit.image_processing_dinov3_vit_fast 93.3% 93.3% 15 0
transformers.models.dinov3_vit.modeling_dinov3_vit 39.3% 39.3% 28 0
transformers.models.dinov3_vit.modular_dinov3_vit 35.7% 35.7% 28 0
transformers.models.distilbert.configuration_distilbert 0.0% 0.0% 36 0
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transformers.models.distilbert.tokenization_distilbert 25.0% 25.0% 4 0
transformers.models.doge.configuration_doge 48.3% 48.3% 58 0
transformers.models.doge.modeling_doge 54.8% 54.8% 42 0
transformers.models.doge.modular_doge 51.9% 51.9% 77 0
transformers.models.donut.configuration_donut_swin 0.0% 0.0% 36 0
transformers.models.donut.image_processing_donut 78.8% 78.8% 66 0
transformers.models.donut.image_processing_donut_fast 93.9% 93.9% 33 0
transformers.models.donut.modeling_donut_swin 44.1% 44.1% 34 0
transformers.models.donut.processing_donut 23.1% 23.1% 13 0
transformers.models.dots1.configuration_dots1 48.4% 48.4% 62 0
transformers.models.dots1.modeling_dots1 57.9% 57.9% 38 0
transformers.models.dots1.modular_dots1 100.0% 100.0% 2 0
transformers.models.dpr.configuration_dpr 2.6% 2.6% 38 0
transformers.models.dpr.modeling_dpr 76.3% 76.3% 38 0
transformers.models.dpr.tokenization_dpr 0.0% 0.0% 15 0
transformers.models.dpr.tokenization_dpr_fast 0.0% 0.0% 0 0
transformers.models.dpt.configuration_dpt 0.0% 0.0% 66 0
transformers.models.dpt.image_processing_dpt 78.9% 78.9% 114 0
transformers.models.dpt.image_processing_dpt_fast 90.2% 90.2% 51 0
transformers.models.dpt.modeling_dpt 40.5% 40.5% 37 0
transformers.models.dpt.modular_dpt 97.0% 97.0% 33 0
transformers.models.edgetam.configuration_edgetam 0.0% 0.0% 80 0
transformers.models.edgetam.modeling_edgetam 60.0% 60.0% 45 0
transformers.models.edgetam.modular_edgetam 9.1% 9.1% 33 0
transformers.models.edgetam_video.configuration_edgetam_video 0.0% 0.0% 148 0
transformers.models.edgetam_video.modeling_edgetam_video 70.5% 70.5% 190 0
transformers.models.edgetam_video.modular_edgetam_video 26.5% 26.5% 151 0
transformers.models.efficientloftr.configuration_efficientloftr 42.1% 42.1% 57 0
transformers.models.efficientloftr.image_processing_efficientloftr 68.3% 68.3% 41 0
transformers.models.efficientloftr.image_processing_efficientloftr_fast 78.6% 78.6% 28 0
transformers.models.efficientloftr.modeling_efficientloftr 79.5% 79.5% 44 0
transformers.models.efficientloftr.modular_efficientloftr 100.0% 100.0% 4 0
transformers.models.efficientnet.configuration_efficientnet 46.7% 46.7% 45 0
transformers.models.efficientnet.image_processing_efficientnet 70.2% 70.2% 57 0
transformers.models.efficientnet.image_processing_efficientnet_fast 93.0% 93.0% 43 0
transformers.models.efficientnet.modeling_efficientnet 48.0% 48.0% 25 0
transformers.models.electra.configuration_electra 0.0% 0.0% 52 0
transformers.models.electra.modeling_electra 55.1% 55.1% 136 0
transformers.models.emu3.configuration_emu3 43.2% 43.2% 81 0
transformers.models.emu3.image_processing_emu3 76.4% 76.4% 72 0
transformers.models.emu3.modeling_emu3 55.7% 55.7% 122 0
transformers.models.emu3.modular_emu3 49.5% 49.5% 95 0
transformers.models.emu3.processing_emu3 15.6% 15.6% 32 0
transformers.models.encodec.configuration_encodec 11.1% 11.1% 54 0
transformers.models.encodec.feature_extraction_encodec 77.8% 77.8% 18 0
transformers.models.encodec.modeling_encodec 78.4% 78.4% 37 0
transformers.models.encoder_decoder.configuration_encoder_decoder 23.1% 23.1% 13 0
transformers.models.encoder_decoder.modeling_encoder_decoder 54.1% 54.1% 37 0
transformers.models.eomt.configuration_eomt 13.0% 13.0% 54 0
transformers.models.eomt.image_processing_eomt 80.5% 80.5% 113 0
transformers.models.eomt.image_processing_eomt_fast 87.3% 87.3% 63 0
transformers.models.eomt.modeling_eomt 51.3% 51.3% 39 0
transformers.models.eomt.modular_eomt 24.7% 24.7% 77 0
transformers.models.eomt_dinov3.configuration_eomt_dinov3 23.6% 23.6% 72 0
transformers.models.eomt_dinov3.modeling_eomt_dinov3 47.6% 47.6% 42 0
transformers.models.eomt_dinov3.modular_eomt_dinov3 33.8% 33.8% 77 0
transformers.models.ernie.configuration_ernie 0.0% 0.0% 46 0
transformers.models.ernie.modeling_ernie 58.3% 58.3% 163 0
transformers.models.ernie.modular_ernie 84.8% 84.8% 112 0
transformers.models.ernie4_5.configuration_ernie4_5 47.4% 47.4% 38 0
transformers.models.ernie4_5.modeling_ernie4_5 62.9% 62.9% 35 0
transformers.models.ernie4_5.modular_ernie4_5 0.0% 0.0% 4 0
transformers.models.ernie4_5_moe.configuration_ernie4_5_moe 48.2% 48.2% 56 0
transformers.models.ernie4_5_moe.modeling_ernie4_5_moe 54.8% 54.8% 42 0
transformers.models.ernie4_5_moe.modular_ernie4_5_moe 34.4% 34.4% 32 0
transformers.models.ernie4_5_vl_moe.configuration_ernie4_5_vl_moe 0.0% 0.0% 103 0
transformers.models.ernie4_5_vl_moe.image_processing_ernie4_5_vl_moe 69.7% 69.7% 66 0
transformers.models.ernie4_5_vl_moe.image_processing_ernie4_5_vl_moe_fast 73.3% 73.3% 30 0
transformers.models.ernie4_5_vl_moe.modeling_ernie4_5_vl_moe 53.1% 53.1% 196 0
transformers.models.ernie4_5_vl_moe.modular_ernie4_5_vl_moe 37.3% 37.3% 306 0
transformers.models.ernie4_5_vl_moe.processing_ernie4_5_vl_moe 18.8% 18.8% 32 0
transformers.models.ernie4_5_vl_moe.video_processing_ernie4_5_vl_moe 76.0% 76.0% 50 0
transformers.models.esm.configuration_esm 0.0% 0.0% 47 0
transformers.models.esm.modeling_esm 41.6% 41.6% 77 0
transformers.models.esm.modeling_esmfold 27.4% 27.4% 62 0
transformers.models.esm.openfold_utils.chunk_utils 91.7% 83.3% 24 0
transformers.models.esm.openfold_utils.data_transforms 100.0% 100.0% 4 0
transformers.models.esm.openfold_utils.feats 100.0% 100.0% 31 0
transformers.models.esm.openfold_utils.loss 83.3% 83.3% 12 0
transformers.models.esm.openfold_utils.protein 100.0% 100.0% 22 0
transformers.models.esm.openfold_utils.residue_constants 76.3% 76.3% 59 0
transformers.models.esm.openfold_utils.rigid_utils 97.9% 96.5% 143 0
transformers.models.esm.openfold_utils.tensor_utils 97.5% 95.0% 40 0
transformers.models.esm.tokenization_esm 48.5% 48.5% 33 0
transformers.models.eurobert.configuration_eurobert 3.7% 3.7% 27 0
transformers.models.eurobert.modeling_eurobert 56.1% 56.1% 57 0
transformers.models.eurobert.modular_eurobert 41.9% 41.9% 74 0
transformers.models.evolla.configuration_evolla 48.4% 48.4% 64 0
transformers.models.evolla.modeling_evolla 49.0% 49.0% 49 0
transformers.models.evolla.modular_evolla 47.9% 47.9% 48 0
transformers.models.evolla.processing_evolla 15.6% 15.6% 32 0
transformers.models.exaone4.configuration_exaone4 47.6% 47.6% 42 0
transformers.models.exaone4.modeling_exaone4 62.9% 62.9% 35 0
transformers.models.exaone4.modular_exaone4 62.1% 62.1% 66 0
transformers.models.exaone_moe.configuration_exaone_moe 0.0% 0.0% 62 0
transformers.models.exaone_moe.modeling_exaone_moe 59.5% 59.5% 37 0
transformers.models.exaone_moe.modular_exaone_moe 15.8% 15.8% 76 0
transformers.models.falcon.configuration_falcon 46.2% 46.2% 52 0
transformers.models.falcon.modeling_falcon 63.3% 63.3% 98 0
transformers.models.falcon_h1.configuration_falcon_h1 47.3% 47.3% 91 0
transformers.models.falcon_h1.modeling_falcon_h1 42.9% 42.9% 56 0
transformers.models.falcon_h1.modular_falcon_h1 47.1% 47.1% 51 0
transformers.models.falcon_mamba.configuration_falcon_mamba 0.0% 0.0% 57 0
transformers.models.falcon_mamba.modeling_falcon_mamba 55.4% 55.4% 74 0
transformers.models.falcon_mamba.modular_falcon_mamba 0.0% 0.0% 41 0
transformers.models.fast_vlm.configuration_fast_vlm 0.0% 0.0% 18 0
transformers.models.fast_vlm.modeling_fast_vlm 63.1% 63.1% 65 0
transformers.models.fast_vlm.modular_fast_vlm 61.2% 61.2% 49 0
transformers.models.fastspeech2_conformer.configuration_fastspeech2_conformer 1.6% 1.6% 125 0
transformers.models.fastspeech2_conformer.modeling_fastspeech2_conformer 43.6% 43.6% 78 0
transformers.models.fastspeech2_conformer.tokenization_fastspeech2_conformer 8.3% 8.3% 36 0
transformers.models.flaubert.configuration_flaubert 0.0% 0.0% 74 0
transformers.models.flaubert.modeling_flaubert 56.4% 56.4% 172 0
transformers.models.flaubert.tokenization_flaubert 14.7% 14.7% 68 0
transformers.models.flava.configuration_flava 46.3% 46.3% 147 0
transformers.models.flava.image_processing_flava 69.5% 69.5% 128 0
transformers.models.flava.image_processing_flava_fast 86.1% 86.1% 79 0
transformers.models.flava.modeling_flava 58.9% 58.2% 158 0
transformers.models.flava.processing_flava 0.0% 0.0% 4 0
transformers.models.flex_olmo.configuration_flex_olmo 47.9% 47.9% 48 0
transformers.models.flex_olmo.modeling_flex_olmo 54.8% 54.8% 42 0
transformers.models.flex_olmo.modular_flex_olmo 55.2% 55.2% 58 0
transformers.models.florence2.configuration_florence2 0.0% 0.0% 49 0
transformers.models.florence2.modeling_florence2 58.3% 58.3% 96 0
transformers.models.florence2.modular_florence2 37.6% 37.6% 157 0
transformers.models.florence2.processing_florence2 22.5% 22.5% 40 0
transformers.models.fnet.configuration_fnet 0.0% 0.0% 34 0
transformers.models.fnet.modeling_fnet 48.5% 48.5% 136 0
transformers.models.fnet.tokenization_fnet 0.0% 0.0% 0 0
transformers.models.focalnet.configuration_focalnet 0.0% 0.0% 47 0
transformers.models.focalnet.modeling_focalnet 41.2% 41.2% 51 0
transformers.models.fsmt.configuration_fsmt 0.0% 0.0% 59 0
transformers.models.fsmt.modeling_fsmt 62.3% 62.3% 53 0
transformers.models.fsmt.tokenization_fsmt 18.2% 18.2% 66 0
transformers.models.funnel.configuration_funnel 0.0% 0.0% 50 0
transformers.models.funnel.modeling_funnel 76.0% 76.0% 129 0
transformers.models.funnel.tokenization_funnel 66.7% 66.7% 21 0
transformers.models.fuyu.configuration_fuyu 48.9% 48.9% 47 0
transformers.models.fuyu.image_processing_fuyu 76.7% 76.7% 73 0
transformers.models.fuyu.image_processing_fuyu_fast 93.2% 93.2% 44 0
transformers.models.fuyu.modeling_fuyu 58.2% 58.2% 67 0
transformers.models.fuyu.processing_fuyu 14.0% 14.0% 43 0
transformers.models.gemma.configuration_gemma 47.6% 47.6% 42 0
transformers.models.gemma.modeling_gemma 59.5% 59.5% 37 0
transformers.models.gemma.modular_gemma 52.7% 52.7% 55 0
transformers.models.gemma.tokenization_gemma 77.8% 77.8% 9 0
transformers.models.gemma2.configuration_gemma2 48.1% 48.1% 52 0
transformers.models.gemma2.modeling_gemma2 59.5% 59.5% 37 0
transformers.models.gemma2.modular_gemma2 58.2% 58.2% 79 0
transformers.models.gemma3.configuration_gemma3 45.2% 45.2% 73 0
transformers.models.gemma3.image_processing_gemma3 73.8% 73.8% 61 0
transformers.models.gemma3.image_processing_gemma3_fast 87.9% 87.9% 33 0
transformers.models.gemma3.modeling_gemma3 60.4% 60.4% 134 0
transformers.models.gemma3.modular_gemma3 55.8% 55.8% 156 0
transformers.models.gemma3.processing_gemma3 26.3% 26.3% 19 0
transformers.models.gemma3n.configuration_gemma3n 46.5% 46.5% 157 0
transformers.models.gemma3n.feature_extraction_gemma3n 60.0% 60.0% 45 0
transformers.models.gemma3n.modeling_gemma3n 59.0% 59.0% 144 0
transformers.models.gemma3n.modular_gemma3n 53.8% 53.8% 260 0
transformers.models.gemma3n.processing_gemma3n 29.2% 29.2% 24 0
transformers.models.git.configuration_git 0.0% 0.0% 62 0
transformers.models.git.modeling_git 53.5% 53.5% 71 0
transformers.models.git.processing_git 0.0% 0.0% 3 0
transformers.models.glm.configuration_glm 47.5% 47.5% 40 0
transformers.models.glm.modeling_glm 62.9% 62.9% 35 0
transformers.models.glm.modular_glm 0.0% 0.0% 2 0
transformers.models.glm4.configuration_glm4 47.5% 47.5% 40 0
transformers.models.glm4.modeling_glm4 62.9% 62.9% 35 0
transformers.models.glm4.modular_glm4 50.0% 50.0% 4 0
transformers.models.glm46v.configuration_glm46v 0.0% 0.0% 20 0
transformers.models.glm46v.image_processing_glm46v 73.0% 73.0% 63 0
transformers.models.glm46v.image_processing_glm46v_fast 82.1% 82.1% 28 0
transformers.models.glm46v.modeling_glm46v 68.1% 68.1% 113 0
transformers.models.glm46v.modular_glm46v 6.2% 6.2% 32 0
transformers.models.glm46v.processing_glm46v 17.2% 17.2% 29 0
transformers.models.glm46v.video_processing_glm46v 76.0% 76.0% 25 0
transformers.models.glm4_moe.configuration_glm4_moe 48.3% 48.3% 58 0
transformers.models.glm4_moe.modeling_glm4_moe 59.5% 59.5% 37 0
transformers.models.glm4_moe.modular_glm4_moe 48.3% 48.3% 58 0
transformers.models.glm4_moe_lite.configuration_glm4_moe_lite 45.8% 45.8% 72 0
transformers.models.glm4_moe_lite.modeling_glm4_moe_lite 59.5% 59.5% 37 0
transformers.models.glm4_moe_lite.modular_glm4_moe_lite 45.8% 45.8% 72 0
transformers.models.glm4v.configuration_glm4v 17.1% 17.1% 82 0
transformers.models.glm4v.image_processing_glm4v 73.0% 73.0% 63 0
transformers.models.glm4v.image_processing_glm4v_fast 82.1% 82.1% 28 0
transformers.models.glm4v.modeling_glm4v 61.0% 61.0% 154 0
transformers.models.glm4v.modular_glm4v 40.5% 40.5% 200 0
transformers.models.glm4v.processing_glm4v 17.2% 17.2% 29 0
transformers.models.glm4v.video_processing_glm4v 76.0% 76.0% 25 0
transformers.models.glm4v_moe.configuration_glm4v_moe 25.0% 25.0% 108 0
transformers.models.glm4v_moe.modeling_glm4v_moe 60.3% 60.3% 156 0
transformers.models.glm4v_moe.modular_glm4v_moe 52.0% 52.0% 100 0
transformers.models.glm_image.configuration_glm_image 23.9% 23.9% 92 0
transformers.models.glm_image.image_processing_glm_image 72.5% 72.5% 69 0
transformers.models.glm_image.image_processing_glm_image_fast 83.3% 83.3% 36 0
transformers.models.glm_image.modeling_glm_image 61.5% 61.5% 143 0
transformers.models.glm_image.modular_glm_image 50.3% 50.3% 185 0
transformers.models.glm_image.processing_glm_image 56.0% 56.0% 25 0
transformers.models.glm_moe_dsa.configuration_glm_moe_dsa 48.6% 48.6% 70 0
transformers.models.glm_moe_dsa.modeling_glm_moe_dsa 59.5% 59.5% 37 0
transformers.models.glm_moe_dsa.modular_glm_moe_dsa 48.6% 48.6% 70 0
transformers.models.glm_ocr.configuration_glm_ocr 17.1% 17.1% 82 0
transformers.models.glm_ocr.modeling_glm_ocr 61.2% 61.2% 152 0
transformers.models.glm_ocr.modular_glm_ocr 28.9% 28.9% 38 0
transformers.models.glmasr.configuration_glmasr 0.0% 0.0% 37 0
transformers.models.glmasr.modeling_glmasr 43.8% 43.8% 48 0
transformers.models.glmasr.modular_glmasr 61.9% 61.9% 42 0
transformers.models.glmasr.processing_glmasr 48.3% 48.3% 29 0
transformers.models.glpn.configuration_glpn 0.0% 0.0% 38 0
transformers.models.glpn.image_processing_glpn 71.9% 71.9% 32 0
transformers.models.glpn.image_processing_glpn_fast 72.0% 72.0% 25 0
transformers.models.glpn.modeling_glpn 30.8% 30.8% 39 0
transformers.models.got_ocr2.configuration_got_ocr2 10.4% 10.4% 48 0
transformers.models.got_ocr2.image_processing_got_ocr2 72.1% 72.1% 61 0
transformers.models.got_ocr2.image_processing_got_ocr2_fast 85.3% 85.3% 34 0
transformers.models.got_ocr2.modeling_got_ocr2 61.2% 61.2% 67 0
transformers.models.got_ocr2.modular_got_ocr2 47.1% 47.1% 85 0
transformers.models.got_ocr2.processing_got_ocr2 17.4% 17.4% 23 0
transformers.models.gpt2.configuration_gpt2 0.0% 0.0% 54 0
transformers.models.gpt2.modeling_gpt2 57.8% 57.8% 109 0
transformers.models.gpt2.tokenization_gpt2 63.6% 63.6% 11 0
transformers.models.gpt_bigcode.configuration_gpt_bigcode 0.0% 0.0% 47 0
transformers.models.gpt_bigcode.modeling_gpt_bigcode 61.8% 61.8% 89 0
transformers.models.gpt_neo.configuration_gpt_neo 0.0% 0.0% 45 0
transformers.models.gpt_neo.modeling_gpt_neo 61.4% 61.4% 101 0
transformers.models.gpt_neox.configuration_gpt_neox 44.7% 44.7% 47 0
transformers.models.gpt_neox.modeling_gpt_neox 52.9% 52.9% 102 0
transformers.models.gpt_neox.modular_gpt_neox 52.0% 52.0% 102 0
transformers.models.gpt_neox.tokenization_gpt_neox 69.2% 69.2% 13 0
transformers.models.gpt_neox_japanese.configuration_gpt_neox_japanese 43.9% 43.9% 41 0
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transformers.models.gpt_oss.modular_gpt_oss 75.0% 75.0% 12 0
transformers.models.gpt_sw3.tokenization_gpt_sw3 46.4% 46.4% 28 0
transformers.models.gptj.configuration_gptj 0.0% 0.0% 38 0
transformers.models.gptj.modeling_gptj 61.0% 61.0% 82 0
transformers.models.granite.configuration_granite 47.9% 47.9% 48 0
transformers.models.granite.modeling_granite 65.0% 65.0% 40 0
transformers.models.granite.modular_granite 89.3% 89.3% 28 0
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transformers.models.granite_speech.feature_extraction_granite_speech 62.5% 62.5% 24 0
transformers.models.granite_speech.modeling_granite_speech 44.9% 44.9% 69 0
transformers.models.granite_speech.processing_granite_speech 46.2% 46.2% 13 0
transformers.models.granitemoe.configuration_granitemoe 48.1% 48.1% 54 0
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transformers.models.granitemoe.modular_granitemoe 68.8% 68.8% 32 0
transformers.models.granitemoehybrid.configuration_granitemoehybrid 48.2% 48.2% 85 0
transformers.models.granitemoehybrid.modeling_granitemoehybrid 40.0% 40.0% 55 0
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transformers.models.granitemoeshared.configuration_granitemoeshared 47.4% 47.4% 57 0
transformers.models.granitemoeshared.modeling_granitemoeshared 52.4% 52.4% 42 0
transformers.models.granitemoeshared.modular_granitemoeshared 42.9% 42.9% 7 0
transformers.models.grounding_dino.configuration_grounding_dino 0.0% 0.0% 81 0
transformers.models.grounding_dino.image_processing_grounding_dino 78.4% 78.4% 102 0
transformers.models.grounding_dino.image_processing_grounding_dino_fast 85.0% 85.0% 60 0
transformers.models.grounding_dino.modeling_grounding_dino 33.3% 33.3% 57 0
transformers.models.grounding_dino.modular_grounding_dino 42.9% 42.9% 7 0
transformers.models.grounding_dino.processing_grounding_dino 62.5% 62.5% 16 0
transformers.models.groupvit.configuration_groupvit 0.0% 0.0% 85 0
transformers.models.groupvit.modeling_groupvit 65.0% 65.0% 60 0
transformers.models.helium.configuration_helium 47.6% 47.6% 42 0
transformers.models.helium.modeling_helium 62.9% 62.9% 35 0
transformers.models.helium.modular_helium 20.0% 20.0% 5 0
transformers.models.herbert.tokenization_herbert 81.8% 81.8% 11 0
transformers.models.hgnet_v2.configuration_hgnet_v2 0.0% 0.0% 37 0
transformers.models.hgnet_v2.modeling_hgnet_v2 41.4% 41.4% 29 0
transformers.models.hgnet_v2.modular_hgnet_v2 18.2% 18.2% 66 0
transformers.models.hiera.configuration_hiera 0.0% 0.0% 55 0
transformers.models.hiera.modeling_hiera 60.9% 60.9% 69 0
transformers.models.higgs_audio_v2.configuration_higgs_audio_v2 0.0% 0.0% 58 0
transformers.models.higgs_audio_v2.generation_higgs_audio_v2 54.1% 51.4% 37 0
transformers.models.higgs_audio_v2.modeling_higgs_audio_v2 64.2% 64.2% 53 0
transformers.models.higgs_audio_v2.modular_higgs_audio_v2 40.2% 40.2% 82 0
transformers.models.higgs_audio_v2.processing_higgs_audio_v2 17.1% 17.1% 41 0
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transformers.models.hubert.configuration_hubert 0.0% 0.0% 82 0
transformers.models.hubert.modeling_hubert 49.2% 49.2% 61 0
transformers.models.hubert.modular_hubert 52.2% 52.2% 23 0
transformers.models.hunyuan_v1_dense.configuration_hunyuan_v1_dense 48.8% 48.8% 43 0
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transformers.models.hunyuan_v1_dense.modular_hunyuan_v1_dense 0.0% 0.0% 2 0
transformers.models.hunyuan_v1_moe.configuration_hunyuan_v1_moe 48.0% 48.0% 50 0
transformers.models.hunyuan_v1_moe.modeling_hunyuan_v1_moe 59.5% 59.5% 37 0
transformers.models.hunyuan_v1_moe.modular_hunyuan_v1_moe 0.0% 0.0% 2 0
transformers.models.ibert.configuration_ibert 0.0% 0.0% 36 0
transformers.models.ibert.modeling_ibert 56.0% 56.0% 109 0
transformers.models.ibert.quant_modules 0.0% 0.0% 178 0
transformers.models.idefics.configuration_idefics 0.0% 0.0% 58 0
transformers.models.idefics.image_processing_idefics 68.0% 68.0% 25 0
transformers.models.idefics.modeling_idefics 47.4% 47.4% 76 0
transformers.models.idefics.perceiver 47.6% 47.6% 42 0
transformers.models.idefics.processing_idefics 28.6% 28.6% 14 0
transformers.models.idefics.vision 47.3% 47.3% 91 0
transformers.models.idefics2.configuration_idefics2 0.0% 0.0% 14 0
transformers.models.idefics2.image_processing_idefics2 78.6% 78.6% 70 0
transformers.models.idefics2.image_processing_idefics2_fast 94.1% 94.1% 34 0
transformers.models.idefics2.modeling_idefics2 54.5% 54.5% 77 0
transformers.models.idefics2.processing_idefics2 35.3% 35.3% 17 0
transformers.models.idefics3.configuration_idefics3 0.0% 0.0% 39 0
transformers.models.idefics3.image_processing_idefics3 76.2% 76.2% 80 0
transformers.models.idefics3.image_processing_idefics3_fast 85.1% 85.1% 47 0
transformers.models.idefics3.modeling_idefics3 54.3% 54.3% 92 0
transformers.models.idefics3.processing_idefics3 28.0% 28.0% 25 0
transformers.models.ijepa.configuration_ijepa 0.0% 0.0% 32 0
transformers.models.ijepa.modeling_ijepa 66.7% 66.7% 27 0
transformers.models.ijepa.modular_ijepa 68.8% 68.8% 16 0
transformers.models.imagegpt.configuration_imagegpt 0.0% 0.0% 44 0
transformers.models.imagegpt.image_processing_imagegpt 75.7% 75.7% 37 0
transformers.models.imagegpt.image_processing_imagegpt_fast 81.0% 81.0% 21 0
transformers.models.imagegpt.modeling_imagegpt 70.6% 66.2% 68 0
transformers.models.informer.configuration_informer 47.8% 47.8% 69 0
transformers.models.informer.modeling_informer 73.8% 73.8% 80 0
transformers.models.informer.modular_informer 20.0% 20.0% 20 0
transformers.models.instructblip.configuration_instructblip 0.0% 0.0% 69 0
transformers.models.instructblip.modeling_instructblip 61.1% 61.1% 108 0
transformers.models.instructblip.processing_instructblip 30.8% 30.8% 13 0
transformers.models.instructblipvideo.configuration_instructblipvideo 0.0% 0.0% 69 0
transformers.models.instructblipvideo.modeling_instructblipvideo 63.8% 63.8% 116 0
transformers.models.instructblipvideo.modular_instructblipvideo 71.2% 71.2% 66 0
transformers.models.instructblipvideo.processing_instructblipvideo 63.0% 63.0% 27 0
transformers.models.instructblipvideo.video_processing_instructblipvideo 93.3% 93.3% 15 0
transformers.models.internvl.configuration_internvl 0.0% 0.0% 62 0
transformers.models.internvl.modeling_internvl 61.0% 61.0% 82 0
transformers.models.internvl.modular_internvl 70.6% 70.6% 34 0
transformers.models.internvl.processing_internvl 35.3% 35.3% 34 0
transformers.models.internvl.video_processing_internvl 82.6% 82.6% 23 0
transformers.models.jais2.configuration_jais2 47.6% 47.6% 42 0
transformers.models.jais2.modeling_jais2 62.9% 62.9% 35 0
transformers.models.jais2.modular_jais2 75.0% 75.0% 28 0
transformers.models.jamba.configuration_jamba 4.3% 4.3% 70 0
transformers.models.jamba.modeling_jamba 54.5% 54.5% 44 0
transformers.models.jamba.modular_jamba 61.5% 61.5% 39 0
transformers.models.janus.configuration_janus 13.3% 13.3% 83 0
transformers.models.janus.image_processing_janus 77.6% 77.6% 67 0
transformers.models.janus.image_processing_janus_fast 88.9% 88.9% 36 0
transformers.models.janus.modeling_janus 52.0% 52.0% 100 0
transformers.models.janus.modular_janus 51.9% 51.9% 210 0
transformers.models.janus.processing_janus 21.7% 21.7% 23 0
transformers.models.jetmoe.configuration_jetmoe 46.7% 46.7% 45 0
transformers.models.jetmoe.modeling_jetmoe 51.2% 51.2% 43 0
transformers.models.jetmoe.modular_jetmoe 53.7% 53.7% 41 0
transformers.models.kosmos2.configuration_kosmos2 0.0% 0.0% 10 0
transformers.models.kosmos2.modeling_kosmos2 74.2% 74.2% 66 0
transformers.models.kosmos2.processing_kosmos2 29.8% 29.8% 47 0
transformers.models.kosmos2_5.configuration_kosmos2_5 0.0% 0.0% 10 0
transformers.models.kosmos2_5.image_processing_kosmos2_5 74.2% 74.2% 31 0
transformers.models.kosmos2_5.image_processing_kosmos2_5_fast 85.0% 85.0% 20 0
transformers.models.kosmos2_5.modeling_kosmos2_5 57.6% 57.6% 66 0
transformers.models.kosmos2_5.processing_kosmos2_5 26.3% 26.3% 19 0
transformers.models.kyutai_speech_to_text.configuration_kyutai_speech_to_text 47.1% 47.1% 51 0
transformers.models.kyutai_speech_to_text.feature_extraction_kyutai_speech_to_text 72.7% 72.7% 22 0
transformers.models.kyutai_speech_to_text.modeling_kyutai_speech_to_text 51.5% 51.5% 66 0
transformers.models.kyutai_speech_to_text.modular_kyutai_speech_to_text 40.8% 40.8% 49 0
transformers.models.kyutai_speech_to_text.processing_kyutai_speech_to_text 0.0% 0.0% 3 0
transformers.models.lasr.configuration_lasr 2.9% 2.9% 68 0
transformers.models.lasr.feature_extraction_lasr 42.9% 42.9% 28 0
transformers.models.lasr.modeling_lasr 57.9% 57.9% 38 0
transformers.models.lasr.modular_lasr 17.1% 17.1% 76 0
transformers.models.lasr.processing_lasr 44.4% 44.4% 9 0
transformers.models.lasr.tokenization_lasr 27.8% 27.8% 18 0
transformers.models.layoutlm.configuration_layoutlm 0.0% 0.0% 38 0
transformers.models.layoutlm.modeling_layoutlm 56.0% 56.0% 100 0
transformers.models.layoutlmv2.configuration_layoutlmv2 0.0% 0.0% 58 0
transformers.models.layoutlmv2.image_processing_layoutlmv2 75.0% 75.0% 32 0
transformers.models.layoutlmv2.image_processing_layoutlmv2_fast 87.5% 87.5% 16 0
transformers.models.layoutlmv2.modeling_layoutlmv2 39.8% 39.8% 123 0
transformers.models.layoutlmv2.processing_layoutlmv2 65.5% 65.5% 29 0
transformers.models.layoutlmv2.tokenization_layoutlmv2 78.9% 78.9% 142 0
transformers.models.layoutlmv3.configuration_layoutlmv3 0.0% 0.0% 62 0
transformers.models.layoutlmv3.image_processing_layoutlmv3 70.2% 70.2% 47 0
transformers.models.layoutlmv3.image_processing_layoutlmv3_fast 91.3% 91.3% 23 0
transformers.models.layoutlmv3.modeling_layoutlmv3 47.1% 47.1% 104 0
transformers.models.layoutlmv3.processing_layoutlmv3 65.5% 65.5% 29 0
transformers.models.layoutlmv3.tokenization_layoutlmv3 79.0% 79.0% 143 0
transformers.models.layoutxlm.configuration_layoutxlm 0.0% 0.0% 58 0
transformers.models.layoutxlm.modular_layoutxlm 0.0% 0.0% 0 0
transformers.models.layoutxlm.processing_layoutxlm 65.5% 65.5% 29 0
transformers.models.layoutxlm.tokenization_layoutxlm 81.6% 81.6% 147 0
transformers.models.led.configuration_led 3.7% 3.7% 54 0
transformers.models.led.modeling_led 71.8% 71.8% 78 0
transformers.models.levit.configuration_levit 0.0% 0.0% 31 0
transformers.models.levit.image_processing_levit 72.7% 72.7% 44 0
transformers.models.levit.image_processing_levit_fast 80.0% 80.0% 5 0
transformers.models.levit.modeling_levit 41.2% 41.2% 34 0
transformers.models.lfm2.configuration_lfm2 48.9% 48.9% 45 0
transformers.models.lfm2.modeling_lfm2 62.9% 62.9% 35 0
transformers.models.lfm2.modular_lfm2 83.3% 83.3% 12 0
transformers.models.lfm2_moe.configuration_lfm2_moe 48.1% 48.1% 52 0
transformers.models.lfm2_moe.modeling_lfm2_moe 59.5% 59.5% 37 0
transformers.models.lfm2_moe.modular_lfm2_moe 66.7% 66.7% 15 0
transformers.models.lfm2_vl.configuration_lfm2_vl 0.0% 0.0% 20 0
transformers.models.lfm2_vl.image_processing_lfm2_vl_fast 94.5% 94.5% 73 0
transformers.models.lfm2_vl.modeling_lfm2_vl 64.2% 64.2% 67 0
transformers.models.lfm2_vl.modular_lfm2_vl 95.2% 95.2% 42 0
transformers.models.lfm2_vl.processing_lfm2_vl 61.7% 61.7% 47 0
transformers.models.lightglue.configuration_lightglue 33.3% 33.3% 30 0
transformers.models.lightglue.image_processing_lightglue 68.3% 68.3% 41 0
transformers.models.lightglue.image_processing_lightglue_fast 78.6% 78.6% 28 0
transformers.models.lightglue.modeling_lightglue 61.8% 61.8% 68 0
transformers.models.lightglue.modular_lightglue 56.6% 56.6% 106 0
transformers.models.lighton_ocr.configuration_lighton_ocr 41.7% 41.7% 12 0
transformers.models.lighton_ocr.modeling_lighton_ocr 65.2% 65.2% 69 0
transformers.models.lighton_ocr.modular_lighton_ocr 53.1% 53.1% 64 0
transformers.models.lighton_ocr.processing_lighton_ocr 25.0% 25.0% 24 0
transformers.models.lilt.configuration_lilt 0.0% 0.0% 38 0
transformers.models.lilt.modeling_lilt 58.4% 58.4% 77 0
transformers.models.llama.configuration_llama 47.7% 47.7% 44 0
transformers.models.llama.modeling_llama 62.9% 62.9% 35 0
transformers.models.llama.tokenization_llama 14.3% 14.3% 14 0
transformers.models.llama4.configuration_llama4 16.1% 16.1% 124 0
transformers.models.llama4.image_processing_llama4_fast 92.3% 92.3% 26 0
transformers.models.llama4.modeling_llama4 50.4% 50.4% 115 0
transformers.models.llama4.processing_llama4 19.4% 19.4% 31 0
transformers.models.llava.configuration_llava 0.0% 0.0% 20 0
transformers.models.llava.image_processing_llava 73.2% 73.2% 56 0
transformers.models.llava.image_processing_llava_fast 94.7% 94.7% 19 0
transformers.models.llava.modeling_llava 64.7% 64.7% 68 0
transformers.models.llava.processing_llava 19.0% 19.0% 21 0
transformers.models.llava_next.configuration_llava_next 0.0% 0.0% 22 0
transformers.models.llava_next.image_processing_llava_next 79.6% 79.6% 98 0
transformers.models.llava_next.image_processing_llava_next_fast 90.5% 90.5% 42 0
transformers.models.llava_next.modeling_llava_next 57.6% 57.6% 92 0
transformers.models.llava_next.processing_llava_next 27.3% 27.3% 33 0
transformers.models.llava_next_video.configuration_llava_next_video 0.0% 0.0% 30 0
transformers.models.llava_next_video.modeling_llava_next_video 62.4% 62.4% 109 0
transformers.models.llava_next_video.modular_llava_next_video 56.2% 56.2% 105 0
transformers.models.llava_next_video.processing_llava_next_video 26.3% 26.3% 38 0
transformers.models.llava_next_video.video_processing_llava_next_video 0.0% 0.0% 0 0
transformers.models.llava_onevision.configuration_llava_onevision 0.0% 0.0% 24 0
transformers.models.llava_onevision.image_processing_llava_onevision 80.9% 80.9% 89 0
transformers.models.llava_onevision.image_processing_llava_onevision_fast 91.3% 91.3% 46 0
transformers.models.llava_onevision.modeling_llava_onevision 63.6% 63.6% 121 0
transformers.models.llava_onevision.modular_llava_onevision 79.3% 79.3% 111 0
transformers.models.llava_onevision.processing_llava_onevision 34.8% 34.8% 46 0
transformers.models.llava_onevision.video_processing_llava_onevision 0.0% 0.0% 0 0
transformers.models.longcat_flash.configuration_longcat_flash 47.8% 47.8% 67 0
transformers.models.longcat_flash.modeling_longcat_flash 55.3% 55.3% 38 0
transformers.models.longcat_flash.modular_longcat_flash 40.9% 40.9% 22 0
transformers.models.longformer.configuration_longformer 45.0% 45.0% 40 0
transformers.models.longformer.modeling_longformer 44.9% 44.9% 185 0
transformers.models.longt5.configuration_longt5 0.0% 0.0% 49 0
transformers.models.longt5.modeling_longt5 56.9% 56.9% 72 0
transformers.models.luke.configuration_luke 0.0% 0.0% 42 0
transformers.models.luke.modeling_luke 65.5% 65.5% 206 0
transformers.models.luke.tokenization_luke 80.0% 80.0% 195 0
transformers.models.lw_detr.configuration_lw_detr 5.7% 5.7% 106 0
transformers.models.lw_detr.modeling_lw_detr 34.6% 34.6% 52 0
transformers.models.lw_detr.modular_lw_detr 17.8% 17.8% 129 0
transformers.models.lxmert.configuration_lxmert 0.0% 0.0% 63 0
transformers.models.lxmert.modeling_lxmert 29.5% 29.5% 156 0
transformers.models.m2m_100.configuration_m2m_100 0.0% 0.0% 50 0
transformers.models.m2m_100.modeling_m2m_100 69.6% 69.6% 46 0
transformers.models.m2m_100.tokenization_m2m_100 51.9% 51.9% 77 0
transformers.models.mamba.configuration_mamba 0.0% 0.0% 55 0
transformers.models.mamba.modeling_mamba 52.6% 52.6% 78 0
transformers.models.mamba2.configuration_mamba2 0.0% 0.0% 58 0
transformers.models.mamba2.modeling_mamba2 46.3% 46.3% 54 0
transformers.models.marian.configuration_marian 0.0% 0.0% 57 0
transformers.models.marian.modeling_marian 64.4% 64.4% 90 0
transformers.models.marian.tokenization_marian 37.3% 37.3% 75 0
transformers.models.markuplm.configuration_markuplm 0.0% 0.0% 48 0
transformers.models.markuplm.feature_extraction_markuplm 9.1% 9.1% 11 0
transformers.models.markuplm.modeling_markuplm 60.5% 60.5% 81 0
transformers.models.markuplm.processing_markuplm 62.5% 62.5% 24 0
transformers.models.markuplm.tokenization_markuplm 77.8% 77.8% 158 0
transformers.models.mask2former.configuration_mask2former 47.5% 47.5% 59 0
transformers.models.mask2former.image_processing_mask2former 81.7% 81.7% 142 0
transformers.models.mask2former.image_processing_mask2former_fast 89.7% 89.7% 68 0
transformers.models.mask2former.modeling_mask2former 73.2% 73.2% 41 0
transformers.models.mask2former.modular_mask2former 83.3% 83.3% 18 0
transformers.models.maskformer.configuration_maskformer 42.9% 42.9% 28 0
transformers.models.maskformer.configuration_maskformer_swin 0.0% 0.0% 39 0
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transformers.models.maskformer.image_processing_maskformer_fast 89.7% 89.7% 68 0
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transformers.models.nougat.image_processing_nougat_fast 88.5% 88.5% 52 0
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transformers.models.olmo2.modular_olmo2 76.0% 76.0% 25 0
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transformers.models.openai.configuration_openai 0.0% 0.0% 42 0
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transformers.models.paligemma.configuration_paligemma 6.2% 6.2% 16 0
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transformers.models.pe_video.video_processing_pe_video 75.0% 75.0% 8 0
transformers.models.pegasus.configuration_pegasus 0.0% 0.0% 52 0
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transformers.models.perceiver.configuration_perceiver 0.0% 0.0% 55 0
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transformers.models.perceiver.image_processing_perceiver_fast 90.0% 90.0% 20 0
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transformers.models.phi4_multimodal.feature_extraction_phi4_multimodal 65.0% 65.0% 40 0
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transformers.models.pp_doclayout_v2.configuration_pp_doclayout_v2 0.0% 0.0% 83 0
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transformers.models.pp_doclayout_v3.modular_pp_doclayout_v3 21.3% 21.3% 150 0
transformers.models.prompt_depth_anything.configuration_prompt_depth_anything 0.0% 0.0% 24 0
transformers.models.prompt_depth_anything.image_processing_prompt_depth_anything 73.4% 73.4% 64 0
transformers.models.prompt_depth_anything.image_processing_prompt_depth_anything_fast 95.3% 95.3% 43 0
transformers.models.prompt_depth_anything.modeling_prompt_depth_anything 57.1% 57.1% 14 0
transformers.models.prompt_depth_anything.modular_prompt_depth_anything 88.9% 88.9% 9 0
transformers.models.prophetnet.configuration_prophetnet 49.2% 49.2% 59 0
transformers.models.prophetnet.modeling_prophetnet 46.2% 46.2% 145 0
transformers.models.prophetnet.tokenization_prophetnet 65.0% 65.0% 40 0
transformers.models.pvt.configuration_pvt 47.4% 47.4% 38 0
transformers.models.pvt.image_processing_pvt 71.1% 71.1% 38 0
transformers.models.pvt.image_processing_pvt_fast 0.0% 0.0% 0 0
transformers.models.pvt.modeling_pvt 70.8% 70.8% 24 0
transformers.models.pvt_v2.configuration_pvt_v2 43.9% 43.9% 41 0
transformers.models.pvt_v2.modeling_pvt_v2 69.7% 69.7% 33 0
transformers.models.qwen2.configuration_qwen2 47.7% 47.7% 44 0
transformers.models.qwen2.modeling_qwen2 59.1% 59.1% 44 0
transformers.models.qwen2.modular_qwen2 76.9% 76.9% 13 0
transformers.models.qwen2.tokenization_qwen2 50.0% 50.0% 10 0
transformers.models.qwen2_5_omni.configuration_qwen2_5_omni 2.4% 2.4% 125 0
transformers.models.qwen2_5_omni.modeling_qwen2_5_omni 42.4% 42.4% 314 0
transformers.models.qwen2_5_omni.modular_qwen2_5_omni 28.0% 28.0% 400 0
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transformers.models.qwen2_5_vl.configuration_qwen2_5_vl 34.4% 34.4% 61 0
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transformers.models.qwen2_moe.configuration_qwen2_moe 48.4% 48.4% 64 0
transformers.models.qwen2_moe.modeling_qwen2_moe 54.8% 54.8% 42 0
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transformers.models.qwen2_vl.configuration_qwen2_vl 34.4% 34.4% 61 0
transformers.models.qwen2_vl.image_processing_qwen2_vl 72.5% 72.5% 69 0
transformers.models.qwen2_vl.image_processing_qwen2_vl_fast 83.3% 83.3% 36 0
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transformers.models.qwen2_vl.video_processing_qwen2_vl 77.1% 77.1% 35 0
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transformers.models.qwen3_5.modeling_qwen3_5 61.4% 61.4% 176 0
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transformers.models.qwen3_moe.modular_qwen3_moe 70.6% 70.6% 17 0
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transformers.models.qwen3_vl.video_processing_qwen3_vl 76.9% 76.9% 26 0
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transformers.models.sam2.modular_sam2 58.2% 58.2% 91 0
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transformers.models.sam2_video.video_processing_sam2_video 33.3% 33.3% 12 0
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transformers.models.sam3_tracker_video.modeling_sam3_tracker_video 71.9% 71.9% 196 0
transformers.models.sam3_tracker_video.modular_sam3_tracker_video 4.1% 4.1% 122 0
transformers.models.sam3_tracker_video.processing_sam3_tracker_video 53.3% 53.3% 92 0
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transformers.models.sam3_video.modeling_sam3_video 58.1% 58.1% 222 0
transformers.models.sam3_video.processing_sam3_video 41.0% 41.0% 39 0
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transformers.models.seamless_m4t.modeling_seamless_m4t 52.0% 52.0% 269 0
transformers.models.seamless_m4t.processing_seamless_m4t 42.9% 42.9% 7 0
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transformers.models.seamless_m4t_v2.modeling_seamless_m4t_v2 46.1% 46.1% 204 0
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transformers.models.seed_oss.modular_seed_oss 100.0% 100.0% 2 0
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transformers.models.segformer.image_processing_segformer_fast 84.4% 84.4% 32 0
transformers.models.segformer.modeling_segformer 32.3% 32.3% 62 0
transformers.models.segformer.modular_segformer 95.2% 95.2% 21 0
transformers.models.seggpt.configuration_seggpt 0.0% 0.0% 40 0
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transformers.models.sew.modular_sew 51.7% 51.7% 29 0
transformers.models.sew_d.configuration_sew_d 0.0% 0.0% 90 0
transformers.models.sew_d.modeling_sew_d 46.9% 46.9% 64 0
transformers.models.shieldgemma2.configuration_shieldgemma2 31.2% 31.2% 16 0
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transformers.models.shieldgemma2.processing_shieldgemma2 25.0% 25.0% 12 0
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transformers.models.siglip.modeling_siglip 70.3% 70.3% 64 0
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transformers.models.siglip2.image_processing_siglip2_fast 85.0% 85.0% 20 0
transformers.models.siglip2.modeling_siglip2 72.2% 72.2% 72 0
transformers.models.siglip2.modular_siglip2 66.7% 66.7% 51 0
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transformers.models.siglip2.tokenization_siglip2 77.8% 77.8% 9 0
transformers.models.smollm3.configuration_smollm3 48.0% 48.0% 50 0
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transformers.models.smollm3.modular_smollm3 48.0% 48.0% 50 0
transformers.models.smolvlm.configuration_smolvlm 0.0% 0.0% 39 0
transformers.models.smolvlm.image_processing_smolvlm 76.2% 76.2% 80 0
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transformers.models.smolvlm.modular_smolvlm 75.9% 75.9% 29 0
transformers.models.smolvlm.processing_smolvlm 36.7% 36.7% 30 0
transformers.models.smolvlm.video_processing_smolvlm 73.0% 73.0% 37 0
transformers.models.solar_open.configuration_solar_open 48.1% 48.1% 54 0
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transformers.models.solar_open.modular_solar_open 89.7% 89.7% 29 0
transformers.models.speech_encoder_decoder.configuration_speech_encoder_decoder 33.3% 33.3% 9 0
transformers.models.speech_encoder_decoder.modeling_speech_encoder_decoder 57.5% 57.5% 40 0
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transformers.models.speech_to_text.feature_extraction_speech_to_text 51.3% 51.3% 39 0
transformers.models.speech_to_text.modeling_speech_to_text 64.6% 64.6% 48 0
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transformers.models.speech_to_text.tokenization_speech_to_text 47.2% 47.2% 53 0
transformers.models.speecht5.configuration_speecht5 0.0% 0.0% 142 0
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transformers.models.speecht5.number_normalizer 0.0% 0.0% 12 0
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transformers.models.splinter.configuration_splinter 0.0% 0.0% 34 0
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transformers.models.splinter.tokenization_splinter 55.6% 55.6% 18 0
transformers.models.squeezebert.configuration_squeezebert 0.0% 0.0% 48 0
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transformers.models.starcoder2.modeling_starcoder2 61.1% 61.1% 36 0
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transformers.models.superglue.configuration_superglue 38.1% 38.1% 21 0
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transformers.models.superglue.image_processing_superglue_fast 78.6% 78.6% 28 0
transformers.models.superglue.modeling_superglue 80.0% 80.0% 25 0
transformers.models.superpoint.configuration_superpoint 40.0% 40.0% 20 0
transformers.models.superpoint.image_processing_superpoint 68.6% 68.6% 35 0
transformers.models.superpoint.image_processing_superpoint_fast 87.5% 87.5% 16 0
transformers.models.superpoint.modeling_superpoint 71.4% 71.4% 14 0
transformers.models.swiftformer.configuration_swiftformer 0.0% 0.0% 34 0
transformers.models.swiftformer.modeling_swiftformer 60.0% 60.0% 25 0
transformers.models.swin.configuration_swin 0.0% 0.0% 41 0
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transformers.models.swin2sr.configuration_swin2sr 0.0% 0.0% 45 0
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transformers.models.swin2sr.image_processing_swin2sr_fast 88.2% 88.2% 17 0
transformers.models.swin2sr.modeling_swin2sr 34.3% 34.3% 35 0
transformers.models.swinv2.configuration_swinv2 0.0% 0.0% 43 0
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transformers.models.t5.configuration_t5 0.0% 0.0% 44 0
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transformers.models.t5.tokenization_t5 9.1% 9.1% 11 0
transformers.models.t5gemma.configuration_t5gemma 47.8% 47.8% 69 0
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transformers.models.t5gemma2.modeling_t5gemma2 63.6% 63.6% 140 0
transformers.models.t5gemma2.modular_t5gemma2 56.7% 56.7% 254 0
transformers.models.table_transformer.configuration_table_transformer 0.0% 0.0% 61 0
transformers.models.table_transformer.modeling_table_transformer 60.0% 60.0% 40 0
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transformers.models.tapas.tokenization_tapas 53.0% 53.0% 349 0
transformers.models.textnet.configuration_textnet 0.0% 0.0% 28 0
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transformers.models.textnet.image_processing_textnet_fast 92.9% 92.9% 28 0
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transformers.models.time_series_transformer.modeling_time_series_transformer 72.5% 72.5% 80 0
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transformers.models.timesfm2_5.modular_timesfm2_5 66.2% 66.2% 80 0
transformers.models.timesformer.configuration_timesformer 0.0% 0.0% 34 0
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transformers.models.timm_backbone.configuration_timm_backbone 11.1% 11.1% 18 0
transformers.models.timm_backbone.modeling_timm_backbone 33.3% 33.3% 18 0
transformers.models.timm_wrapper.configuration_timm_wrapper 42.9% 42.9% 14 0
transformers.models.timm_wrapper.image_processing_timm_wrapper 47.1% 47.1% 17 0
transformers.models.timm_wrapper.modeling_timm_wrapper 43.6% 43.6% 39 0
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transformers.models.trocr.modeling_trocr 56.0% 56.0% 25 0
transformers.models.trocr.processing_trocr 44.4% 44.4% 9 0
transformers.models.tvp.configuration_tvp 0.0% 0.0% 48 0
transformers.models.tvp.image_processing_tvp 77.0% 77.0% 87 0
transformers.models.tvp.image_processing_tvp_fast 88.9% 88.9% 36 0
transformers.models.tvp.modeling_tvp 48.7% 48.7% 39 0
transformers.models.tvp.processing_tvp 0.0% 0.0% 8 0
transformers.models.udop.configuration_udop 0.0% 0.0% 53 0
transformers.models.udop.modeling_udop 58.8% 58.8% 80 0
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transformers.models.udop.tokenization_udop 86.0% 86.0% 164 0
transformers.models.umt5.configuration_umt5 0.0% 0.0% 46 0
transformers.models.umt5.modeling_umt5 57.6% 57.6% 132 0
transformers.models.unispeech.configuration_unispeech 0.0% 0.0% 98 0
transformers.models.unispeech.modeling_unispeech 49.4% 49.4% 85 0
transformers.models.unispeech.modular_unispeech 51.1% 51.1% 47 0
transformers.models.unispeech_sat.configuration_unispeech_sat 0.0% 0.0% 104 0
transformers.models.unispeech_sat.modeling_unispeech_sat 46.0% 46.0% 124 0
transformers.models.unispeech_sat.modular_unispeech_sat 49.0% 49.0% 49 0
transformers.models.univnet.configuration_univnet 0.0% 0.0% 26 0
transformers.models.univnet.feature_extraction_univnet 56.9% 56.9% 72 0
transformers.models.univnet.modeling_univnet 47.1% 47.1% 17 0
transformers.models.upernet.configuration_upernet 0.0% 0.0% 24 0
transformers.models.upernet.modeling_upernet 53.8% 53.8% 13 0
transformers.models.vaultgemma.configuration_vaultgemma 48.0% 48.0% 50 0
transformers.models.vaultgemma.modeling_vaultgemma 59.5% 59.5% 37 0
transformers.models.vaultgemma.modular_vaultgemma 85.7% 85.7% 28 0
transformers.models.vibevoice_acoustic_tokenizer.configuration_vibevoice_acoustic_tokenizer 0.0% 0.0% 30 0
transformers.models.vibevoice_acoustic_tokenizer.feature_extraction_vibevoice_acoustic_tokenizer 42.1% 42.1% 19 0
transformers.models.vibevoice_acoustic_tokenizer.modeling_vibevoice_acoustic_tokenizer 2.4% 2.4% 42 0
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Incomplete Annotations

transformers (2 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
attr import_structure 1 0 0

transformers.activations (41 missing, 0 any)

Symbol Typable Typed Any
meth AccurateGELUActivation.init 1 0 0
attr AccurateGELUActivation.precomputed_constant 1 0 0
meth GELUTanh.init 2 1 0
attr GELUTanh.act 1 0 0
meth GELUActivation.init 2 1 0
attr GELUActivation.act 1 0 0
attr gelu_python 1 0 0
attr mish 1 0 0
attr linear_act 1 0 0
meth XIELUActivation.init 7 0 0
attr XIELUActivation.alpha_p 1 0 0
attr XIELUActivation.alpha_n 1 0 0
attr XIELUActivation.with_vector_loads 1 0 0
meth LaplaceActivation.forward 4 0 0
attr gelu 1 0 0
meth ClassInstantier.getitem 2 0 0
attr gelu_fast 1 0 0
func get_activation 2 0 0
attr quick_gelu 1 0 0
attr silu 1 0 0
meth ReLUSquaredActivation.forward 2 0 0
attr ACT2FN 1 0 0
meth ClippedGELUActivation.init 3 2 0
attr ClippedGELUActivation.min 1 0 0
attr ClippedGELUActivation.max 1 0 0
meth MishActivation.init 1 0 0
attr MishActivation.act 1 0 0
attr gelu_new 1 0 0
attr logger 1 0 0

transformers.audio_utils (12 missing, 0 any)

Symbol Typable Typed Any
func chroma_filter_bank 8 7 0
func load_audio_librosa 4 2 0
func load_audio 4 2 0
func load_audio_torchcodec 3 2 0
func hertz_to_octave 4 3 0
func is_valid_audio 2 0 0
attr TORCHCODEC_VERSION 1 0 0
func is_valid_list_of_audio 2 0 0

transformers.backbone_utils (23 missing, 0 any)

Symbol Typable Typed Any
func consolidate_backbone_kwargs_to_config 7 4 0
meth BackboneMixin.init 3 1 0
meth BackboneMixin._init_timm_backbone 2 1 0
meth BackboneMixin.forward_with_filtered_kwargs 3 0 0
meth BackboneMixin.forward 5 3 0
prop BackboneMixin.out_features 2 1 0
prop BackboneMixin.out_indices 2 1 0
prop BackboneMixin.out_feature_channels 1 0 0
prop BackboneMixin.channels 1 0 0
func load_backbone 2 0 0
attr logger 1 0 0
meth BackboneConfigMixin.set_output_features_output_indices 3 2 0
meth BackboneConfigMixin.verify_out_features_out_indices 1 0 0
meth BackboneConfigMixin.to_dict 1 0 0
prop BackboneConfigMixin.out_features 2 1 0
prop BackboneConfigMixin.out_indices 2 1 0

transformers.cache_utils (74 missing, 0 any)

Symbol Typable Typed Any
meth EncoderDecoderCache.init 2 1 0
meth EncoderDecoderCache.iter 1 0 0
meth EncoderDecoderCache.len 1 0 0
meth EncoderDecoderCache.reset 1 0 0
meth EncoderDecoderCache.reorder_cache 2 1 0
meth EncoderDecoderCache.check_dynamic_cache 2 1 0
meth EncoderDecoderCache.crop 2 1 0
meth EncoderDecoderCache.batch_repeat_interleave 2 1 0
meth EncoderDecoderCache.batch_select_indices 2 1 0
prop EncoderDecoderCache.is_sliding 1 0 0
attr EncoderDecoderCache.is_updated 1 0 0
attr EncoderDecoderCache.self_attention_cache 1 0 0
attr EncoderDecoderCache.cross_attention_cache 1 0 0
meth DynamicCache.init 5 4 0
meth DynamicCache.iter 1 0 0
meth Cache.init 5 4 0
meth Cache.repr 1 0 0
meth Cache.prefetch 3 2 0
meth Cache.offload 3 2 0
meth Cache.early_initialization 6 5 0
meth Cache.reset 1 0 0
meth Cache.reorder_cache 2 1 0
meth Cache.crop 2 1 0
meth Cache.batch_repeat_interleave 2 1 0
meth Cache.batch_select_indices 2 1 0
meth Cache.len 1 0 0
attr Cache.layers 1 0 0
attr Cache.layer_class_to_replicate 1 0 0
attr Cache.offloading 1 0 0
attr Cache.only_non_sliding 1 0 0
attr Cache.prefetch_stream 1 0 0
meth StaticCache.init 6 4 0
meth QuantoQuantizedLayer.init 6 5 0
meth QuantoQuantizedLayer._quantize 3 0 0
meth QuantoQuantizedLayer._dequantize 2 0 0
attr QuantoQuantizedLayer.qtype 1 0 0
attr QuantoQuantizedLayer.optimizer 1 0 0
meth StaticLayer.init 2 1 0
attr StaticLayer.max_cache_len 1 0 0
meth HQQQuantizedLayer.init 6 5 0
meth HQQQuantizedLayer._quantize 3 0 0
meth HQQQuantizedLayer._dequantize 2 0 0
attr HQQQuantizedLayer.quantizer 1 0 0
meth QuantizedCache.init 8 7 0
meth StaticSlidingWindowLayer.init 3 2 0
attr StaticSlidingWindowLayer.cumulative_length 1 0 0
attr logger 1 0 0
meth QuantizedLayer.init 6 5 0
meth QuantizedLayer._quantize 3 0 0
meth QuantizedLayer._dequantize 2 0 0
attr QuantizedLayer.nbits 1 0 0
attr QuantizedLayer.axis_key 1 0 0
attr QuantizedLayer.axis_value 1 0 0
attr QuantizedLayer.q_group_size 1 0 0
attr QuantizedLayer.residual_length 1 0 0
attr QuantizedLayer.cumulative_length 1 0 0
meth DynamicSlidingWindowLayer.init 2 1 0
attr DynamicSlidingWindowLayer.sliding_window 1 0 0
attr DynamicSlidingWindowLayer.cumulative_length 1 0 0
meth CacheLayerMixin.init 1 0 0
meth CacheLayerMixin.repr 1 0 0
meth CacheLayerMixin.offload 1 0 0
meth CacheLayerMixin.prefetch 1 0 0
attr CacheLayerMixin.is_initialized 1 0 0

transformers.cli.add_fast_image_processor (9 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
func add_fast_image_processor 2 1 0
func write_default_fast_image_processor_file 4 3 0
func add_fast_image_processor_to_tests 3 2 0
func add_fast_image_processor_to_model_init 4 2 0
func add_fast_image_processor_file 4 3 0
func add_fast_image_processor_to_auto 3 2 0
func add_fast_image_processor_to_doc 3 2 0

transformers.cli.add_new_model_like (23 missing, 1 any)

Symbol Typable Typed Any
func add_model_to_auto_mappings 6 5 0
attr COPYRIGHT 1 0 0
func get_user_input 1 0 0
func add_new_model_like 2 1 0
func create_init_file 4 3 0
func create_test_files 5 3 0
func insert_model_in_doc_toc 5 4 0
meth ClassFinder.init 1 0 0
meth ClassFinder.leave_ClassDef 2 1 0
meth ClassFinder.visit_SimpleStatementLine 2 1 0
attr ClassFinder.is_in_class 1 0 0
func add_content_to_file 4 3 0
func get_user_field 5 5 1
func create_doc_file 3 2 0
meth ModelInfos.init 2 1 0
attr ModelInfos.lowercase_name 1 0 0
attr ModelInfos.paper_name 1 0 0
attr ModelInfos.config_class 1 0 0
attr ModelInfos.camelcase_name 1 0 0
attr ModelInfos.video_processor_class 1 0 0
attr ModelInfos.feature_extractor_class 1 0 0
attr ModelInfos.processor_class 1 0 0
attr ModelInfos.fast_tokenizer_class 1 0 0

transformers.cli.chat (22 missing, 0 any)

Symbol Typable Typed Any
meth Chat.check_health 2 0 0
meth Chat._inner_run 1 0 0
attr Chat.base_url 1 0 0
attr Chat.model_id 1 0 0
attr Chat.system_prompt 1 0 0
attr Chat.save_folder 1 0 0
attr Chat.config 1 0 0
attr Chat.settings 1 0 0
attr Chat.user 1 0 0
attr Chat.examples 1 0 0
attr ALLOWED_KEY_CHARS 1 0 0
attr ALLOWED_VALUE_CHARS 1 0 0
attr HELP_STRING 1 0 0
meth RichInterface.init 3 2 0
meth RichInterface.clear 1 0 0
meth RichInterface.print_user_message 2 1 0
meth RichInterface.print_color 3 2 0
meth RichInterface.print_help 2 1 0
meth RichInterface.print_status 2 1 0
attr RichInterface.model_id 1 0 0
attr RichInterface.user_id 1 0 0

transformers.cli.download (1 missing, 0 any)

Symbol Typable Typed Any
func download 5 4 0

transformers.cli.serve (51 missing, 0 any)

Symbol Typable Typed Any
attr serve_dependencies_available 1 0 0
meth TimedModel.init 4 3 0
meth TimedModel.reset_timer 1 0 0
meth TimedModel.delete_model 1 0 0
meth TimedModel.timeout_reached 1 0 0
meth TimedModel.is_deleted 1 0 0
attr TimedModel.model 1 0 0
attr TimedModel.processor 1 0 0
attr TimedModel.timeout_seconds 1 0 0
meth Serve.start_server 1 0 0
meth Serve.kill_server 1 0 0
meth Serve._validate_request 5 4 0
meth Serve.validate_response_request 2 1 0
meth Serve.validate_chat_completion_request 2 1 0
meth Serve.validate_transcription_request 2 1 0
meth Serve.get_model_modality 3 2 0
meth Serve.get_processor_inputs_from_inbound_messages 3 1 0
meth Serve._load_model_and_data_processor 2 1 0
attr Serve.continuous_batching 1 0 0
attr Serve.device 1 0 0
attr Serve.dtype 1 0 0
attr Serve.trust_remote_code 1 0 0
attr Serve.attn_implementation 1 0 0
attr Serve.quantization 1 0 0
attr Serve.host 1 0 0
attr Serve.port 1 0 0
attr Serve.model_timeout 1 0 0
attr Serve.log_level 1 0 0
attr Serve.default_seed 1 0 0
attr Serve.enable_cors 1 0 0
attr Serve.input_validation 1 0 0
attr Serve.force_model 1 0 0
attr Serve.non_blocking 1 0 0
attr Serve.last_messages 1 0 0
attr Serve.last_kv_cache 1 0 0
attr Serve.last_model 1 0 0
attr Serve.server 1 0 0
func set_torch_seed 2 0 0
attr serve 1 0 0
meth ToolState.init 1 0 0
meth ToolState.reset 1 0 0
func create_generation_config_from_req 4 3 0
attr transcription_validator 1 0 0
attr response_validator 1 0 0
func torch_ones_like 2 0 0
func reset_torch_cache 1 0 0
attr completion_validator 1 0 0
attr logger 1 0 0

transformers.cli.transformers (2 missing, 0 any)

Symbol Typable Typed Any
attr app 1 0 0
func main 1 0 0

transformers.configuration_utils (50 missing, 4 any)

Symbol Typable Typed Any
meth PreTrainedConfig.setattr 3 0 0
meth PreTrainedConfig.getattribute 2 0 0
meth PreTrainedConfig.init 13 11 0
meth PreTrainedConfig._create_id_label_maps 2 1 0
meth PreTrainedConfig.save_pretrained 4 2 0
meth PreTrainedConfig.from_pretrained 8 7 0
meth PreTrainedConfig.get_config_dict 3 2 0
meth PreTrainedConfig._get_config_dict 3 2 0
meth PreTrainedConfig.from_dict 3 2 0
meth PreTrainedConfig._dict_from_json_file 2 1 0
meth PreTrainedConfig._encode_special_floats 2 2 2
meth PreTrainedConfig._decode_special_floats 2 2 2
meth PreTrainedConfig.eq 2 0 0
meth PreTrainedConfig.repr 1 0 0
meth PreTrainedConfig.iter 1 0 0
meth PreTrainedConfig.to_json_file 3 2 0
meth PreTrainedConfig.update 2 1 0
meth PreTrainedConfig.update_from_string 2 1 0
meth PreTrainedConfig.register_for_auto_class 2 0 0
meth PreTrainedConfig.get_text_config 3 1 0
prop PreTrainedConfig.name_or_path 2 1 0
prop PreTrainedConfig.output_attentions 2 1 0
prop PreTrainedConfig._attn_implementation 2 1 0
prop PreTrainedConfig._experts_implementation 2 1 0
prop PreTrainedConfig.torch_dtype 2 0 0
prop PreTrainedConfig.rope_scaling 2 0 0
attr PreTrainedConfig.return_dict 1 0 0
attr PreTrainedConfig.output_hidden_states 1 0 0
attr PreTrainedConfig.dtype 1 0 0
attr PreTrainedConfig.chunk_size_feed_forward 1 0 0
attr PreTrainedConfig.is_encoder_decoder 1 0 0
attr PreTrainedConfig.architectures 1 0 0
attr PreTrainedConfig.id2label 1 0 0
attr PreTrainedConfig.label2id 1 0 0
attr PreTrainedConfig.problem_type 1 0 0
attr PreTrainedConfig.transformers_version 1 0 0
func layer_type_validation 4 3 0
func recursive_diff_dict 4 0 0
attr logger 1 0 0

transformers.conversion_mapping (2 missing, 0 any)

Symbol Typable Typed Any
func get_checkpoint_conversion_mapping 2 0 0

transformers.convert_slow_tokenizer (217 missing, 0 any)

Symbol Typable Typed Any
func convert_slow_tokenizer 3 1 0
meth LlamaConverter.vocab 2 0 0
meth LlamaConverter.unk_id 2 0 0
meth LlamaConverter.decoder 3 0 0
meth LlamaConverter.normalizer 2 0 0
meth LlamaConverter.pre_tokenizer 3 0 0
meth LlamaConverter.post_processor 1 0 0
meth MBartConverter.vocab 2 0 0
meth MBartConverter.unk_id 2 0 0
meth MBartConverter.post_processor 1 0 0
meth MBartConverter.convert_from_spm 3 0 0
meth CamembertConverter.vocab 2 0 0
meth CamembertConverter.unk_id 2 0 0
meth CamembertConverter.post_processor 1 0 0
meth CamembertConverter.convert_from_spm 3 0 0
meth SeamlessM4TConverter.vocab 2 0 0
meth SeamlessM4TConverter.unk_id 2 0 0
meth SeamlessM4TConverter.post_processor 1 0 0
meth XLNetConverter.vocab 2 0 0
meth XLNetConverter.normalizer 2 0 0
meth XLNetConverter.post_processor 1 0 0
meth RemBertConverter.normalizer 2 0 0
meth RemBertConverter.post_processor 1 0 0
meth UdopConverter.post_processor 1 0 0
meth ParakeetConverter.init 3 0 0
meth ParakeetConverter.tokenizer 2 0 0
attr ParakeetConverter.vocab_file 1 0 0
attr ParakeetConverter.proto 1 0 0
meth XLMRobertaConverter.vocab 2 0 0
meth XLMRobertaConverter.unk_id 2 0 0
meth XLMRobertaConverter.post_processor 1 0 0
meth XLMRobertaConverter.convert_from_spm 3 0 0
meth SpmConverter.build_tokenizer_from_spm_proto 4 0 0
meth SpmConverter.convert_from_spm 3 0 0
meth SpmConverter.init 2 0 0
meth SpmConverter.vocab 2 0 0
meth SpmConverter.unk_id 2 0 0
meth SpmConverter.tokenizer 2 0 0
meth SpmConverter.normalizer 2 0 0
meth SpmConverter.pre_tokenizer 3 0 0
meth SpmConverter.post_processor 1 0 0
meth SpmConverter.decoder 3 0 0
attr SpmConverter.proto 1 0 0
meth XGLMConverter.vocab 2 0 0
meth XGLMConverter.unk_id 2 0 0
meth XGLMConverter.post_processor 1 0 0
meth TikTokenConverter.init 6 0 0
meth TikTokenConverter.extract_vocab_merges_from_model 2 1 0
meth TikTokenConverter.tokenizer 1 0 0
attr TikTokenConverter.vocab_file 1 0 0
attr TikTokenConverter.pattern 1 0 0
attr TikTokenConverter.add_prefix_space 1 0 0
attr TikTokenConverter.extra_special_tokens 1 0 0
func generate_merges 4 1 0
meth NllbConverter.vocab 2 0 0
meth NllbConverter.unk_id 2 0 0
meth NllbConverter.post_processor 1 0 0
meth NllbConverter.convert_from_spm 3 0 0
func bytes_to_unicode 1 0 0
meth Converter.init 2 0 0
attr Converter.original_tokenizer 1 0 0
meth GemmaSentencePieceExtractor.extract 2 1 0
meth MistralConverter.init 6 0 0
meth MistralConverter.extract_vocab_merges_from_model 2 1 0
meth MistralConverter.tokenizer 1 0 0
attr MistralConverter.vocab_file 1 0 0
attr MistralConverter.pattern 1 0 0
attr MistralConverter.add_prefix_space 1 0 0
attr MistralConverter.additional_special_tokens 1 0 0
meth PegasusConverter.vocab 2 0 0
meth PegasusConverter.unk_id 2 0 0
meth PegasusConverter.pre_tokenizer 3 0 0
meth PegasusConverter.post_processor 1 0 0
meth MoshiConverter.init 3 0 0
meth MoshiConverter.normalizer 2 0 0
meth MoshiConverter.decoder 3 0 0
meth MoshiConverter.pre_tokenizer 3 0 0
attr MoshiConverter.proto 1 0 0
meth BarthezConverter.unk_id 2 0 0
meth BarthezConverter.post_processor 1 0 0
func import_protobuf 2 0 0
meth MBart50Converter.vocab 2 0 0
meth MBart50Converter.unk_id 2 0 0
meth MBart50Converter.post_processor 1 0 0
meth MBart50Converter.convert_from_spm 3 0 0
meth HeliumConverter.init 3 0 0
meth HeliumConverter.tokenizer 2 0 0
meth HeliumConverter.vocab 2 0 0
meth HeliumConverter.unk_id 2 0 0
meth HeliumConverter.decoder 3 0 0
meth HeliumConverter.normalizer 2 0 0
meth HeliumConverter.pre_tokenizer 3 0 0
meth HeliumConverter.post_processor 1 0 0
attr HeliumConverter.proto 1 0 0
meth GemmaConverter.normalizer 2 0 0
meth GemmaConverter.vocab 2 0 0
meth GemmaConverter.pre_tokenizer 3 0 0
meth GemmaConverter.unk_id 2 0 0
meth GemmaConverter.decoder 3 0 0
meth DebertaV2Converter.pre_tokenizer 3 0 0
meth DebertaV2Converter.normalizer 2 0 0
meth DebertaV2Converter.post_processor 1 0 0
meth AlbertConverter.vocab 2 0 0
meth AlbertConverter.normalizer 2 0 0
meth AlbertConverter.post_processor 1 0 0
meth SentencePieceExtractor.init 2 1 0
meth SentencePieceExtractor.extract 3 1 0
attr SentencePieceExtractor.proto 1 0 0
meth T5Converter.vocab 2 0 0
meth T5Converter.post_processor 1 0 0
meth T5Converter.convert_from_spm 3 0 0
attr logger 1 0 0
meth BigBirdConverter.post_processor 1 0 0

transformers.convert_slow_tokenizers_checkpoints_to_fast (8 missing, 0 any)

Symbol Typable Typed Any
attr parser 1 0 0
func convert_slow_checkpoint_to_fast 5 0 0
attr args 1 0 0
attr logger 1 0 0

transformers.core_model_loading (61 missing, 1 any)

Symbol Typable Typed Any
meth Chunk.init 2 1 0
meth Chunk.convert 5 4 0
attr Chunk.dim 1 0 0
meth SplitModulelist.init 2 1 0
meth SplitModulelist.convert 5 4 0
attr SplitModulelist.dim 1 0 0
meth MergeModulelist.init 2 1 0
meth MergeModulelist.convert 5 4 0
attr MergeModulelist.dim 1 0 0
meth Concatenate.init 2 1 0
meth Concatenate.convert 5 4 0
attr Concatenate.dim 1 0 0
meth ConversionOps.repr 1 0 0
meth ConversionOps.convert 5 4 0
meth PermuteForRope.init 1 0 0
meth PermuteForRope.convert 6 4 0
meth WeightConverter.post_init 1 0 0
meth WeightConverter.convert 6 2 0
meth WeightTransform.setattr 3 0 0
meth WeightTransform.post_init 1 0 0
meth WeightTransform.add_tensor 5 4 0
meth WeightRenaming.convert 6 2 0
func revert_weight_conversion 3 2 0
meth ErnieFuseAndSplitTextVisionExperts.init 3 2 0
meth ErnieFuseAndSplitTextVisionExperts.split_list_into_chunks 3 2 0
meth ErnieFuseAndSplitTextVisionExperts.convert 6 4 0
attr ErnieFuseAndSplitTextVisionExperts.stack_dim 1 0 0
attr ErnieFuseAndSplitTextVisionExperts.concat_dim 1 0 0
func spawn_tp_materialize 7 3 0
meth Force16BytesAlignment.convert 5 4 0
func spawn_materialize 5 3 0
func log_conversion_errors 5 4 1
func set_param_for_module 7 6 0
meth Transpose.init 4 3 0
meth Transpose.convert 5 4 0
attr Transpose.dim0 1 0 0
attr Transpose.dim1 1 0 0
attr Transpose.check_dims 1 0 0
meth ErnieSplitAndDecoupleTextVisionExperts.init 3 2 0
meth ErnieSplitAndDecoupleTextVisionExperts.convert 6 4 0
attr ErnieSplitAndDecoupleTextVisionExperts.stack_dim 1 0 0
attr ErnieSplitAndDecoupleTextVisionExperts.concat_dim 1 0 0
attr GLOBAL_WORKERS 1 0 0
func dot_natural_key 2 1 0
attr logger 1 0 0
func convert_and_load_state_dict_in_model 6 5 0

transformers.data.data_collator (39 missing, 7 any)

Symbol Typable Typed Any
meth DataCollatorForTokenClassification.torch_call 2 0 0
meth DataCollatorForTokenClassification.numpy_call 2 0 0
meth DataCollatorWithFlattening.init 7 0 0
meth DataCollatorWithFlattening.call 4 0 0
meth DataCollatorForMultipleChoice.torch_call 2 1 0
meth DataCollatorForSeq2Seq.call 3 0 0
meth DataCollatorForLanguageModeling.post_init 1 0 0
meth DataCollatorForLanguageModeling.get_generator 2 0 0
meth DataCollatorForLanguageModeling.create_rng 1 0 0
meth DataCollatorForLanguageModeling.torch_mask_tokens 4 4 1
meth DataCollatorForLanguageModeling.numpy_mask_tokens 4 4 1
meth DataCollatorForLanguageModeling._whole_word_mask 3 3 2
meth DataCollatorForSOP.init 3 0 0
meth DataCollatorForSOP.mask_tokens 2 2 1
func default_data_collator 3 2 0
meth DataCollatorForPermutationLanguageModeling.torch_mask_tokens 2 2 1
meth DataCollatorForPermutationLanguageModeling.numpy_mask_tokens 2 2 1
meth DataCollatorForWholeWordMask.init 3 0 0
meth DefaultDataCollator.call 3 2 0
func pad_without_fast_tokenizer_warning 4 0 0
meth DataCollatorMixin.call 3 1 0
func to_numpy 2 1 0
func tolist 2 1 0

transformers.data.datasets.glue (8 missing, 0 any)

Symbol Typable Typed Any
meth GlueDataTrainingArguments.post_init 1 0 0
meth GlueDataset.init 6 5 0
meth GlueDataset.len 1 0 0
meth GlueDataset.getitem 2 1 0
meth GlueDataset.get_labels 1 0 0
attr GlueDataset.processor 1 0 0
attr GlueDataset.label_list 1 0 0
attr logger 1 0 0

transformers.data.datasets.squad (10 missing, 0 any)

Symbol Typable Typed Any
meth SquadDataset.init 8 7 0
meth SquadDataset.len 1 0 0
meth SquadDataset.getitem 2 1 0
attr SquadDataset.processor 1 0 0
attr SquadDataset.old_features 1 0 0
attr SquadDataset.dataset 1 0 0
attr SquadDataset.examples 1 0 0
attr MODEL_TYPES 1 0 0
attr MODEL_CONFIG_CLASSES 1 0 0
attr logger 1 0 0

transformers.data.metrics (17 missing, 0 any)

Symbol Typable Typed Any
func glue_compute_metrics 4 0 0
func xnli_compute_metrics 4 0 0
func acc_and_f1 3 0 0
func pearson_and_spearman 3 0 0
func simple_accuracy 3 0 0

transformers.data.metrics.squad_metrics (89 missing, 0 any)

Symbol Typable Typed Any
func find_all_best_thresh_v2 7 0 0
func apply_no_ans_threshold 5 0 0
func find_best_thresh_v2 5 0 0
func find_all_best_thresh 7 0 0
func merge_eval 4 0 0
func find_best_thresh 5 0 0
func squad_evaluate 5 0 0
func normalize_answer 2 0 0
func make_eval_dict 4 0 0
func get_final_text 5 0 0
func compute_predictions_logits 14 0 0
func compute_predictions_log_probs 14 0 0
func get_raw_scores 3 0 0
func get_tokens 2 0 0
func compute_f1 3 0 0
attr logger 1 0 0
func compute_exact 3 0 0

transformers.data.processors.glue (147 missing, 0 any)

Symbol Typable Typed Any
func glue_convert_examples_to_features 7 3 0
attr logger 1 0 0
meth StsbProcessor.init 3 0 0
meth StsbProcessor.get_example_from_tensor_dict 2 0 0
meth StsbProcessor.get_train_examples 2 0 0
meth StsbProcessor.get_dev_examples 2 0 0
meth StsbProcessor.get_test_examples 2 0 0
meth StsbProcessor.get_labels 1 0 0
meth StsbProcessor._create_examples 3 0 0
meth QnliProcessor.init 3 0 0
meth QnliProcessor.get_example_from_tensor_dict 2 0 0
meth QnliProcessor.get_train_examples 2 0 0
meth QnliProcessor.get_dev_examples 2 0 0
meth QnliProcessor.get_test_examples 2 0 0
meth QnliProcessor.get_labels 1 0 0
meth QnliProcessor._create_examples 3 0 0
meth ColaProcessor.init 3 0 0
meth ColaProcessor.get_example_from_tensor_dict 2 0 0
meth ColaProcessor.get_train_examples 2 0 0
meth ColaProcessor.get_dev_examples 2 0 0
meth ColaProcessor.get_test_examples 2 0 0
meth ColaProcessor.get_labels 1 0 0
meth ColaProcessor._create_examples 3 0 0
meth QqpProcessor.init 3 0 0
meth QqpProcessor.get_example_from_tensor_dict 2 0 0
meth QqpProcessor.get_train_examples 2 0 0
meth QqpProcessor.get_dev_examples 2 0 0
meth QqpProcessor.get_test_examples 2 0 0
meth QqpProcessor.get_labels 1 0 0
meth QqpProcessor._create_examples 3 0 0
meth MnliProcessor.init 3 0 0
meth MnliProcessor.get_example_from_tensor_dict 2 0 0
meth MnliProcessor.get_train_examples 2 0 0
meth MnliProcessor.get_dev_examples 2 0 0
meth MnliProcessor.get_test_examples 2 0 0
meth MnliProcessor.get_labels 1 0 0
meth MnliProcessor._create_examples 3 0 0
meth MnliMismatchedProcessor.init 3 0 0
meth MnliMismatchedProcessor.get_dev_examples 2 0 0
meth MnliMismatchedProcessor.get_test_examples 2 0 0
meth Sst2Processor.init 3 0 0
meth Sst2Processor.get_example_from_tensor_dict 2 0 0
meth Sst2Processor.get_train_examples 2 0 0
meth Sst2Processor.get_dev_examples 2 0 0
meth Sst2Processor.get_test_examples 2 0 0
meth Sst2Processor.get_labels 1 0 0
meth Sst2Processor._create_examples 3 0 0
meth MrpcProcessor.init 3 0 0
meth MrpcProcessor.get_example_from_tensor_dict 2 0 0
meth MrpcProcessor.get_train_examples 2 0 0
meth MrpcProcessor.get_dev_examples 2 0 0
meth MrpcProcessor.get_test_examples 2 0 0
meth MrpcProcessor.get_labels 1 0 0
meth MrpcProcessor._create_examples 3 0 0
meth RteProcessor.init 3 0 0
meth RteProcessor.get_example_from_tensor_dict 2 0 0
meth RteProcessor.get_train_examples 2 0 0
meth RteProcessor.get_dev_examples 2 0 0
meth RteProcessor.get_test_examples 2 0 0
meth RteProcessor.get_labels 1 0 0
meth RteProcessor._create_examples 3 0 0
meth WnliProcessor.init 3 0 0
meth WnliProcessor.get_example_from_tensor_dict 2 0 0
meth WnliProcessor.get_train_examples 2 0 0
meth WnliProcessor.get_dev_examples 2 0 0
meth WnliProcessor.get_test_examples 2 0 0
meth WnliProcessor.get_labels 1 0 0
meth WnliProcessor._create_examples 3 0 0

transformers.data.processors.squad (99 missing, 0 any)

Symbol Typable Typed Any
meth SquadExample.init 9 0 0
attr SquadExample.qas_id 1 0 0
attr SquadExample.question_text 1 0 0
attr SquadExample.context_text 1 0 0
attr SquadExample.answer_text 1 0 0
attr SquadExample.title 1 0 0
attr SquadExample.is_impossible 1 0 0
attr SquadExample.answers 1 0 0
attr SquadExample.doc_tokens 1 0 0
attr SquadExample.char_to_word_offset 1 0 0
attr SquadExample.start_position 1 0 0
attr SquadExample.end_position 1 0 0
meth SquadFeatures.init 17 2 0
attr SquadFeatures.input_ids 1 0 0
attr SquadFeatures.attention_mask 1 0 0
attr SquadFeatures.token_type_ids 1 0 0
attr SquadFeatures.cls_index 1 0 0
attr SquadFeatures.p_mask 1 0 0
attr SquadFeatures.example_index 1 0 0
attr SquadFeatures.unique_id 1 0 0
attr SquadFeatures.paragraph_len 1 0 0
attr SquadFeatures.token_is_max_context 1 0 0
attr SquadFeatures.tokens 1 0 0
attr SquadFeatures.token_to_orig_map 1 0 0
attr SquadFeatures.start_position 1 0 0
attr SquadFeatures.end_position 1 0 0
attr SquadFeatures.is_impossible 1 0 0
attr SquadFeatures.qas_id 1 0 0
attr SquadFeatures.encoding 1 0 0
func squad_convert_examples_to_features 11 0 0
meth SquadResult.init 7 0 0
attr SquadResult.start_logits 1 0 0
attr SquadResult.end_logits 1 0 0
attr SquadResult.unique_id 1 0 0
attr SquadResult.start_top_index 1 0 0
attr SquadResult.end_top_index 1 0 0
attr SquadResult.cls_logits 1 0 0
meth SquadProcessor._get_example_from_tensor_dict 3 0 0
meth SquadProcessor.get_examples_from_dataset 3 0 0
meth SquadProcessor.get_train_examples 3 0 0
meth SquadProcessor.get_dev_examples 3 0 0
meth SquadProcessor._create_examples 3 0 0
func squad_convert_example_to_features_init 2 1 0
func squad_convert_example_to_features 7 0 0
attr logger 1 0 0

transformers.data.processors.utils (63 missing, 0 any)

Symbol Typable Typed Any
meth InputFeatures.to_json_string 1 0 0
meth SingleSentenceClassificationProcessor.init 5 0 0
meth SingleSentenceClassificationProcessor.len 1 0 0
meth SingleSentenceClassificationProcessor.getitem 2 0 0
meth SingleSentenceClassificationProcessor.create_from_csv 8 0 0
meth SingleSentenceClassificationProcessor.create_from_examples 4 0 0
meth SingleSentenceClassificationProcessor.add_examples_from_csv 9 0 0
meth SingleSentenceClassificationProcessor.add_examples 6 0 0
meth SingleSentenceClassificationProcessor.get_features 7 0 0
attr SingleSentenceClassificationProcessor.labels 1 0 0
attr SingleSentenceClassificationProcessor.examples 1 0 0
attr SingleSentenceClassificationProcessor.mode 1 0 0
attr SingleSentenceClassificationProcessor.verbose 1 0 0
meth InputExample.to_json_string 1 0 0
meth DataProcessor.get_example_from_tensor_dict 2 0 0
meth DataProcessor.get_train_examples 2 0 0
meth DataProcessor.get_dev_examples 2 0 0
meth DataProcessor.get_test_examples 2 0 0
meth DataProcessor.get_labels 1 0 0
meth DataProcessor.tfds_map 2 0 0
meth DataProcessor._read_tsv 3 0 0
attr logger 1 0 0

transformers.data.processors.xnli (11 missing, 0 any)

Symbol Typable Typed Any
meth XnliProcessor.init 3 0 0
meth XnliProcessor.get_train_examples 2 0 0
meth XnliProcessor.get_test_examples 2 0 0
meth XnliProcessor.get_labels 1 0 0
attr XnliProcessor.language 1 0 0
attr XnliProcessor.train_language 1 0 0
attr logger 1 0 0

transformers.debug_utils (45 missing, 0 any)

Symbol Typable Typed Any
func get_abs_min_max 3 0 0
meth DebugUnderflowOverflow.init 5 0 0
meth DebugUnderflowOverflow.save_frame 2 0 0
meth DebugUnderflowOverflow.expand_frame 2 0 0
meth DebugUnderflowOverflow.trace_frames 1 0 0
meth DebugUnderflowOverflow.reset_saved_frames 1 0 0
meth DebugUnderflowOverflow.dump_saved_frames 1 0 0
meth DebugUnderflowOverflow.analyse_model 1 0 0
meth DebugUnderflowOverflow.analyse_variable 3 0 0
meth DebugUnderflowOverflow.batch_start_frame 1 0 0
meth DebugUnderflowOverflow.batch_end_frame 1 0 0
meth DebugUnderflowOverflow.create_frame 4 0 0
meth DebugUnderflowOverflow.register_forward_hook 1 0 0
meth DebugUnderflowOverflow._register_forward_hook 2 0 0
meth DebugUnderflowOverflow.forward_hook 4 0 0
attr DebugUnderflowOverflow.model 1 0 0
attr DebugUnderflowOverflow.trace_batch_nums 1 0 0
attr DebugUnderflowOverflow.abort_after_batch_num 1 0 0
attr DebugUnderflowOverflow.frames 1 0 0
attr DebugUnderflowOverflow.frame 1 0 0
attr DebugUnderflowOverflow.batch_number 1 0 0
attr DebugUnderflowOverflow.total_calls 1 0 0
attr DebugUnderflowOverflow.detected_overflow 1 0 0
attr DebugUnderflowOverflow.prefix 1 0 0
func detect_overflow 3 0 0
attr logger 1 0 0

transformers.dependency_versions_check (3 missing, 0 any)

Symbol Typable Typed Any
func dep_version_check 3 0 0

transformers.distributed.configuration_utils (9 missing, 0 any)

Symbol Typable Typed Any
meth DistributedConfig.from_dict 3 0 0
meth DistributedConfig.to_json_file 2 1 0
meth DistributedConfig.iter 1 0 0
meth DistributedConfig.repr 1 0 0
meth DistributedConfig.to_json_string 1 0 0
meth DistributedConfig.update 2 0 0

transformers.dynamic_module_utils (15 missing, 1 any)

Symbol Typable Typed Any
func get_cached_module_file 12 11 0
func custom_object_save 4 4 1
func check_python_requirements 4 0 0
func resolve_trust_remote_code 7 0 0
func get_class_from_dynamic_module 12 11 0
func init_hf_modules 1 0 0
attr logger 1 0 0

transformers.feature_extraction_sequence_utils (13 missing, 0 any)

Symbol Typable Typed Any
meth SequenceFeatureExtractor.init 5 3 0
meth SequenceFeatureExtractor._truncate 5 4 0
meth SequenceFeatureExtractor._get_padding_strategies 3 0 0
meth SequenceFeatureExtractor.fetch_audio 2 1 0
attr SequenceFeatureExtractor.feature_size 1 0 0
attr SequenceFeatureExtractor.sampling_rate 1 0 0
attr SequenceFeatureExtractor.padding_value 1 0 0
attr SequenceFeatureExtractor.padding_side 1 0 0
attr SequenceFeatureExtractor.return_attention_mask 1 0 0
attr logger 1 0 0

transformers.feature_extraction_utils (22 missing, 1 any)

Symbol Typable Typed Any
meth FeatureExtractionMixin.init 2 0 0
meth FeatureExtractionMixin.from_pretrained 8 7 0
meth FeatureExtractionMixin.save_pretrained 4 2 0
meth FeatureExtractionMixin.get_feature_extractor_dict 3 2 0
meth FeatureExtractionMixin.from_dict 3 2 0
meth FeatureExtractionMixin.to_json_file 2 1 0
meth FeatureExtractionMixin.repr 1 0 0
meth FeatureExtractionMixin.register_for_auto_class 2 0 0
meth BatchFeature.init 4 3 0
meth BatchFeature.getitem 2 2 1
meth BatchFeature.getattr 2 1 0
meth BatchFeature.getstate 1 0 0
meth BatchFeature.setstate 2 0 0
meth BatchFeature._get_is_as_tensor_fns 2 1 0
meth BatchFeature.convert_to_tensors 3 2 0
meth BatchFeature.to 3 1 0
attr BatchFeature.skip_tensor_conversion 1 0 0
attr logger 1 0 0

transformers.generation.candidate_generator (54 missing, 0 any)

Symbol Typable Typed Any
meth PromptLookupCandidateGenerator.init 7 6 0
meth PromptLookupCandidateGenerator.update_candidate_strategy 4 3 0
attr PromptLookupCandidateGenerator.num_output_tokens 1 0 0
attr PromptLookupCandidateGenerator.max_matching_ngram_size 1 0 0
attr PromptLookupCandidateGenerator.max_length 1 0 0
attr PromptLookupCandidateGenerator.eos_token_id 1 0 0
attr PromptLookupCandidateGenerator.logits_processor 1 0 0
attr PromptLookupCandidateGenerator.vocab_size 1 0 0
meth CandidateGenerator.update_candidate_strategy 4 3 0
meth EarlyExitCandidateGenerator.init 7 6 0
attr EarlyExitCandidateGenerator.assistant_early_exit 1 0 0
meth UniversalSpeculativeDecodingGenerator.init 10 9 0
meth AssistedCandidateGeneratorDifferentTokenizers.init 9 8 0
meth AssistedCandidateGeneratorDifferentTokenizers._get_longest_diag_dict 3 0 0
meth AssistedCandidateGeneratorDifferentTokenizers._get_longest_diag_index 2 0 0
meth AssistedCandidateGeneratorDifferentTokenizers._get_tokens_diag 3 0 0
meth AssistedCandidateGeneratorDifferentTokenizers.convert_source_tokens_to_target_tokens 4 0 0
attr AssistedCandidateGeneratorDifferentTokenizers.target_tokenizer 1 0 0
attr AssistedCandidateGeneratorDifferentTokenizers.assistant_tokenizer 1 0 0
attr AssistedCandidateGeneratorDifferentTokenizers.prev_assistant_ids 1 0 0
attr AssistedCandidateGeneratorDifferentTokenizers.target_lookbehind 1 0 0
attr AssistedCandidateGeneratorDifferentTokenizers.assistant_lookbehind 1 0 0
meth AssistantVocabTranslatorCache.cleanup 1 0 0
attr AssistantVocabTranslatorCache._cache 1 0 0
meth AssistedCandidateGenerator.init 7 6 0
meth AssistedCandidateGenerator.update_candidate_strategy 4 3 0
attr AssistedCandidateGenerator.assistant_model 1 0 0
attr AssistedCandidateGenerator.assistant_generation_config 1 0 0
attr AssistedCandidateGenerator.num_assistant_tokens 1 0 0
attr AssistedCandidateGenerator.assistant_confidence_threshold 1 0 0
attr AssistedCandidateGenerator.assistant_kwargs 1 0 0
attr AssistedCandidateGenerator.logits_processor 1 0 0
attr AssistedCandidateGenerator.generation_config 1 0 0
attr AssistedCandidateGenerator.main_model_min_length 1 0 0
attr AssistedCandidateGenerator.main_model_max_length 1 0 0
attr AssistedCandidateGenerator.input_ids_key 1 0 0
attr AssistedCandidateGenerator.probs 1 0 0
attr AssistedCandidateGenerator.matches 1 0 0
meth AssistantToTargetTranslator.init 6 5 0
meth AssistantToTargetTranslator.unmap_input_ids 1 0 0
meth AssistantToTargetTranslator._get_assistant_to_target_input_ids 1 0 0
meth AssistantToTargetTranslator.get_target_ids 4 2 0
attr AssistantToTargetTranslator.assistant_prune_lm_head 1 0 0
attr AssistantToTargetTranslator.assistant_overlap_token_ids 1 0 0
attr AssistantToTargetTranslator.map_input_embeddings 1 0 0

transformers.generation.configuration_utils (103 missing, 0 any)

Symbol Typable Typed Any
meth SynthIDTextWatermarkingConfig.init 8 7 0
meth SynthIDTextWatermarkingConfig.validate 1 0 0
meth SynthIDTextWatermarkingConfig.construct_processor 3 2 0
meth GenerationConfig.init 2 0 0
meth GenerationConfig.hash 1 0 0
meth GenerationConfig.eq 2 0 0
meth GenerationConfig.repr 1 0 0
meth GenerationConfig.validate 2 0 0
meth GenerationConfig.save_pretrained 5 3 0
meth GenerationConfig.from_pretrained 9 8 0
meth GenerationConfig._dict_from_json_file 2 1 0
meth GenerationConfig.from_dict 3 2 0
meth GenerationConfig.update 4 0 0
attr GenerationConfig.max_length 1 0 0
attr GenerationConfig.max_new_tokens 1 0 0
attr GenerationConfig.min_length 1 0 0
attr GenerationConfig.min_new_tokens 1 0 0
attr GenerationConfig.early_stopping 1 0 0
attr GenerationConfig.max_time 1 0 0
attr GenerationConfig.stop_strings 1 0 0
attr GenerationConfig.do_sample 1 0 0
attr GenerationConfig.num_beams 1 0 0
attr GenerationConfig.use_cache 1 0 0
attr GenerationConfig.cache_implementation 1 0 0
attr GenerationConfig.cache_config 1 0 0
attr GenerationConfig.temperature 1 0 0
attr GenerationConfig.top_k 1 0 0
attr GenerationConfig.top_p 1 0 0
attr GenerationConfig.min_p 1 0 0
attr GenerationConfig.top_h 1 0 0
attr GenerationConfig.typical_p 1 0 0
attr GenerationConfig.epsilon_cutoff 1 0 0
attr GenerationConfig.eta_cutoff 1 0 0
attr GenerationConfig.repetition_penalty 1 0 0
attr GenerationConfig.encoder_repetition_penalty 1 0 0
attr GenerationConfig.length_penalty 1 0 0
attr GenerationConfig.no_repeat_ngram_size 1 0 0
attr GenerationConfig.bad_words_ids 1 0 0
attr GenerationConfig.renormalize_logits 1 0 0
attr GenerationConfig.forced_bos_token_id 1 0 0
attr GenerationConfig.forced_eos_token_id 1 0 0
attr GenerationConfig.remove_invalid_values 1 0 0
attr GenerationConfig.exponential_decay_length_penalty 1 0 0
attr GenerationConfig.suppress_tokens 1 0 0
attr GenerationConfig.begin_suppress_tokens 1 0 0
attr GenerationConfig.sequence_bias 1 0 0
attr GenerationConfig.token_healing 1 0 0
attr GenerationConfig.guidance_scale 1 0 0
attr GenerationConfig.watermarking_config 1 0 0
attr GenerationConfig.num_return_sequences 1 0 0
attr GenerationConfig.output_attentions 1 0 0
attr GenerationConfig.output_hidden_states 1 0 0
attr GenerationConfig.output_scores 1 0 0
attr GenerationConfig.output_logits 1 0 0
attr GenerationConfig.return_dict_in_generate 1 0 0
attr GenerationConfig.pad_token_id 1 0 0
attr GenerationConfig.bos_token_id 1 0 0
attr GenerationConfig.eos_token_id 1 0 0
attr GenerationConfig.encoder_no_repeat_ngram_size 1 0 0
attr GenerationConfig.decoder_start_token_id 1 0 0
attr GenerationConfig.is_assistant 1 0 0
attr GenerationConfig.num_assistant_tokens 1 0 0
attr GenerationConfig.num_assistant_tokens_schedule 1 0 0
attr GenerationConfig.assistant_confidence_threshold 1 0 0
attr GenerationConfig.prompt_lookup_num_tokens 1 0 0
attr GenerationConfig.max_matching_ngram_size 1 0 0
attr GenerationConfig.assistant_early_exit 1 0 0
attr GenerationConfig.assistant_lookbehind 1 0 0
attr GenerationConfig.target_lookbehind 1 0 0
attr GenerationConfig.compile_config 1 0 0
attr GenerationConfig.disable_compile 1 0 0
attr GenerationConfig.low_memory 1 0 0
attr GenerationConfig.penalty_alpha 1 0 0
attr GenerationConfig.dola_layers 1 0 0
attr GenerationConfig.diversity_penalty 1 0 0
attr GenerationConfig.num_beam_groups 1 0 0
attr GenerationConfig.constraints 1 0 0
attr GenerationConfig.force_words_ids 1 0 0
attr GenerationConfig.prefill_chunk_size 1 0 0
attr GenerationConfig.transformers_version 1 0 0
meth WatermarkingConfig.init 6 5 0
meth WatermarkingConfig.validate 1 0 0
meth WatermarkingConfig.construct_processor 3 2 0
attr logger 1 0 0
meth BaseWatermarkingConfig.from_dict 3 0 0
meth BaseWatermarkingConfig.to_json_file 2 1 0
meth BaseWatermarkingConfig.iter 1 0 0
meth BaseWatermarkingConfig.repr 1 0 0
meth BaseWatermarkingConfig.to_json_string 1 0 0
meth BaseWatermarkingConfig.update 2 0 0
meth BaseWatermarkingConfig.validate 1 0 0
meth BaseWatermarkingConfig.construct_processor 2 0 0

transformers.generation.continuous_batching.cache (22 missing, 0 any)

Symbol Typable Typed Any
attr PagedAttentionCache.config 1 0 0
attr PagedAttentionCache.dtype 1 0 0
attr PagedAttentionCache.device 1 0 0
attr PagedAttentionCache.block_size 1 0 0
attr PagedAttentionCache.num_groups 1 0 0
attr PagedAttentionCache.sliding_windows 1 0 0
attr PagedAttentionCache.layer_index_to_group_indices 1 0 0
attr PagedAttentionCache.num_blocks 1 0 0
attr PagedAttentionCache.max_batch_tokens 1 0 0
attr PagedAttentionCache.num_pages 1 0 0
attr PagedAttentionCache.cache_shape 1 0 0
attr PagedAttentionCache.allow_block_sharing 1 0 0
attr PagedAttentionCache.num_full_attention_groups 1 0 0
attr PagedAttentionCache.num_sliding_attention_groups 1 0 0
attr PagedAttentionCache.max_sliding_window_blocks_per_request 1 0 0
attr PagedAttentionCache.use_prefix_sharing 1 0 0
attr PagedAttentionMemoryHandler.block_size 1 0 0
attr PagedAttentionMemoryHandler.page_size 1 0 0
attr PagedAttentionMemoryHandler.num_groups 1 0 0
attr PagedAttentionMemoryHandler.group_size 1 0 0
attr PagedAttentionMemoryHandler.peak_activation_per_token 1 0 0
attr PagedAttentionMemoryHandler.num_attention_masks 1 0 0

transformers.generation.continuous_batching.cache_manager (5 missing, 0 any)

Symbol Typable Typed Any
attr SlidingAttentionCacheAllocator.block_size 1 0 0
attr SlidingAttentionCacheAllocator.sliding_window 1 0 0
attr BlockManager.num_blocks 1 0 0
attr BlockManager.block_size 1 0 0
attr FullAttentionCacheAllocator.block_size 1 0 0

transformers.generation.continuous_batching.continuous_api (36 missing, 0 any)

Symbol Typable Typed Any
meth ContinuousBatchingManager.iter 1 0 0
attr ContinuousBatchingManager.model 1 0 0
attr ContinuousBatchingManager.manual_eviction 1 0 0
attr ContinuousBatchingManager.input_queue 1 0 0
attr ContinuousBatchingManager.output_queue 1 0 0
attr ContinuousBatchingManager.stop_event 1 0 0
attr ContinuousBatchingManager.generation_config 1 0 0
attr ContinuousBatchingManager.log_prob_generation 1 0 0
attr ContinuousBatchingManager.do_sample 1 0 0
attr ContinuousBatchingManager.num_return_sequences 1 0 0
attr ContinuousBatchingManager.use_cuda_graph 1 0 0
attr ContinuousBatchingManager.q_padding_interval_size 1 0 0
attr ContinuousBatchingManager.kv_padding_interval_size 1 0 0
attr ContinuousBatchingManager.max_cached_graphs 1 0 0
attr ContinuousBatchingManager.use_async_batching 1 0 0
meth ContinuousMixin.generate_batch 11 10 0
meth ContinuousBatchProcessor.handle_batch_error 2 0 0
attr ContinuousBatchProcessor.cache 1 0 0
attr ContinuousBatchProcessor.config 1 0 0
attr ContinuousBatchProcessor.generation_config 1 0 0
attr ContinuousBatchProcessor.input_queue 1 0 0
attr ContinuousBatchProcessor.output_queue 1 0 0
attr ContinuousBatchProcessor.stop_event 1 0 0
attr ContinuousBatchProcessor.model_device 1 0 0
attr ContinuousBatchProcessor.model_dtype 1 0 0
attr ContinuousBatchProcessor.scheduler 1 0 0
attr ContinuousBatchProcessor.manual_eviction 1 0 0
attr ContinuousBatchProcessor.sliding_window 1 0 0
attr ContinuousBatchProcessor.q_padding_interval_size 1 0 0
attr ContinuousBatchProcessor.kv_padding_interval_size 1 0 0
attr ContinuousBatchProcessor.max_cached_graphs 1 0 0
attr ContinuousBatchProcessor.use_cuda_graph 1 0 0
attr ContinuousBatchProcessor.max_batch_tokens 1 0 0
attr ContinuousBatchProcessor.metrics 1 0 0
attr ContinuousBatchProcessor.use_async_batching 1 0 0

transformers.generation.continuous_batching.input_outputs (22 missing, 0 any)

Symbol Typable Typed Any
attr HostDeviceIOPair.host_io 1 0 0
attr HostDeviceIOPair.device_io 1 0 0
attr HostDeviceIOPair.h2d_over 1 0 0
attr HostDeviceIOPair.compute_over 1 0 0
attr HostDeviceIOPair.d2h_over 1 0 0
attr ContinuousBatchingIOs.cache 1 0 0
attr ContinuousBatchingIOs.device 1 0 0
attr ContinuousBatchingIOs.config 1 0 0
attr ContinuousBatchingIOs.model_dtype 1 0 0
attr ContinuousBatchingIOs.sliding_window 1 0 0
attr ContinuousBatchingIOs.actual_query_length 1 0 0
attr ContinuousBatchingIOs.actual_key_length 1 0 0
attr ContinuousBatchingIOs.actual_batch_size 1 0 0
attr ContinuousBatchingIOs.actual_read_sizes 1 0 0
attr ContinuousBatchingIOs.actual_write_sizes 1 0 0
attr ContinuousBatchingIOs.compute_stream 1 0 0
attr ContinuousBatchingAsyncIOs.current_pair 1 0 0
attr ContinuousBatchingAsyncIOs.io_pairs 1 0 0
attr ContinuousBatchingAsyncIOs.h2d_stream 1 0 0
attr ContinuousBatchingAsyncIOs.d2h_stream 1 0 0
attr ContinuousBatchingAsyncIOs.compute_stream 1 0 0
attr ContinuousBatchingAsyncIOs.max_batch_tokens 1 0 0

transformers.generation.continuous_batching.requests (8 missing, 0 any)

Symbol Typable Typed Any
meth RequestState.post_init 1 0 0
meth RequestState.log_end_of_request 1 0 0
meth RequestState.repr 1 0 0
meth RequestState.to_generation_output 1 0 0
attr FutureRequestState.state 1 0 0
attr FutureRequestState.has_new_token 1 0 0
attr FutureRequestState.complete_blocks 1 0 0
attr logger 1 0 0

transformers.generation.continuous_batching.scheduler (10 missing, 0 any)

Symbol Typable Typed Any
meth FIFOScheduler.init 4 3 0
attr FIFOScheduler.safety_margin 1 0 0
meth Scheduler.init 3 2 0
meth Scheduler.add_waiting_request 2 1 0
meth Scheduler.set_request_cancellation 2 1 0
meth Scheduler.clear_cancelled_requests 1 0 0
attr Scheduler.cache 1 0 0
attr Scheduler.retain_cache_on_finish 1 0 0
attr Scheduler.block_new_requests 1 0 0
attr Scheduler.cache_budget_module 1 0 0

transformers.generation.continuous_batching.utils (1 missing, 0 any)

Symbol Typable Typed Any
attr CudaGraphBuffer.max_size 1 0 0

transformers.generation.logits_process (166 missing, 0 any)

Symbol Typable Typed Any
meth SynthIDTextWatermarkLogitsProcessor.init 9 8 0
meth SynthIDTextWatermarkLogitsProcessor._init_state 2 1 0
meth SynthIDTextWatermarkLogitsProcessor._check_input_ids_shape 2 1 0
attr SynthIDTextWatermarkLogitsProcessor.ngram_len 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.keys 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.sampling_table 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.context_history_size 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.device 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.state 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.skip_first_ngram_calls 1 0 0
attr SynthIDTextWatermarkLogitsProcessor.debug_mode 1 0 0
meth TopKLogitsWarper.init 4 3 0
attr TopKLogitsWarper.top_k 1 0 0
attr TopKLogitsWarper.filter_value 1 0 0
meth MinPLogitsWarper.init 4 3 0
attr MinPLogitsWarper.min_p 1 0 0
attr MinPLogitsWarper.filter_value 1 0 0
attr MinPLogitsWarper.min_tokens_to_keep 1 0 0
meth SuppressTokensAtBeginLogitsProcessor.init 4 1 0
meth SuppressTokensAtBeginLogitsProcessor.set_begin_index 2 0 0
attr SuppressTokensAtBeginLogitsProcessor.begin_suppress_tokens 1 0 0
attr SuppressTokensAtBeginLogitsProcessor.begin_index 1 0 0
meth TopPLogitsWarper.init 4 3 0
attr TopPLogitsWarper.top_p 1 0 0
attr TopPLogitsWarper.filter_value 1 0 0
attr TopPLogitsWarper.min_tokens_to_keep 1 0 0
meth SequenceBiasLogitsProcessor.init 2 1 0
meth SequenceBiasLogitsProcessor._prepare_bias_variables 2 1 0
meth SequenceBiasLogitsProcessor._validate_arguments 1 0 0
meth SequenceBiasLogitsProcessor._convert_list_arguments_into_dict 1 0 0
attr SequenceBiasLogitsProcessor.sequence_bias 1 0 0
attr SequenceBiasLogitsProcessor.length_1_bias 1 0 0
attr SequenceBiasLogitsProcessor.prepared_bias_variables 1 0 0
meth WhisperTimeStampLogitsProcessor.init 4 3 0
meth WhisperTimeStampLogitsProcessor.set_begin_index 2 0 0
attr WhisperTimeStampLogitsProcessor.no_timestamps_token_id 1 0 0
attr WhisperTimeStampLogitsProcessor.timestamp_begin 1 0 0
attr WhisperTimeStampLogitsProcessor.eos_token_id 1 0 0
attr WhisperTimeStampLogitsProcessor.begin_index 1 0 0
attr WhisperTimeStampLogitsProcessor.max_initial_timestamp_index 1 0 0
meth LogitsProcessorList.call 4 3 0
meth PrefixConstrainedLogitsProcessor.init 3 2 0
meth NoBadWordsLogitsProcessor.init 3 2 0
meth NoBadWordsLogitsProcessor._validate_arguments 1 0 0
attr NoBadWordsLogitsProcessor.bad_word_ids 1 0 0
meth EtaLogitsWarper.init 5 4 0
attr EtaLogitsWarper.epsilon 1 0 0
attr EtaLogitsWarper.filter_value 1 0 0
attr EtaLogitsWarper.min_tokens_to_keep 1 0 0
meth ForcedEOSTokenLogitsProcessor.init 4 3 0
attr ForcedEOSTokenLogitsProcessor.max_length 1 0 0
attr ForcedEOSTokenLogitsProcessor.eos_token_id 1 0 0
meth ForcedBOSTokenLogitsProcessor.init 2 1 0
attr ForcedBOSTokenLogitsProcessor.bos_token_id 1 0 0
meth ExponentialDecayLengthPenalty.init 4 3 0
attr ExponentialDecayLengthPenalty.regulation_start 1 0 0
attr ExponentialDecayLengthPenalty.regulation_factor 1 0 0
attr ExponentialDecayLengthPenalty.eos_token_id 1 0 0
meth UnbatchedClassifierFreeGuidanceLogitsProcessor.init 6 4 0
meth UnbatchedClassifierFreeGuidanceLogitsProcessor.get_unconditional_logits 2 0 0
meth UnbatchedClassifierFreeGuidanceLogitsProcessor.call 3 0 0
attr UnbatchedClassifierFreeGuidanceLogitsProcessor.guidance_scale 1 0 0
attr UnbatchedClassifierFreeGuidanceLogitsProcessor.model 1 0 0
attr UnbatchedClassifierFreeGuidanceLogitsProcessor.unconditional_context 1 0 0
meth MinNewTokensLengthLogitsProcessor.init 5 4 0
attr MinNewTokensLengthLogitsProcessor.prompt_length_to_skip 1 0 0
attr MinNewTokensLengthLogitsProcessor.min_new_tokens 1 0 0
attr MinNewTokensLengthLogitsProcessor.eos_token_id 1 0 0
meth MinLengthLogitsProcessor.init 4 3 0
attr MinLengthLogitsProcessor.min_length 1 0 0
attr MinLengthLogitsProcessor.eos_token_id 1 0 0
meth EpsilonLogitsWarper.init 4 3 0
attr EpsilonLogitsWarper.epsilon 1 0 0
attr EpsilonLogitsWarper.filter_value 1 0 0
attr EpsilonLogitsWarper.min_tokens_to_keep 1 0 0
meth TemperatureLogitsWarper.init 2 1 0
attr TemperatureLogitsWarper.temperature 1 0 0
meth WatermarkLogitsProcessor.init 8 5 0
meth WatermarkLogitsProcessor.set_seed 2 1 0
attr WatermarkLogitsProcessor.vocab_size 1 0 0
attr WatermarkLogitsProcessor.greenlist_size 1 0 0
attr WatermarkLogitsProcessor.bias 1 0 0
attr WatermarkLogitsProcessor.seeding_scheme 1 0 0
attr WatermarkLogitsProcessor.rng 1 0 0
attr WatermarkLogitsProcessor.hash_key 1 0 0
attr WatermarkLogitsProcessor.context_width 1 0 0
attr WatermarkLogitsProcessor.table_size 1 0 0
attr WatermarkLogitsProcessor.fixed_table 1 0 0
meth EncoderNoRepeatNGramLogitsProcessor.init 3 2 0
attr EncoderNoRepeatNGramLogitsProcessor.ngram_size 1 0 0
attr EncoderNoRepeatNGramLogitsProcessor.batch_size 1 0 0
attr EncoderNoRepeatNGramLogitsProcessor.generated_ngrams 1 0 0
meth ClassifierFreeGuidanceLogitsProcessor.init 2 0 0
attr ClassifierFreeGuidanceLogitsProcessor.guidance_scale 1 0 0
meth EncoderRepetitionPenaltyLogitsProcessor.init 3 2 0
attr EncoderRepetitionPenaltyLogitsProcessor.penalty 1 0 0
attr EncoderRepetitionPenaltyLogitsProcessor.encoder_input_ids 1 0 0
meth TopHLogitsWarper.init 3 2 0
attr TopHLogitsWarper.top_n 1 0 0
attr TopHLogitsWarper.top_h 1 0 0
attr TopHLogitsWarper.filter_value 1 0 0
meth RepetitionPenaltyLogitsProcessor.init 3 2 0
meth RepetitionPenaltyLogitsProcessor.set_continuous_batching_context 3 2 0
attr RepetitionPenaltyLogitsProcessor.penalty 1 0 0
attr RepetitionPenaltyLogitsProcessor.prompt_ignore_length 1 0 0
attr RepetitionPenaltyLogitsProcessor.logits_indices 1 0 0
attr RepetitionPenaltyLogitsProcessor.cu_seq_lens_q 1 0 0
meth NoRepeatNGramLogitsProcessor.init 2 1 0
attr NoRepeatNGramLogitsProcessor.ngram_size 1 0 0
meth AlternatingCodebooksLogitsProcessor.init 4 3 0
attr AlternatingCodebooksLogitsProcessor.input_start_len 1 0 0
attr AlternatingCodebooksLogitsProcessor.semantic_vocab_size 1 0 0
attr AlternatingCodebooksLogitsProcessor.codebook_size 1 0 0
meth SuppressTokensLogitsProcessor.init 3 1 0
attr SuppressTokensLogitsProcessor.suppress_tokens 1 0 0
meth TypicalLogitsWarper.init 4 3 0
attr TypicalLogitsWarper.filter_value 1 0 0
attr TypicalLogitsWarper.mass 1 0 0
attr TypicalLogitsWarper.min_tokens_to_keep 1 0 0
meth BarkEosPrioritizerLogitsProcessor.init 4 3 0
attr BarkEosPrioritizerLogitsProcessor.eos_token_id 1 0 0
attr BarkEosPrioritizerLogitsProcessor.min_eos_p 1 0 0
meth SynthIDTextWatermarkState.init 5 4 0
attr SynthIDTextWatermarkState.context 1 0 0
attr SynthIDTextWatermarkState.context_history 1 0 0
attr SynthIDTextWatermarkState.num_calls 1 0 0
meth DiaEOSDelayPatternLogitsProcessor.init 5 4 0
attr DiaEOSDelayPatternLogitsProcessor.num_channels 1 0 0
attr DiaEOSDelayPatternLogitsProcessor.active_batches 1 0 0
attr DiaEOSDelayPatternLogitsProcessor.delay_pattern 1 0 0
attr DiaEOSDelayPatternLogitsProcessor.eos_token_id 1 0 0
attr DiaEOSDelayPatternLogitsProcessor.max_generation_len 1 0 0
attr DiaEOSDelayPatternLogitsProcessor.device 1 0 0
meth WhisperNoSpeechDetection.init 4 3 0
meth WhisperNoSpeechDetection.set_model 2 0 0
meth WhisperNoSpeechDetection.set_inputs 2 0 0
meth WhisperNoSpeechDetection.set_begin_index 2 0 0
prop WhisperNoSpeechDetection.no_speech_prob 1 0 0
attr WhisperNoSpeechDetection.no_speech_token 1 0 0
attr WhisperNoSpeechDetection.start_of_trans_offset 1 0 0
attr WhisperNoSpeechDetection.begin_index 1 0 0
attr WhisperNoSpeechDetection.is_scores_logprobs 1 0 0
attr WhisperNoSpeechDetection.model 1 0 0
attr WhisperNoSpeechDetection.inputs 1 0 0
meth DiaClassifierFreeGuidanceLogitsProcessor.init 3 2 0
attr DiaClassifierFreeGuidanceLogitsProcessor.guidance_top_k 1 0 0
attr DiaClassifierFreeGuidanceLogitsProcessor.guidance_scale 1 0 0
meth DiaEOSChannelFilterLogitsProcessor.init 3 2 0
attr DiaEOSChannelFilterLogitsProcessor.num_channels 1 0 0
attr DiaEOSChannelFilterLogitsProcessor.eos_id 1 0 0
attr logger 1 0 0

transformers.generation.stopping_criteria (37 missing, 0 any)

Symbol Typable Typed Any
meth MaxLengthCriteria.init 3 2 0
meth MaxLengthCriteria.call 4 3 0
attr MaxLengthCriteria.max_length 1 0 0
attr MaxLengthCriteria.max_position_embeddings 1 0 0
meth MaxTimeCriteria.init 3 2 0
meth MaxTimeCriteria.call 4 3 0
attr MaxTimeCriteria.max_time 1 0 0
attr MaxTimeCriteria.initial_timestamp 1 0 0
meth StopStringCriteria.init 3 2 0
meth StopStringCriteria.clean_and_embed_tokens_with_cache 4 0 0
meth StopStringCriteria.clean_tokenizer_vocab 3 0 0
meth StopStringCriteria._stop_string_get_matching_positions 4 1 0
meth StopStringCriteria._stop_string_create_embedding_vec 4 1 0
meth StopStringCriteria.call 4 3 0
attr StopStringCriteria.maximum_token_len 1 0 0
attr StopStringCriteria.num_stop_strings 1 0 0
attr StopStringCriteria.target_lens 1 0 0
meth EosTokenCriteria.init 2 1 0
meth EosTokenCriteria.call 4 3 0
attr EosTokenCriteria.eos_token_id 1 0 0
meth StoppingCriteria.call 4 3 0
meth StoppingCriteriaList.call 4 3 0
meth ConfidenceCriteria.init 2 0 0
meth ConfidenceCriteria.call 4 3 0
attr ConfidenceCriteria.assistant_confidence_threshold 1 0 0
attr STOP_STRING_EMBEDDING_CACHE 1 0 0
attr logger 1 0 0

transformers.generation.streamers (35 missing, 0 any)

Symbol Typable Typed Any
meth AsyncTextIteratorStreamer.init 5 3 0
meth AsyncTextIteratorStreamer.on_finalized_text 3 2 0
meth AsyncTextIteratorStreamer.aiter 1 0 0
meth AsyncTextIteratorStreamer.anext 1 0 0
attr AsyncTextIteratorStreamer.text_queue 1 0 0
attr AsyncTextIteratorStreamer.stop_signal 1 0 0
attr AsyncTextIteratorStreamer.timeout 1 0 0
attr AsyncTextIteratorStreamer.loop 1 0 0
attr AsyncTextIteratorStreamer.has_asyncio_timeout 1 0 0
meth TextStreamer.init 4 2 0
meth TextStreamer.put 2 0 0
meth TextStreamer.end 1 0 0
meth TextStreamer.on_finalized_text 3 2 0
meth TextStreamer._is_chinese_char 2 0 0
attr TextStreamer.tokenizer 1 0 0
attr TextStreamer.skip_prompt 1 0 0
attr TextStreamer.decode_kwargs 1 0 0
attr TextStreamer.token_cache 1 0 0
attr TextStreamer.print_len 1 0 0
attr TextStreamer.next_tokens_are_prompt 1 0 0
meth TextIteratorStreamer.init 5 3 0
meth TextIteratorStreamer.on_finalized_text 3 2 0
meth TextIteratorStreamer.iter 1 0 0
meth TextIteratorStreamer.next 1 0 0
attr TextIteratorStreamer.text_queue 1 0 0
attr TextIteratorStreamer.stop_signal 1 0 0
attr TextIteratorStreamer.timeout 1 0 0
meth BaseStreamer.put 2 0 0
meth BaseStreamer.end 1 0 0

transformers.generation.utils (58 missing, 1 any)

Symbol Typable Typed Any
meth GenerationMixin.adjust_generation_fn 14 0 0
meth GenerationMixin.load_custom_generate 4 3 0
meth GenerationMixin.prepare_inputs_for_generation 9 7 0
meth GenerationMixin._prepare_position_ids_for_generation 3 0 0
meth GenerationMixin._prepare_encoder_decoder_kwargs_for_generation 5 4 0
meth GenerationMixin._expand_inputs_for_generation 5 4 0
meth GenerationMixin._validate_generation_mode 4 0 0
meth GenerationMixin._validate_model_kwargs 2 1 0
meth GenerationMixin._validate_generated_length 4 0 0
meth GenerationMixin._prepare_generated_length 7 0 0
meth GenerationMixin._prepare_generation_config 3 3 1
meth GenerationMixin._get_initial_cache_position 4 0 0
meth GenerationMixin._prepare_static_cache 5 4 0
meth GenerationMixin._prepare_special_tokens 4 3 0
meth GenerationMixin._optimize_model_for_decode 1 0 0
meth GenerationMixin._extract_generation_mode_kwargs 6 1 0
meth GenerationMixin.generate 13 12 0
meth GenerationMixin._sample 8 7 0
meth GenerationMixin._check_early_stop_heuristic 10 9 0
meth GenerationMixin._beam_search_has_unfinished_sequences 5 4 0
meth GenerationMixin._beam_search 7 6 0
meth GenerationMixin._assisted_decoding 12 11 0
meth GenerationMixin._prefill 5 4 0
attr logger 1 0 0

transformers.generation.watermarking (40 missing, 1 any)

Symbol Typable Typed Any
meth BayesianDetectorModel.init 2 0 0
meth BayesianDetectorModel._init_weights 2 0 0
meth BayesianDetectorModel.forward 6 4 0
attr BayesianDetectorModel.watermarking_depth 1 0 0
attr BayesianDetectorModel.base_rate 1 0 0
attr BayesianDetectorModel.likelihood_model_watermarked 1 0 0
attr BayesianDetectorModel.prior 1 0 0
meth WatermarkDetector.init 6 5 0
meth WatermarkDetector._get_ngram_score 3 2 0
meth WatermarkDetector._score_ngrams_in_passage 2 1 0
meth WatermarkDetector._compute_pval 4 0 0
attr WatermarkDetector.bos_token_id 1 0 0
attr WatermarkDetector.greenlist_ratio 1 0 0
attr WatermarkDetector.ignore_repeated_ngrams 1 0 0
attr WatermarkDetector.processor 1 0 0
meth BayesianDetectorConfig.init 4 2 0
meth BayesianDetectorConfig.set_detector_information 3 0 0
attr BayesianDetectorConfig.watermarking_depth 1 0 0
attr BayesianDetectorConfig.base_rate 1 0 0
attr BayesianDetectorConfig.model_name 1 0 0
attr BayesianDetectorConfig.watermarking_config 1 0 0
meth SynthIDTextWatermarkDetector.init 4 3 1
meth SynthIDTextWatermarkDetector.call 2 1 0
attr SynthIDTextWatermarkDetector.detector_module 1 0 0
attr SynthIDTextWatermarkDetector.logits_processor 1 0 0
attr SynthIDTextWatermarkDetector.tokenizer 1 0 0
meth BayesianDetectorWatermarkedLikelihood.init 2 1 0
attr BayesianDetectorWatermarkedLikelihood.watermarking_depth 1 0 0
attr BayesianDetectorWatermarkedLikelihood.beta 1 0 0
attr BayesianDetectorWatermarkedLikelihood.delta 1 0 0
attr logger 1 0 0

transformers.hf_argparser (12 missing, 1 any)

Symbol Typable Typed Any
meth HfArgumentParser.init 3 1 0
meth HfArgumentParser._parse_dataclass_field 3 2 0
meth HfArgumentParser._add_dataclass_arguments 2 1 0
meth HfArgumentParser.parse_args_into_dataclasses 6 1 0
func HfArg 7 6 1
func string_to_bool 2 0 0

transformers.hyperparameter_search (28 missing, 0 any)

Symbol Typable Typed Any
meth RayTuneBackend.is_available 1 0 0
meth RayTuneBackend.run 5 2 0
meth RayTuneBackend.default_hp_space 2 0 0
meth HyperParamSearchBackendBase.is_available 1 0 0
meth HyperParamSearchBackendBase.run 5 2 0
meth HyperParamSearchBackendBase.default_hp_space 2 0 0
meth HyperParamSearchBackendBase.ensure_available 1 0 0
meth HyperParamSearchBackendBase.pip_install 1 0 0
meth OptunaBackend.is_available 1 0 0
meth OptunaBackend.run 5 2 0
meth OptunaBackend.default_hp_space 2 0 0
meth WandbBackend.is_available 1 0 0
meth WandbBackend.run 5 2 0
meth WandbBackend.default_hp_space 2 0 0
attr ALL_HYPERPARAMETER_SEARCH_BACKENDS 1 0 0
attr logger 1 0 0

transformers.image_processing_base (15 missing, 0 any)

Symbol Typable Typed Any
meth ImageProcessingMixin.init 2 0 0
meth ImageProcessingMixin.from_pretrained 8 7 0
meth ImageProcessingMixin.save_pretrained 4 2 0
meth ImageProcessingMixin.get_image_processor_dict 3 2 0
meth ImageProcessingMixin.from_dict 3 1 0
meth ImageProcessingMixin.from_json_file 2 1 0
meth ImageProcessingMixin.to_json_file 2 1 0
meth ImageProcessingMixin.repr 1 0 0
meth ImageProcessingMixin.register_for_auto_class 2 0 0
meth ImageProcessingMixin.fetch_images 2 1 0
attr logger 1 0 0

transformers.image_processing_utils (17 missing, 0 any)

Symbol Typable Typed Any
meth BaseImageProcessor.call 4 3 0
meth BaseImageProcessor.preprocess 3 1 0
meth BaseImageProcessor.rescale 6 5 0
meth BaseImageProcessor.normalize 7 6 0
meth BaseImageProcessor.center_crop 6 5 0
meth BaseImageProcessor.to_dict 1 0 0
func get_size_dict 6 5 0
func is_valid_size_dict 2 0 0
func get_patch_output_size 4 0 0
attr logger 1 0 0
func convert_to_size_dict 5 3 0

transformers.image_processing_utils_fast (19 missing, 0 any)

Symbol Typable Typed Any
meth BaseImageProcessorFast.init 2 1 0
meth BaseImageProcessorFast.pad 9 8 0
meth BaseImageProcessorFast.resize 6 5 0
meth BaseImageProcessorFast.rescale 4 3 0
meth BaseImageProcessorFast.normalize 5 4 0
meth BaseImageProcessorFast.center_crop 4 3 0
meth BaseImageProcessorFast.filter_out_unused_kwargs 2 1 0
meth BaseImageProcessorFast._further_process_kwargs 9 8 0
meth BaseImageProcessorFast._validate_preprocess_kwargs 14 12 0
meth BaseImageProcessorFast.preprocess 4 3 0
meth BaseImageProcessorFast._preprocess_image_like_inputs 7 6 0
meth BaseImageProcessorFast._preprocess 17 16 0
meth BaseImageProcessorFast.to_dict 1 0 0
attr BaseImageProcessorFast.size 1 0 0
attr BaseImageProcessorFast.crop_size 1 0 0
attr BaseImageProcessorFast.pad_size 1 0 0
func validate_fast_preprocess_arguments 13 12 0
attr logger 1 0 0

transformers.image_transforms (8 missing, 0 any)

Symbol Typable Typed Any
func id_to_rgb 2 0 0
func group_images_by_shape 5 4 0
func get_size_with_aspect_ratio 4 1 0
func rgb_to_id 2 0 0

transformers.image_utils (57 missing, 0 any)

Symbol Typable Typed Any
meth ImageFeatureExtractionMixin._ensure_format_supported 2 0 0
meth ImageFeatureExtractionMixin.to_pil_image 3 0 0
meth ImageFeatureExtractionMixin.convert_rgb 2 0 0
meth ImageFeatureExtractionMixin.to_numpy_array 4 0 0
meth ImageFeatureExtractionMixin.expand_dims 2 0 0
meth ImageFeatureExtractionMixin.normalize 5 0 0
meth ImageFeatureExtractionMixin.resize 6 0 0
meth ImageFeatureExtractionMixin.center_crop 3 0 0
meth ImageFeatureExtractionMixin.flip_channel_order 2 0 0
meth ImageFeatureExtractionMixin.rotate 8 0 0
func to_numpy_array 2 1 0
func validate_preprocess_arguments 14 13 0
func validate_kwargs 3 2 0
attr logger 1 0 0
func get_image_type 2 0 0
func make_list_of_images 3 2 0
func is_valid_list_of_images 2 1 0
func is_pil_image 2 0 0
func valid_images 2 0 0
func is_valid_image 2 0 0
meth SizeDict.getitem 2 0 0
func concatenate_list 2 0 0
func is_batched 2 0 0

transformers.initialization (7 missing, 0 any)

Symbol Typable Typed Any
func lecun_normal_ 2 0 0
func no_init_weights 1 0 0
func default_flax_embed_init_ 2 0 0
func no_tie_weights 1 0 0
func guard_torch_init_functions 1 0 0

transformers.integrations.accelerate (21 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
func accelerate_dispatch 7 0 0
func infer_auto_device_map 9 8 0
func get_module_size_with_ties 5 1 0
func check_tied_parameters_on_same_device 3 0 0
func get_balanced_memory 6 5 0
func expand_device_map 3 2 0
func accelerate_disk_offload 8 6 0
func compute_module_total_buffer_size 3 2 0

transformers.integrations.aqlm (4 missing, 0 any)

Symbol Typable Typed Any
func replace_with_aqlm_linear 4 1 0
attr logger 1 0 0

transformers.integrations.awq (7 missing, 0 any)

Symbol Typable Typed Any
func replace_with_awq_linear 5 2 0
func replace_quantization_scales 3 0 0
attr logger 1 0 0

transformers.integrations.bitnet (49 missing, 0 any)

Symbol Typable Typed Any
func replace_with_bitnet_linear 4 1 0
meth ActQuant.forward 3 0 0
meth ActQuant.backward 3 0 0
meth AutoBitLinear.init 9 6 0
meth AutoBitLinear.load_hook 5 0 0
meth AutoBitLinear.forward 2 0 0
attr AutoBitLinear.online_quant 1 0 0
attr AutoBitLinear.rms_norm 1 0 0
meth BitLinear.init 8 5 0
meth BitLinear.activation_quant 3 0 0
meth BitLinear.post_quant_process 4 0 0
meth BitLinear.forward 2 0 0
attr BitLinear.dtype 1 0 0
attr BitLinear.in_features 1 0 0
attr BitLinear.out_features 1 0 0
attr BitLinear.rms_norm 1 0 0
attr BitLinear.bias 1 0 0
meth WeightQuant.forward 3 0 0
meth WeightQuant.backward 3 0 0
meth BitNetDeserialize.init 2 0 0
meth BitNetDeserialize.convert 5 4 0
attr BitNetDeserialize.hf_quantizer 1 0 0
attr logger 1 0 0

transformers.integrations.bitsandbytes (28 missing, 0 any)

Symbol Typable Typed Any
meth Bnb4bitQuantize.init 2 0 0
meth Bnb4bitQuantize.convert 5 4 0
attr Bnb4bitQuantize.hf_quantizer 1 0 0
func dequantize_bnb_weight 3 1 0
func replace_with_bnb_linear 5 2 0
func validate_bnb_backend_availability 2 0 0
meth Bnb4bitDeserialize.init 2 0 0
meth Bnb4bitDeserialize.convert 5 4 0
attr Bnb4bitDeserialize.hf_quantizer 1 0 0
meth Bnb8bitDeserialize.init 2 0 0
meth Bnb8bitDeserialize.convert 5 4 0
attr Bnb8bitDeserialize.hf_quantizer 1 0 0
meth Bnb8bitQuantize.init 2 0 0
meth Bnb8bitQuantize.convert 5 4 0
attr Bnb8bitQuantize.hf_quantizer 1 0 0
attr logger 1 0 0
func dequantize_and_replace 4 0 0

transformers.integrations.deepspeed (54 missing, 0 any)

Symbol Typable Typed Any
meth HfDeepSpeedConfig.init 2 0 0
func propagate_args_to_deepspeed 4 0 0
func deepspeed_optim_sched 6 0 0
func deepspeed_config 1 0 0
func is_deepspeed_available 1 0 0
func is_deepspeed_zero3_enabled 1 0 0
func set_hf_deepspeed_config 2 0 0
func unset_hf_deepspeed_config 1 0 0
func deepspeed_init 4 0 0
func deepspeed_load_checkpoint 4 0 0
func initialize_weights_zero3 2 0 0
meth HfTrainerDeepSpeedConfig.init 2 0 0
meth HfTrainerDeepSpeedConfig.dtype 1 0 0
meth HfTrainerDeepSpeedConfig.is_auto 2 0 0
meth HfTrainerDeepSpeedConfig.fill_match 5 0 0
meth HfTrainerDeepSpeedConfig.trainer_config_process 3 0 0
meth HfTrainerDeepSpeedConfig.trainer_config_finalize 4 0 0
attr HfTrainerDeepSpeedConfig.mismatches 1 0 0
attr HfTrainerDeepSpeedConfig.fill_only 1 0 0
func deepspeed_sp_compute_loss 6 0 0
attr logger 1 0 0

transformers.integrations.eager_paged (2 missing, 0 any)

Symbol Typable Typed Any
func eager_paged_attention_forward 8 6 0

transformers.integrations.eetq (27 missing, 0 any)

Symbol Typable Typed Any
meth EetqQuantize.init 2 0 0
meth EetqQuantize.convert 4 3 0
attr EetqQuantize.hf_quantizer 1 0 0
func replace_with_eetq_linear 4 1 0
meth EetqLinear.init 5 0 0
meth EetqLinear.forward 2 0 0
attr EetqLinear.weight 1 0 0
attr EetqLinear.weight_scales 1 0 0
attr EetqLinear.bias 1 0 0
meth EetqLinearMMFunction.forward 6 0 0
meth EetqLinearMMFunction.backward 3 0 0
attr logger 1 0 0

transformers.integrations.executorch (83 missing, 0 any)

Symbol Typable Typed Any
func convert_and_export_with_cache 6 5 0
meth TorchExportableModuleWithStaticCache.forward 4 3 0
attr TorchExportableModuleWithStaticCache.model 1 0 0
attr TorchExportableModuleWithStaticCache.static_cache 1 0 0
meth Seq2SeqLMDecoderExportableModuleWithStaticCache.init 4 0 0
meth Seq2SeqLMDecoderExportableModuleWithStaticCache.forward 4 0 0
attr Seq2SeqLMDecoderExportableModuleWithStaticCache.decoder 1 0 0
attr Seq2SeqLMDecoderExportableModuleWithStaticCache.lm_head 1 0 0
attr Seq2SeqLMDecoderExportableModuleWithStaticCache.config 1 0 0
attr Seq2SeqLMDecoderExportableModuleWithStaticCache.static_cache 1 0 0
attr Seq2SeqLMDecoderExportableModuleWithStaticCache.cache 1 0 0
meth Seq2SeqLMExportableModule.init 6 0 0
meth Seq2SeqLMExportableModule._export_encoder 2 0 0
meth Seq2SeqLMExportableModule._export_decoder 4 0 0
meth Seq2SeqLMExportableModule.export 5 0 0
meth Seq2SeqLMExportableModule.generate 3 0 0
attr Seq2SeqLMExportableModule.full_model 1 0 0
attr Seq2SeqLMExportableModule.encoder 1 0 0
attr Seq2SeqLMExportableModule.config 1 0 0
attr Seq2SeqLMExportableModule.max_hidden_seq_length 1 0 0
attr Seq2SeqLMExportableModule.generation_config 1 0 0
attr Seq2SeqLMExportableModule.exported_encoder 1 0 0
attr Seq2SeqLMExportableModule.exported_decoder 1 0 0
attr TorchExportableModuleWithHybridCache.model 1 0 0
attr TorchExportableModuleWithHybridCache.cache 1 0 0
meth Seq2SeqLMEncoderExportableModule.init 2 0 0
meth Seq2SeqLMEncoderExportableModule.forward 2 0 0
attr Seq2SeqLMEncoderExportableModule.encoder 1 0 0
meth TorchExportableModuleForVLM.init 4 2 0
meth TorchExportableModuleForVLM.export_vision_encoder 1 0 0
meth TorchExportableModuleForVLM.export_connector 1 0 0
meth TorchExportableModuleForVLM.export_text_decoder 1 0 0
meth TorchExportableModuleForVLM.export 2 0 0
meth TorchExportableModuleForVLM.forward 4 0 0
meth TorchExportableModuleForVLM.generate 7 0 0
attr TorchExportableModuleForVLM.model 1 0 0
attr TorchExportableModuleForVLM.max_batch_size 1 0 0
attr TorchExportableModuleForVLM.max_cache_len 1 0 0
attr TorchExportableModuleForVLM.config 1 0 0
attr TorchExportableModuleForVLM.vision_encoder 1 0 0
attr TorchExportableModuleForVLM.connector 1 0 0
attr TorchExportableModuleForVLM.text_decoder 1 0 0
attr TorchExportableModuleForVLM.exported_vision_encoder 1 0 0
attr TorchExportableModuleForVLM.exported_connector 1 0 0
attr TorchExportableModuleForVLM.exported_text_decoder 1 0 0
func export_with_dynamic_cache 4 3 0
func register_dynamic_cache_export_support 1 0 0
meth TorchExportableModuleForDecoderOnlyLM.generate 10 9 0
attr TorchExportableModuleForDecoderOnlyLM.model 1 0 0

transformers.integrations.fbgemm_fp8 (37 missing, 0 any)

Symbol Typable Typed Any
meth FbgemmFp8Quantize.init 2 0 0
meth FbgemmFp8Quantize.convert 4 3 0
attr FbgemmFp8Quantize.hf_quantizer 1 0 0
func replace_with_fbgemm_fp8_linear 6 1 0
meth FbgemmFp8Llama4TextExperts.init 3 0 0
meth FbgemmFp8Llama4TextExperts.forward 2 0 0
attr FbgemmFp8Llama4TextExperts.num_experts 1 0 0
attr FbgemmFp8Llama4TextExperts.intermediate_size 1 0 0
attr FbgemmFp8Llama4TextExperts.hidden_size 1 0 0
attr FbgemmFp8Llama4TextExperts.expert_dim 1 0 0
attr FbgemmFp8Llama4TextExperts.act_fn 1 0 0
attr FbgemmFp8Llama4TextExperts.gate_up_proj 1 0 0
attr FbgemmFp8Llama4TextExperts.gate_up_proj_scale 1 0 0
attr FbgemmFp8Llama4TextExperts.down_proj 1 0 0
attr FbgemmFp8Llama4TextExperts.down_proj_scale 1 0 0
meth FbgemmFp8Linear.init 5 0 0
meth FbgemmFp8Linear.forward 2 0 0
attr FbgemmFp8Linear.in_features 1 0 0
attr FbgemmFp8Linear.out_features 1 0 0
attr FbgemmFp8Linear.weight 1 0 0
attr FbgemmFp8Linear.weight_scale 1 0 0
attr FbgemmFp8Linear.bias 1 0 0
func get_quantize_fp8_per_row 1 0 0
attr logger 1 0 0

transformers.integrations.finegrained_fp8 (39 missing, 0 any)

Symbol Typable Typed Any
func replace_with_fp8_linear 5 1 0
meth Fp8Dequantize.init 2 0 0
meth Fp8Dequantize.convert 4 3 0
attr Fp8Dequantize.hf_quantizer 1 0 0
meth FP8Expert.init 4 0 0
attr FP8Expert.block_size 1 0 0
attr FP8Expert.num_experts 1 0 0
attr FP8Expert.hidden_dim 1 0 0
attr FP8Expert.intermediate_dim 1 0 0
attr FP8Expert.gate_up_proj 1 0 0
attr FP8Expert.down_proj 1 0 0
attr FP8Expert.gate_up_proj_scale_inv 1 0 0
attr FP8Expert.down_proj_scale_inv 1 0 0
attr FP8Expert.act_fn 1 0 0
func act_quant_kernel 5 1 0
meth Fp8Quantize.init 2 0 0
meth Fp8Quantize.convert 3 2 0
attr Fp8Quantize.hf_quantizer 1 0 0
attr logger 1 0 0
meth FP8Linear.init 7 4 0
attr FP8Linear.block_size 1 0 0
attr FP8Linear.activation_scheme 1 0 0
attr FP8Linear.weight 1 0 0
attr FP8Linear.weight_scale_inv 1 0 0
attr FP8Linear.activation_scale 1 0 0
attr FP8Linear.bias 1 0 0

transformers.integrations.flash_attention (2 missing, 0 any)

Symbol Typable Typed Any
func flash_attention_forward 12 11 0
attr logger 1 0 0

transformers.integrations.flash_paged (5 missing, 0 any)

Symbol Typable Typed Any
func paged_attention_forward 12 7 0

transformers.integrations.flex_attention (13 missing, 0 any)

Symbol Typable Typed Any
func make_flex_block_causal_mask 7 5 0
meth WrappedFlexAttention.new 3 0 0
meth WrappedFlexAttention.init 2 0 0
meth WrappedFlexAttention.call 1 0 0
attr WrappedFlexAttention.training 1 0 0
func compile_friendly_flex_attention 6 4 0
attr logger 1 0 0
func flex_attention_forward 10 9 0

transformers.integrations.fouroversix (5 missing, 0 any)

Symbol Typable Typed Any
meth FourOverSixQuantize.init 2 0 0
meth FourOverSixQuantize.convert 6 5 0
attr FourOverSixQuantize.hf_quantizer 1 0 0
func adapt_fouroversix_config 2 1 0

transformers.integrations.fp_quant (9 missing, 0 any)

Symbol Typable Typed Any
meth FpQuantQuantize.init 2 0 0
meth FpQuantQuantize.convert 5 4 0
attr FpQuantQuantize.hf_quantizer 1 0 0
meth FpQuantDeserialize.init 2 0 0
meth FpQuantDeserialize.convert 6 5 0
attr FpQuantDeserialize.hf_quantizer 1 0 0
func adapt_fp_quant_config 2 1 0

transformers.integrations.fsdp (5 missing, 0 any)

Symbol Typable Typed Any
func is_fsdp_enabled 1 0 0
func get_fsdp_ckpt_kwargs 1 0 0
func update_fsdp_plugin_peft 3 0 0

transformers.integrations.ggml (69 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth GGUFQwen2Converter.init 2 0 0
attr GGUFQwen2Converter.original_tokenizer 1 0 0
attr GGUFQwen2Converter.additional_kwargs 1 0 0
func convert_gguf_tokenizer 3 2 0
meth GGUFLlamaConverter.init 2 0 0
meth GGUFLlamaConverter.vocab 2 0 0
meth GGUFLlamaConverter.merges 2 0 0
meth GGUFLlamaConverter.tokenizer 2 0 0
meth GGUFLlamaConverter.decoder 3 0 0
meth GGUFLlamaConverter.converted 1 0 0
attr GGUFLlamaConverter.proto 1 0 0
attr GGUFLlamaConverter.original_tokenizer 1 0 0
attr GGUFLlamaConverter.additional_kwargs 1 0 0
attr GGUFLlamaConverter.is_llama_3_tokenizer 1 0 0
meth GGUFGemmaConverter.init 2 0 0
meth GGUFGemmaConverter.vocab 2 0 0
meth GGUFGemmaConverter.normalizer 2 0 0
meth GGUFGemmaConverter.decoder 3 0 0
attr GGUFGemmaConverter.proto 1 0 0
attr GGUFGemmaConverter.original_tokenizer 1 0 0
attr GGUFGemmaConverter.additional_kwargs 1 0 0
meth GGUFT5Converter.init 2 0 0
meth GGUFT5Converter.vocab 2 0 0
meth GGUFT5Converter.normalizer 2 0 0
meth GGUFT5Converter.post_processor 1 0 0
attr GGUFT5Converter.proto 1 0 0
attr GGUFT5Converter.token2id 1 0 0
attr GGUFT5Converter.original_tokenizer 1 0 0
attr GGUFT5Converter.additional_kwargs 1 0 0
meth GGUFTokenizerSkeleton.init 2 0 0
attr GGUFTokenizerSkeleton.merges 1 0 0
attr GGUFTokenizerSkeleton.added_tokens 1 0 0
attr GGUFTokenizerSkeleton.unk_token_id 1 0 0
attr GGUFTokenizerSkeleton.scores 1 0 0
meth GGUFPhi3Converter.init 2 0 0
meth GGUFPhi3Converter.vocab 2 0 0
meth GGUFPhi3Converter.merges 2 0 0
meth GGUFPhi3Converter.tokenizer 2 0 0
meth GGUFPhi3Converter.decoder 3 0 0
attr GGUFPhi3Converter.proto 1 0 0
attr GGUFPhi3Converter.original_tokenizer 1 0 0
attr GGUFPhi3Converter.additional_kwargs 1 0 0
meth GGUFGPTConverter.init 2 0 0
attr GGUFGPTConverter.original_tokenizer 1 0 0
attr GGUFGPTConverter.additional_kwargs 1 0 0

transformers.integrations.higgs (29 missing, 0 any)

Symbol Typable Typed Any
func dequantize_higgs 3 0 0
func pad_to_block 5 0 0
func replace_with_higgs_linear 4 1 0
func quantize_with_higgs 6 4 0
meth HiggsLinear.init 9 7 0
meth HiggsLinear.forward 2 0 0
attr HiggsLinear.in_features 1 0 0
attr HiggsLinear.out_features 1 0 0
attr HiggsLinear.num_bits 1 0 0
attr HiggsLinear.group_size 1 0 0
attr HiggsLinear.hadamard_size 1 0 0
attr HiggsLinear.weight 1 0 0
attr HiggsLinear.scales 1 0 0
attr HiggsLinear.tables 1 0 0
attr HiggsLinear.tables2 1 0 0
attr HiggsLinear.workspace 1 0 0
attr HiggsLinear.bias 1 0 0
attr logger 1 0 0

transformers.integrations.hqq (12 missing, 0 any)

Symbol Typable Typed Any
func get_linear_tags 2 0 0
func prepare_for_hqq_linear 5 0 0
func autoname_modules 2 0 0
func name_to_linear_tag 2 0 0
attr logger 1 0 0

transformers.integrations.hub_kernels (15 missing, 0 any)

Symbol Typable Typed Any
func replace_kernel_forward_from_hub 3 0 0
func register_kernel_mapping_transformers 2 0 0
func use_kernel_func_from_hub 2 1 0
func use_kernel_forward_from_hub 2 1 0
func lazy_load_kernel 3 2 0
func use_kernelized_func 2 1 0
meth LayerRepository.init 3 0 0
func register_kernel_mapping 3 0 0

transformers.integrations.integration_utils (403 missing, 2 any)

Symbol Typable Typed Any
func is_neptune_available 1 0 0
func is_ray_tune_available 1 0 0
func is_swanlab_available 1 0 0
func is_trackio_available 1 0 0
func is_optuna_available 1 0 0
func is_wandb_available 1 0 0
func is_comet_available 1 0 0
func is_tensorboard_available 1 0 0
func is_dvclive_available 1 0 0
func is_clearml_available 1 0 0
func is_ray_available 1 0 0
func is_azureml_available 1 0 0
func save_model_architecture_to_file 3 2 1
func get_available_reporting_integrations 1 0 0
meth FlyteCallback.init 3 2 0
meth FlyteCallback.on_save 5 0 0
meth FlyteCallback.on_train_end 5 0 0
attr FlyteCallback.cp 1 0 0
attr FlyteCallback.save_log_history 1 0 0
attr FlyteCallback.sync_checkpoints 1 0 0
func is_flyte_deck_standard_available 1 0 0
func is_dagshub_available 1 0 0
attr logger 1 0 0
func run_hp_search_wandb 5 3 0
meth CodeCarbonCallback.init 1 0 0
meth CodeCarbonCallback.on_init_end 5 0 0
meth CodeCarbonCallback.on_train_begin 6 0 0
meth CodeCarbonCallback.on_train_end 5 0 0
attr CodeCarbonCallback.tracker 1 0 0
meth MLflowCallback.init 1 0 0
meth MLflowCallback.setup 4 0 0
meth MLflowCallback.on_train_begin 6 0 0
meth MLflowCallback.on_log 7 0 0
meth MLflowCallback.on_train_end 5 0 0
meth MLflowCallback.on_save 5 0 0
meth MLflowCallback.del 1 0 0
meth NeptuneMissingConfiguration.init 1 0 0
func is_codecarbon_available 1 0 0
func is_flytekit_available 1 0 0
meth TrackioCallback.init 1 0 0
meth TrackioCallback.setup 5 0 0
meth TrackioCallback.on_train_begin 6 0 0
meth TrackioCallback.on_train_end 7 1 0
meth TrackioCallback.on_log 7 0 0
meth TrackioCallback.on_save 5 0 0
meth TrackioCallback.on_predict 6 0 0
meth TrackioCallback.on_push_begin 6 0 0
meth DagsHubCallback.init 1 0 0
meth DagsHubCallback.setup 3 0 0
meth DagsHubCallback.on_train_end 5 0 0
attr DagsHubCallback.Repo 1 0 0
func rewrite_logs 2 0 0
meth ClearMLCallback.init 1 0 0
meth ClearMLCallback.setup 6 0 0
meth ClearMLCallback.on_train_begin 7 0 0
meth ClearMLCallback.on_train_end 5 0 0
meth ClearMLCallback.on_log 8 0 0
meth ClearMLCallback.on_save 5 0 0
meth ClearMLCallback.copy_training_args_as_hparams 3 0 0
func run_hp_search_optuna 5 3 0
func hp_params 2 0 0
meth WandbCallback.__init__ 1 0 0
meth WandbCallback.setup 5 0 0
meth WandbCallback.on_train_begin 6 0 0
meth WandbCallback.on_train_end 7 1 0
meth WandbCallback.on_log 7 0 0
meth WandbCallback.on_save 5 0 0
meth WandbCallback.on_predict 6 0 0
meth NeptuneCallback.__init__ 9 6 0
meth NeptuneCallback._stop_run_if_exists 1 0 0
meth NeptuneCallback._initialize_run 2 0 0
meth NeptuneCallback._use_initial_run 1 0 0
meth NeptuneCallback._ensure_run_with_monitoring 1 0 0
meth NeptuneCallback._ensure_at_least_run_without_monitoring 1 0 0
meth NeptuneCallback._log_integration_version 1 0 0
meth NeptuneCallback._log_trainer_parameters 2 0 0
meth NeptuneCallback._log_model_parameters 2 0 0
meth NeptuneCallback._log_hyper_param_search_parameters 2 0 0
meth NeptuneCallback._log_model_checkpoint 3 2 0
meth NeptuneCallback.on_init_end 5 0 0
meth NeptuneCallback.on_train_begin 6 0 0
meth NeptuneCallback.on_train_end 5 0 0
meth NeptuneCallback.__del__ 1 0 0
meth NeptuneCallback.on_save 5 0 0
meth NeptuneCallback.on_evaluate 6 0 0
meth NeptuneCallback.get_run 2 0 0
meth NeptuneCallback.on_log 6 1 0
prop NeptuneCallback.run 1 0 0
prop NeptuneCallback._metadata_namespace 1 0 0
meth CometCallback.__init__ 1 0 0
meth CometCallback.setup 4 0 0
meth CometCallback.on_train_begin 6 0 0
meth CometCallback.on_log 7 0 0
meth CometCallback.on_train_end 5 0 0
meth CometCallback.on_predict 6 0 0
meth SwanLabCallback.__init__ 1 0 0
meth SwanLabCallback.setup 5 0 0
meth SwanLabCallback.on_train_begin 6 0 0
meth SwanLabCallback.on_train_end 7 0 0
meth SwanLabCallback.on_log 7 0 0
meth SwanLabCallback.on_save 5 0 0
meth SwanLabCallback.on_predict 6 0 0
func is_mlflow_available 1 0 0
meth DVCLiveCallback.__init__ 4 2 0
meth DVCLiveCallback.setup 4 0 0
meth DVCLiveCallback.on_train_begin 6 0 0
meth DVCLiveCallback.on_log 7 0 0
meth DVCLiveCallback.on_save 5 0 0
meth DVCLiveCallback.on_train_end 5 0 0
attr DVCLiveCallback.live 1 0 0
func run_hp_search_ray 5 3 0
meth WandbLogModel._missing 2 2 1
meth TensorBoardCallback.init 2 0 0
meth TensorBoardCallback._init_summary_writer 2 0 0
meth TensorBoardCallback.on_train_begin 5 0 0
meth TensorBoardCallback.on_log 6 0 0
meth TensorBoardCallback.on_train_end 5 0 0
attr TensorBoardCallback.tb_writer 1 0 0
attr TensorBoardCallback.logging_dir 1 0 0
meth AzureMLCallback.init 2 0 0
meth AzureMLCallback.on_init_end 5 0 0
meth AzureMLCallback.on_log 6 0 0
attr AzureMLCallback.azureml_run 1 0 0
func get_reporting_integration_callbacks 2 0 0

transformers.integrations.liger (4 missing, 0 any)

Symbol Typable Typed Any
func apply_liger_kernel 3 0 0
attr logger 1 0 0

transformers.integrations.metal_quantization (22 missing, 0 any)

Symbol Typable Typed Any
meth MetalLinear.init 7 5 0
attr MetalLinear.in_features 1 0 0
attr MetalLinear.out_features 1 0 0
attr MetalLinear.bits 1 0 0
attr MetalLinear.group_size 1 0 0
attr MetalLinear.scales 1 0 0
attr MetalLinear.qbiases 1 0 0
attr MetalLinear.weight 1 0 0
attr MetalLinear.bias 1 0 0
func replace_with_metal_linear 5 2 0
meth MetalQuantize.init 2 0 0
meth MetalQuantize.convert 3 2 0
attr MetalQuantize.hf_quantizer 1 0 0
meth MetalDequantize.init 2 0 0
meth MetalDequantize.convert 4 3 0
attr MetalDequantize.hf_quantizer 1 0 0
attr logger 1 0 0

transformers.integrations.mistral (13 missing, 0 any)

Symbol Typable Typed Any
meth MistralConverter.init 6 0 0
meth MistralConverter.extract_vocab_merges_from_model 2 1 0
meth MistralConverter.tokenizer 1 0 0
attr MistralConverter.vocab 1 0 0
attr MistralConverter.pattern 1 0 0
attr MistralConverter.add_prefix_space 1 0 0
attr MistralConverter.additional_special_tokens 1 0 0
func convert_tekken_tokenizer 2 1 0

transformers.integrations.moe (2 missing, 0 any)

Symbol Typable Typed Any
attr ALL_EXPERTS_FUNCTIONS 1 0 0
attr logger 1 0 0

transformers.integrations.mxfp4 (77 missing, 0 any)

Symbol Typable Typed Any
func on_device 2 0 0
func convert_moe_packed_tensors 5 3 0
func quantize_to_mxfp4 3 0 0
meth Mxfp4Dequantize.init 2 0 0
meth Mxfp4Dequantize.convert 6 5 0
attr Mxfp4Dequantize.hf_quantizer 1 0 0
func swizzle_mxfp4_convertops 7 0 0
meth Mxfp4Deserialize.init 2 0 0
meth Mxfp4Deserialize.convert 6 5 0
attr Mxfp4Deserialize.hf_quantizer 1 0 0
func routing_torch_dist 3 0 0
meth Mxfp4Quantize.init 2 0 0
meth Mxfp4Quantize.convert 6 5 0
attr Mxfp4Quantize.hf_quantizer 1 0 0
func dequantize_convertops 3 0 0
func replace_with_mxfp4_linear 4 1 0
func mlp_forward 3 0 0
func dequantize 7 0 0
func swizzle_mxfp4 4 0 0
meth Mxfp4ReverseDeserialize.init 2 0 0
meth Mxfp4ReverseDeserialize.convert 6 5 0
attr Mxfp4ReverseDeserialize.hf_quantizer 1 0 0
attr logger 1 0 0
meth Mxfp4GptOssExperts.init 2 0 0
meth Mxfp4GptOssExperts.forward 5 2 0
attr Mxfp4GptOssExperts.num_experts 1 0 0
attr Mxfp4GptOssExperts.intermediate_size 1 0 0
attr Mxfp4GptOssExperts.hidden_size 1 0 0
attr Mxfp4GptOssExperts.gate_up_proj 1 0 0
attr Mxfp4GptOssExperts.gate_up_proj_bias 1 0 0
attr Mxfp4GptOssExperts.down_proj 1 0 0
attr Mxfp4GptOssExperts.down_proj_bias 1 0 0
attr Mxfp4GptOssExperts.alpha 1 0 0
attr Mxfp4GptOssExperts.limit 1 0 0
attr Mxfp4GptOssExperts.gate_up_proj_precision_config 1 0 0
attr Mxfp4GptOssExperts.down_proj_precision_config 1 0 0
func load_and_swizzle_mxfp4 7 0 0

transformers.integrations.neftune (12 missing, 0 any)

Symbol Typable Typed Any
func deactivate_neftune 4 0 0
func activate_neftune 4 0 0
func neftune_post_forward_hook 4 0 0

transformers.integrations.npu_flash_attention (24 missing, 0 any)

Symbol Typable Typed Any
func get_attn_mask_npu 2 0 0
func is_npu_fa2_top_left_aligned_causal_mask 1 0 0
attr SPARSE_MODE 1 0 0
func npu_flash_attn_func 8 0 0
func npu_flash_attn_varlen_func 12 0 0

transformers.integrations.peft (22 missing, 0 any)

Symbol Typable Typed Any
meth PermuteDims.init 2 1 0
meth PermuteDims.convert 6 4 0
meth PermuteDims.repr 1 0 0
attr PermuteDims.dims 1 0 0
func patch_moe_parameter_targeting 3 0 0
meth FlattenDims.init 2 1 0
meth FlattenDims.convert 6 4 0
meth FlattenDims.repr 1 0 0
attr FlattenDims.dims 1 0 0
func convert_peft_config_for_transformers 4 2 0
func maybe_load_adapters 4 1 0
meth PeftAdapterMixin.load_adapter 12 11 0
meth PeftAdapterMixin.add_adapter 3 2 0
meth PeftConcatenate.convert 6 5 0
attr logger 1 0 0

transformers.integrations.quanto (8 missing, 0 any)

Symbol Typable Typed Any
func replace_with_quanto_layers 4 1 0
attr logger 1 0 0
meth QuantoQuantize.init 2 0 0
meth QuantoQuantize.convert 6 5 0
attr QuantoQuantize.hf_quantizer 1 0 0

transformers.integrations.quark (4 missing, 0 any)

Symbol Typable Typed Any
meth QuarkDeserialize.init 2 0 0
meth QuarkDeserialize.convert 6 5 0
attr QuarkDeserialize.hf_quantizer 1 0 0

transformers.integrations.sdpa_attention (2 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
func sdpa_attention_forward 10 9 0

transformers.integrations.sdpa_paged (1 missing, 0 any)

Symbol Typable Typed Any
func sdpa_attention_paged_forward 9 8 0

transformers.integrations.sinq (10 missing, 0 any)

Symbol Typable Typed Any
meth SinqQuantize.init 2 0 0
meth SinqQuantize.convert 6 4 0
attr SinqQuantize.hf_quantizer 1 0 0
attr logger 1 0 0
meth SinqDeserialize.init 2 0 0
meth SinqDeserialize.convert 5 4 0
attr SinqDeserialize.hf_quantizer 1 0 0

transformers.integrations.spqr (4 missing, 0 any)

Symbol Typable Typed Any
func replace_with_spqr_linear 4 1 0
attr logger 1 0 0

transformers.integrations.tensor_parallel (208 missing, 0 any)

Symbol Typable Typed Any
meth MoeTensorParalellExperts.init 2 0 0
meth MoeTensorParalellExperts._prepare_input_fn 4 0 0
meth MoeTensorParalellExperts._prepare_output_fn 4 0 0
meth MoeTensorParalellExperts.shard_tensor 5 3 0
meth GroupedGemmParallel.init 2 0 0
meth GroupedGemmParallel.shard_tensor 5 3 0
func add_tensor_parallel_hooks_to_module 8 0 0
meth ColwiseParallel.init 3 1 0
meth ColwiseParallel._prepare_input_fn 4 0 0
meth ColwiseParallel._prepare_output_fn 4 0 0
meth ColwiseParallel.shard_tensor 5 3 0
attr ColwiseParallel.gather_output 1 0 0
meth RouterParallel.init 2 0 0
meth RouterParallel._prepare_input_fn 4 0 0
meth RouterParallel._prepare_output_fn 4 0 0
meth RouterParallel.shard_tensor 5 3 0
func initialize_tensor_parallelism 5 2 0
meth EmbeddingParallel.init 3 1 0
meth EmbeddingParallel._prepare_input_fn 4 0 0
meth EmbeddingParallel._prepare_output_fn 4 0 0
meth EmbeddingParallel.shard_tensor 5 3 0
attr EmbeddingParallel.embedding_dim_sharding 1 0 0
meth RowwiseParallel.init 3 1 0
meth RowwiseParallel._prepare_input_fn 4 0 0
meth RowwiseParallel._prepare_output_fn 4 0 0
meth RowwiseParallel.shard_tensor 5 3 0
attr RowwiseParallel.split_input 1 0 0
func shard_and_distribute_module 9 0 0
func all_reduce_forward 3 0 0
meth ReplicatedWithGradAllReduce._prepare_input_fn 4 0 0
meth ReplicatedWithGradAllReduce._prepare_output_fn 4 0 0
meth ReplicatedWithGradAllReduce.shard_tensor 5 0 0
meth ReplicatedWithGradAllReduce.prepare_module_tp 4 0 0
func distribute_module 5 2 0
func get_tensor_shard 7 1 0
meth PackedColwiseParallel.shard_tensor 5 3 0
func all_gather 3 0 0
func verify_tp_plan 3 2 0
func get_packed_weights 6 0 0
func gather_state_dict_for_save 5 4 0
meth MlaKvAProjParallel._prepare_output_fn 4 0 0
meth MlaKvAProjParallel.shard_tensor 5 0 0
meth MlaKvAProjParallel.prepare_module_tp 5 0 0
func distribute_model 6 0 0
attr ParallelInterface._global_mapping 1 0 0
meth PackedRowwiseParallel.shard_tensor 5 3 0
func split 3 0 0
meth SequenceParallel.init 5 2 0
meth SequenceParallel._prepare_input_fn 4 0 0
meth SequenceParallel._prepare_output_fn 4 0 0
meth SequenceParallel.shard_tensor 5 3 0
attr SequenceParallel.sequence_dim 1 0 0
meth TensorParallelLayer.init 4 0 0
meth TensorParallelLayer._prepare_input_fn 4 0 0
meth TensorParallelLayer._prepare_output_fn 4 0 0
meth TensorParallelLayer.shard_tensor 5 3 0
meth TensorParallelLayer.prepare_module_tp 4 2 0
attr TensorParallelLayer.device_mesh 1 0 0
attr TensorParallelLayer.rank 1 0 0
attr TensorParallelLayer.empty_param 1 0 0
meth MoeIdentityExpertParallel._prepare_input_fn 4 0 0
meth MoeIdentityExpertParallel.shard_tensor 5 0 0
meth MoeIdentityExpertParallel.prepare_module_tp 4 0 0
func reduce_scatter 3 0 0
func all_reduce_backward 3 0 0
attr logger 1 0 0

transformers.integrations.tiktoken (1 missing, 1 any)

Symbol Typable Typed Any
func convert_tiktoken_to_fast 3 2 1

transformers.integrations.torchao (12 missing, 0 any)

Symbol Typable Typed Any
attr TORCHAO_VERSION 1 0 0
meth TorchAoQuantize.init 2 0 0
meth TorchAoQuantize.convert 6 4 0
attr TorchAoQuantize.hf_quantizer 1 0 0
attr logger 1 0 0
meth TorchAoDeserialize.init 2 0 0
meth TorchAoDeserialize.convert 7 5 0
attr TorchAoDeserialize.hf_quantizer 1 0 0

transformers.integrations.tpu (13 missing, 0 any)

Symbol Typable Typed Any
func tpu_spmd_dataloader 2 1 0
func save_tpu_checkpoint 7 0 0
attr logger 1 0 0
func wrap_model_xla_fsdp 4 0 0

transformers.integrations.vptq (4 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
func replace_with_vptq_linear 4 1 0

transformers.loss.loss_d_fine (50 missing, 0 any)

Symbol Typable Typed Any
meth DFineLoss.init 2 0 0
meth DFineLoss.unimodal_distribution_focal_loss 8 0 0
meth DFineLoss.loss_local 6 0 0
meth DFineLoss.get_loss 6 0 0
attr DFineLoss.matcher 1 0 0
attr DFineLoss.max_num_bins 1 0 0
attr DFineLoss.weight_dict 1 0 0
attr DFineLoss.losses 1 0 0
attr DFineLoss.reg_scale 1 0 0
attr DFineLoss.up 1 0 0
func bbox2distance 7 0 0
func translate_gt 5 4 0
func DFineForObjectDetectionLoss 14 0 0

transformers.loss.loss_deformable_detr (41 missing, 0 any)

Symbol Typable Typed Any
func DeformableDetrForSegmentationLoss 10 0 0
meth DeformableDetrImageLoss.init 5 0 0
meth DeformableDetrImageLoss.loss_cardinality 5 0 0
meth DeformableDetrImageLoss.loss_labels 5 0 0
attr DeformableDetrImageLoss.matcher 1 0 0
attr DeformableDetrImageLoss.num_classes 1 0 0
attr DeformableDetrImageLoss.focal_alpha 1 0 0
attr DeformableDetrImageLoss.losses 1 0 0
func DeformableDetrForObjectDetectionLoss 9 0 0
meth DeformableDetrHungarianMatcher.forward 3 0 0

transformers.loss.loss_for_object_detection (91 missing, 0 any)

Symbol Typable Typed Any
func sigmoid_focal_loss 6 2 0
meth ImageLoss.init 5 0 0
meth ImageLoss.loss_labels 5 0 0
meth ImageLoss.loss_cardinality 5 0 0
meth ImageLoss.loss_boxes 5 0 0
meth ImageLoss.loss_masks 5 0 0
meth ImageLoss._get_source_permutation_idx 2 0 0
meth ImageLoss._get_target_permutation_idx 2 0 0
meth ImageLoss.get_loss 6 0 0
meth ImageLoss.forward 3 0 0
attr ImageLoss.matcher 1 0 0
attr ImageLoss.num_classes 1 0 0
attr ImageLoss.eos_coef 1 0 0
attr ImageLoss.losses 1 0 0
func nested_tensor_from_tensor_list 2 1 0
func ForSegmentationLoss 10 0 0
func dice_loss 4 0 0
meth HungarianMatcher.init 4 3 0
meth HungarianMatcher.forward 3 0 0
attr HungarianMatcher.class_cost 1 0 0
attr HungarianMatcher.bbox_cost 1 0 0
attr HungarianMatcher.giou_cost 1 0 0
func box_iou 3 0 0
func generalized_box_iou 3 0 0
func ForObjectDetectionLoss 9 0 0
meth NestedTensor.init 3 1 0
meth NestedTensor.to 2 0 0
meth NestedTensor.decompose 1 0 0
meth NestedTensor.repr 1 0 0
attr NestedTensor.tensors 1 0 0
attr NestedTensor.mask 1 0 0

transformers.loss.loss_grounding_dino (37 missing, 0 any)

Symbol Typable Typed Any
func sigmoid_focal_loss 6 5 0
meth GroundingDinoImageLoss.init 4 0 0
meth GroundingDinoImageLoss.loss_cardinality 5 0 0
meth GroundingDinoImageLoss._get_target_classes_one_hot 4 0 0
meth GroundingDinoImageLoss.loss_labels 5 0 0
attr GroundingDinoImageLoss.matcher 1 0 0
attr GroundingDinoImageLoss.focal_alpha 1 0 0
attr GroundingDinoImageLoss.losses 1 0 0
meth GroundingDinoHungarianMatcher.forward 3 0 0
func GroundingDinoForObjectDetectionLoss 12 0 0

transformers.loss.loss_lw_detr (59 missing, 0 any)

Symbol Typable Typed Any
meth LwDetrImageLoss.init 6 0 0
meth LwDetrImageLoss.loss_labels 5 0 0
meth LwDetrImageLoss.loss_cardinality 5 0 0
meth LwDetrImageLoss.loss_boxes 5 0 0
meth LwDetrImageLoss.loss_masks 5 0 0
meth LwDetrImageLoss._get_source_permutation_idx 2 0 0
meth LwDetrImageLoss._get_target_permutation_idx 2 0 0
meth LwDetrImageLoss.get_loss 6 0 0
meth LwDetrImageLoss.forward 3 0 0
attr LwDetrImageLoss.matcher 1 0 0
attr LwDetrImageLoss.num_classes 1 0 0
attr LwDetrImageLoss.focal_alpha 1 0 0
attr LwDetrImageLoss.losses 1 0 0
attr LwDetrImageLoss.group_detr 1 0 0
func LwDetrForObjectDetectionLoss 11 0 0
meth LwDetrHungarianMatcher.forward 4 0 0

transformers.loss.loss_rt_detr (87 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrHungarianMatcher.init 2 0 0
meth RTDetrHungarianMatcher.forward 3 0 0
attr RTDetrHungarianMatcher.class_cost 1 0 0
attr RTDetrHungarianMatcher.bbox_cost 1 0 0
attr RTDetrHungarianMatcher.giou_cost 1 0 0
attr RTDetrHungarianMatcher.use_focal_loss 1 0 0
attr RTDetrHungarianMatcher.alpha 1 0 0
attr RTDetrHungarianMatcher.gamma 1 0 0
func RTDetrForObjectDetectionLoss 12 0 0
meth RTDetrLoss.init 2 0 0
meth RTDetrLoss.loss_labels_vfl 6 0 0
meth RTDetrLoss.loss_labels 6 0 0
meth RTDetrLoss.loss_cardinality 5 0 0
meth RTDetrLoss.loss_boxes 5 0 0
meth RTDetrLoss.loss_masks 5 0 0
meth RTDetrLoss.loss_labels_bce 6 0 0
meth RTDetrLoss._get_source_permutation_idx 2 0 0
meth RTDetrLoss._get_target_permutation_idx 2 0 0
meth RTDetrLoss.loss_labels_focal 6 0 0
meth RTDetrLoss.get_loss 6 0 0
meth RTDetrLoss.get_cdn_matched_indices 3 0 0
meth RTDetrLoss.forward 3 0 0
attr RTDetrLoss.matcher 1 0 0
attr RTDetrLoss.num_classes 1 0 0
attr RTDetrLoss.weight_dict 1 0 0
attr RTDetrLoss.losses 1 0 0
attr RTDetrLoss.eos_coef 1 0 0
attr RTDetrLoss.alpha 1 0 0
attr RTDetrLoss.gamma 1 0 0

transformers.loss.loss_utils (18 missing, 0 any)

Symbol Typable Typed Any
func ForTokenClassification 5 1 0
func ForMaskedLMLoss 7 5 0
func ForQuestionAnsweringLoss 6 0 0
func ForCausalLMLoss 8 5 0
func ForSequenceClassificationLoss 5 3 0
func fixed_cross_entropy 6 5 0

transformers.masking_utils (23 missing, 0 any)

Symbol Typable Typed Any
func flex_attention_mask 8 7 0
func get_style 2 0 0
func eager_mask 11 10 0
meth AttentionMask.new 3 0 0
meth AttentionMask.init 2 0 0
meth AttentionMask.to_string 3 0 0
meth AttentionMask.repr 1 0 0
meth AttentionMask.str 1 0 0
attr AttentionMask.style 1 0 0
func sdpa_mask 13 12 0
func flash_attention_mask 8 6 0
func tensor_to_mask_visual 4 2 0
func create_masks_for_generate 10 8 0
attr logger 1 0 0

transformers.model_debugging_utils (13 missing, 0 any)

Symbol Typable Typed Any
func model_addition_debugger_context 5 3 0
attr logger 1 0 0
attr MEMORY_ADDRESS_REGEX 1 0 0
func is_layer_block 2 0 0
func prune_outputs_if_children 2 0 0
func prune_intermediate_layers 2 0 0
func log_model_debug_trace 3 1 0
attr LAYER_SUFFIX_RE 1 0 0

transformers.modelcard (28 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
func extract_hyperparameters_from_trainer 2 0 0
func is_hf_dataset 2 0 0
func infer_metric_tags_from_eval_results 2 0 0
func parse_log_history 2 0 0
meth TrainingSummary.post_init 1 0 0
meth TrainingSummary.create_model_index 2 0 0
meth TrainingSummary.create_metadata 1 0 0
meth TrainingSummary.to_model_card 1 0 0
meth TrainingSummary.from_trainer 12 0 0
func make_markdown_table 2 0 0

transformers.modeling_attn_mask_utils (4 missing, 0 any)

Symbol Typable Typed Any
meth AttentionMaskConverter.init 3 2 0
meth AttentionMaskConverter._make_causal_mask 6 5 0
meth AttentionMaskConverter._expand_mask 4 3 0
meth AttentionMaskConverter._unmask_unattended 3 2 0

transformers.modeling_flash_attention_utils (8 missing, 0 any)

Symbol Typable Typed Any
func is_flash_attn_available 1 0 0
func lazy_import_flash_attention 4 3 0
func prepare_fa_kwargs_from_position_ids 2 0 0
func fa_peft_integration_check 5 4 0
func flash_attn_supports_top_left_mask 1 0 0
func lazy_import_paged_flash_attention 3 2 0
attr logger 1 0 0

transformers.modeling_gguf_pytorch_utils (79 missing, 0 any)

Symbol Typable Typed Any
meth TensorProcessor.init 2 0 0
meth TensorProcessor.perform_fallback_tensor_mapping 5 4 0
meth TensorProcessor.process 4 0 0
attr TensorProcessor.config 1 0 0
meth BloomTensorProcessor.init 2 0 0
meth BloomTensorProcessor.process 4 0 0
meth BloomTensorProcessor._reverse_reshape_weights 4 3 0
meth BloomTensorProcessor._reverse_reshape_bias 4 3 0
meth Lfm2TensorProcessor.init 2 0 0
meth Lfm2TensorProcessor.process 4 0 0
meth NemotronTensorProcessor.init 2 0 0
meth NemotronTensorProcessor.process 4 0 0
func read_field 3 0 0
meth MambaTensorProcessor.init 2 0 0
meth MambaTensorProcessor.process 4 0 0
func get_gguf_hf_weights_map 6 4 0
meth GPT2TensorProcessor.init 2 0 0
meth GPT2TensorProcessor.process 4 0 0
meth LlamaTensorProcessor.init 2 0 0
meth LlamaTensorProcessor.process 4 0 0
attr GGUF_SUPPORTED_ARCHITECTURES 1 0 0
meth Gemma2TensorProcessor.init 2 0 0
meth Gemma2TensorProcessor.process 4 0 0
func load_gguf_checkpoint 4 0 0
attr logger 1 0 0
meth Qwen2MoeTensorProcessor.init 2 0 0
meth Qwen2MoeTensorProcessor.perform_fallback_tensor_mapping 5 4 0
meth Qwen2MoeTensorProcessor.process 4 1 0
meth Qwen2MoeTensorProcessor._set_moe_expert_tensor 5 4 0
attr Qwen2MoeTensorProcessor.HF_EXPERT_RENAME_PATTERN 1 0 0
attr Qwen2MoeTensorProcessor.HF_MOE_W13_PATTERN 1 0 0
attr Qwen2MoeTensorProcessor.GGUF_MOE_WEIGHTS_PATTERN 1 0 0
meth T5TensorProcessor.init 2 0 0
meth T5TensorProcessor.process 4 0 0

transformers.modeling_layers (19 missing, 0 any)

Symbol Typable Typed Any
meth GradientCheckpointingLayer.call 3 0 0
meth GenericForTokenClassification.init 2 0 0
attr GenericForTokenClassification.num_labels 1 0 0
attr GenericForTokenClassification.dropout 1 0 0
attr GenericForTokenClassification.score 1 0 0
meth GenericForSequenceClassification.init 2 0 0
attr GenericForSequenceClassification.num_labels 1 0 0
attr GenericForSequenceClassification.score 1 0 0
attr logger 1 0 0
meth GenericForQuestionAnswering.init 2 0 0
meth GenericForQuestionAnswering.get_input_embeddings 1 0 0
meth GenericForQuestionAnswering.set_input_embeddings 2 0 0
attr GenericForQuestionAnswering.qa_outputs 1 0 0

transformers.modeling_rope_utils (15 missing, 0 any)

Symbol Typable Typed Any
func dynamic_rope_update 2 0 0
func rope_config_validation 3 2 0
meth RotaryEmbeddingConfigMixin.convert_rope_params_to_dict 3 1 0
meth RotaryEmbeddingConfigMixin.standardize_rope_params 1 0 0
meth RotaryEmbeddingConfigMixin.validate_rope 2 1 0
meth RotaryEmbeddingConfigMixin._validate_default_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._validate_linear_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._validate_dynamic_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._validate_yarn_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._validate_longrope_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._validate_llama3_rope_parameters 3 2 0
meth RotaryEmbeddingConfigMixin._check_received_keys 6 5 0
attr logger 1 0 0

transformers.modeling_utils (137 missing, 0 any)

Symbol Typable Typed Any
meth PreTrainedModel.init_subclass 2 0 0
meth PreTrainedModel.init 4 1 0
meth PreTrainedModel.post_init 1 0 0
meth PreTrainedModel.dequantize 2 0 0
meth PreTrainedModel._backward_compatibility_gradient_checkpointing 1 0 0
meth PreTrainedModel._from_config 3 0 0
meth PreTrainedModel.set_attn_implementation 3 2 0
meth PreTrainedModel.set_experts_implementation 2 1 0
meth PreTrainedModel.enable_input_require_grads 1 0 0
meth PreTrainedModel.disable_input_require_grads 1 0 0
meth PreTrainedModel.get_encoder 2 1 0
meth PreTrainedModel.set_encoder 3 1 0
meth PreTrainedModel.get_decoder 1 0 0
meth PreTrainedModel.set_decoder 2 0 0
meth PreTrainedModel._init_weights 2 0 0
meth PreTrainedModel._initialize_weights 3 1 0
meth PreTrainedModel.initialize_weights 1 0 0
meth PreTrainedModel.tie_weights 3 2 0
meth PreTrainedModel._adjust_bias 3 0 0
meth PreTrainedModel._resize_token_embeddings 4 0 0
meth PreTrainedModel._init_added_embeddings_weights_with_mean 5 0 0
meth PreTrainedModel._init_added_lm_head_weights_with_mean 7 1 0
meth PreTrainedModel._init_added_lm_head_bias_with_mean 4 0 0
meth PreTrainedModel._copy_lm_head_original_to_resized 6 0 0
meth PreTrainedModel.resize_position_embeddings 2 1 0
meth PreTrainedModel.init_weights 1 0 0
meth PreTrainedModel.gradient_checkpointing_enable 2 0 0
meth PreTrainedModel._set_gradient_checkpointing 3 2 0
meth PreTrainedModel.gradient_checkpointing_disable 1 0 0
meth PreTrainedModel.save_pretrained 11 9 0
meth PreTrainedModel.push_to_hub 3 0 0
meth PreTrainedModel.get_memory_footprint 2 0 0
meth PreTrainedModel.cuda 3 0 0
meth PreTrainedModel.to 3 0 0
meth PreTrainedModel.half 2 0 0
meth PreTrainedModel.float 2 0 0
meth PreTrainedModel.get_init_context 5 4 0
meth PreTrainedModel.set_use_kernels 3 1 0
meth PreTrainedModel.from_pretrained 13 11 0
meth PreTrainedModel._finalize_model_loading 4 3 0
meth PreTrainedModel.retrieve_modules_from_names 4 0 0
meth PreTrainedModel.register_for_auto_class 2 0 0
meth PreTrainedModel.warn_if_padding_and_no_attention_mask 3 0 0
meth PreTrainedModel.kernelize 2 0 0
meth PreTrainedModel.is_backend_compatible 1 0 0
meth PreTrainedModel.mark_tied_weights_as_initialized 2 0 0
meth PreTrainedModel.get_parameter_or_buffer 2 1 0
meth PreTrainedModel.train 2 1 0
meth PreTrainedModel.eval 1 0 0
prop PreTrainedModel.supports_tp_plan 1 0 0
prop PreTrainedModel.tp_size 1 0 0
prop PreTrainedModel.supports_pp_plan 1 0 0
prop PreTrainedModel.loss_function 2 0 0
attr PreTrainedModel.config 1 0 0
attr PreTrainedModel.name_or_path 1 0 0
attr PreTrainedModel.loss_type 1 0 0
attr PreTrainedModel.generation_config 1 0 0
func get_state_dict_dtype 2 0 0
func is_local_dist_rank_0 1 0 0
attr XLA_DOWNCAST_BF16 1 0 0
meth EmbeddingAccessMixin.set_input_embeddings 2 1 0
meth EmbeddingAccessMixin.get_output_embeddings 1 0 0
meth EmbeddingAccessMixin.set_output_embeddings 2 0 0
func set_quantized_state 1 0 0
func get_torch_context_manager_or_global_device 1 0 0
meth ModuleUtilsMixin.create_extended_attention_mask_for_decoder 3 0 0
func get_total_byte_count 4 3 0
attr XLA_USE_BF16 1 0 0
meth PreTrainedAudioTokenizerBase.encode 4 1 0
meth PreTrainedAudioTokenizerBase.decode 4 1 0
func set_zero3_state 1 0 0
attr IS_SAGEMAKER_MP_POST_1_10 1 0 0
func local_torch_dtype 3 2 0
func caching_allocator_warmup 4 3 0
attr logger 1 0 0

transformers.models.afmoe.configuration_afmoe (32 missing, 0 any)

Symbol Typable Typed Any
meth AfmoeConfig.init 31 29 0
attr AfmoeConfig.vocab_size 1 0 0
attr AfmoeConfig.max_position_embeddings 1 0 0
attr AfmoeConfig.hidden_size 1 0 0
attr AfmoeConfig.intermediate_size 1 0 0
attr AfmoeConfig.num_hidden_layers 1 0 0
attr AfmoeConfig.num_dense_layers 1 0 0
attr AfmoeConfig.num_attention_heads 1 0 0
attr AfmoeConfig.head_dim 1 0 0
attr AfmoeConfig.hidden_act 1 0 0
attr AfmoeConfig.initializer_range 1 0 0
attr AfmoeConfig.rms_norm_eps 1 0 0
attr AfmoeConfig.use_cache 1 0 0
attr AfmoeConfig.rope_theta 1 0 0
attr AfmoeConfig.rope_parameters 1 0 0
attr AfmoeConfig.moe_intermediate_size 1 0 0
attr AfmoeConfig.num_experts_per_tok 1 0 0
attr AfmoeConfig.num_experts 1 0 0
attr AfmoeConfig.num_shared_experts 1 0 0
attr AfmoeConfig.route_scale 1 0 0
attr AfmoeConfig.attention_bias 1 0 0
attr AfmoeConfig.attention_dropout 1 0 0
attr AfmoeConfig.global_attn_every_n_layers 1 0 0
attr AfmoeConfig.sliding_window 1 0 0
attr AfmoeConfig.mup_enabled 1 0 0
attr AfmoeConfig.layer_types 1 0 0
attr AfmoeConfig.num_key_value_heads 1 0 0
attr AfmoeConfig.eos_token_id 1 0 0
attr AfmoeConfig.pad_token_id 1 0 0
attr AfmoeConfig.bos_token_id 1 0 0
attr AfmoeConfig.tie_word_embeddings 1 0 0

transformers.models.afmoe.modeling_afmoe (15 missing, 0 any)

Symbol Typable Typed Any
meth AfmoeModel.init 2 1 0
attr AfmoeModel.padding_idx 1 0 0
attr AfmoeModel.vocab_size 1 0 0
attr AfmoeModel.embed_tokens 1 0 0
attr AfmoeModel.layers 1 0 0
attr AfmoeModel.norm 1 0 0
attr AfmoeModel.rotary_emb 1 0 0
attr AfmoeModel.gradient_checkpointing 1 0 0
meth AfmoeForCausalLM.init 2 0 0
attr AfmoeForCausalLM.model 1 0 0
attr AfmoeForCausalLM.vocab_size 1 0 0
attr AfmoeForCausalLM.lm_head 1 0 0
meth AfmoePreTrainedModel._init_weights 2 0 0

transformers.models.afmoe.modular_afmoe (15 missing, 0 any)

Symbol Typable Typed Any
meth AfmoeModel.init 2 1 0
attr AfmoeModel.padding_idx 1 0 0
attr AfmoeModel.vocab_size 1 0 0
attr AfmoeModel.embed_tokens 1 0 0
attr AfmoeModel.layers 1 0 0
attr AfmoeModel.norm 1 0 0
attr AfmoeModel.rotary_emb 1 0 0
attr AfmoeModel.gradient_checkpointing 1 0 0
meth AfmoeForCausalLM.init 2 0 0
attr AfmoeForCausalLM.model 1 0 0
attr AfmoeForCausalLM.vocab_size 1 0 0
attr AfmoeForCausalLM.lm_head 1 0 0
meth AfmoePreTrainedModel._init_weights 2 0 0

transformers.models.aimv2.configuration_aimv2 (43 missing, 0 any)

Symbol Typable Typed Any
meth Aimv2Config.init 6 0 0
attr Aimv2Config.projection_dim 1 0 0
attr Aimv2Config.logit_scale_init_value 1 0 0
attr Aimv2Config.max_logit_scale 1 0 0
attr Aimv2Config.text_config 1 0 0
attr Aimv2Config.vision_config 1 0 0
meth Aimv2TextConfig.init 15 13 0
attr Aimv2TextConfig.eos_token_id 1 0 0
attr Aimv2TextConfig.vocab_size 1 0 0
attr Aimv2TextConfig.hidden_size 1 0 0
attr Aimv2TextConfig.intermediate_size 1 0 0
attr Aimv2TextConfig.num_hidden_layers 1 0 0
attr Aimv2TextConfig.num_attention_heads 1 0 0
attr Aimv2TextConfig.max_position_embeddings 1 0 0
attr Aimv2TextConfig.hidden_act 1 0 0
attr Aimv2TextConfig.attention_dropout 1 0 0
attr Aimv2TextConfig.initializer_range 1 0 0
attr Aimv2TextConfig.mlp_bias 1 0 0
attr Aimv2TextConfig.qkv_bias 1 0 0
attr Aimv2TextConfig.rms_norm_eps 1 0 0
meth Aimv2VisionConfig.init 17 15 0
attr Aimv2VisionConfig.hidden_size 1 0 0
attr Aimv2VisionConfig.intermediate_size 1 0 0
attr Aimv2VisionConfig.num_hidden_layers 1 0 0
attr Aimv2VisionConfig.num_attention_heads 1 0 0
attr Aimv2VisionConfig.num_channels 1 0 0
attr Aimv2VisionConfig.patch_size 1 0 0
attr Aimv2VisionConfig.image_size 1 0 0
attr Aimv2VisionConfig.attention_dropout 1 0 0
attr Aimv2VisionConfig.hidden_act 1 0 0
attr Aimv2VisionConfig.use_head 1 0 0
attr Aimv2VisionConfig.initializer_range 1 0 0
attr Aimv2VisionConfig.mlp_bias 1 0 0
attr Aimv2VisionConfig.qkv_bias 1 0 0
attr Aimv2VisionConfig.rms_norm_eps 1 0 0
attr Aimv2VisionConfig.is_native 1 0 0

transformers.models.aimv2.modeling_aimv2 (27 missing, 0 any)

Symbol Typable Typed Any
meth Aimv2PreTrainedModel._init_weights 2 0 0
meth Aimv2TextModel.init 2 1 0
meth Aimv2TextModel.set_input_embeddings 2 0 0
meth Aimv2TextModel.forward 4 3 0
attr Aimv2TextModel.embeddings 1 0 0
attr Aimv2TextModel.encoder 1 0 0
attr Aimv2TextModel.rms_norm 1 0 0
attr Aimv2TextModel.eos_token_id 1 0 0
meth Aimv2Model.init 2 1 0
attr Aimv2Model.projection_dim 1 0 0
attr Aimv2Model.vision_embed_dim 1 0 0
attr Aimv2Model.text_embed_dim 1 0 0
attr Aimv2Model.vision_model 1 0 0
attr Aimv2Model.text_model 1 0 0
attr Aimv2Model.visual_projection 1 0 0
attr Aimv2Model.text_projection 1 0 0
attr Aimv2Model.logit_scale 1 0 0
attr Aimv2Model.max_log_logit_scale 1 0 0
meth Aimv2VisionModel.init 2 1 0
meth Aimv2VisionModel.forward 3 2 0
attr Aimv2VisionModel.embeddings 1 0 0
attr Aimv2VisionModel.encoder 1 0 0
attr Aimv2VisionModel.rms_norm 1 0 0
attr Aimv2VisionModel.use_head 1 0 0
attr Aimv2VisionModel.head 1 0 0

transformers.models.aimv2.modular_aimv2 (52 missing, 0 any)

Symbol Typable Typed Any
meth Aimv2TextModel.init 2 1 0
meth Aimv2TextModel.set_input_embeddings 2 0 0
meth Aimv2TextModel.forward 4 3 0
attr Aimv2TextModel.embeddings 1 0 0
attr Aimv2TextModel.encoder 1 0 0
attr Aimv2TextModel.rms_norm 1 0 0
attr Aimv2TextModel.eos_token_id 1 0 0
meth Aimv2TextConfig.init 15 13 0
attr Aimv2TextConfig.initializer_range 1 0 0
attr Aimv2TextConfig.attention_dropout 1 0 0
attr Aimv2TextConfig.mlp_bias 1 0 0
attr Aimv2TextConfig.qkv_bias 1 0 0
attr Aimv2TextConfig.rms_norm_eps 1 0 0
meth Aimv2Model.init 2 1 0
attr Aimv2Model.projection_dim 1 0 0
attr Aimv2Model.vision_embed_dim 1 0 0
attr Aimv2Model.text_embed_dim 1 0 0
attr Aimv2Model.vision_model 1 0 0
attr Aimv2Model.text_model 1 0 0
attr Aimv2Model.visual_projection 1 0 0
attr Aimv2Model.text_projection 1 0 0
attr Aimv2Model.logit_scale 1 0 0
attr Aimv2Model.max_log_logit_scale 1 0 0
meth Aimv2VisionConfig.init 17 15 0
attr Aimv2VisionConfig.use_head 1 0 0
attr Aimv2VisionConfig.initializer_range 1 0 0
attr Aimv2VisionConfig.attention_dropout 1 0 0
attr Aimv2VisionConfig.mlp_bias 1 0 0
attr Aimv2VisionConfig.qkv_bias 1 0 0
attr Aimv2VisionConfig.rms_norm_eps 1 0 0
attr Aimv2VisionConfig.is_native 1 0 0
meth Aimv2Config.init 6 0 0
attr Aimv2Config.projection_dim 1 0 0
attr Aimv2Config.logit_scale_init_value 1 0 0
attr Aimv2Config.max_logit_scale 1 0 0
meth Aimv2PreTrainedModel._init_weights 2 0 0
meth Aimv2VisionModel.init 2 1 0
meth Aimv2VisionModel.forward 3 2 0
attr Aimv2VisionModel.embeddings 1 0 0
attr Aimv2VisionModel.encoder 1 0 0
attr Aimv2VisionModel.rms_norm 1 0 0
attr Aimv2VisionModel.use_head 1 0 0
attr Aimv2VisionModel.head 1 0 0

transformers.models.albert.configuration_albert (42 missing, 0 any)

Symbol Typable Typed Any
meth AlbertConfig.init 22 0 0
attr AlbertConfig.pad_token_id 1 0 0
attr AlbertConfig.bos_token_id 1 0 0
attr AlbertConfig.eos_token_id 1 0 0
attr AlbertConfig.tie_word_embeddings 1 0 0
attr AlbertConfig.vocab_size 1 0 0
attr AlbertConfig.embedding_size 1 0 0
attr AlbertConfig.hidden_size 1 0 0
attr AlbertConfig.num_hidden_layers 1 0 0
attr AlbertConfig.num_hidden_groups 1 0 0
attr AlbertConfig.num_attention_heads 1 0 0
attr AlbertConfig.inner_group_num 1 0 0
attr AlbertConfig.hidden_act 1 0 0
attr AlbertConfig.intermediate_size 1 0 0
attr AlbertConfig.hidden_dropout_prob 1 0 0
attr AlbertConfig.attention_probs_dropout_prob 1 0 0
attr AlbertConfig.max_position_embeddings 1 0 0
attr AlbertConfig.type_vocab_size 1 0 0
attr AlbertConfig.initializer_range 1 0 0
attr AlbertConfig.layer_norm_eps 1 0 0
attr AlbertConfig.classifier_dropout_prob 1 0 0

transformers.models.albert.modeling_albert (36 missing, 0 any)

Symbol Typable Typed Any
meth AlbertPreTrainedModel._init_weights 2 0 0
meth AlbertForMultipleChoice.init 2 1 0
attr AlbertForMultipleChoice.albert 1 0 0
attr AlbertForMultipleChoice.dropout 1 0 0
attr AlbertForMultipleChoice.classifier 1 0 0
meth AlbertForMaskedLM.init 2 0 0
attr AlbertForMaskedLM.albert 1 0 0
attr AlbertForMaskedLM.predictions 1 0 0
meth AlbertForSequenceClassification.init 2 1 0
attr AlbertForSequenceClassification.num_labels 1 0 0
attr AlbertForSequenceClassification.config 1 0 0
attr AlbertForSequenceClassification.albert 1 0 0
attr AlbertForSequenceClassification.dropout 1 0 0
attr AlbertForSequenceClassification.classifier 1 0 0
meth AlbertForQuestionAnswering.init 2 1 0
attr AlbertForQuestionAnswering.num_labels 1 0 0
attr AlbertForQuestionAnswering.albert 1 0 0
attr AlbertForQuestionAnswering.qa_outputs 1 0 0
meth AlbertModel.init 3 2 0
attr AlbertModel.config 1 0 0
attr AlbertModel.embeddings 1 0 0
attr AlbertModel.encoder 1 0 0
attr AlbertModel.attn_implementation 1 0 0
attr AlbertModel.pooler 1 0 0
attr AlbertModel.pooler_activation 1 0 0
meth AlbertForTokenClassification.init 2 1 0
attr AlbertForTokenClassification.num_labels 1 0 0
attr AlbertForTokenClassification.albert 1 0 0
attr AlbertForTokenClassification.dropout 1 0 0
attr AlbertForTokenClassification.classifier 1 0 0
meth AlbertForPreTraining.init 2 1 0
attr AlbertForPreTraining.albert 1 0 0
attr AlbertForPreTraining.predictions 1 0 0
attr AlbertForPreTraining.sop_classifier 1 0 0

transformers.models.albert.tokenization_albert (6 missing, 0 any)

Symbol Typable Typed Any
meth AlbertTokenizer.init 14 12 0
attr AlbertTokenizer.add_prefix_space 1 0 0
attr AlbertTokenizer.trim_offsets 1 0 0
attr AlbertTokenizer.do_lower_case 1 0 0
attr AlbertTokenizer.keep_accents 1 0 0

transformers.models.align.configuration_align (67 missing, 0 any)

Symbol Typable Typed Any
meth AlignTextConfig.init 17 0 0
attr AlignTextConfig.vocab_size 1 0 0
attr AlignTextConfig.hidden_size 1 0 0
attr AlignTextConfig.num_hidden_layers 1 0 0
attr AlignTextConfig.num_attention_heads 1 0 0
attr AlignTextConfig.hidden_act 1 0 0
attr AlignTextConfig.intermediate_size 1 0 0
attr AlignTextConfig.hidden_dropout_prob 1 0 0
attr AlignTextConfig.attention_probs_dropout_prob 1 0 0
attr AlignTextConfig.max_position_embeddings 1 0 0
attr AlignTextConfig.type_vocab_size 1 0 0
attr AlignTextConfig.initializer_range 1 0 0
attr AlignTextConfig.layer_norm_eps 1 0 0
attr AlignTextConfig.pad_token_id 1 0 0
attr AlignTextConfig.bos_token_id 1 0 0
attr AlignTextConfig.eos_token_id 1 0 0
meth AlignConfig.init 7 0 0
attr AlignConfig.text_config 1 0 0
attr AlignConfig.vision_config 1 0 0
attr AlignConfig.projection_dim 1 0 0
attr AlignConfig.temperature_init_value 1 0 0
attr AlignConfig.initializer_range 1 0 0
meth AlignVisionConfig.init 22 20 0
attr AlignVisionConfig.num_channels 1 0 0
attr AlignVisionConfig.image_size 1 0 0
attr AlignVisionConfig.width_coefficient 1 0 0
attr AlignVisionConfig.depth_coefficient 1 0 0
attr AlignVisionConfig.depth_divisor 1 0 0
attr AlignVisionConfig.kernel_sizes 1 0 0
attr AlignVisionConfig.in_channels 1 0 0
attr AlignVisionConfig.out_channels 1 0 0
attr AlignVisionConfig.depthwise_padding 1 0 0
attr AlignVisionConfig.strides 1 0 0
attr AlignVisionConfig.num_block_repeats 1 0 0
attr AlignVisionConfig.expand_ratios 1 0 0
attr AlignVisionConfig.squeeze_expansion_ratio 1 0 0
attr AlignVisionConfig.hidden_act 1 0 0
attr AlignVisionConfig.hidden_dim 1 0 0
attr AlignVisionConfig.pooling_type 1 0 0
attr AlignVisionConfig.initializer_range 1 0 0
attr AlignVisionConfig.batch_norm_eps 1 0 0
attr AlignVisionConfig.batch_norm_momentum 1 0 0
attr AlignVisionConfig.drop_connect_rate 1 0 0
attr AlignVisionConfig.num_hidden_layers 1 0 0

transformers.models.align.modeling_align (19 missing, 0 any)

Symbol Typable Typed Any
meth AlignTextModel.init 3 2 0
meth AlignTextModel.get_input_embeddings 1 0 0
meth AlignTextModel.set_input_embeddings 2 0 0
attr AlignTextModel.embeddings 1 0 0
attr AlignTextModel.encoder 1 0 0
attr AlignTextModel.pooler 1 0 0
meth AlignPreTrainedModel._init_weights 2 1 0
meth AlignVisionModel.init 2 1 0
attr AlignVisionModel.embeddings 1 0 0
attr AlignVisionModel.encoder 1 0 0
attr AlignVisionModel.pooler 1 0 0
meth AlignModel.init 2 1 0
attr AlignModel.projection_dim 1 0 0
attr AlignModel.text_embed_dim 1 0 0
attr AlignModel.text_model 1 0 0
attr AlignModel.vision_model 1 0 0
attr AlignModel.text_projection 1 0 0
attr AlignModel.temperature 1 0 0

transformers.models.align.processing_align (3 missing, 0 any)

Symbol Typable Typed Any
meth AlignProcessor.init 3 0 0

transformers.models.altclip.configuration_altclip (75 missing, 0 any)

Symbol Typable Typed Any
meth AltCLIPVisionConfig.init 15 0 0
attr AltCLIPVisionConfig.hidden_size 1 0 0
attr AltCLIPVisionConfig.intermediate_size 1 0 0
attr AltCLIPVisionConfig.projection_dim 1 0 0
attr AltCLIPVisionConfig.num_hidden_layers 1 0 0
attr AltCLIPVisionConfig.num_attention_heads 1 0 0
attr AltCLIPVisionConfig.num_channels 1 0 0
attr AltCLIPVisionConfig.patch_size 1 0 0
attr AltCLIPVisionConfig.image_size 1 0 0
attr AltCLIPVisionConfig.initializer_range 1 0 0
attr AltCLIPVisionConfig.initializer_factor 1 0 0
attr AltCLIPVisionConfig.attention_dropout 1 0 0
attr AltCLIPVisionConfig.layer_norm_eps 1 0 0
attr AltCLIPVisionConfig.hidden_act 1 0 0
meth AltCLIPConfig.init 6 0 0
attr AltCLIPConfig.text_config 1 0 0
attr AltCLIPConfig.vision_config 1 0 0
attr AltCLIPConfig.projection_dim 1 0 0
attr AltCLIPConfig.logit_scale_init_value 1 0 0
attr AltCLIPConfig.initializer_factor 1 0 0
meth AltCLIPTextConfig.init 19 0 0
attr AltCLIPTextConfig.pad_token_id 1 0 0
attr AltCLIPTextConfig.bos_token_id 1 0 0
attr AltCLIPTextConfig.eos_token_id 1 0 0
attr AltCLIPTextConfig.vocab_size 1 0 0
attr AltCLIPTextConfig.hidden_size 1 0 0
attr AltCLIPTextConfig.num_hidden_layers 1 0 0
attr AltCLIPTextConfig.num_attention_heads 1 0 0
attr AltCLIPTextConfig.hidden_act 1 0 0
attr AltCLIPTextConfig.intermediate_size 1 0 0
attr AltCLIPTextConfig.hidden_dropout_prob 1 0 0
attr AltCLIPTextConfig.attention_probs_dropout_prob 1 0 0
attr AltCLIPTextConfig.max_position_embeddings 1 0 0
attr AltCLIPTextConfig.type_vocab_size 1 0 0
attr AltCLIPTextConfig.initializer_range 1 0 0
attr AltCLIPTextConfig.initializer_factor 1 0 0
attr AltCLIPTextConfig.layer_norm_eps 1 0 0
attr AltCLIPTextConfig.project_dim 1 0 0

transformers.models.altclip.modeling_altclip (18 missing, 0 any)

Symbol Typable Typed Any
meth AltCLIPTextModel.init 2 0 0
attr AltCLIPTextModel.roberta 1 0 0
attr AltCLIPTextModel.transformation 1 0 0
attr AltCLIPTextModel.pre_LN 1 0 0
meth AltCLIPVisionModel.init 2 1 0
attr AltCLIPVisionModel.vision_model 1 0 0
meth AltCLIPModel.init 2 1 0
attr AltCLIPModel.projection_dim 1 0 0
attr AltCLIPModel.text_embed_dim 1 0 0
attr AltCLIPModel.vision_embed_dim 1 0 0
attr AltCLIPModel.text_model 1 0 0
attr AltCLIPModel.vision_model 1 0 0
attr AltCLIPModel.visual_projection 1 0 0
attr AltCLIPModel.text_projection 1 0 0
attr AltCLIPModel.logit_scale 1 0 0
meth AltCLIPPreTrainedModel._init_weights 2 0 0

transformers.models.altclip.processing_altclip (3 missing, 0 any)

Symbol Typable Typed Any
meth AltCLIPProcessor.init 3 0 0

transformers.models.apertus.configuration_apertus (20 missing, 0 any)

Symbol Typable Typed Any
meth ApertusConfig.init 20 18 0
attr ApertusConfig.vocab_size 1 0 0
attr ApertusConfig.max_position_embeddings 1 0 0
attr ApertusConfig.hidden_size 1 0 0
attr ApertusConfig.intermediate_size 1 0 0
attr ApertusConfig.num_hidden_layers 1 0 0
attr ApertusConfig.num_attention_heads 1 0 0
attr ApertusConfig.num_key_value_heads 1 0 0
attr ApertusConfig.hidden_act 1 0 0
attr ApertusConfig.initializer_range 1 0 0
attr ApertusConfig.rms_norm_eps 1 0 0
attr ApertusConfig.use_cache 1 0 0
attr ApertusConfig.attention_bias 1 0 0
attr ApertusConfig.attention_dropout 1 0 0
attr ApertusConfig.rope_parameters 1 0 0
attr ApertusConfig.tie_word_embeddings 1 0 0
attr ApertusConfig.pad_token_id 1 0 0
attr ApertusConfig.bos_token_id 1 0 0
attr ApertusConfig.eos_token_id 1 0 0

transformers.models.apertus.modeling_apertus (13 missing, 0 any)

Symbol Typable Typed Any
meth ApertusModel.init 2 1 0
attr ApertusModel.padding_idx 1 0 0
attr ApertusModel.vocab_size 1 0 0
attr ApertusModel.embed_tokens 1 0 0
attr ApertusModel.layers 1 0 0
attr ApertusModel.norm 1 0 0
attr ApertusModel.rotary_emb 1 0 0
attr ApertusModel.gradient_checkpointing 1 0 0
meth ApertusForCausalLM.init 2 0 0
attr ApertusForCausalLM.model 1 0 0
attr ApertusForCausalLM.vocab_size 1 0 0
attr ApertusForCausalLM.lm_head 1 0 0

transformers.models.apertus.modular_apertus (22 missing, 0 any)

Symbol Typable Typed Any
meth ApertusForCausalLM.forward 2 0 0
meth ApertusConfig.init 20 18 0
attr ApertusConfig.vocab_size 1 0 0
attr ApertusConfig.max_position_embeddings 1 0 0
attr ApertusConfig.hidden_size 1 0 0
attr ApertusConfig.intermediate_size 1 0 0
attr ApertusConfig.num_hidden_layers 1 0 0
attr ApertusConfig.num_attention_heads 1 0 0
attr ApertusConfig.num_key_value_heads 1 0 0
attr ApertusConfig.hidden_act 1 0 0
attr ApertusConfig.initializer_range 1 0 0
attr ApertusConfig.rms_norm_eps 1 0 0
attr ApertusConfig.use_cache 1 0 0
attr ApertusConfig.attention_bias 1 0 0
attr ApertusConfig.attention_dropout 1 0 0
attr ApertusConfig.rope_parameters 1 0 0
attr ApertusConfig.tie_word_embeddings 1 0 0
attr ApertusConfig.pad_token_id 1 0 0
attr ApertusConfig.bos_token_id 1 0 0
attr ApertusConfig.eos_token_id 1 0 0

transformers.models.arcee.configuration_arcee (22 missing, 0 any)

Symbol Typable Typed Any
meth ArceeConfig.init 22 20 0
attr ArceeConfig.vocab_size 1 0 0
attr ArceeConfig.max_position_embeddings 1 0 0
attr ArceeConfig.hidden_size 1 0 0
attr ArceeConfig.intermediate_size 1 0 0
attr ArceeConfig.num_hidden_layers 1 0 0
attr ArceeConfig.num_attention_heads 1 0 0
attr ArceeConfig.num_key_value_heads 1 0 0
attr ArceeConfig.hidden_act 1 0 0
attr ArceeConfig.initializer_range 1 0 0
attr ArceeConfig.rms_norm_eps 1 0 0
attr ArceeConfig.use_cache 1 0 0
attr ArceeConfig.attention_bias 1 0 0
attr ArceeConfig.attention_dropout 1 0 0
attr ArceeConfig.mlp_bias 1 0 0
attr ArceeConfig.head_dim 1 0 0
attr ArceeConfig.rope_parameters 1 0 0
attr ArceeConfig.tie_word_embeddings 1 0 0
attr ArceeConfig.pad_token_id 1 0 0
attr ArceeConfig.bos_token_id 1 0 0
attr ArceeConfig.eos_token_id 1 0 0

transformers.models.arcee.modeling_arcee (13 missing, 0 any)

Symbol Typable Typed Any
meth ArceeModel.init 2 1 0
attr ArceeModel.padding_idx 1 0 0
attr ArceeModel.vocab_size 1 0 0
attr ArceeModel.embed_tokens 1 0 0
attr ArceeModel.layers 1 0 0
attr ArceeModel.norm 1 0 0
attr ArceeModel.rotary_emb 1 0 0
attr ArceeModel.gradient_checkpointing 1 0 0
meth ArceeForCausalLM.init 2 0 0
attr ArceeForCausalLM.model 1 0 0
attr ArceeForCausalLM.vocab_size 1 0 0
attr ArceeForCausalLM.lm_head 1 0 0

transformers.models.arcee.modular_arcee (4 missing, 0 any)

Symbol Typable Typed Any
attr ArceeModel 1 0 0
meth ArceeConfig.init 22 20 0
attr ArceePreTrainedModel 1 0 0

transformers.models.aria.configuration_aria (38 missing, 0 any)

Symbol Typable Typed Any
meth AriaConfig.init 9 6 0
attr AriaConfig.image_token_index 1 0 0
attr AriaConfig.projector_patch_to_query_dict 1 0 0
attr AriaConfig.max_value_projector_patch_to_query_dict 1 0 0
attr AriaConfig.vision_feature_layer 1 0 0
attr AriaConfig.vision_config 1 0 0
attr AriaConfig.initializer_range 1 0 0
attr AriaConfig.text_config 1 0 0
attr AriaConfig.tie_word_embeddings 1 0 0
meth AriaTextConfig.init 26 23 0
attr AriaTextConfig.intermediate_size 1 0 0
attr AriaTextConfig.moe_num_experts 1 0 0
attr AriaTextConfig.moe_topk 1 0 0
attr AriaTextConfig.moe_num_shared_experts 1 0 0
attr AriaTextConfig.vocab_size 1 0 0
attr AriaTextConfig.max_position_embeddings 1 0 0
attr AriaTextConfig.hidden_size 1 0 0
attr AriaTextConfig.num_hidden_layers 1 0 0
attr AriaTextConfig.num_attention_heads 1 0 0
attr AriaTextConfig.num_key_value_heads 1 0 0
attr AriaTextConfig.hidden_act 1 0 0
attr AriaTextConfig.initializer_range 1 0 0
attr AriaTextConfig.rms_norm_eps 1 0 0
attr AriaTextConfig.pretraining_tp 1 0 0
attr AriaTextConfig.use_cache 1 0 0
attr AriaTextConfig.attention_bias 1 0 0
attr AriaTextConfig.attention_dropout 1 0 0
attr AriaTextConfig.mlp_bias 1 0 0
attr AriaTextConfig.head_dim 1 0 0
attr AriaTextConfig.rope_parameters 1 0 0
attr AriaTextConfig.tie_word_embeddings 1 0 0
attr AriaTextConfig.pad_token_id 1 0 0
attr AriaTextConfig.bos_token_id 1 0 0
attr AriaTextConfig.eos_token_id 1 0 0

transformers.models.aria.image_processing_aria (18 missing, 0 any)

Symbol Typable Typed Any
meth AriaImageProcessor.init 13 11 0
meth AriaImageProcessor.preprocess 15 14 0
meth AriaImageProcessor._resize_for_patching 5 4 0
meth AriaImageProcessor._get_padding_size 3 2 0
meth AriaImageProcessor.get_number_of_image_patches 4 2 0
attr AriaImageProcessor.max_image_size 1 0 0
attr AriaImageProcessor.min_image_size 1 0 0
attr AriaImageProcessor.image_mean 1 0 0
attr AriaImageProcessor.image_std 1 0 0
attr AriaImageProcessor.split_image 1 0 0
attr AriaImageProcessor.split_resolutions 1 0 0
attr AriaImageProcessor.do_convert_rgb 1 0 0
attr AriaImageProcessor.do_rescale 1 0 0
attr AriaImageProcessor.rescale_factor 1 0 0
attr AriaImageProcessor.do_normalize 1 0 0
attr AriaImageProcessor.resample 1 0 0

transformers.models.aria.modeling_aria (43 missing, 0 any)

Symbol Typable Typed Any
meth AriaPreTrainedModel._init_weights 2 0 0
meth AriaTextForCausalLM.init 2 1 0
attr AriaTextForCausalLM.model 1 0 0
attr AriaTextForCausalLM.vocab_size 1 0 0
attr AriaTextForCausalLM.lm_head 1 0 0
meth AriaTextPreTrainedModel._init_weights 2 0 0
meth AriaTextModel.init 2 1 0
attr AriaTextModel.padding_idx 1 0 0
attr AriaTextModel.vocab_size 1 0 0
attr AriaTextModel.embed_tokens 1 0 0
attr AriaTextModel.layers 1 0 0
attr AriaTextModel.norm 1 0 0
attr AriaTextModel.rotary_emb 1 0 0
attr AriaTextModel.gradient_checkpointing 1 0 0
meth AriaForConditionalGeneration.init 2 1 0
meth AriaForConditionalGeneration.get_input_embeddings 1 0 0
meth AriaForConditionalGeneration.set_input_embeddings 2 0 0
meth AriaForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr AriaForConditionalGeneration.model 1 0 0
attr AriaForConditionalGeneration.lm_head 1 0 0
meth AriaModel.init 2 1 0
meth AriaModel.get_input_embeddings 1 0 0
meth AriaModel.set_input_embeddings 2 0 0
meth AriaModel.get_placeholder_mask 4 3 0
meth AriaModel._create_patch_attention_mask 2 0 0
attr AriaModel.vision_tower 1 0 0
attr AriaModel.multi_modal_projector 1 0 0
attr AriaModel.language_model 1 0 0

transformers.models.aria.modular_aria (73 missing, 0 any)

Symbol Typable Typed Any
meth AriaPreTrainedModel._init_weights 2 0 0
meth AriaTextPreTrainedModel._init_weights 2 0 0
meth AriaTextModel.init 2 1 0
attr AriaTextModel.layers 1 0 0
attr AriaTextModel.gradient_checkpointing 1 0 0
meth AriaConfig.init 9 6 0
attr AriaConfig.image_token_index 1 0 0
attr AriaConfig.projector_patch_to_query_dict 1 0 0
attr AriaConfig.max_value_projector_patch_to_query_dict 1 0 0
attr AriaConfig.vision_feature_layer 1 0 0
attr AriaConfig.vision_config 1 0 0
attr AriaConfig.initializer_range 1 0 0
attr AriaConfig.text_config 1 0 0
attr AriaConfig.tie_word_embeddings 1 0 0
meth AriaModel.init 2 1 0
meth AriaModel._create_patch_attention_mask 2 0 0
attr AriaModel.multi_modal_projector 1 0 0
meth AriaTextForCausalLM.init 2 1 0
meth AriaTextForCausalLM.forward 2 0 0
attr AriaTextForCausalLM.model 1 0 0
attr AriaTextForCausalLM.vocab_size 1 0 0
attr AriaTextForCausalLM.lm_head 1 0 0
meth AriaForConditionalGeneration.prepare_inputs_for_generation 11 0 0
meth AriaImageProcessor.init 13 11 0
meth AriaImageProcessor.preprocess 15 14 0
meth AriaImageProcessor._resize_for_patching 5 4 0
meth AriaImageProcessor._get_padding_size 3 2 0
meth AriaImageProcessor.get_number_of_image_patches 4 2 0
attr AriaImageProcessor.max_image_size 1 0 0
attr AriaImageProcessor.min_image_size 1 0 0
attr AriaImageProcessor.image_mean 1 0 0
attr AriaImageProcessor.image_std 1 0 0
attr AriaImageProcessor.split_image 1 0 0
attr AriaImageProcessor.split_resolutions 1 0 0
attr AriaImageProcessor.do_convert_rgb 1 0 0
attr AriaImageProcessor.do_rescale 1 0 0
attr AriaImageProcessor.rescale_factor 1 0 0
attr AriaImageProcessor.do_normalize 1 0 0
attr AriaImageProcessor.resample 1 0 0
meth AriaTextConfig.init 7 4 0
attr AriaTextConfig.intermediate_size 1 0 0
attr AriaTextConfig.moe_num_experts 1 0 0
attr AriaTextConfig.moe_topk 1 0 0
attr AriaTextConfig.moe_num_shared_experts 1 0 0
meth AriaProcessor.init 5 3 0
meth AriaProcessor._get_num_multimodal_tokens 3 0 0
prop AriaProcessor.model_input_names 1 0 0
attr AriaProcessor.size_conversion 1 0 0
attr AriaProcessor.image_token 1 0 0
attr AriaProcessor.image_token_id 1 0 0

transformers.models.aria.processing_aria (9 missing, 0 any)

Symbol Typable Typed Any
meth AriaProcessor.init 5 3 0
meth AriaProcessor._get_num_multimodal_tokens 3 0 0
prop AriaProcessor.model_input_names 1 0 0
attr AriaProcessor.size_conversion 1 0 0
attr AriaProcessor.image_token 1 0 0
attr AriaProcessor.image_token_id 1 0 0

transformers.models.audio_spectrogram_transformer.configuration_audio_spectrogram_transformer (32 missing, 0 any)

Symbol Typable Typed Any
meth ASTConfig.init 17 0 0
attr ASTConfig.hidden_size 1 0 0
attr ASTConfig.num_hidden_layers 1 0 0
attr ASTConfig.num_attention_heads 1 0 0
attr ASTConfig.intermediate_size 1 0 0
attr ASTConfig.hidden_act 1 0 0
attr ASTConfig.hidden_dropout_prob 1 0 0
attr ASTConfig.attention_probs_dropout_prob 1 0 0
attr ASTConfig.initializer_range 1 0 0
attr ASTConfig.layer_norm_eps 1 0 0
attr ASTConfig.patch_size 1 0 0
attr ASTConfig.qkv_bias 1 0 0
attr ASTConfig.frequency_stride 1 0 0
attr ASTConfig.time_stride 1 0 0
attr ASTConfig.max_length 1 0 0
attr ASTConfig.num_mel_bins 1 0 0

transformers.models.audio_spectrogram_transformer.feature_extraction_audio_spectrogram_transformer (20 missing, 0 any)

Symbol Typable Typed Any
meth ASTFeatureExtractor.init 11 0 0
meth ASTFeatureExtractor.call 5 4 0
attr ASTFeatureExtractor.num_mel_bins 1 0 0
attr ASTFeatureExtractor.max_length 1 0 0
attr ASTFeatureExtractor.do_normalize 1 0 0
attr ASTFeatureExtractor.mean 1 0 0
attr ASTFeatureExtractor.std 1 0 0
attr ASTFeatureExtractor.return_attention_mask 1 0 0
attr ASTFeatureExtractor.mel_filters 1 0 0
attr ASTFeatureExtractor.window 1 0 0

transformers.models.audio_spectrogram_transformer.modeling_audio_spectrogram_transformer (6 missing, 0 any)

Symbol Typable Typed Any
attr ASTForAudioClassification.num_labels 1 0 0
attr ASTForAudioClassification.audio_spectrogram_transformer 1 0 0
attr ASTForAudioClassification.classifier 1 0 0
attr ASTModel.embeddings 1 0 0
attr ASTModel.encoder 1 0 0
attr ASTModel.layernorm 1 0 0

transformers.models.audioflamingo3.configuration_audioflamingo3 (40 missing, 0 any)

Symbol Typable Typed Any
meth AudioFlamingo3EncoderConfig.init 15 0 0
attr AudioFlamingo3EncoderConfig.num_mel_bins 1 0 0
attr AudioFlamingo3EncoderConfig.hidden_size 1 0 0
attr AudioFlamingo3EncoderConfig.num_hidden_layers 1 0 0
attr AudioFlamingo3EncoderConfig.num_attention_heads 1 0 0
attr AudioFlamingo3EncoderConfig.intermediate_size 1 0 0
attr AudioFlamingo3EncoderConfig.dropout 1 0 0
attr AudioFlamingo3EncoderConfig.attention_dropout 1 0 0
attr AudioFlamingo3EncoderConfig.activation_dropout 1 0 0
attr AudioFlamingo3EncoderConfig.activation_function 1 0 0
attr AudioFlamingo3EncoderConfig.initializer_range 1 0 0
attr AudioFlamingo3EncoderConfig.layerdrop 1 0 0
attr AudioFlamingo3EncoderConfig.scale_embedding 1 0 0
attr AudioFlamingo3EncoderConfig.max_source_positions 1 0 0
meth AudioFlamingo3Config.init 7 0 0
attr AudioFlamingo3Config.audio_token_id 1 0 0
attr AudioFlamingo3Config.audio_config 1 0 0
attr AudioFlamingo3Config.text_config 1 0 0
attr AudioFlamingo3Config.projector_hidden_act 1 0 0
attr AudioFlamingo3Config.projector_bias 1 0 0

transformers.models.audioflamingo3.modeling_audioflamingo3 (35 missing, 0 any)

Symbol Typable Typed Any
meth AudioFlamingo3Encoder.init 2 1 0
meth AudioFlamingo3Encoder._freeze_parameters 1 0 0
meth AudioFlamingo3Encoder.set_input_embeddings 2 1 0
meth AudioFlamingo3Encoder.forward 4 3 0
meth AudioFlamingo3Encoder._get_feat_extract_output_lengths 2 1 0
attr AudioFlamingo3Encoder.dropout 1 0 0
attr AudioFlamingo3Encoder.layerdrop 1 0 0
attr AudioFlamingo3Encoder.num_mel_bins 1 0 0
attr AudioFlamingo3Encoder.max_source_positions 1 0 0
attr AudioFlamingo3Encoder.embed_scale 1 0 0
attr AudioFlamingo3Encoder.conv1 1 0 0
attr AudioFlamingo3Encoder.conv2 1 0 0
attr AudioFlamingo3Encoder.embed_positions 1 0 0
attr AudioFlamingo3Encoder.layers 1 0 0
attr AudioFlamingo3Encoder.layer_norm 1 0 0
attr AudioFlamingo3Encoder.avg_pooler 1 0 0
attr AudioFlamingo3Encoder.gradient_checkpointing 1 0 0
meth AudioFlamingo3ForConditionalGeneration.init 2 0 0
meth AudioFlamingo3ForConditionalGeneration.get_input_embeddings 1 0 0
meth AudioFlamingo3ForConditionalGeneration.set_input_embeddings 2 0 0
meth AudioFlamingo3ForConditionalGeneration.get_output_embeddings 1 0 0
meth AudioFlamingo3ForConditionalGeneration.set_output_embeddings 2 0 0
meth AudioFlamingo3ForConditionalGeneration.set_decoder 2 0 0
meth AudioFlamingo3ForConditionalGeneration.get_decoder 1 0 0
meth AudioFlamingo3ForConditionalGeneration.prepare_inputs_for_generation 3 0 0
attr AudioFlamingo3ForConditionalGeneration.vocab_size 1 0 0
attr AudioFlamingo3ForConditionalGeneration.audio_tower 1 0 0
attr AudioFlamingo3ForConditionalGeneration.language_model 1 0 0
attr AudioFlamingo3ForConditionalGeneration.multi_modal_projector 1 0 0

transformers.models.audioflamingo3.modular_audioflamingo3 (6 missing, 0 any)

Symbol Typable Typed Any
meth AudioFlamingo3Encoder.forward 4 3 0
meth AudioFlamingo3ForConditionalGeneration.init 2 0 0
meth AudioFlamingo3ForConditionalGeneration.prepare_inputs_for_generation 3 0 0

transformers.models.audioflamingo3.processing_audioflamingo3 (15 missing, 0 any)

Symbol Typable Typed Any
meth AudioFlamingo3Processor.init 7 0 0
meth AudioFlamingo3Processor.batch_decode 4 0 0
attr AudioFlamingo3Processor.audio_token 1 0 0
attr AudioFlamingo3Processor.audio_token_id 1 0 0
attr AudioFlamingo3Processor.default_transcription_prompt 1 0 0
attr AudioFlamingo3Processor.max_audio_len 1 0 0

transformers.models.auto.auto_factory (2 missing, 0 any)

Symbol Typable Typed Any
func get_values 2 0 0

transformers.models.auto.configuration_auto (9 missing, 0 any)

Symbol Typable Typed Any
attr CONFIG_MAPPING 1 0 0
attr MODEL_NAMES_MAPPING 1 0 0
meth AutoConfig.for_model 4 2 0
meth AutoConfig.from_pretrained 3 1 0
meth AutoConfig.register 4 1 0

transformers.models.auto.feature_extraction_auto (9 missing, 0 any)

Symbol Typable Typed Any
meth AutoFeatureExtractor.init 1 0 0
meth AutoFeatureExtractor.from_pretrained 3 0 0
meth AutoFeatureExtractor.register 4 0 0
attr FEATURE_EXTRACTOR_MAPPING 1 0 0

transformers.models.auto.image_processing_auto (11 missing, 0 any)

Symbol Typable Typed Any
meth AutoImageProcessor.init 1 0 0
meth AutoImageProcessor.from_pretrained 4 0 0
meth AutoImageProcessor.register 5 0 0
attr IMAGE_PROCESSOR_MAPPING 1 0 0

transformers.models.auto.modeling_auto (50 missing, 0 any)

Symbol Typable Typed Any
attr MODEL_FOR_PRETRAINING_MAPPING 1 0 0
attr MODEL_FOR_CTC_MAPPING 1 0 0
attr MODEL_FOR_AUDIO_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_TABLE_QUESTION_ANSWERING_MAPPING 1 0 0
attr MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_TEXT_TO_SPECTROGRAM_MAPPING 1 0 0
attr MODEL_FOR_MASK_GENERATION_MAPPING 1 0 0
attr MODEL_FOR_ZERO_SHOT_OBJECT_DETECTION_MAPPING 1 0 0
attr MODEL_FOR_KEYPOINT_MATCHING_MAPPING 1 0 0
attr MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPING 1 0 0
attr MODEL_FOR_TIME_SERIES_PREDICTION_MAPPING 1 0 0
attr MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING 1 0 0
attr MODEL_FOR_IMAGE_TO_IMAGE_MAPPING 1 0 0
attr MODEL_FOR_KEYPOINT_DETECTION_MAPPING 1 0 0
attr MODEL_FOR_INSTANCE_SEGMENTATION_MAPPING 1 0 0
attr MODEL_FOR_OBJECT_DETECTION_MAPPING 1 0 0
attr MODEL_FOR_IMAGE_SEGMENTATION_MAPPING 1 0 0
attr MODEL_FOR_SPEECH_SEQ_2_SEQ_MAPPING 1 0 0
meth AutoModelForCausalLM.from_pretrained 4 2 0
attr MODEL_FOR_CAUSAL_IMAGE_MODELING_MAPPING 1 0 0
attr MODEL_FOR_TIME_SERIES_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_MAPPING 1 0 0
attr MODEL_FOR_DEPTH_ESTIMATION_MAPPING 1 0 0
meth AutoModelForImageTextToText.from_pretrained 4 2 0
attr MODEL_FOR_IMAGE_TEXT_TO_TEXT_MAPPING 1 0 0
attr MODEL_FOR_IMAGE_MAPPING 1 0 0
attr MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_AUDIO_TOKENIZATION_MAPPING 1 0 0
attr MODEL_FOR_BACKBONE_MAPPING 1 0 0
attr MODEL_FOR_SEMANTIC_SEGMENTATION_MAPPING 1 0 0
attr MODEL_FOR_RETRIEVAL_MAPPING 1 0 0
attr MODEL_FOR_NEXT_SENTENCE_PREDICTION_MAPPING 1 0 0
attr MODEL_FOR_AUDIO_XVECTOR_MAPPING 1 0 0
attr MODEL_FOR_UNIVERSAL_SEGMENTATION_MAPPING 1 0 0
attr MODEL_FOR_DOCUMENT_QUESTION_ANSWERING_MAPPING 1 0 0
attr MODEL_FOR_TEXT_ENCODING_MAPPING 1 0 0
attr MODEL_FOR_VIDEO_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_MULTIPLE_CHOICE_MAPPING 1 0 0
attr MODEL_FOR_TEXT_TO_WAVEFORM_MAPPING 1 0 0
attr MODEL_FOR_MASKED_IMAGE_MODELING_MAPPING 1 0 0
attr MODEL_FOR_AUDIO_FRAME_CLASSIFICATION_MAPPING 1 0 0
attr MODEL_FOR_MASKED_LM_MAPPING 1 0 0
attr MODEL_FOR_TIME_SERIES_REGRESSION_MAPPING 1 0 0
attr MODEL_FOR_QUESTION_ANSWERING_MAPPING 1 0 0
attr MODEL_FOR_MULTIMODAL_LM_MAPPING 1 0 0
attr MODEL_FOR_CAUSAL_LM_MAPPING 1 0 0

transformers.models.auto.processing_auto (9 missing, 0 any)

Symbol Typable Typed Any
attr PROCESSOR_MAPPING 1 0 0
meth AutoProcessor.init 1 0 0
meth AutoProcessor.from_pretrained 3 0 0
meth AutoProcessor.register 4 0 0

transformers.models.auto.tokenization_auto (11 missing, 0 any)

Symbol Typable Typed Any
meth AutoTokenizer.init 1 0 0
meth AutoTokenizer.from_pretrained 4 1 0
meth AutoTokenizer.register 6 0 0
attr TOKENIZER_MAPPING 1 0 0

transformers.models.auto.video_processing_auto (10 missing, 0 any)

Symbol Typable Typed Any
attr VIDEO_PROCESSOR_MAPPING 1 0 0
meth AutoVideoProcessor.init 1 0 0
meth AutoVideoProcessor.from_pretrained 4 0 0
meth AutoVideoProcessor.register 4 0 0

transformers.models.autoformer.configuration_autoformer (36 missing, 0 any)

Symbol Typable Typed Any
meth AutoformerConfig.init 35 32 0
attr AutoformerConfig.prediction_length 1 0 0
attr AutoformerConfig.context_length 1 0 0
attr AutoformerConfig.distribution_output 1 0 0
attr AutoformerConfig.loss 1 0 0
attr AutoformerConfig.input_size 1 0 0
attr AutoformerConfig.num_time_features 1 0 0
attr AutoformerConfig.lags_sequence 1 0 0
attr AutoformerConfig.scaling 1 0 0
attr AutoformerConfig.num_dynamic_real_features 1 0 0
attr AutoformerConfig.num_static_real_features 1 0 0
attr AutoformerConfig.num_static_categorical_features 1 0 0
attr AutoformerConfig.num_parallel_samples 1 0 0
attr AutoformerConfig.feature_size 1 0 0
attr AutoformerConfig.d_model 1 0 0
attr AutoformerConfig.encoder_attention_heads 1 0 0
attr AutoformerConfig.decoder_attention_heads 1 0 0
attr AutoformerConfig.encoder_ffn_dim 1 0 0
attr AutoformerConfig.decoder_ffn_dim 1 0 0
attr AutoformerConfig.encoder_layers 1 0 0
attr AutoformerConfig.decoder_layers 1 0 0
attr AutoformerConfig.dropout 1 0 0
attr AutoformerConfig.attention_dropout 1 0 0
attr AutoformerConfig.activation_dropout 1 0 0
attr AutoformerConfig.encoder_layerdrop 1 0 0
attr AutoformerConfig.decoder_layerdrop 1 0 0
attr AutoformerConfig.activation_function 1 0 0
attr AutoformerConfig.init_std 1 0 0
attr AutoformerConfig.use_cache 1 0 0
attr AutoformerConfig.label_length 1 0 0
attr AutoformerConfig.moving_average 1 0 0
attr AutoformerConfig.autocorrelation_factor 1 0 0
attr AutoformerConfig.cardinality 1 0 0
attr AutoformerConfig.embedding_dimension 1 0 0

transformers.models.autoformer.modeling_autoformer (21 missing, 0 any)

Symbol Typable Typed Any
meth AutoformerForPrediction.init 2 1 0
meth AutoformerForPrediction.output_params 2 0 0
meth AutoformerForPrediction.output_distribution 5 1 0
meth AutoformerForPrediction.forward 17 16 0
attr AutoformerForPrediction.model 1 0 0
attr AutoformerForPrediction.parameter_projection 1 0 0
attr AutoformerForPrediction.target_shape 1 0 0
attr AutoformerForPrediction.distribution_output 1 0 0
attr AutoformerForPrediction.loss 1 0 0
meth AutoformerPreTrainedModel._init_weights 2 1 0
meth AutoformerModel.init 2 1 0
meth AutoformerModel.forward 17 16 0
attr AutoformerModel.encoder 1 0 0
attr AutoformerModel.decoder 1 0 0
attr AutoformerModel.decomposition_layer 1 0 0
attr AutoformerModel.scaler 1 0 0
attr AutoformerModel.embedder 1 0 0

transformers.models.aya_vision.configuration_aya_vision (18 missing, 0 any)

Symbol Typable Typed Any
meth AyaVisionConfig.init 10 0 0
attr AyaVisionConfig.image_token_index 1 0 0
attr AyaVisionConfig.downsample_factor 1 0 0
attr AyaVisionConfig.adapter_layer_norm_eps 1 0 0
attr AyaVisionConfig.tie_word_embeddings 1 0 0
attr AyaVisionConfig.vision_feature_select_strategy 1 0 0
attr AyaVisionConfig.vision_feature_layer 1 0 0
attr AyaVisionConfig.vision_config 1 0 0
attr AyaVisionConfig.text_config 1 0 0

transformers.models.aya_vision.modeling_aya_vision (24 missing, 0 any)

Symbol Typable Typed Any
meth AyaVisionForConditionalGeneration.init 2 1 0
meth AyaVisionForConditionalGeneration.get_input_embeddings 1 0 0
meth AyaVisionForConditionalGeneration.set_input_embeddings 2 0 0
meth AyaVisionForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr AyaVisionForConditionalGeneration.model 1 0 0
attr AyaVisionForConditionalGeneration.lm_head 1 0 0
meth AyaVisionModel.init 2 1 0
meth AyaVisionModel.get_input_embeddings 1 0 0
meth AyaVisionModel.set_input_embeddings 2 0 0
meth AyaVisionModel.get_placeholder_mask 4 3 0
attr AyaVisionModel.vision_tower 1 0 0
attr AyaVisionModel.multi_modal_projector 1 0 0
attr AyaVisionModel.language_model 1 0 0

transformers.models.aya_vision.processing_aya_vision (28 missing, 0 any)

Symbol Typable Typed Any
meth AyaVisionProcessor.init 15 3 0
meth AyaVisionProcessor._prompt_split_image 2 0 0
meth AyaVisionProcessor._get_num_multimodal_tokens 3 0 0
attr AyaVisionProcessor.image_token 1 0 0
attr AyaVisionProcessor.patch_size 1 0 0
attr AyaVisionProcessor.img_size 1 0 0
attr AyaVisionProcessor.start_of_img_token 1 0 0
attr AyaVisionProcessor.end_of_img_token 1 0 0
attr AyaVisionProcessor.img_patch_token 1 0 0
attr AyaVisionProcessor.img_line_break_token 1 0 0
attr AyaVisionProcessor.tile_token 1 0 0
attr AyaVisionProcessor.tile_global_token 1 0 0
attr AyaVisionProcessor.image_token_id 1 0 0
attr AyaVisionProcessor.image_ids 1 0 0

transformers.models.bamba.configuration_bamba (37 missing, 0 any)

Symbol Typable Typed Any
meth BambaConfig.init 34 32 0
prop BambaConfig.layers_block_type 1 0 0
attr BambaConfig.vocab_size 1 0 0
attr BambaConfig.tie_word_embeddings 1 0 0
attr BambaConfig.hidden_size 1 0 0
attr BambaConfig.intermediate_size 1 0 0
attr BambaConfig.num_hidden_layers 1 0 0
attr BambaConfig.num_attention_heads 1 0 0
attr BambaConfig.max_position_embeddings 1 0 0
attr BambaConfig.attention_dropout 1 0 0
attr BambaConfig.attention_bias 1 0 0
attr BambaConfig.mlp_bias 1 0 0
attr BambaConfig.num_key_value_heads 1 0 0
attr BambaConfig.hidden_act 1 0 0
attr BambaConfig.initializer_range 1 0 0
attr BambaConfig.rms_norm_eps 1 0 0
attr BambaConfig.use_cache 1 0 0
attr BambaConfig.num_logits_to_keep 1 0 0
attr BambaConfig.attn_layer_indices 1 0 0
attr BambaConfig.mamba_n_heads 1 0 0
attr BambaConfig.mamba_d_head 1 0 0
attr BambaConfig.mamba_n_groups 1 0 0
attr BambaConfig.mamba_d_state 1 0 0
attr BambaConfig.mamba_d_conv 1 0 0
attr BambaConfig.mamba_expand 1 0 0
attr BambaConfig.mamba_chunk_size 1 0 0
attr BambaConfig.mamba_conv_bias 1 0 0
attr BambaConfig.mamba_proj_bias 1 0 0
attr BambaConfig.time_step_min 1 0 0
attr BambaConfig.time_step_max 1 0 0
attr BambaConfig.time_step_limit 1 0 0
attr BambaConfig.z_loss_coefficient 1 0 0
attr BambaConfig.rope_parameters 1 0 0
attr BambaConfig.pad_token_id 1 0 0
attr BambaConfig.bos_token_id 1 0 0
attr BambaConfig.eos_token_id 1 0 0

transformers.models.bamba.modeling_bamba (30 missing, 0 any)

Symbol Typable Typed Any
meth BambaForCausalLM.init 2 0 0
meth BambaForCausalLM.forward 13 12 0
meth BambaForCausalLM.prepare_inputs_for_generation 10 0 0
attr BambaForCausalLM.model 1 0 0
attr BambaForCausalLM.vocab_size 1 0 0
attr BambaForCausalLM.lm_head 1 0 0
attr BambaForCausalLM.z_loss_coefficient 1 0 0
meth BambaModel.init 2 1 0
meth BambaModel._update_mamba_mask 3 0 0
attr BambaModel.padding_idx 1 0 0
attr BambaModel.vocab_size 1 0 0
attr BambaModel.embed_tokens 1 0 0
attr BambaModel.layers 1 0 0
attr BambaModel.final_layernorm 1 0 0
attr BambaModel.rotary_emb 1 0 0
attr BambaModel.gradient_checkpointing 1 0 0
meth BambaPreTrainedModel._init_weights 2 0 0

transformers.models.bamba.modular_bamba (27 missing, 0 any)

Symbol Typable Typed Any
meth BambaForCausalLM.init 2 0 0
meth BambaForCausalLM.forward 13 12 0
meth BambaForCausalLM.prepare_inputs_for_generation 10 0 0
attr BambaForCausalLM.z_loss_coefficient 1 0 0
meth BambaModel.init 2 1 0
meth BambaModel._update_mamba_mask 3 0 0
attr BambaModel.padding_idx 1 0 0
attr BambaModel.vocab_size 1 0 0
attr BambaModel.embed_tokens 1 0 0
attr BambaModel.layers 1 0 0
attr BambaModel.final_layernorm 1 0 0
attr BambaModel.rotary_emb 1 0 0
attr BambaModel.gradient_checkpointing 1 0 0
meth BambaPreTrainedModel._init_weights 2 0 0

transformers.models.bark.configuration_bark (16 missing, 0 any)

Symbol Typable Typed Any
meth BarkConfig.init 7 4 0
attr BarkConfig.semantic_config 1 0 0
attr BarkConfig.coarse_acoustics_config 1 0 0
attr BarkConfig.fine_acoustics_config 1 0 0
attr BarkConfig.codec_config 1 0 0
attr BarkConfig.initializer_range 1 0 0
meth BarkFineConfig.init 5 0 0
attr BarkFineConfig.n_codes_total 1 0 0
attr BarkFineConfig.n_codes_given 1 0 0
attr BarkFineConfig.tie_word_embeddings 1 0 0

transformers.models.bark.generation_configuration_bark (71 missing, 0 any)

Symbol Typable Typed Any
meth BarkFineGenerationConfig.init 6 0 0
meth BarkFineGenerationConfig.validate 2 0 0
attr BarkFineGenerationConfig.max_fine_history_length 1 0 0
attr BarkFineGenerationConfig.max_fine_input_length 1 0 0
attr BarkFineGenerationConfig.n_fine_codebooks 1 0 0
meth BarkSemanticGenerationConfig.init 18 0 0
attr BarkSemanticGenerationConfig.text_encoding_offset 1 0 0
attr BarkSemanticGenerationConfig.text_pad_token 1 0 0
attr BarkSemanticGenerationConfig.semantic_pad_token 1 0 0
attr BarkSemanticGenerationConfig.semantic_infer_token 1 0 0
attr BarkSemanticGenerationConfig.semantic_vocab_size 1 0 0
attr BarkSemanticGenerationConfig.max_input_semantic_length 1 0 0
attr BarkSemanticGenerationConfig.semantic_rate_hz 1 0 0
attr BarkSemanticGenerationConfig.min_eos_p 1 0 0
meth BarkCoarseGenerationConfig.init 16 2 0
attr BarkCoarseGenerationConfig.coarse_semantic_pad_token 1 0 0
attr BarkCoarseGenerationConfig.coarse_rate_hz 1 0 0
attr BarkCoarseGenerationConfig.n_coarse_codebooks 1 0 0
attr BarkCoarseGenerationConfig.coarse_infer_token 1 0 0
attr BarkCoarseGenerationConfig.max_coarse_input_length 1 0 0
attr BarkCoarseGenerationConfig.max_coarse_history 1 0 0
attr BarkCoarseGenerationConfig.sliding_window_len 1 0 0
meth BarkGenerationConfig.init 7 3 0
meth BarkGenerationConfig.from_sub_model_configs 5 3 0
meth BarkGenerationConfig.to_dict 1 0 0
attr BarkGenerationConfig.semantic_config 1 0 0
attr BarkGenerationConfig.coarse_acoustics_config 1 0 0
attr BarkGenerationConfig.fine_acoustics_config 1 0 0
attr BarkGenerationConfig.sample_rate 1 0 0
attr BarkGenerationConfig.codebook_size 1 0 0
attr logger 1 0 0

transformers.models.bark.modeling_bark (53 missing, 0 any)

Symbol Typable Typed Any
meth BarkFineModel.init 2 0 0
meth BarkFineModel.get_input_embeddings 1 0 0
meth BarkFineModel.set_input_embeddings 2 0 0
meth BarkFineModel.get_output_embeddings 1 0 0
meth BarkFineModel.set_output_embeddings 2 0 0
meth BarkFineModel._resize_token_embeddings 4 0 0
meth BarkFineModel.forward 11 10 0
meth BarkFineModel.generate 8 7 0
attr BarkFineModel.input_embeds_layers 1 0 0
attr BarkFineModel.position_embeds_layer 1 0 0
attr BarkFineModel.drop 1 0 0
attr BarkFineModel.layers 1 0 0
attr BarkFineModel.layernorm_final 1 0 0
attr BarkFineModel.lm_heads 1 0 0
attr BarkFineModel.gradient_checkpointing 1 0 0
attr BarkFineModel.n_codes_total 1 0 0
meth BarkSemanticModel.generate 6 5 0
meth BarkModel.init 2 0 0
meth BarkModel.enable_cpu_offload 3 1 0
meth BarkModel.codec_decode 3 0 0
meth BarkModel.generate 5 4 0
attr BarkModel.semantic 1 0 0
attr BarkModel.coarse_acoustics 1 0 0
attr BarkModel.fine_acoustics 1 0 0
attr BarkModel.codec_model 1 0 0
meth BarkPreTrainedModel._init_weights 2 0 0
meth BarkCausalModel.init 2 0 0
meth BarkCausalModel.get_output_embeddings 1 0 0
meth BarkCausalModel.get_input_embeddings 1 0 0
meth BarkCausalModel.set_input_embeddings 2 0 0
meth BarkCausalModel.forward 13 12 0
attr BarkCausalModel.input_embeds_layer 1 0 0
attr BarkCausalModel.position_embeds_layer 1 0 0
attr BarkCausalModel.drop 1 0 0
attr BarkCausalModel.layers 1 0 0
attr BarkCausalModel.layernorm_final 1 0 0
attr BarkCausalModel.lm_head 1 0 0
attr BarkCausalModel.gradient_checkpointing 1 0 0
meth BarkCoarseModel.preprocess_histories 7 6 0
meth BarkCoarseModel.generate 8 7 0

transformers.models.bark.processing_bark (25 missing, 0 any)

Symbol Typable Typed Any
meth BarkProcessor.init 3 0 0
meth BarkProcessor.from_pretrained 4 0 0
meth BarkProcessor.save_pretrained 6 1 0
meth BarkProcessor._load_voice_preset 3 1 0
meth BarkProcessor._validate_voice_preset_dict 2 1 0
meth BarkProcessor._verify_speaker_embeddings 2 1 0
meth BarkProcessor.call 9 1 0
attr BarkProcessor.speaker_embeddings 1 0 0

transformers.models.bart.configuration_bart (56 missing, 0 any)

Symbol Typable Typed Any
meth BartConfig.init 30 0 0
attr BartConfig.is_decoder 1 0 0
attr BartConfig.tie_word_embeddings 1 0 0
attr BartConfig.vocab_size 1 0 0
attr BartConfig.max_position_embeddings 1 0 0
attr BartConfig.d_model 1 0 0
attr BartConfig.encoder_ffn_dim 1 0 0
attr BartConfig.encoder_layers 1 0 0
attr BartConfig.encoder_attention_heads 1 0 0
attr BartConfig.decoder_ffn_dim 1 0 0
attr BartConfig.decoder_layers 1 0 0
attr BartConfig.decoder_attention_heads 1 0 0
attr BartConfig.dropout 1 0 0
attr BartConfig.attention_dropout 1 0 0
attr BartConfig.activation_dropout 1 0 0
attr BartConfig.activation_function 1 0 0
attr BartConfig.init_std 1 0 0
attr BartConfig.encoder_layerdrop 1 0 0
attr BartConfig.decoder_layerdrop 1 0 0
attr BartConfig.classifier_dropout 1 0 0
attr BartConfig.use_cache 1 0 0
attr BartConfig.num_hidden_layers 1 0 0
attr BartConfig.scale_embedding 1 0 0
attr BartConfig.pad_token_id 1 0 0
attr BartConfig.bos_token_id 1 0 0
attr BartConfig.eos_token_id 1 0 0
attr BartConfig.decoder_start_token_id 1 0 0

transformers.models.bart.modeling_bart (37 missing, 0 any)

Symbol Typable Typed Any
meth BartForSequenceClassification.init 3 1 0
meth BartForSequenceClassification.forward 15 14 0
attr BartForSequenceClassification.model 1 0 0
attr BartForSequenceClassification.classification_head 1 0 0
meth BartForQuestionAnswering.init 2 0 0
meth BartForQuestionAnswering.forward 16 15 0
attr BartForQuestionAnswering.num_labels 1 0 0
attr BartForQuestionAnswering.model 1 0 0
attr BartForQuestionAnswering.qa_outputs 1 0 0
meth BartPretrainedModel.init_subclass 1 0 0
meth BartForConditionalGeneration.init 2 1 0
meth BartForConditionalGeneration.forward 16 15 0
meth BartForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr BartForConditionalGeneration.model 1 0 0
attr BartForConditionalGeneration.lm_head 1 0 0
meth PretrainedBartModel.init_subclass 1 0 0
meth BartModel.init 2 1 0
meth BartModel.get_input_embeddings 1 0 0
meth BartModel.set_input_embeddings 2 0 0
meth BartModel.forward 15 14 0
attr BartModel.shared 1 0 0
attr BartModel.encoder 1 0 0
attr BartModel.decoder 1 0 0
meth BartPreTrainedModel._init_weights 2 0 0
prop BartPreTrainedModel.dummy_inputs 1 0 0
meth BartForCausalLM.init 2 0 0
meth BartForCausalLM.get_input_embeddings 1 0 0
meth BartForCausalLM.set_input_embeddings 2 0 0
meth BartForCausalLM.forward 15 14 0
attr BartForCausalLM.model 1 0 0
attr BartForCausalLM.lm_head 1 0 0

transformers.models.barthez.tokenization_barthez (11 missing, 0 any)

Symbol Typable Typed Any
meth BarthezTokenizer.init 11 1 0
attr BarthezTokenizer.add_prefix_space 1 0 0

transformers.models.bartpho.tokenization_bartpho (22 missing, 0 any)

Symbol Typable Typed Any
meth BartphoTokenizer.init 12 2 0
meth BartphoTokenizer.get_vocab 1 0 0
meth BartphoTokenizer._convert_token_to_id 2 0 0
meth BartphoTokenizer._convert_token_to_id_with_added_voc 2 0 0
meth BartphoTokenizer._convert_id_to_token 2 0 0
meth BartphoTokenizer._align_added_tokens_with_fairseq_vocab 1 0 0
prop BartphoTokenizer.vocab_size 1 0 0
attr BartphoTokenizer.monolingual_vocab_file 1 0 0
attr BartphoTokenizer.fairseq_tokens_to_ids 1 0 0
attr BartphoTokenizer.fairseq_ids_to_tokens 1 0 0

transformers.models.beit.configuration_beit (63 missing, 0 any)

Symbol Typable Typed Any
meth BeitConfig.init 33 0 0
attr BeitConfig.vocab_size 1 0 0
attr BeitConfig.hidden_size 1 0 0
attr BeitConfig.num_hidden_layers 1 0 0
attr BeitConfig.num_attention_heads 1 0 0
attr BeitConfig.intermediate_size 1 0 0
attr BeitConfig.hidden_act 1 0 0
attr BeitConfig.hidden_dropout_prob 1 0 0
attr BeitConfig.attention_probs_dropout_prob 1 0 0
attr BeitConfig.initializer_range 1 0 0
attr BeitConfig.layer_norm_eps 1 0 0
attr BeitConfig.image_size 1 0 0
attr BeitConfig.patch_size 1 0 0
attr BeitConfig.num_channels 1 0 0
attr BeitConfig.use_mask_token 1 0 0
attr BeitConfig.use_absolute_position_embeddings 1 0 0
attr BeitConfig.use_relative_position_bias 1 0 0
attr BeitConfig.use_shared_relative_position_bias 1 0 0
attr BeitConfig.layer_scale_init_value 1 0 0
attr BeitConfig.drop_path_rate 1 0 0
attr BeitConfig.use_mean_pooling 1 0 0
attr BeitConfig.pool_scales 1 0 0
attr BeitConfig.use_auxiliary_head 1 0 0
attr BeitConfig.auxiliary_loss_weight 1 0 0
attr BeitConfig.auxiliary_channels 1 0 0
attr BeitConfig.auxiliary_num_convs 1 0 0
attr BeitConfig.auxiliary_concat_input 1 0 0
attr BeitConfig.semantic_loss_ignore_index 1 0 0
attr BeitConfig.stage_names 1 0 0
attr BeitConfig.add_fpn 1 0 0
attr BeitConfig.reshape_hidden_states 1 0 0

transformers.models.beit.image_processing_beit (21 missing, 0 any)

Symbol Typable Typed Any
meth BeitImageProcessor.init 13 12 0
meth BeitImageProcessor.resize 7 6 0
meth BeitImageProcessor._preprocess 14 13 0
meth BeitImageProcessor._preprocess_segmentation_map 9 8 0
meth BeitImageProcessor.call 4 0 0
meth BeitImageProcessor.post_process_semantic_segmentation 3 1 0
attr BeitImageProcessor.do_resize 1 0 0
attr BeitImageProcessor.size 1 0 0
attr BeitImageProcessor.resample 1 0 0
attr BeitImageProcessor.do_center_crop 1 0 0
attr BeitImageProcessor.crop_size 1 0 0
attr BeitImageProcessor.do_rescale 1 0 0
attr BeitImageProcessor.rescale_factor 1 0 0
attr BeitImageProcessor.do_normalize 1 0 0
attr BeitImageProcessor.image_mean 1 0 0
attr BeitImageProcessor.image_std 1 0 0
attr BeitImageProcessor.do_reduce_labels 1 0 0

transformers.models.beit.image_processing_beit_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth BeitImageProcessorFast.init 2 1 0
meth BeitImageProcessorFast.reduce_label 2 1 0
meth BeitImageProcessorFast._preprocess 16 15 0
meth BeitImageProcessorFast.post_process_semantic_segmentation 3 1 0

transformers.models.beit.modeling_beit (42 missing, 0 any)

Symbol Typable Typed Any
meth BeitModel.get_input_embeddings 1 0 0
meth BeitModel.forward 8 7 0
attr BeitModel.embeddings 1 0 0
attr BeitModel.encoder 1 0 0
attr BeitModel.layernorm 1 0 0
attr BeitModel.pooler 1 0 0
meth BeitForSemanticSegmentation.compute_loss 4 0 0
meth BeitForSemanticSegmentation.forward 8 7 0
attr BeitForSemanticSegmentation.num_labels 1 0 0
attr BeitForSemanticSegmentation.beit 1 0 0
attr BeitForSemanticSegmentation.fpn1 1 0 0
attr BeitForSemanticSegmentation.fpn2 1 0 0
attr BeitForSemanticSegmentation.fpn3 1 0 0
attr BeitForSemanticSegmentation.fpn4 1 0 0
attr BeitForSemanticSegmentation.decode_head 1 0 0
attr BeitForSemanticSegmentation.auxiliary_head 1 0 0
meth BeitBackbone.init 2 0 0
meth BeitBackbone.get_input_embeddings 1 0 0
meth BeitBackbone.forward 6 5 0
attr BeitBackbone.num_features 1 0 0
attr BeitBackbone.embeddings 1 0 0
attr BeitBackbone.encoder 1 0 0
attr BeitBackbone.fpn1 1 0 0
attr BeitBackbone.fpn2 1 0 0
attr BeitBackbone.fpn3 1 0 0
attr BeitBackbone.fpn4 1 0 0
meth BeitForImageClassification.forward 8 7 0
attr BeitForImageClassification.num_labels 1 0 0
attr BeitForImageClassification.beit 1 0 0
attr BeitForImageClassification.classifier 1 0 0
meth BeitForMaskedImageModeling.get_output_embeddings 1 0 0
meth BeitForMaskedImageModeling.forward 9 8 0
attr BeitForMaskedImageModeling.num_labels 1 0 0
attr BeitForMaskedImageModeling.beit 1 0 0
attr BeitForMaskedImageModeling.layernorm 1 0 0
attr BeitForMaskedImageModeling.lm_head 1 0 0
meth BeitPreTrainedModel._init_weights 2 0 0

transformers.models.bert.configuration_bert (42 missing, 0 any)

Symbol Typable Typed Any
meth BertConfig.init 22 0 0
attr BertConfig.pad_token_id 1 0 0
attr BertConfig.is_decoder 1 0 0
attr BertConfig.add_cross_attention 1 0 0
attr BertConfig.bos_token_id 1 0 0
attr BertConfig.eos_token_id 1 0 0
attr BertConfig.tie_word_embeddings 1 0 0
attr BertConfig.vocab_size 1 0 0
attr BertConfig.hidden_size 1 0 0
attr BertConfig.num_hidden_layers 1 0 0
attr BertConfig.num_attention_heads 1 0 0
attr BertConfig.hidden_act 1 0 0
attr BertConfig.intermediate_size 1 0 0
attr BertConfig.hidden_dropout_prob 1 0 0
attr BertConfig.attention_probs_dropout_prob 1 0 0
attr BertConfig.max_position_embeddings 1 0 0
attr BertConfig.type_vocab_size 1 0 0
attr BertConfig.initializer_range 1 0 0
attr BertConfig.layer_norm_eps 1 0 0
attr BertConfig.use_cache 1 0 0
attr BertConfig.classifier_dropout 1 0 0

transformers.models.bert.modeling_bert (81 missing, 0 any)

Symbol Typable Typed Any
meth BertForTokenClassification.init 2 0 0
attr BertForTokenClassification.num_labels 1 0 0
attr BertForTokenClassification.bert 1 0 0
attr BertForTokenClassification.dropout 1 0 0
attr BertForTokenClassification.classifier 1 0 0
meth BertPreTrainedModel._init_weights 2 0 0
meth BertLMHeadModel.init 2 0 0
meth BertLMHeadModel.get_output_embeddings 1 0 0
meth BertLMHeadModel.set_output_embeddings 2 0 0
attr BertLMHeadModel.bert 1 0 0
attr BertLMHeadModel.cls 1 0 0
meth BertForMultipleChoice.init 2 0 0
attr BertForMultipleChoice.bert 1 0 0
attr BertForMultipleChoice.dropout 1 0 0
attr BertForMultipleChoice.classifier 1 0 0
meth BertForMaskedLM.init 2 0 0
meth BertForMaskedLM.get_output_embeddings 1 0 0
meth BertForMaskedLM.set_output_embeddings 2 0 0
attr BertForMaskedLM.bert 1 0 0
attr BertForMaskedLM.cls 1 0 0
meth BertLayer.init 3 0 0
meth BertLayer.feed_forward_chunk 2 0 0
attr BertLayer.chunk_size_feed_forward 1 0 0
attr BertLayer.seq_len_dim 1 0 0
attr BertLayer.attention 1 0 0
attr BertLayer.is_decoder 1 0 0
attr BertLayer.add_cross_attention 1 0 0
attr BertLayer.intermediate 1 0 0
attr BertLayer.output 1 0 0
attr BertLayer.crossattention 1 0 0
meth BertForPreTraining.init 2 0 0
meth BertForPreTraining.get_output_embeddings 1 0 0
meth BertForPreTraining.set_output_embeddings 2 0 0
attr BertForPreTraining.bert 1 0 0
attr BertForPreTraining.cls 1 0 0
meth BertForSequenceClassification.init 2 0 0
attr BertForSequenceClassification.num_labels 1 0 0
attr BertForSequenceClassification.config 1 0 0
attr BertForSequenceClassification.bert 1 0 0
attr BertForSequenceClassification.dropout 1 0 0
attr BertForSequenceClassification.classifier 1 0 0
meth BertModel.init 3 0 0
meth BertModel.get_input_embeddings 1 0 0
meth BertModel.set_input_embeddings 2 0 0
meth BertModel._create_attention_masks 7 0 0
attr BertModel.config 1 0 0
attr BertModel.gradient_checkpointing 1 0 0
attr BertModel.embeddings 1 0 0
attr BertModel.encoder 1 0 0
attr BertModel.pooler 1 0 0
meth BertForQuestionAnswering.init 2 0 0
attr BertForQuestionAnswering.num_labels 1 0 0
attr BertForQuestionAnswering.bert 1 0 0
attr BertForQuestionAnswering.qa_outputs 1 0 0
meth BertForNextSentencePrediction.init 2 0 0
attr BertForNextSentencePrediction.bert 1 0 0
attr BertForNextSentencePrediction.cls 1 0 0

transformers.models.bert.tokenization_bert (5 missing, 0 any)

Symbol Typable Typed Any
meth BertTokenizer.init 11 9 0
attr BertTokenizer.do_lower_case 1 0 0
attr BertTokenizer.tokenize_chinese_chars 1 0 0
attr BertTokenizer.strip_accents 1 0 0

transformers.models.bert.tokenization_bert_legacy (65 missing, 0 any)

Symbol Typable Typed Any
meth BasicTokenizer.init 6 0 0
meth BasicTokenizer.tokenize 3 0 0
meth BasicTokenizer._run_strip_accents 2 0 0
meth BasicTokenizer._run_split_on_punc 3 0 0
meth BasicTokenizer._tokenize_chinese_chars 2 0 0
meth BasicTokenizer._is_chinese_char 2 0 0
meth BasicTokenizer._clean_text 2 0 0
attr BasicTokenizer.do_lower_case 1 0 0
attr BasicTokenizer.never_split 1 0 0
attr BasicTokenizer.tokenize_chinese_chars 1 0 0
attr BasicTokenizer.strip_accents 1 0 0
attr BasicTokenizer.do_split_on_punc 1 0 0
meth WordpieceTokenizer.init 4 0 0
meth WordpieceTokenizer.tokenize 2 0 0
attr WordpieceTokenizer.vocab 1 0 0
attr WordpieceTokenizer.unk_token 1 0 0
attr WordpieceTokenizer.max_input_chars_per_word 1 0 0
meth BertTokenizerLegacy.init 14 0 0
meth BertTokenizerLegacy.get_vocab 1 0 0
meth BertTokenizerLegacy._tokenize 3 0 0
meth BertTokenizerLegacy._convert_token_to_id 2 0 0
meth BertTokenizerLegacy._convert_id_to_token 2 0 0
meth BertTokenizerLegacy.convert_tokens_to_string 2 0 0
prop BertTokenizerLegacy.do_lower_case 1 0 0
prop BertTokenizerLegacy.vocab_size 1 0 0
attr BertTokenizerLegacy.vocab 1 0 0
attr BertTokenizerLegacy.ids_to_tokens 1 0 0
attr BertTokenizerLegacy.do_basic_tokenize 1 0 0
attr BertTokenizerLegacy.wordpiece_tokenizer 1 0 0
attr BertTokenizerLegacy.basic_tokenizer 1 0 0

transformers.models.bert_generation.configuration_bert_generation (38 missing, 0 any)

Symbol Typable Typed Any
meth BertGenerationConfig.init 20 0 0
attr BertGenerationConfig.pad_token_id 1 0 0
attr BertGenerationConfig.bos_token_id 1 0 0
attr BertGenerationConfig.eos_token_id 1 0 0
attr BertGenerationConfig.tie_word_embeddings 1 0 0
attr BertGenerationConfig.is_decoder 1 0 0
attr BertGenerationConfig.add_cross_attention 1 0 0
attr BertGenerationConfig.vocab_size 1 0 0
attr BertGenerationConfig.hidden_size 1 0 0
attr BertGenerationConfig.num_hidden_layers 1 0 0
attr BertGenerationConfig.num_attention_heads 1 0 0
attr BertGenerationConfig.hidden_act 1 0 0
attr BertGenerationConfig.intermediate_size 1 0 0
attr BertGenerationConfig.hidden_dropout_prob 1 0 0
attr BertGenerationConfig.attention_probs_dropout_prob 1 0 0
attr BertGenerationConfig.max_position_embeddings 1 0 0
attr BertGenerationConfig.initializer_range 1 0 0
attr BertGenerationConfig.layer_norm_eps 1 0 0
attr BertGenerationConfig.use_cache 1 0 0

transformers.models.bert_generation.modeling_bert_generation (25 missing, 0 any)

Symbol Typable Typed Any
meth BertGenerationEncoder.init 2 0 0
meth BertGenerationEncoder.get_input_embeddings 1 0 0
meth BertGenerationEncoder.set_input_embeddings 2 0 0
meth BertGenerationEncoder._create_attention_masks 7 0 0
attr BertGenerationEncoder.config 1 0 0
attr BertGenerationEncoder.gradient_checkpointing 1 0 0
attr BertGenerationEncoder.embeddings 1 0 0
attr BertGenerationEncoder.encoder 1 0 0
meth BertGenerationDecoder.init 2 0 0
meth BertGenerationDecoder.get_output_embeddings 1 0 0
meth BertGenerationDecoder.set_output_embeddings 2 0 0
attr BertGenerationDecoder.bert 1 0 0
attr BertGenerationDecoder.lm_head 1 0 0
meth BertGenerationPreTrainedModel._init_weights 2 0 0

transformers.models.bert_generation.tokenization_bert_generation (8 missing, 0 any)

Symbol Typable Typed Any
meth BertGenerationTokenizer.init 9 2 0
attr BertGenerationTokenizer.sp_model_kwargs 1 0 0

transformers.models.bert_japanese.tokenization_bert_japanese (67 missing, 0 any)

Symbol Typable Typed Any
meth MecabTokenizer.init 6 2 0
meth MecabTokenizer.tokenize 4 0 0
attr MecabTokenizer.do_lower_case 1 0 0
attr MecabTokenizer.never_split 1 0 0
attr MecabTokenizer.normalize_text 1 0 0
attr MecabTokenizer.mecab 1 0 0
meth BertJapaneseTokenizer.init 18 0 0
meth BertJapaneseTokenizer.getstate 1 0 0
meth BertJapaneseTokenizer.setstate 2 0 0
meth BertJapaneseTokenizer._tokenize 2 0 0
meth BertJapaneseTokenizer.get_vocab 1 0 0
meth BertJapaneseTokenizer._convert_token_to_id 2 0 0
meth BertJapaneseTokenizer._convert_id_to_token 2 0 0
meth BertJapaneseTokenizer.convert_tokens_to_string 2 0 0
prop BertJapaneseTokenizer.do_lower_case 1 0 0
prop BertJapaneseTokenizer.vocab_size 1 0 0
attr BertJapaneseTokenizer.do_word_tokenize 1 0 0
attr BertJapaneseTokenizer.word_tokenizer_type 1 0 0
attr BertJapaneseTokenizer.lower_case 1 0 0
attr BertJapaneseTokenizer.never_split 1 0 0
attr BertJapaneseTokenizer.mecab_kwargs 1 0 0
attr BertJapaneseTokenizer.sudachi_kwargs 1 0 0
attr BertJapaneseTokenizer.jumanpp_kwargs 1 0 0
attr BertJapaneseTokenizer.do_subword_tokenize 1 0 0
attr BertJapaneseTokenizer.subword_tokenizer_type 1 0 0
attr BertJapaneseTokenizer.spm_file 1 0 0
attr BertJapaneseTokenizer.vocab 1 0 0
attr BertJapaneseTokenizer.ids_to_tokens 1 0 0
attr BertJapaneseTokenizer.word_tokenizer 1 0 0
attr BertJapaneseTokenizer.subword_tokenizer 1 0 0
meth CharacterTokenizer.init 4 0 0
meth CharacterTokenizer.tokenize 2 0 0
attr CharacterTokenizer.vocab 1 0 0
attr CharacterTokenizer.unk_token 1 0 0
attr CharacterTokenizer.normalize_text 1 0 0

transformers.models.bertweet.tokenization_bertweet (40 missing, 0 any)

Symbol Typable Typed Any
meth BertweetTokenizer.init 12 0 0
meth BertweetTokenizer.get_vocab 1 0 0
meth BertweetTokenizer.bpe 2 0 0
meth BertweetTokenizer._tokenize 2 0 0
meth BertweetTokenizer.normalizeTweet 2 0 0
meth BertweetTokenizer.normalizeToken 2 0 0
meth BertweetTokenizer._convert_token_to_id 2 0 0
meth BertweetTokenizer._convert_id_to_token 2 0 0
meth BertweetTokenizer.convert_tokens_to_string 2 0 0
meth BertweetTokenizer.add_from_file 2 0 0
prop BertweetTokenizer.vocab_size 1 0 0
attr BertweetTokenizer.vocab_file 1 0 0
attr BertweetTokenizer.merges_file 1 0 0
attr BertweetTokenizer.encoder 1 0 0
attr BertweetTokenizer.decoder 1 0 0
attr BertweetTokenizer.bpe_ranks 1 0 0
attr BertweetTokenizer.cache 1 0 0
attr BertweetTokenizer.normalization 1 0 0
attr BertweetTokenizer.tweetPreprocessor 1 0 0
attr BertweetTokenizer.special_puncts 1 0 0
attr BertweetTokenizer.demojizer 1 0 0

transformers.models.big_bird.configuration_big_bird (54 missing, 0 any)

Symbol Typable Typed Any
meth BigBirdConfig.init 28 0 0
attr BigBirdConfig.pad_token_id 1 0 0
attr BigBirdConfig.bos_token_id 1 0 0
attr BigBirdConfig.eos_token_id 1 0 0
attr BigBirdConfig.sep_token_id 1 0 0
attr BigBirdConfig.tie_word_embeddings 1 0 0
attr BigBirdConfig.is_decoder 1 0 0
attr BigBirdConfig.add_cross_attention 1 0 0
attr BigBirdConfig.vocab_size 1 0 0
attr BigBirdConfig.max_position_embeddings 1 0 0
attr BigBirdConfig.hidden_size 1 0 0
attr BigBirdConfig.num_hidden_layers 1 0 0
attr BigBirdConfig.num_attention_heads 1 0 0
attr BigBirdConfig.intermediate_size 1 0 0
attr BigBirdConfig.hidden_act 1 0 0
attr BigBirdConfig.hidden_dropout_prob 1 0 0
attr BigBirdConfig.attention_probs_dropout_prob 1 0 0
attr BigBirdConfig.initializer_range 1 0 0
attr BigBirdConfig.type_vocab_size 1 0 0
attr BigBirdConfig.layer_norm_eps 1 0 0
attr BigBirdConfig.use_cache 1 0 0
attr BigBirdConfig.rescale_embeddings 1 0 0
attr BigBirdConfig.attention_type 1 0 0
attr BigBirdConfig.use_bias 1 0 0
attr BigBirdConfig.block_size 1 0 0
attr BigBirdConfig.num_random_blocks 1 0 0
attr BigBirdConfig.classifier_dropout 1 0 0

transformers.models.big_bird.modeling_big_bird (99 missing, 0 any)

Symbol Typable Typed Any
meth BigBirdLayer.init 3 0 0
meth BigBirdLayer.set_attention_type 3 1 0
meth BigBirdLayer.forward 12 0 0
meth BigBirdLayer.feed_forward_chunk 2 0 0
attr BigBirdLayer.config 1 0 0
attr BigBirdLayer.attention_type 1 0 0
attr BigBirdLayer.chunk_size_feed_forward 1 0 0
attr BigBirdLayer.seq_len_dim 1 0 0
attr BigBirdLayer.attention 1 0 0
attr BigBirdLayer.is_decoder 1 0 0
attr BigBirdLayer.add_cross_attention 1 0 0
attr BigBirdLayer.intermediate 1 0 0
attr BigBirdLayer.output 1 0 0
attr BigBirdLayer.crossattention 1 0 0
meth BigBirdForMultipleChoice.init 2 0 0
meth BigBirdForMultipleChoice.forward 11 10 0
attr BigBirdForMultipleChoice.bert 1 0 0
attr BigBirdForMultipleChoice.dropout 1 0 0
attr BigBirdForMultipleChoice.classifier 1 0 0
meth BigBirdPreTrainedModel._init_weights 2 0 0
meth BigBirdModel.init 3 0 0
meth BigBirdModel.get_input_embeddings 1 0 0
meth BigBirdModel.set_input_embeddings 2 0 0
meth BigBirdModel.set_attention_type 2 1 0
meth BigBirdModel.forward 15 14 0
meth BigBirdModel.create_masks_for_block_sparse_attn 3 2 0
meth BigBirdModel._pad_to_block_size 7 6 0
attr BigBirdModel.attention_type 1 0 0
attr BigBirdModel.block_size 1 0 0
attr BigBirdModel.embeddings 1 0 0
attr BigBirdModel.encoder 1 0 0
attr BigBirdModel.pooler 1 0 0
attr BigBirdModel.activation 1 0 0
meth BigBirdForCausalLM.init 2 0 0
meth BigBirdForCausalLM.get_output_embeddings 1 0 0
meth BigBirdForCausalLM.set_output_embeddings 2 0 0
meth BigBirdForCausalLM.forward 17 16 0
attr BigBirdForCausalLM.bert 1 0 0
attr BigBirdForCausalLM.cls 1 0 0
meth BigBirdForPreTraining.init 2 0 0
meth BigBirdForPreTraining.get_output_embeddings 1 0 0
meth BigBirdForPreTraining.set_output_embeddings 2 0 0
meth BigBirdForPreTraining.forward 12 11 0
attr BigBirdForPreTraining.bert 1 0 0
attr BigBirdForPreTraining.cls 1 0 0
meth BigBirdForTokenClassification.init 2 0 0
meth BigBirdForTokenClassification.forward 11 10 0
attr BigBirdForTokenClassification.num_labels 1 0 0
attr BigBirdForTokenClassification.bert 1 0 0
attr BigBirdForTokenClassification.dropout 1 0 0
attr BigBirdForTokenClassification.classifier 1 0 0
meth BigBirdForMaskedLM.init 2 0 0
meth BigBirdForMaskedLM.get_output_embeddings 1 0 0
meth BigBirdForMaskedLM.set_output_embeddings 2 0 0
meth BigBirdForMaskedLM.forward 13 12 0
attr BigBirdForMaskedLM.bert 1 0 0
attr BigBirdForMaskedLM.cls 1 0 0
meth BigBirdForSequenceClassification.init 2 0 0
meth BigBirdForSequenceClassification.forward 11 10 0
attr BigBirdForSequenceClassification.num_labels 1 0 0
attr BigBirdForSequenceClassification.bert 1 0 0
attr BigBirdForSequenceClassification.classifier 1 0 0
meth BigBirdForQuestionAnswering.init 3 0 0
meth BigBirdForQuestionAnswering.forward 13 12 0
meth BigBirdForQuestionAnswering.prepare_question_mask 3 2 0
attr BigBirdForQuestionAnswering.num_labels 1 0 0
attr BigBirdForQuestionAnswering.sep_token_id 1 0 0
attr BigBirdForQuestionAnswering.bert 1 0 0
attr BigBirdForQuestionAnswering.qa_classifier 1 0 0

transformers.models.big_bird.tokenization_big_bird (11 missing, 0 any)

Symbol Typable Typed Any
meth BigBirdTokenizer.init 11 1 0
attr BigBirdTokenizer.add_prefix_space 1 0 0

transformers.models.bigbird_pegasus.configuration_bigbird_pegasus (62 missing, 0 any)

Symbol Typable Typed Any
meth BigBirdPegasusConfig.init 32 0 0
attr BigBirdPegasusConfig.is_decoder 1 0 0
attr BigBirdPegasusConfig.tie_word_embeddings 1 0 0
attr BigBirdPegasusConfig.vocab_size 1 0 0
attr BigBirdPegasusConfig.max_position_embeddings 1 0 0
attr BigBirdPegasusConfig.d_model 1 0 0
attr BigBirdPegasusConfig.encoder_ffn_dim 1 0 0
attr BigBirdPegasusConfig.encoder_layers 1 0 0
attr BigBirdPegasusConfig.encoder_attention_heads 1 0 0
attr BigBirdPegasusConfig.decoder_ffn_dim 1 0 0
attr BigBirdPegasusConfig.decoder_layers 1 0 0
attr BigBirdPegasusConfig.decoder_attention_heads 1 0 0
attr BigBirdPegasusConfig.dropout 1 0 0
attr BigBirdPegasusConfig.attention_dropout 1 0 0
attr BigBirdPegasusConfig.activation_dropout 1 0 0
attr BigBirdPegasusConfig.activation_function 1 0 0
attr BigBirdPegasusConfig.init_std 1 0 0
attr BigBirdPegasusConfig.encoder_layerdrop 1 0 0
attr BigBirdPegasusConfig.decoder_layerdrop 1 0 0
attr BigBirdPegasusConfig.classifier_dropout 1 0 0
attr BigBirdPegasusConfig.use_cache 1 0 0
attr BigBirdPegasusConfig.num_hidden_layers 1 0 0
attr BigBirdPegasusConfig.scale_embedding 1 0 0
attr BigBirdPegasusConfig.attention_type 1 0 0
attr BigBirdPegasusConfig.block_size 1 0 0
attr BigBirdPegasusConfig.num_random_blocks 1 0 0
attr BigBirdPegasusConfig.use_bias 1 0 0
attr BigBirdPegasusConfig.pad_token_id 1 0 0
attr BigBirdPegasusConfig.bos_token_id 1 0 0
attr BigBirdPegasusConfig.eos_token_id 1 0 0
attr BigBirdPegasusConfig.decoder_start_token_id 1 0 0

transformers.models.bigbird_pegasus.modeling_bigbird_pegasus (35 missing, 0 any)

Symbol Typable Typed Any
meth BigBirdPegasusForCausalLM.init 2 0 0
meth BigBirdPegasusForCausalLM.get_input_embeddings 1 0 0
meth BigBirdPegasusForCausalLM.set_input_embeddings 2 0 0
meth BigBirdPegasusForCausalLM.forward 15 14 0
attr BigBirdPegasusForCausalLM.model 1 0 0
attr BigBirdPegasusForCausalLM.lm_head 1 0 0
meth BigBirdPegasusForConditionalGeneration.init 2 1 0
meth BigBirdPegasusForConditionalGeneration.forward 16 15 0
meth BigBirdPegasusForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr BigBirdPegasusForConditionalGeneration.model 1 0 0
attr BigBirdPegasusForConditionalGeneration.lm_head 1 0 0
meth BigBirdPegasusPreTrainedModel._init_weights 2 0 0
prop BigBirdPegasusPreTrainedModel.dummy_inputs 1 0 0
meth BigBirdPegasusForSequenceClassification.init 3 1 0
meth BigBirdPegasusForSequenceClassification.forward 15 14 0
attr BigBirdPegasusForSequenceClassification.model 1 0 0
attr BigBirdPegasusForSequenceClassification.classification_head 1 0 0
meth BigBirdPegasusForQuestionAnswering.init 2 0 0
meth BigBirdPegasusForQuestionAnswering.forward 16 15 0
attr BigBirdPegasusForQuestionAnswering.num_labels 1 0 0
attr BigBirdPegasusForQuestionAnswering.model 1 0 0
attr BigBirdPegasusForQuestionAnswering.qa_outputs 1 0 0
meth BigBirdPegasusModel.init 2 1 0
meth BigBirdPegasusModel.get_input_embeddings 1 0 0
meth BigBirdPegasusModel.set_input_embeddings 2 0 0
meth BigBirdPegasusModel.forward 15 14 0
attr BigBirdPegasusModel.shared 1 0 0
attr BigBirdPegasusModel.encoder 1 0 0
attr BigBirdPegasusModel.decoder 1 0 0

transformers.models.biogpt.configuration_biogpt (40 missing, 0 any)

Symbol Typable Typed Any
meth BioGptConfig.init 21 0 0
attr BioGptConfig.vocab_size 1 0 0
attr BioGptConfig.max_position_embeddings 1 0 0
attr BioGptConfig.hidden_size 1 0 0
attr BioGptConfig.num_hidden_layers 1 0 0
attr BioGptConfig.num_attention_heads 1 0 0
attr BioGptConfig.intermediate_size 1 0 0
attr BioGptConfig.hidden_act 1 0 0
attr BioGptConfig.hidden_dropout_prob 1 0 0
attr BioGptConfig.attention_probs_dropout_prob 1 0 0
attr BioGptConfig.initializer_range 1 0 0
attr BioGptConfig.layer_norm_eps 1 0 0
attr BioGptConfig.scale_embedding 1 0 0
attr BioGptConfig.use_cache 1 0 0
attr BioGptConfig.layerdrop 1 0 0
attr BioGptConfig.activation_dropout 1 0 0
attr BioGptConfig.pad_token_id 1 0 0
attr BioGptConfig.bos_token_id 1 0 0
attr BioGptConfig.eos_token_id 1 0 0
attr BioGptConfig.tie_word_embeddings 1 0 0

transformers.models.biogpt.modeling_biogpt (32 missing, 0 any)

Symbol Typable Typed Any
meth BioGptForSequenceClassification.init 2 1 0
meth BioGptForSequenceClassification.forward 14 13 0
meth BioGptForSequenceClassification.get_input_embeddings 1 0 0
meth BioGptForSequenceClassification.set_input_embeddings 2 0 0
attr BioGptForSequenceClassification.num_labels 1 0 0
attr BioGptForSequenceClassification.biogpt 1 0 0
attr BioGptForSequenceClassification.score 1 0 0
meth BioGptModel.init 2 1 0
attr BioGptModel.layerdrop 1 0 0
attr BioGptModel.dropout 1 0 0
attr BioGptModel.embed_dim 1 0 0
attr BioGptModel.padding_idx 1 0 0
attr BioGptModel.embed_tokens 1 0 0
attr BioGptModel.embed_positions 1 0 0
attr BioGptModel.layers 1 0 0
attr BioGptModel.layer_norm 1 0 0
attr BioGptModel.gradient_checkpointing 1 0 0
meth BioGptForCausalLM.init 2 0 0
meth BioGptForCausalLM.get_output_embeddings 1 0 0
meth BioGptForCausalLM.set_output_embeddings 2 0 0
attr BioGptForCausalLM.biogpt 1 0 0
attr BioGptForCausalLM.output_projection 1 0 0
meth BioGptForTokenClassification.init 2 0 0
meth BioGptForTokenClassification.forward 14 13 0
attr BioGptForTokenClassification.num_labels 1 0 0
attr BioGptForTokenClassification.biogpt 1 0 0
attr BioGptForTokenClassification.dropout 1 0 0
attr BioGptForTokenClassification.classifier 1 0 0

transformers.models.biogpt.modular_biogpt (32 missing, 0 any)

Symbol Typable Typed Any
meth BioGptForSequenceClassification.init 2 1 0
meth BioGptForSequenceClassification.forward 14 13 0
meth BioGptForSequenceClassification.get_input_embeddings 1 0 0
meth BioGptForSequenceClassification.set_input_embeddings 2 0 0
attr BioGptForSequenceClassification.num_labels 1 0 0
attr BioGptForSequenceClassification.biogpt 1 0 0
attr BioGptForSequenceClassification.score 1 0 0
meth BioGptModel.init 2 1 0
attr BioGptModel.layerdrop 1 0 0
attr BioGptModel.dropout 1 0 0
attr BioGptModel.embed_dim 1 0 0
attr BioGptModel.padding_idx 1 0 0
attr BioGptModel.embed_tokens 1 0 0
attr BioGptModel.embed_positions 1 0 0
attr BioGptModel.layers 1 0 0
attr BioGptModel.layer_norm 1 0 0
attr BioGptModel.gradient_checkpointing 1 0 0
meth BioGptForCausalLM.init 2 0 0
meth BioGptForCausalLM.get_output_embeddings 1 0 0
meth BioGptForCausalLM.set_output_embeddings 2 0 0
attr BioGptForCausalLM.biogpt 1 0 0
attr BioGptForCausalLM.output_projection 1 0 0
meth BioGptForTokenClassification.init 2 0 0
meth BioGptForTokenClassification.forward 14 13 0
attr BioGptForTokenClassification.num_labels 1 0 0
attr BioGptForTokenClassification.biogpt 1 0 0
attr BioGptForTokenClassification.dropout 1 0 0
attr BioGptForTokenClassification.classifier 1 0 0

transformers.models.biogpt.tokenization_biogpt (39 missing, 0 any)

Symbol Typable Typed Any
meth BioGptTokenizer.init 9 0 0
meth BioGptTokenizer.get_vocab 1 0 0
meth BioGptTokenizer.moses_tokenize 3 0 0
meth BioGptTokenizer.moses_detokenize 3 0 0
meth BioGptTokenizer.bpe 2 0 0
meth BioGptTokenizer._tokenize 3 0 0
meth BioGptTokenizer._convert_token_to_id 2 0 0
meth BioGptTokenizer._convert_id_to_token 2 0 0
meth BioGptTokenizer.convert_tokens_to_string 2 0 0
meth BioGptTokenizer.getstate 1 0 0
meth BioGptTokenizer.setstate 2 0 0
prop BioGptTokenizer.vocab_size 1 0 0
attr BioGptTokenizer.lang 1 0 0
attr BioGptTokenizer.sm 1 0 0
attr BioGptTokenizer.cache_moses_tokenizer 1 0 0
attr BioGptTokenizer.cache_moses_detokenizer 1 0 0
attr BioGptTokenizer.decoder 1 0 0
attr BioGptTokenizer.bpe_ranks 1 0 0
attr BioGptTokenizer.cache 1 0 0
attr BioGptTokenizer.encoder 1 0 0

transformers.models.bit.configuration_bit (29 missing, 0 any)

Symbol Typable Typed Any
meth BitConfig.init 16 0 0
attr BitConfig.num_channels 1 0 0
attr BitConfig.embedding_size 1 0 0
attr BitConfig.hidden_sizes 1 0 0
attr BitConfig.depths 1 0 0
attr BitConfig.layer_type 1 0 0
attr BitConfig.hidden_act 1 0 0
attr BitConfig.global_padding 1 0 0
attr BitConfig.num_groups 1 0 0
attr BitConfig.drop_path_rate 1 0 0
attr BitConfig.embedding_dynamic_padding 1 0 0
attr BitConfig.output_stride 1 0 0
attr BitConfig.width_factor 1 0 0
attr BitConfig.stage_names 1 0 0

transformers.models.bit.image_processing_bit (13 missing, 0 any)

Symbol Typable Typed Any
meth BitImageProcessor.init 13 12 0
meth BitImageProcessor.resize 7 6 0
attr BitImageProcessor.do_resize 1 0 0
attr BitImageProcessor.size 1 0 0
attr BitImageProcessor.resample 1 0 0
attr BitImageProcessor.do_center_crop 1 0 0
attr BitImageProcessor.crop_size 1 0 0
attr BitImageProcessor.do_rescale 1 0 0
attr BitImageProcessor.rescale_factor 1 0 0
attr BitImageProcessor.do_normalize 1 0 0
attr BitImageProcessor.image_mean 1 0 0
attr BitImageProcessor.image_std 1 0 0
attr BitImageProcessor.do_convert_rgb 1 0 0

transformers.models.bit.modeling_bit (20 missing, 0 any)

Symbol Typable Typed Any
meth BitForImageClassification.init 2 0 0
meth BitForImageClassification.forward 6 5 0
attr BitForImageClassification.num_labels 1 0 0
attr BitForImageClassification.bit 1 0 0
attr BitForImageClassification.classifier 1 0 0
meth BitPreTrainedModel._init_weights 2 0 0
meth BitModel.init 2 0 0
meth BitModel.forward 5 4 0
attr BitModel.embedder 1 0 0
attr BitModel.encoder 1 0 0
attr BitModel.norm 1 0 0
attr BitModel.pooler 1 0 0
meth BitBackbone.init 2 0 0
meth BitBackbone.forward 5 4 0
attr BitBackbone.bit 1 0 0
attr BitBackbone.num_features 1 0 0

transformers.models.bitnet.configuration_bitnet (20 missing, 0 any)

Symbol Typable Typed Any
meth BitNetConfig.init 20 18 0
attr BitNetConfig.vocab_size 1 0 0
attr BitNetConfig.max_position_embeddings 1 0 0
attr BitNetConfig.hidden_size 1 0 0
attr BitNetConfig.intermediate_size 1 0 0
attr BitNetConfig.num_hidden_layers 1 0 0
attr BitNetConfig.num_attention_heads 1 0 0
attr BitNetConfig.num_key_value_heads 1 0 0
attr BitNetConfig.hidden_act 1 0 0
attr BitNetConfig.initializer_range 1 0 0
attr BitNetConfig.rms_norm_eps 1 0 0
attr BitNetConfig.use_cache 1 0 0
attr BitNetConfig.attention_bias 1 0 0
attr BitNetConfig.attention_dropout 1 0 0
attr BitNetConfig.rope_parameters 1 0 0
attr BitNetConfig.tie_word_embeddings 1 0 0
attr BitNetConfig.pad_token_id 1 0 0
attr BitNetConfig.bos_token_id 1 0 0
attr BitNetConfig.eos_token_id 1 0 0

transformers.models.bitnet.modeling_bitnet (13 missing, 0 any)

Symbol Typable Typed Any
meth BitNetModel.init 2 1 0
attr BitNetModel.padding_idx 1 0 0
attr BitNetModel.vocab_size 1 0 0
attr BitNetModel.embed_tokens 1 0 0
attr BitNetModel.layers 1 0 0
attr BitNetModel.norm 1 0 0
attr BitNetModel.rotary_emb 1 0 0
attr BitNetModel.gradient_checkpointing 1 0 0
meth BitNetForCausalLM.init 2 0 0
attr BitNetForCausalLM.model 1 0 0
attr BitNetForCausalLM.vocab_size 1 0 0
attr BitNetForCausalLM.lm_head 1 0 0

transformers.models.bitnet.modular_bitnet (2 missing, 0 any)

Symbol Typable Typed Any
attr BitNetPreTrainedModel 1 0 0
meth BitNetForCausalLM.forward 2 1 0

transformers.models.blenderbot.configuration_blenderbot (54 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotConfig.init 29 0 0
attr BlenderbotConfig.is_decoder 1 0 0
attr BlenderbotConfig.tie_word_embeddings 1 0 0
attr BlenderbotConfig.vocab_size 1 0 0
attr BlenderbotConfig.max_position_embeddings 1 0 0
attr BlenderbotConfig.d_model 1 0 0
attr BlenderbotConfig.encoder_ffn_dim 1 0 0
attr BlenderbotConfig.encoder_layers 1 0 0
attr BlenderbotConfig.encoder_attention_heads 1 0 0
attr BlenderbotConfig.decoder_ffn_dim 1 0 0
attr BlenderbotConfig.decoder_layers 1 0 0
attr BlenderbotConfig.decoder_attention_heads 1 0 0
attr BlenderbotConfig.dropout 1 0 0
attr BlenderbotConfig.attention_dropout 1 0 0
attr BlenderbotConfig.activation_dropout 1 0 0
attr BlenderbotConfig.activation_function 1 0 0
attr BlenderbotConfig.init_std 1 0 0
attr BlenderbotConfig.encoder_layerdrop 1 0 0
attr BlenderbotConfig.decoder_layerdrop 1 0 0
attr BlenderbotConfig.use_cache 1 0 0
attr BlenderbotConfig.num_hidden_layers 1 0 0
attr BlenderbotConfig.scale_embedding 1 0 0
attr BlenderbotConfig.pad_token_id 1 0 0
attr BlenderbotConfig.bos_token_id 1 0 0
attr BlenderbotConfig.eos_token_id 1 0 0
attr BlenderbotConfig.decoder_start_token_id 1 0 0

transformers.models.blenderbot.modeling_blenderbot (23 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotModel.init 2 1 0
meth BlenderbotModel.get_input_embeddings 1 0 0
meth BlenderbotModel.set_input_embeddings 2 0 0
meth BlenderbotModel.forward 15 14 0
attr BlenderbotModel.shared 1 0 0
attr BlenderbotModel.encoder 1 0 0
attr BlenderbotModel.decoder 1 0 0
meth BlenderbotForCausalLM.init 2 0 0
meth BlenderbotForCausalLM.get_input_embeddings 1 0 0
meth BlenderbotForCausalLM.set_input_embeddings 2 0 0
meth BlenderbotForCausalLM.forward 15 14 0
attr BlenderbotForCausalLM.model 1 0 0
attr BlenderbotForCausalLM.lm_head 1 0 0
meth BlenderbotPreTrainedModel._init_weights 2 0 0
prop BlenderbotPreTrainedModel.dummy_inputs 1 0 0
meth BlenderbotForConditionalGeneration.init 2 1 0
meth BlenderbotForConditionalGeneration.forward 16 15 0
attr BlenderbotForConditionalGeneration.model 1 0 0
attr BlenderbotForConditionalGeneration.lm_head 1 0 0

transformers.models.blenderbot.tokenization_blenderbot (13 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotTokenizer.init 12 0 0
attr BlenderbotTokenizer.add_prefix_space 1 0 0

transformers.models.blenderbot_small.configuration_blenderbot_small (53 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotSmallConfig.init 28 0 0
attr BlenderbotSmallConfig.is_decoder 1 0 0
attr BlenderbotSmallConfig.tie_word_embeddings 1 0 0
attr BlenderbotSmallConfig.vocab_size 1 0 0
attr BlenderbotSmallConfig.max_position_embeddings 1 0 0
attr BlenderbotSmallConfig.d_model 1 0 0
attr BlenderbotSmallConfig.encoder_ffn_dim 1 0 0
attr BlenderbotSmallConfig.encoder_layers 1 0 0
attr BlenderbotSmallConfig.encoder_attention_heads 1 0 0
attr BlenderbotSmallConfig.decoder_ffn_dim 1 0 0
attr BlenderbotSmallConfig.decoder_layers 1 0 0
attr BlenderbotSmallConfig.decoder_attention_heads 1 0 0
attr BlenderbotSmallConfig.dropout 1 0 0
attr BlenderbotSmallConfig.attention_dropout 1 0 0
attr BlenderbotSmallConfig.activation_dropout 1 0 0
attr BlenderbotSmallConfig.activation_function 1 0 0
attr BlenderbotSmallConfig.init_std 1 0 0
attr BlenderbotSmallConfig.encoder_layerdrop 1 0 0
attr BlenderbotSmallConfig.decoder_layerdrop 1 0 0
attr BlenderbotSmallConfig.use_cache 1 0 0
attr BlenderbotSmallConfig.num_hidden_layers 1 0 0
attr BlenderbotSmallConfig.scale_embedding 1 0 0
attr BlenderbotSmallConfig.pad_token_id 1 0 0
attr BlenderbotSmallConfig.bos_token_id 1 0 0
attr BlenderbotSmallConfig.eos_token_id 1 0 0
attr BlenderbotSmallConfig.decoder_start_token_id 1 0 0

transformers.models.blenderbot_small.modeling_blenderbot_small (23 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotSmallPreTrainedModel._init_weights 2 0 0
prop BlenderbotSmallPreTrainedModel.dummy_inputs 1 0 0
meth BlenderbotSmallModel.init 2 1 0
meth BlenderbotSmallModel.get_input_embeddings 1 0 0
meth BlenderbotSmallModel.set_input_embeddings 2 0 0
meth BlenderbotSmallModel.forward 15 14 0
attr BlenderbotSmallModel.shared 1 0 0
attr BlenderbotSmallModel.encoder 1 0 0
attr BlenderbotSmallModel.decoder 1 0 0
meth BlenderbotSmallForCausalLM.init 2 0 0
meth BlenderbotSmallForCausalLM.get_input_embeddings 1 0 0
meth BlenderbotSmallForCausalLM.set_input_embeddings 2 0 0
meth BlenderbotSmallForCausalLM.forward 15 14 0
attr BlenderbotSmallForCausalLM.model 1 0 0
attr BlenderbotSmallForCausalLM.lm_head 1 0 0
meth BlenderbotSmallForConditionalGeneration.init 2 1 0
meth BlenderbotSmallForConditionalGeneration.forward 16 15 0
attr BlenderbotSmallForConditionalGeneration.model 1 0 0
attr BlenderbotSmallForConditionalGeneration.lm_head 1 0 0

transformers.models.blenderbot_small.tokenization_blenderbot_small (13 missing, 0 any)

Symbol Typable Typed Any
meth BlenderbotSmallTokenizer.init 8 0 0
attr BlenderbotSmallTokenizer.decoder 1 0 0
attr BlenderbotSmallTokenizer.bpe_ranks 1 0 0
attr BlenderbotSmallTokenizer.cache 1 0 0
attr BlenderbotSmallTokenizer.special_tokens_pattern 1 0 0
attr BlenderbotSmallTokenizer.encoder 1 0 0

transformers.models.blip.configuration_blip (84 missing, 0 any)

Symbol Typable Typed Any
meth BlipVisionConfig.init 13 0 0
attr BlipVisionConfig.hidden_size 1 0 0
attr BlipVisionConfig.intermediate_size 1 0 0
attr BlipVisionConfig.projection_dim 1 0 0
attr BlipVisionConfig.num_hidden_layers 1 0 0
attr BlipVisionConfig.num_attention_heads 1 0 0
attr BlipVisionConfig.patch_size 1 0 0
attr BlipVisionConfig.image_size 1 0 0
attr BlipVisionConfig.initializer_range 1 0 0
attr BlipVisionConfig.attention_dropout 1 0 0
attr BlipVisionConfig.layer_norm_eps 1 0 0
attr BlipVisionConfig.hidden_act 1 0 0
meth BlipConfig.init 9 0 0
attr BlipConfig.text_config 1 0 0
attr BlipConfig.vision_config 1 0 0
attr BlipConfig.projection_dim 1 0 0
attr BlipConfig.logit_scale_init_value 1 0 0
attr BlipConfig.initializer_factor 1 0 0
attr BlipConfig.initializer_range 1 0 0
attr BlipConfig.image_text_hidden_size 1 0 0
attr BlipConfig.label_smoothing 1 0 0
attr BlipConfig.tie_word_embeddings 1 0 0
meth BlipTextConfig.init 22 0 0
attr BlipTextConfig.pad_token_id 1 0 0
attr BlipTextConfig.bos_token_id 1 0 0
attr BlipTextConfig.eos_token_id 1 0 0
attr BlipTextConfig.sep_token_id 1 0 0
attr BlipTextConfig.vocab_size 1 0 0
attr BlipTextConfig.hidden_size 1 0 0
attr BlipTextConfig.encoder_hidden_size 1 0 0
attr BlipTextConfig.intermediate_size 1 0 0
attr BlipTextConfig.projection_dim 1 0 0
attr BlipTextConfig.hidden_dropout_prob 1 0 0
attr BlipTextConfig.num_hidden_layers 1 0 0
attr BlipTextConfig.num_attention_heads 1 0 0
attr BlipTextConfig.max_position_embeddings 1 0 0
attr BlipTextConfig.layer_norm_eps 1 0 0
attr BlipTextConfig.hidden_act 1 0 0
attr BlipTextConfig.initializer_range 1 0 0
attr BlipTextConfig.attention_probs_dropout_prob 1 0 0
attr BlipTextConfig.is_decoder 1 0 0
attr BlipTextConfig.use_cache 1 0 0
attr BlipTextConfig.label_smoothing 1 0 0

transformers.models.blip.image_processing_blip (11 missing, 0 any)

Symbol Typable Typed Any
meth BlipImageProcessor.init 11 10 0
meth BlipImageProcessor.resize 7 6 0
attr BlipImageProcessor.do_resize 1 0 0
attr BlipImageProcessor.size 1 0 0
attr BlipImageProcessor.resample 1 0 0
attr BlipImageProcessor.do_rescale 1 0 0
attr BlipImageProcessor.rescale_factor 1 0 0
attr BlipImageProcessor.do_normalize 1 0 0
attr BlipImageProcessor.image_mean 1 0 0
attr BlipImageProcessor.image_std 1 0 0
attr BlipImageProcessor.do_convert_rgb 1 0 0

transformers.models.blip.modeling_blip (49 missing, 0 any)

Symbol Typable Typed Any
meth BlipVisionModel.init 2 1 0
meth BlipVisionModel.get_input_embeddings 1 0 0
attr BlipVisionModel.embeddings 1 0 0
attr BlipVisionModel.encoder 1 0 0
attr BlipVisionModel.post_layernorm 1 0 0
meth BlipForQuestionAnswering.init 2 1 0
meth BlipForQuestionAnswering.set_input_embeddings 2 0 0
meth BlipForQuestionAnswering.get_input_embeddings 1 0 0
meth BlipForQuestionAnswering.generate 6 5 0
attr BlipForQuestionAnswering.vision_model 1 0 0
attr BlipForQuestionAnswering.text_encoder 1 0 0
attr BlipForQuestionAnswering.text_decoder 1 0 0
attr BlipForQuestionAnswering.decoder_pad_token_id 1 0 0
attr BlipForQuestionAnswering.decoder_start_token_id 1 0 0
meth BlipForConditionalGeneration.init 2 1 0
meth BlipForConditionalGeneration.get_input_embeddings 1 0 0
meth BlipForConditionalGeneration.set_input_embeddings 2 0 0
meth BlipForConditionalGeneration.generate 6 5 0
attr BlipForConditionalGeneration.vision_model 1 0 0
attr BlipForConditionalGeneration.text_decoder 1 0 0
attr BlipForConditionalGeneration.decoder_input_ids 1 0 0
attr BlipForConditionalGeneration.decoder_pad_token_id 1 0 0
meth BlipForImageTextRetrieval.init 2 1 0
meth BlipForImageTextRetrieval.get_input_embeddings 1 0 0
meth BlipForImageTextRetrieval.set_input_embeddings 2 0 0
attr BlipForImageTextRetrieval.vision_model 1 0 0
attr BlipForImageTextRetrieval.text_encoder 1 0 0
attr BlipForImageTextRetrieval.vision_proj 1 0 0
attr BlipForImageTextRetrieval.text_proj 1 0 0
attr BlipForImageTextRetrieval.itm_head 1 0 0
attr BlipForImageTextRetrieval.decoder_pad_token_id 1 0 0
attr BlipForImageTextRetrieval.decoder_start_token_id 1 0 0
meth BlipPreTrainedModel._init_weights 2 0 0
meth BlipModel.init 2 1 0
meth BlipModel.get_input_embeddings 1 0 0
meth BlipModel.set_input_embeddings 2 0 0
attr BlipModel.projection_dim 1 0 0
attr BlipModel.text_embed_dim 1 0 0
attr BlipModel.vision_embed_dim 1 0 0
attr BlipModel.text_model 1 0 0
attr BlipModel.vision_model 1 0 0
attr BlipModel.visual_projection 1 0 0
attr BlipModel.text_projection 1 0 0
attr BlipModel.logit_scale 1 0 0

transformers.models.blip.modeling_blip_text (29 missing, 0 any)

Symbol Typable Typed Any
meth BlipTextModel.init 3 0 0
meth BlipTextModel.get_input_embeddings 1 0 0
meth BlipTextModel.set_input_embeddings 2 0 0
meth BlipTextModel.forward 16 15 0
attr BlipTextModel.embeddings 1 0 0
attr BlipTextModel.encoder 1 0 0
attr BlipTextModel.pooler 1 0 0
meth BlipTextPreTrainedModel._init_weights 2 0 0
meth BlipTextLMHeadModel.init 2 0 0
meth BlipTextLMHeadModel.get_input_embeddings 1 0 0
meth BlipTextLMHeadModel.set_input_embeddings 2 0 0
meth BlipTextLMHeadModel.get_output_embeddings 1 0 0
meth BlipTextLMHeadModel.set_output_embeddings 2 0 0
meth BlipTextLMHeadModel.forward 19 18 0
meth BlipTextLMHeadModel.prepare_inputs_for_generation 5 0 0
attr BlipTextLMHeadModel.bert 1 0 0
attr BlipTextLMHeadModel.cls 1 0 0
attr BlipTextLMHeadModel.label_smoothing 1 0 0

transformers.models.blip.processing_blip (5 missing, 0 any)

Symbol Typable Typed Any
meth BlipProcessor.init 4 0 0
prop BlipProcessor.model_input_names 1 0 0

transformers.models.blip_2.configuration_blip_2 (73 missing, 0 any)

Symbol Typable Typed Any
meth Blip2QFormerConfig.init 17 0 0
attr Blip2QFormerConfig.pad_token_id 1 0 0
attr Blip2QFormerConfig.vocab_size 1 0 0
attr Blip2QFormerConfig.hidden_size 1 0 0
attr Blip2QFormerConfig.num_hidden_layers 1 0 0
attr Blip2QFormerConfig.num_attention_heads 1 0 0
attr Blip2QFormerConfig.hidden_act 1 0 0
attr Blip2QFormerConfig.intermediate_size 1 0 0
attr Blip2QFormerConfig.hidden_dropout_prob 1 0 0
attr Blip2QFormerConfig.attention_probs_dropout_prob 1 0 0
attr Blip2QFormerConfig.max_position_embeddings 1 0 0
attr Blip2QFormerConfig.initializer_range 1 0 0
attr Blip2QFormerConfig.layer_norm_eps 1 0 0
attr Blip2QFormerConfig.cross_attention_frequency 1 0 0
attr Blip2QFormerConfig.encoder_hidden_size 1 0 0
attr Blip2QFormerConfig.use_qformer_text_input 1 0 0
meth Blip2VisionConfig.init 13 0 0
attr Blip2VisionConfig.hidden_size 1 0 0
attr Blip2VisionConfig.intermediate_size 1 0 0
attr Blip2VisionConfig.num_hidden_layers 1 0 0
attr Blip2VisionConfig.num_attention_heads 1 0 0
attr Blip2VisionConfig.patch_size 1 0 0
attr Blip2VisionConfig.image_size 1 0 0
attr Blip2VisionConfig.initializer_range 1 0 0
attr Blip2VisionConfig.attention_dropout 1 0 0
attr Blip2VisionConfig.layer_norm_eps 1 0 0
attr Blip2VisionConfig.hidden_act 1 0 0
attr Blip2VisionConfig.qkv_bias 1 0 0
meth Blip2Config.init 8 0 0
attr Blip2Config.text_config 1 0 0
attr Blip2Config.vision_config 1 0 0
attr Blip2Config.qformer_config 1 0 0
attr Blip2Config.num_query_tokens 1 0 0
attr Blip2Config.image_text_hidden_size 1 0 0
attr Blip2Config.image_token_index 1 0 0
attr Blip2Config.use_decoder_only_language_model 1 0 0
attr Blip2Config.initializer_factor 1 0 0
attr Blip2Config.initializer_range 1 0 0

transformers.models.blip_2.modeling_blip_2 (70 missing, 0 any)

Symbol Typable Typed Any
meth Blip2TextModelWithProjection.init 2 1 0
meth Blip2TextModelWithProjection.get_input_embeddings 1 0 0
meth Blip2TextModelWithProjection.set_input_embeddings 2 0 0
attr Blip2TextModelWithProjection.query_tokens 1 0 0
attr Blip2TextModelWithProjection.embeddings 1 0 0
attr Blip2TextModelWithProjection.qformer 1 0 0
attr Blip2TextModelWithProjection.text_projection 1 0 0
meth Blip2Model.init 2 1 0
meth Blip2Model.get_input_embeddings 1 0 0
meth Blip2Model.set_input_embeddings 2 0 0
meth Blip2Model.set_output_embeddings 2 0 0
meth Blip2Model.get_encoder 2 0 0
meth Blip2Model.get_placeholder_mask 3 2 0
attr Blip2Model.vision_model 1 0 0
attr Blip2Model.query_tokens 1 0 0
attr Blip2Model.qformer 1 0 0
attr Blip2Model.language_projection 1 0 0
attr Blip2Model.language_model 1 0 0
meth Blip2QFormerModel.init 2 1 0
meth Blip2QFormerModel.get_input_embeddings 1 0 0
meth Blip2QFormerModel.set_input_embeddings 2 0 0
attr Blip2QFormerModel._can_record_outputs 1 0 0
attr Blip2QFormerModel.layernorm 1 0 0
attr Blip2QFormerModel.dropout 1 0 0
attr Blip2QFormerModel.encoder 1 0 0
meth Blip2VisionModelWithProjection.init 2 1 0
attr Blip2VisionModelWithProjection.vision_model 1 0 0
attr Blip2VisionModelWithProjection.query_tokens 1 0 0
attr Blip2VisionModelWithProjection.qformer 1 0 0
attr Blip2VisionModelWithProjection.vision_projection 1 0 0
meth Blip2ForImageTextRetrieval.init 2 1 0
meth Blip2ForImageTextRetrieval.get_input_embeddings 1 0 0
meth Blip2ForImageTextRetrieval.set_input_embeddings 2 0 0
meth Blip2ForImageTextRetrieval.forward 9 8 0
attr Blip2ForImageTextRetrieval.vision_model 1 0 0
attr Blip2ForImageTextRetrieval.query_tokens 1 0 0
attr Blip2ForImageTextRetrieval.embeddings 1 0 0
attr Blip2ForImageTextRetrieval.qformer 1 0 0
attr Blip2ForImageTextRetrieval.vision_projection 1 0 0
attr Blip2ForImageTextRetrieval.text_projection 1 0 0
attr Blip2ForImageTextRetrieval.itm_head 1 0 0
meth Blip2VisionModel.init 2 1 0
meth Blip2VisionModel.get_input_embeddings 1 0 0
attr Blip2VisionModel.embeddings 1 0 0
attr Blip2VisionModel.encoder 1 0 0
attr Blip2VisionModel.post_layernorm 1 0 0
meth Blip2PreTrainedModel._init_weights 2 0 0
meth Blip2ForConditionalGeneration.init 2 1 0
meth Blip2ForConditionalGeneration.get_input_embeddings 1 0 0
meth Blip2ForConditionalGeneration.set_input_embeddings 2 0 0
meth Blip2ForConditionalGeneration.set_output_embeddings 2 0 0
meth Blip2ForConditionalGeneration.get_encoder 2 0 0
meth Blip2ForConditionalGeneration._preprocess_accelerate 1 0 0
meth Blip2ForConditionalGeneration.get_placeholder_mask 3 2 0
meth Blip2ForConditionalGeneration.generate 7 6 0
attr Blip2ForConditionalGeneration.vision_model 1 0 0
attr Blip2ForConditionalGeneration.query_tokens 1 0 0
attr Blip2ForConditionalGeneration.qformer 1 0 0
attr Blip2ForConditionalGeneration.language_projection 1 0 0
attr Blip2ForConditionalGeneration.language_model 1 0 0

transformers.models.blip_2.processing_blip_2 (7 missing, 0 any)

Symbol Typable Typed Any
meth Blip2Processor.init 5 0 0
attr Blip2Processor.num_query_tokens 1 0 0
attr Blip2Processor.image_token 1 0 0

transformers.models.bloom.configuration_bloom (34 missing, 0 any)

Symbol Typable Typed Any
meth BloomConfig.init 18 0 0
attr BloomConfig.vocab_size 1 0 0
attr BloomConfig.hidden_size 1 0 0
attr BloomConfig.n_layer 1 0 0
attr BloomConfig.n_head 1 0 0
attr BloomConfig.layer_norm_epsilon 1 0 0
attr BloomConfig.initializer_range 1 0 0
attr BloomConfig.use_cache 1 0 0
attr BloomConfig.pretraining_tp 1 0 0
attr BloomConfig.apply_residual_connection_post_layernorm 1 0 0
attr BloomConfig.hidden_dropout 1 0 0
attr BloomConfig.attention_dropout 1 0 0
attr BloomConfig.bos_token_id 1 0 0
attr BloomConfig.eos_token_id 1 0 0
attr BloomConfig.pad_token_id 1 0 0
attr BloomConfig.slow_but_exact 1 0 0
attr BloomConfig.tie_word_embeddings 1 0 0

transformers.models.bloom.modeling_bloom (41 missing, 0 any)

Symbol Typable Typed Any
meth BloomForQuestionAnswering.init 2 0 0
meth BloomForQuestionAnswering.forward 10 9 0
attr BloomForQuestionAnswering.transformer 1 0 0
attr BloomForQuestionAnswering.qa_outputs 1 0 0
meth BloomModel.init 2 1 0
meth BloomModel.get_input_embeddings 1 0 0
meth BloomModel.set_input_embeddings 2 1 0
meth BloomModel.forward 11 10 0
attr BloomModel.embed_dim 1 0 0
attr BloomModel.num_heads 1 0 0
attr BloomModel.word_embeddings 1 0 0
attr BloomModel.word_embeddings_layernorm 1 0 0
attr BloomModel.h 1 0 0
attr BloomModel.ln_f 1 0 0
attr BloomModel.gradient_checkpointing 1 0 0
meth BloomForSequenceClassification.init 2 1 0
meth BloomForSequenceClassification.forward 11 10 0
attr BloomForSequenceClassification.num_labels 1 0 0
attr BloomForSequenceClassification.transformer 1 0 0
attr BloomForSequenceClassification.score 1 0 0
meth BloomForCausalLM.init 2 1 0
meth BloomForCausalLM.set_output_embeddings 2 1 0
meth BloomForCausalLM.prepare_inputs_for_generation 9 0 0
meth BloomForCausalLM.forward 13 12 0
attr BloomForCausalLM.transformer 1 0 0
attr BloomForCausalLM.lm_head 1 0 0
meth BloomForTokenClassification.init 2 1 0
meth BloomForTokenClassification.forward 11 10 0
attr BloomForTokenClassification.num_labels 1 0 0
attr BloomForTokenClassification.transformer 1 0 0
attr BloomForTokenClassification.dropout 1 0 0
attr BloomForTokenClassification.classifier 1 0 0

transformers.models.blt.configuration_blt (99 missing, 0 any)

Symbol Typable Typed Any
meth BltLocalEncoderConfig.init 17 15 0
attr BltLocalEncoderConfig.vocab_size 1 0 0
attr BltLocalEncoderConfig.cross_attn_all_layers 1 0 0
attr BltLocalEncoderConfig.cross_attn_k 1 0 0
attr BltLocalEncoderConfig.hidden_size_global 1 0 0
attr BltLocalEncoderConfig.hidden_size 1 0 0
attr BltLocalEncoderConfig.num_attention_heads 1 0 0
attr BltLocalEncoderConfig.num_key_value_heads 1 0 0
attr BltLocalEncoderConfig.head_dim 1 0 0
attr BltLocalEncoderConfig.intermediate_size 1 0 0
attr BltLocalEncoderConfig.num_hidden_layers 1 0 0
attr BltLocalEncoderConfig.rms_norm_eps 1 0 0
attr BltLocalEncoderConfig.dropout 1 0 0
attr BltLocalEncoderConfig.max_position_embeddings 1 0 0
attr BltLocalEncoderConfig.hidden_act 1 0 0
attr BltLocalEncoderConfig.initializer_range 1 0 0
attr BltLocalEncoderConfig.rope_parameters 1 0 0
meth BltGlobalTransformerConfig.init 14 12 0
attr BltGlobalTransformerConfig.hidden_size 1 0 0
attr BltGlobalTransformerConfig.num_attention_heads 1 0 0
attr BltGlobalTransformerConfig.num_key_value_heads 1 0 0
attr BltGlobalTransformerConfig.head_dim 1 0 0
attr BltGlobalTransformerConfig.intermediate_size 1 0 0
attr BltGlobalTransformerConfig.num_hidden_layers 1 0 0
attr BltGlobalTransformerConfig.rms_norm_eps 1 0 0
attr BltGlobalTransformerConfig.dropout 1 0 0
attr BltGlobalTransformerConfig.max_position_embeddings 1 0 0
attr BltGlobalTransformerConfig.hidden_act 1 0 0
attr BltGlobalTransformerConfig.initializer_range 1 0 0
attr BltGlobalTransformerConfig.tie_word_embeddings 1 0 0
attr BltGlobalTransformerConfig.rope_parameters 1 0 0
meth BltLocalDecoderConfig.init 21 19 0
attr BltLocalDecoderConfig.vocab_size 1 0 0
attr BltLocalDecoderConfig.cross_attn_all_layers 1 0 0
attr BltLocalDecoderConfig.cross_attn_k 1 0 0
attr BltLocalDecoderConfig.hidden_size_global 1 0 0
attr BltLocalDecoderConfig.hidden_size 1 0 0
attr BltLocalDecoderConfig.num_attention_heads 1 0 0
attr BltLocalDecoderConfig.num_key_value_heads 1 0 0
attr BltLocalDecoderConfig.head_dim 1 0 0
attr BltLocalDecoderConfig.intermediate_size 1 0 0
attr BltLocalDecoderConfig.num_hidden_layers 1 0 0
attr BltLocalDecoderConfig.rms_norm_eps 1 0 0
attr BltLocalDecoderConfig.dropout 1 0 0
attr BltLocalDecoderConfig.max_position_embeddings 1 0 0
attr BltLocalDecoderConfig.hidden_act 1 0 0
attr BltLocalDecoderConfig.initializer_range 1 0 0
attr BltLocalDecoderConfig.pad_token_id 1 0 0
attr BltLocalDecoderConfig.bos_token_id 1 0 0
attr BltLocalDecoderConfig.eos_token_id 1 0 0
attr BltLocalDecoderConfig.tie_word_embeddings 1 0 0
attr BltLocalDecoderConfig.rope_parameters 1 0 0
meth BltConfig.init 24 22 0
attr BltConfig.vocab_size 1 0 0
attr BltConfig.max_position_embeddings 1 0 0
attr BltConfig.initializer_range 1 0 0
attr BltConfig.patch_in_forward 1 0 0
attr BltConfig.patch_size 1 0 0
attr BltConfig.patching_mode 1 0 0
attr BltConfig.patching_threshold 1 0 0
attr BltConfig.patching_batch_size 1 0 0
attr BltConfig.max_patch_length 1 0 0
attr BltConfig.patching_device 1 0 0
attr BltConfig.realtime_patching 1 0 0
attr BltConfig.patching_threshold_add 1 0 0
attr BltConfig.monotonicity 1 0 0
attr BltConfig.cross_attn_k 1 0 0
attr BltConfig.encoder_hash_byte_group_size 1 0 0
attr BltConfig.encoder_hash_byte_group_vocab 1 0 0
attr BltConfig.encoder_hash_byte_group_nb_functions 1 0 0
attr BltConfig.pad_token_id 1 0 0
attr BltConfig.bos_token_id 1 0 0
attr BltConfig.eos_token_id 1 0 0
attr BltConfig.tie_word_embeddings 1 0 0
attr BltConfig.rope_parameters 1 0 0
attr BltConfig.patcher_config 1 0 0
attr BltConfig.encoder_config 1 0 0
attr BltConfig.decoder_config 1 0 0
attr BltConfig.global_config 1 0 0
meth BltPatcherConfig.init 14 12 0
attr BltPatcherConfig.vocab_size 1 0 0
attr BltPatcherConfig.hidden_size 1 0 0
attr BltPatcherConfig.num_hidden_layers 1 0 0
attr BltPatcherConfig.num_attention_heads 1 0 0
attr BltPatcherConfig.head_dim 1 0 0
attr BltPatcherConfig.num_key_value_heads 1 0 0
attr BltPatcherConfig.max_position_embeddings 1 0 0
attr BltPatcherConfig.rms_norm_eps 1 0 0
attr BltPatcherConfig.dropout 1 0 0
attr BltPatcherConfig.hidden_act 1 0 0
attr BltPatcherConfig.intermediate_size 1 0 0
attr BltPatcherConfig.initializer_range 1 0 0
attr BltPatcherConfig.rope_parameters 1 0 0
attr BltPatcherConfig.tie_word_embeddings 1 0 0

transformers.models.blt.modeling_blt (30 missing, 0 any)

Symbol Typable Typed Any
meth BltForCausalLM.init 2 1 0
attr BltForCausalLM.text_config 1 0 0
attr BltForCausalLM.vocab_size 1 0 0
attr BltForCausalLM.model 1 0 0
attr BltForCausalLM.lm_head 1 0 0
meth BltPreTrainedModel._init_weights 2 0 0
attr BltPreTrainedModel._can_record_outputs 1 0 0
meth BltPatcher.init 2 1 0
meth BltPatcher.forward 12 11 0
meth BltPatcher.patch_lengths_from_entropies 5 0 0
attr BltPatcher.rotary_emb 1 0 0
attr BltPatcher.layers 1 0 0
attr BltPatcher.embed_tokens 1 0 0
attr BltPatcher.norm 1 0 0
attr BltPatcher.lm_head 1 0 0
meth BltModel.init 2 1 0
meth BltModel.get_input_embeddings 1 0 0
meth BltModel.set_input_embeddings 2 0 0
attr BltModel.gradient_checkpointing 1 0 0
attr BltModel.local_encoder 1 0 0
attr BltModel.global_transformer 1 0 0
attr BltModel.local_decoder 1 0 0
attr BltModel.encoder_hash_tok_embedding 1 0 0
attr BltModel.patcher 1 0 0

transformers.models.blt.modular_blt (30 missing, 0 any)

Symbol Typable Typed Any
meth BltForCausalLM.init 2 1 0
attr BltForCausalLM.text_config 1 0 0
attr BltForCausalLM.vocab_size 1 0 0
attr BltForCausalLM.model 1 0 0
attr BltForCausalLM.lm_head 1 0 0
meth BltPreTrainedModel._init_weights 2 0 0
attr BltPreTrainedModel._can_record_outputs 1 0 0
meth BltPatcher.init 2 1 0
meth BltPatcher.forward 12 11 0
meth BltPatcher.patch_lengths_from_entropies 5 0 0
attr BltPatcher.rotary_emb 1 0 0
attr BltPatcher.layers 1 0 0
attr BltPatcher.embed_tokens 1 0 0
attr BltPatcher.norm 1 0 0
attr BltPatcher.lm_head 1 0 0
meth BltModel.init 2 1 0
meth BltModel.get_input_embeddings 1 0 0
meth BltModel.set_input_embeddings 2 0 0
attr BltModel.gradient_checkpointing 1 0 0
attr BltModel.local_encoder 1 0 0
attr BltModel.global_transformer 1 0 0
attr BltModel.local_decoder 1 0 0
attr BltModel.encoder_hash_tok_embedding 1 0 0
attr BltModel.patcher 1 0 0

transformers.models.bridgetower.configuration_bridgetower (88 missing, 0 any)

Symbol Typable Typed Any
meth BridgeTowerTextConfig.init 20 0 0
attr BridgeTowerTextConfig.is_decoder 1 0 0
attr BridgeTowerTextConfig.add_cross_attention 1 0 0
attr BridgeTowerTextConfig.vocab_size 1 0 0
attr BridgeTowerTextConfig.hidden_size 1 0 0
attr BridgeTowerTextConfig.num_hidden_layers 1 0 0
attr BridgeTowerTextConfig.num_attention_heads 1 0 0
attr BridgeTowerTextConfig.hidden_act 1 0 0
attr BridgeTowerTextConfig.initializer_factor 1 0 0
attr BridgeTowerTextConfig.intermediate_size 1 0 0
attr BridgeTowerTextConfig.hidden_dropout_prob 1 0 0
attr BridgeTowerTextConfig.attention_probs_dropout_prob 1 0 0
attr BridgeTowerTextConfig.max_position_embeddings 1 0 0
attr BridgeTowerTextConfig.type_vocab_size 1 0 0
attr BridgeTowerTextConfig.layer_norm_eps 1 0 0
attr BridgeTowerTextConfig.use_cache 1 0 0
attr BridgeTowerTextConfig.pad_token_id 1 0 0
attr BridgeTowerTextConfig.bos_token_id 1 0 0
attr BridgeTowerTextConfig.eos_token_id 1 0 0
meth BridgeTowerConfig.init 15 0 0
attr BridgeTowerConfig.share_cross_modal_transformer_layers 1 0 0
attr BridgeTowerConfig.hidden_act 1 0 0
attr BridgeTowerConfig.hidden_size 1 0 0
attr BridgeTowerConfig.initializer_factor 1 0 0
attr BridgeTowerConfig.layer_norm_eps 1 0 0
attr BridgeTowerConfig.share_link_tower_layers 1 0 0
attr BridgeTowerConfig.link_tower_type 1 0 0
attr BridgeTowerConfig.num_attention_heads 1 0 0
attr BridgeTowerConfig.num_hidden_layers 1 0 0
attr BridgeTowerConfig.tie_word_embeddings 1 0 0
attr BridgeTowerConfig.init_layernorm_from_vision_encoder 1 0 0
attr BridgeTowerConfig.text_config 1 0 0
attr BridgeTowerConfig.vision_config 1 0 0
meth BridgeTowerVisionConfig.init 12 0 0
attr BridgeTowerVisionConfig.hidden_size 1 0 0
attr BridgeTowerVisionConfig.num_hidden_layers 1 0 0
attr BridgeTowerVisionConfig.num_channels 1 0 0
attr BridgeTowerVisionConfig.patch_size 1 0 0
attr BridgeTowerVisionConfig.image_size 1 0 0
attr BridgeTowerVisionConfig.initializer_factor 1 0 0
attr BridgeTowerVisionConfig.layer_norm_eps 1 0 0
attr BridgeTowerVisionConfig.stop_gradient 1 0 0
attr BridgeTowerVisionConfig.share_layernorm 1 0 0
attr BridgeTowerVisionConfig.remove_last_layer 1 0 0

transformers.models.bridgetower.image_processing_bridgetower (15 missing, 0 any)

Symbol Typable Typed Any
meth BridgeTowerImageProcessor.init 14 13 0
meth BridgeTowerImageProcessor.resize 8 7 0
meth BridgeTowerImageProcessor.center_crop 6 5 0
attr BridgeTowerImageProcessor.do_resize 1 0 0
attr BridgeTowerImageProcessor.size 1 0 0
attr BridgeTowerImageProcessor.size_divisor 1 0 0
attr BridgeTowerImageProcessor.resample 1 0 0
attr BridgeTowerImageProcessor.do_rescale 1 0 0
attr BridgeTowerImageProcessor.rescale_factor 1 0 0
attr BridgeTowerImageProcessor.do_normalize 1 0 0
attr BridgeTowerImageProcessor.image_mean 1 0 0
attr BridgeTowerImageProcessor.image_std 1 0 0
attr BridgeTowerImageProcessor.do_pad 1 0 0
attr BridgeTowerImageProcessor.do_center_crop 1 0 0
attr BridgeTowerImageProcessor.crop_size 1 0 0

transformers.models.bridgetower.image_processing_bridgetower_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth BridgeTowerImageProcessorFast.init 2 1 0
meth BridgeTowerImageProcessorFast.resize 7 6 0
meth BridgeTowerImageProcessorFast.center_crop 4 3 0
meth BridgeTowerImageProcessorFast._preprocess 17 16 0
meth BridgeTowerImageProcessorFast.to_dict 1 0 0

transformers.models.bridgetower.modeling_bridgetower (44 missing, 0 any)

Symbol Typable Typed Any
meth BridgeTowerPreTrainedModel._init_weights 2 1 0
meth BridgeTowerForContrastiveLearning.init 2 0 0
meth BridgeTowerForContrastiveLearning.forward 13 12 0
attr BridgeTowerForContrastiveLearning.bridgetower 1 0 0
attr BridgeTowerForContrastiveLearning.itc_text_head 1 0 0
attr BridgeTowerForContrastiveLearning.itc_image_head 1 0 0
attr BridgeTowerForContrastiveLearning.itc_cross_modal_head 1 0 0
attr BridgeTowerForContrastiveLearning.logit_scale 1 0 0
meth BridgeTowerForImageAndTextRetrieval.init 2 0 0
meth BridgeTowerForImageAndTextRetrieval.forward 13 12 0
attr BridgeTowerForImageAndTextRetrieval.bridgetower 1 0 0
attr BridgeTowerForImageAndTextRetrieval.itm_score 1 0 0
meth BridgeTowerModel.init 2 0 0
meth BridgeTowerModel.get_input_embeddings 1 0 0
meth BridgeTowerModel.set_input_embeddings 2 0 0
meth BridgeTowerModel.forward 15 14 0
meth BridgeTowerModel.get_cls_features 3 0 0
attr BridgeTowerModel.token_type_embeddings 1 0 0
attr BridgeTowerModel.vision_model 1 0 0
attr BridgeTowerModel.text_model 1 0 0
attr BridgeTowerModel.cross_modal_image_layers 1 0 0
attr BridgeTowerModel.cross_modal_text_layers 1 0 0
attr BridgeTowerModel.cross_modal_image_pooler 1 0 0
attr BridgeTowerModel.cross_modal_text_pooler 1 0 0
attr BridgeTowerModel.cross_modal_text_layernorm 1 0 0
attr BridgeTowerModel.cross_modal_image_layernorm 1 0 0
attr BridgeTowerModel.cross_modal_text_transform 1 0 0
attr BridgeTowerModel.cross_modal_image_transform 1 0 0
attr BridgeTowerModel.cross_modal_text_link_tower 1 0 0
attr BridgeTowerModel.cross_modal_image_link_tower 1 0 0
meth BridgeTowerForMaskedLM.init 2 0 0
meth BridgeTowerForMaskedLM.get_output_embeddings 1 0 0
meth BridgeTowerForMaskedLM.set_output_embeddings 2 0 0
meth BridgeTowerForMaskedLM.forward 13 12 0
attr BridgeTowerForMaskedLM.bridgetower 1 0 0
attr BridgeTowerForMaskedLM.mlm_score 1 0 0

transformers.models.bridgetower.processing_bridgetower (3 missing, 0 any)

Symbol Typable Typed Any
meth BridgeTowerProcessor.init 3 0 0

transformers.models.bros.configuration_bros (43 missing, 0 any)

Symbol Typable Typed Any
meth BrosConfig.init 21 0 0
attr BrosConfig.is_decoder 1 0 0
attr BrosConfig.add_cross_attention 1 0 0
attr BrosConfig.vocab_size 1 0 0
attr BrosConfig.hidden_size 1 0 0
attr BrosConfig.num_hidden_layers 1 0 0
attr BrosConfig.num_attention_heads 1 0 0
attr BrosConfig.intermediate_size 1 0 0
attr BrosConfig.hidden_act 1 0 0
attr BrosConfig.hidden_dropout_prob 1 0 0
attr BrosConfig.attention_probs_dropout_prob 1 0 0
attr BrosConfig.max_position_embeddings 1 0 0
attr BrosConfig.type_vocab_size 1 0 0
attr BrosConfig.initializer_range 1 0 0
attr BrosConfig.layer_norm_eps 1 0 0
attr BrosConfig.pad_token_id 1 0 0
attr BrosConfig.dim_bbox 1 0 0
attr BrosConfig.bbox_scale 1 0 0
attr BrosConfig.n_relations 1 0 0
attr BrosConfig.dim_bbox_sinusoid_emb_2d 1 0 0
attr BrosConfig.dim_bbox_sinusoid_emb_1d 1 0 0
attr BrosConfig.dim_bbox_projection 1 0 0
attr BrosConfig.classifier_dropout_prob 1 0 0

transformers.models.bros.modeling_bros (36 missing, 0 any)

Symbol Typable Typed Any
meth BrosPreTrainedModel._init_weights 2 1 0
meth BrosSpadeELForTokenClassification.init 2 0 0
meth BrosSpadeELForTokenClassification.forward 13 12 0
attr BrosSpadeELForTokenClassification.num_labels 1 0 0
attr BrosSpadeELForTokenClassification.n_relations 1 0 0
attr BrosSpadeELForTokenClassification.backbone_hidden_size 1 0 0
attr BrosSpadeELForTokenClassification.bros 1 0 0
attr BrosSpadeELForTokenClassification.entity_linker 1 0 0
meth BrosForTokenClassification.init 2 0 0
meth BrosForTokenClassification.forward 13 12 0
attr BrosForTokenClassification.num_labels 1 0 0
attr BrosForTokenClassification.bros 1 0 0
attr BrosForTokenClassification.dropout 1 0 0
attr BrosForTokenClassification.classifier 1 0 0
meth BrosSpadeEEForTokenClassification.init 2 0 0
meth BrosSpadeEEForTokenClassification.forward 14 13 0
attr BrosSpadeEEForTokenClassification.num_labels 1 0 0
attr BrosSpadeEEForTokenClassification.n_relations 1 0 0
attr BrosSpadeEEForTokenClassification.backbone_hidden_size 1 0 0
attr BrosSpadeEEForTokenClassification.bros 1 0 0
attr BrosSpadeEEForTokenClassification.initial_token_classifier 1 0 0
attr BrosSpadeEEForTokenClassification.subsequent_token_classifier 1 0 0
meth BrosModel.init 3 0 0
meth BrosModel.get_input_embeddings 1 0 0
meth BrosModel.set_input_embeddings 2 0 0
meth BrosModel.forward 13 12 0
attr BrosModel.embeddings 1 0 0
attr BrosModel.bbox_embeddings 1 0 0
attr BrosModel.encoder 1 0 0
attr BrosModel.pooler 1 0 0

transformers.models.bros.processing_bros (3 missing, 0 any)

Symbol Typable Typed Any
meth BrosProcessor.init 3 0 0

transformers.models.byt5.tokenization_byt5 (15 missing, 0 any)

Symbol Typable Typed Any
meth ByT5Tokenizer.init 7 1 0
meth ByT5Tokenizer.get_vocab 1 0 0
meth ByT5Tokenizer._convert_token_to_id 2 0 0
meth ByT5Tokenizer._convert_id_to_token 2 0 0
meth ByT5Tokenizer.convert_tokens_to_string 2 0 0
prop ByT5Tokenizer.vocab_size 1 0 0
attr ByT5Tokenizer.offset 1 0 0

transformers.models.camembert.configuration_camembert (40 missing, 0 any)

Symbol Typable Typed Any
meth CamembertConfig.init 21 0 0
attr CamembertConfig.pad_token_id 1 0 0
attr CamembertConfig.bos_token_id 1 0 0
attr CamembertConfig.eos_token_id 1 0 0
attr CamembertConfig.is_decoder 1 0 0
attr CamembertConfig.add_cross_attention 1 0 0
attr CamembertConfig.vocab_size 1 0 0
attr CamembertConfig.hidden_size 1 0 0
attr CamembertConfig.num_hidden_layers 1 0 0
attr CamembertConfig.num_attention_heads 1 0 0
attr CamembertConfig.hidden_act 1 0 0
attr CamembertConfig.intermediate_size 1 0 0
attr CamembertConfig.hidden_dropout_prob 1 0 0
attr CamembertConfig.attention_probs_dropout_prob 1 0 0
attr CamembertConfig.max_position_embeddings 1 0 0
attr CamembertConfig.type_vocab_size 1 0 0
attr CamembertConfig.initializer_range 1 0 0
attr CamembertConfig.layer_norm_eps 1 0 0
attr CamembertConfig.use_cache 1 0 0
attr CamembertConfig.classifier_dropout 1 0 0

transformers.models.camembert.modeling_camembert (56 missing, 0 any)

Symbol Typable Typed Any
meth CamembertForCausalLM.init 2 0 0
meth CamembertForCausalLM.get_output_embeddings 1 0 0
meth CamembertForCausalLM.set_output_embeddings 2 0 0
attr CamembertForCausalLM.lm_head 1 0 0
attr CamembertForCausalLM.roberta 1 0 0
meth CamembertPreTrainedModel._init_weights 2 0 0
meth CamembertForMultipleChoice.init 2 0 0
attr CamembertForMultipleChoice.dropout 1 0 0
attr CamembertForMultipleChoice.classifier 1 0 0
attr CamembertForMultipleChoice.roberta 1 0 0
meth CamembertForSequenceClassification.init 2 0 0
attr CamembertForSequenceClassification.num_labels 1 0 0
attr CamembertForSequenceClassification.config 1 0 0
attr CamembertForSequenceClassification.classifier 1 0 0
attr CamembertForSequenceClassification.roberta 1 0 0
meth CamembertForTokenClassification.init 2 0 0
attr CamembertForTokenClassification.num_labels 1 0 0
attr CamembertForTokenClassification.dropout 1 0 0
attr CamembertForTokenClassification.classifier 1 0 0
attr CamembertForTokenClassification.roberta 1 0 0
meth CamembertModel.init 3 0 0
meth CamembertModel.get_input_embeddings 1 0 0
meth CamembertModel.set_input_embeddings 2 0 0
meth CamembertModel._create_attention_masks 7 0 0
attr CamembertModel.config 1 0 0
attr CamembertModel.gradient_checkpointing 1 0 0
attr CamembertModel.embeddings 1 0 0
attr CamembertModel.encoder 1 0 0
attr CamembertModel.pooler 1 0 0
meth CamembertForQuestionAnswering.init 2 0 0
attr CamembertForQuestionAnswering.num_labels 1 0 0
attr CamembertForQuestionAnswering.qa_outputs 1 0 0
attr CamembertForQuestionAnswering.roberta 1 0 0
meth CamembertForMaskedLM.init 2 0 0
meth CamembertForMaskedLM.get_output_embeddings 1 0 0
meth CamembertForMaskedLM.set_output_embeddings 2 0 0
attr CamembertForMaskedLM.lm_head 1 0 0
attr CamembertForMaskedLM.roberta 1 0 0

transformers.models.camembert.modular_camembert (18 missing, 0 any)

Symbol Typable Typed Any
meth CamembertForCausalLM.init 2 0 0
attr CamembertForCausalLM.roberta 1 0 0
meth CamembertForMultipleChoice.init 2 0 0
attr CamembertForMultipleChoice.roberta 1 0 0
meth CamembertForSequenceClassification.init 2 0 0
attr CamembertForSequenceClassification.roberta 1 0 0
meth CamembertForTokenClassification.init 2 0 0
attr CamembertForTokenClassification.roberta 1 0 0
meth CamembertForQuestionAnswering.init 2 0 0
attr CamembertForQuestionAnswering.roberta 1 0 0
meth CamembertForMaskedLM.init 2 0 0
attr CamembertForMaskedLM.roberta 1 0 0

transformers.models.camembert.tokenization_camembert (14 missing, 0 any)

Symbol Typable Typed Any
meth CamembertTokenizer.init 13 1 0
attr CamembertTokenizer.vocab_file 1 0 0
attr CamembertTokenizer.add_prefix_space 1 0 0

transformers.models.canine.configuration_canine (40 missing, 0 any)

Symbol Typable Typed Any
meth CanineConfig.init 21 0 0
attr CanineConfig.pad_token_id 1 0 0
attr CanineConfig.bos_token_id 1 0 0
attr CanineConfig.eos_token_id 1 0 0
attr CanineConfig.max_position_embeddings 1 0 0
attr CanineConfig.hidden_size 1 0 0
attr CanineConfig.num_hidden_layers 1 0 0
attr CanineConfig.num_attention_heads 1 0 0
attr CanineConfig.intermediate_size 1 0 0
attr CanineConfig.hidden_act 1 0 0
attr CanineConfig.hidden_dropout_prob 1 0 0
attr CanineConfig.attention_probs_dropout_prob 1 0 0
attr CanineConfig.initializer_range 1 0 0
attr CanineConfig.type_vocab_size 1 0 0
attr CanineConfig.layer_norm_eps 1 0 0
attr CanineConfig.downsampling_rate 1 0 0
attr CanineConfig.upsampling_kernel_size 1 0 0
attr CanineConfig.num_hash_functions 1 0 0
attr CanineConfig.num_hash_buckets 1 0 0
attr CanineConfig.local_transformer_stride 1 0 0

transformers.models.canine.modeling_canine (59 missing, 0 any)

Symbol Typable Typed Any
meth CanineForSequenceClassification.init 2 0 0
meth CanineForSequenceClassification.forward 11 10 0
attr CanineForSequenceClassification.num_labels 1 0 0
attr CanineForSequenceClassification.canine 1 0 0
attr CanineForSequenceClassification.dropout 1 0 0
attr CanineForSequenceClassification.classifier 1 0 0
meth CanineLayer.init 9 0 0
meth CanineLayer.feed_forward_chunk 2 0 0
attr CanineLayer.chunk_size_feed_forward 1 0 0
attr CanineLayer.seq_len_dim 1 0 0
attr CanineLayer.attention 1 0 0
attr CanineLayer.intermediate 1 0 0
attr CanineLayer.output 1 0 0
meth CanineForMultipleChoice.init 2 0 0
meth CanineForMultipleChoice.forward 11 10 0
attr CanineForMultipleChoice.canine 1 0 0
attr CanineForMultipleChoice.dropout 1 0 0
attr CanineForMultipleChoice.classifier 1 0 0
meth CanineForQuestionAnswering.init 2 0 0
meth CanineForQuestionAnswering.forward 12 11 0
attr CanineForQuestionAnswering.num_labels 1 0 0
attr CanineForQuestionAnswering.canine 1 0 0
attr CanineForQuestionAnswering.qa_outputs 1 0 0
meth CanineForTokenClassification.init 2 0 0
meth CanineForTokenClassification.forward 11 10 0
attr CanineForTokenClassification.num_labels 1 0 0
attr CanineForTokenClassification.canine 1 0 0
attr CanineForTokenClassification.dropout 1 0 0
attr CanineForTokenClassification.classifier 1 0 0
meth CanineModel.init 3 0 0
meth CanineModel._create_3d_attention_mask_from_input_mask 3 0 0
meth CanineModel._downsample_attention_mask 3 2 0
meth CanineModel.forward 10 9 0
attr CanineModel.char_embeddings 1 0 0
attr CanineModel.initial_char_encoder 1 0 0
attr CanineModel.chars_to_molecules 1 0 0
attr CanineModel.encoder 1 0 0
attr CanineModel.projection 1 0 0
attr CanineModel.final_char_encoder 1 0 0
attr CanineModel.pooler 1 0 0
meth CaninePreTrainedModel._init_weights 2 0 0

transformers.models.canine.tokenization_canine (13 missing, 0 any)

Symbol Typable Typed Any
meth CanineTokenizer.init 10 0 0
meth CanineTokenizer.get_vocab 1 0 0
meth CanineTokenizer.convert_tokens_to_string 2 0 0

transformers.models.chameleon.configuration_chameleon (42 missing, 0 any)

Symbol Typable Typed Any
meth ChameleonVQVAEConfig.init 15 12 0
attr ChameleonVQVAEConfig.embed_dim 1 0 0
attr ChameleonVQVAEConfig.num_embeddings 1 0 0
attr ChameleonVQVAEConfig.double_latent 1 0 0
attr ChameleonVQVAEConfig.latent_channels 1 0 0
attr ChameleonVQVAEConfig.resolution 1 0 0
attr ChameleonVQVAEConfig.in_channels 1 0 0
attr ChameleonVQVAEConfig.base_channels 1 0 0
attr ChameleonVQVAEConfig.channel_multiplier 1 0 0
attr ChameleonVQVAEConfig.num_res_blocks 1 0 0
attr ChameleonVQVAEConfig.attn_resolutions 1 0 0
attr ChameleonVQVAEConfig.dropout 1 0 0
attr ChameleonVQVAEConfig.attn_type 1 0 0
attr ChameleonVQVAEConfig.initializer_range 1 0 0
meth ChameleonConfig.init 25 23 0
attr ChameleonConfig.vocab_size 1 0 0
attr ChameleonConfig.max_position_embeddings 1 0 0
attr ChameleonConfig.hidden_size 1 0 0
attr ChameleonConfig.intermediate_size 1 0 0
attr ChameleonConfig.num_hidden_layers 1 0 0
attr ChameleonConfig.num_attention_heads 1 0 0
attr ChameleonConfig.mlp_bias 1 0 0
attr ChameleonConfig.num_key_value_heads 1 0 0
attr ChameleonConfig.hidden_act 1 0 0
attr ChameleonConfig.initializer_range 1 0 0
attr ChameleonConfig.rms_norm_eps 1 0 0
attr ChameleonConfig.use_cache 1 0 0
attr ChameleonConfig.attention_bias 1 0 0
attr ChameleonConfig.attention_dropout 1 0 0
attr ChameleonConfig.model_parallel_size 1 0 0
attr ChameleonConfig.swin_norm 1 0 0
attr ChameleonConfig.rope_parameters 1 0 0
attr ChameleonConfig.vq_config 1 0 0
attr ChameleonConfig.vocabulary_map 1 0 0
attr ChameleonConfig.image_token_id 1 0 0
attr ChameleonConfig.tie_word_embeddings 1 0 0
attr ChameleonConfig.pad_token_id 1 0 0
attr ChameleonConfig.bos_token_id 1 0 0
attr ChameleonConfig.eos_token_id 1 0 0

transformers.models.chameleon.image_processing_chameleon (13 missing, 0 any)

Symbol Typable Typed Any
meth ChameleonImageProcessor.init 13 12 0
meth ChameleonImageProcessor.resize 7 6 0
attr ChameleonImageProcessor.do_resize 1 0 0
attr ChameleonImageProcessor.size 1 0 0
attr ChameleonImageProcessor.resample 1 0 0
attr ChameleonImageProcessor.do_center_crop 1 0 0
attr ChameleonImageProcessor.crop_size 1 0 0
attr ChameleonImageProcessor.do_rescale 1 0 0
attr ChameleonImageProcessor.rescale_factor 1 0 0
attr ChameleonImageProcessor.do_normalize 1 0 0
attr ChameleonImageProcessor.image_mean 1 0 0
attr ChameleonImageProcessor.image_std 1 0 0
attr ChameleonImageProcessor.do_convert_rgb 1 0 0

transformers.models.chameleon.image_processing_chameleon_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth ChameleonImageProcessorFast.resize 5 4 0

transformers.models.chameleon.modeling_chameleon (35 missing, 0 any)

Symbol Typable Typed Any
meth ChameleonVQVAE.init 2 1 0
attr ChameleonVQVAE.encoder 1 0 0
attr ChameleonVQVAE.quantize 1 0 0
attr ChameleonVQVAE.quant_conv 1 0 0
attr ChameleonVQVAE.post_quant_conv 1 0 0
meth ChameleonModel.init 2 1 0
meth ChameleonModel.get_image_tokens 2 1 0
meth ChameleonModel.get_placeholder_mask 4 3 0
attr ChameleonModel.padding_idx 1 0 0
attr ChameleonModel.vocab_size 1 0 0
attr ChameleonModel.embed_tokens 1 0 0
attr ChameleonModel.vocabulary_mapping 1 0 0
attr ChameleonModel.layers 1 0 0
attr ChameleonModel.norm 1 0 0
attr ChameleonModel.vqmodel 1 0 0
attr ChameleonModel.rotary_emb 1 0 0
attr ChameleonModel.gradient_checkpointing 1 0 0
meth ChameleonForConditionalGeneration.init 2 0 0
meth ChameleonForConditionalGeneration.get_image_tokens 2 0 0
meth ChameleonForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr ChameleonForConditionalGeneration.model 1 0 0
attr ChameleonForConditionalGeneration.vocab_size 1 0 0
attr ChameleonForConditionalGeneration.lm_head 1 0 0

transformers.models.chameleon.processing_chameleon (14 missing, 0 any)

Symbol Typable Typed Any
meth ChameleonProcessor.init 5 2 0
meth ChameleonProcessor._get_num_multimodal_tokens 3 0 0
attr ChameleonProcessor.image_seq_length 1 0 0
attr ChameleonProcessor.image_token 1 0 0
attr ChameleonProcessor.image_token_id 1 0 0
attr ChameleonProcessor.image_start_token 1 0 0
attr ChameleonProcessor.image_end_token 1 0 0
attr ChameleonProcessor.image_start_token_id 1 0 0
attr ChameleonProcessor.image_end_token_id 1 0 0
attr ChameleonProcessor.image_ids 1 0 0

transformers.models.chinese_clip.configuration_chinese_clip (74 missing, 0 any)

Symbol Typable Typed Any
meth ChineseCLIPVisionConfig.init 15 0 0
attr ChineseCLIPVisionConfig.hidden_size 1 0 0
attr ChineseCLIPVisionConfig.intermediate_size 1 0 0
attr ChineseCLIPVisionConfig.projection_dim 1 0 0
attr ChineseCLIPVisionConfig.num_hidden_layers 1 0 0
attr ChineseCLIPVisionConfig.num_attention_heads 1 0 0
attr ChineseCLIPVisionConfig.num_channels 1 0 0
attr ChineseCLIPVisionConfig.patch_size 1 0 0
attr ChineseCLIPVisionConfig.image_size 1 0 0
attr ChineseCLIPVisionConfig.initializer_range 1 0 0
attr ChineseCLIPVisionConfig.initializer_factor 1 0 0
attr ChineseCLIPVisionConfig.attention_dropout 1 0 0
attr ChineseCLIPVisionConfig.layer_norm_eps 1 0 0
attr ChineseCLIPVisionConfig.hidden_act 1 0 0
meth ChineseCLIPTextConfig.init 18 0 0
attr ChineseCLIPTextConfig.bos_token_id 1 0 0
attr ChineseCLIPTextConfig.pad_token_id 1 0 0
attr ChineseCLIPTextConfig.eos_token_id 1 0 0
attr ChineseCLIPTextConfig.vocab_size 1 0 0
attr ChineseCLIPTextConfig.hidden_size 1 0 0
attr ChineseCLIPTextConfig.num_hidden_layers 1 0 0
attr ChineseCLIPTextConfig.num_attention_heads 1 0 0
attr ChineseCLIPTextConfig.hidden_act 1 0 0
attr ChineseCLIPTextConfig.intermediate_size 1 0 0
attr ChineseCLIPTextConfig.hidden_dropout_prob 1 0 0
attr ChineseCLIPTextConfig.attention_probs_dropout_prob 1 0 0
attr ChineseCLIPTextConfig.max_position_embeddings 1 0 0
attr ChineseCLIPTextConfig.type_vocab_size 1 0 0
attr ChineseCLIPTextConfig.initializer_range 1 0 0
attr ChineseCLIPTextConfig.initializer_factor 1 0 0
attr ChineseCLIPTextConfig.layer_norm_eps 1 0 0
meth ChineseCLIPConfig.init 6 0 0
attr ChineseCLIPConfig.text_config 1 0 0
attr ChineseCLIPConfig.vision_config 1 0 0
attr ChineseCLIPConfig.projection_dim 1 0 0
attr ChineseCLIPConfig.logit_scale_init_value 1 0 0
attr ChineseCLIPConfig.initializer_factor 1 0 0
attr ChineseCLIPConfig.initializer_range 1 0 0

transformers.models.chinese_clip.image_processing_chinese_clip (13 missing, 0 any)

Symbol Typable Typed Any
meth ChineseCLIPImageProcessor.init 13 12 0
meth ChineseCLIPImageProcessor.resize 7 6 0
attr ChineseCLIPImageProcessor.do_resize 1 0 0
attr ChineseCLIPImageProcessor.size 1 0 0
attr ChineseCLIPImageProcessor.resample 1 0 0
attr ChineseCLIPImageProcessor.do_center_crop 1 0 0
attr ChineseCLIPImageProcessor.crop_size 1 0 0
attr ChineseCLIPImageProcessor.do_rescale 1 0 0
attr ChineseCLIPImageProcessor.rescale_factor 1 0 0
attr ChineseCLIPImageProcessor.do_normalize 1 0 0
attr ChineseCLIPImageProcessor.image_mean 1 0 0
attr ChineseCLIPImageProcessor.image_std 1 0 0
attr ChineseCLIPImageProcessor.do_convert_rgb 1 0 0

transformers.models.chinese_clip.modeling_chinese_clip (25 missing, 0 any)

Symbol Typable Typed Any
meth ChineseCLIPTextModel.init 3 0 0
meth ChineseCLIPTextModel.get_input_embeddings 1 0 0
meth ChineseCLIPTextModel.set_input_embeddings 2 0 0
meth ChineseCLIPTextModel.forward 14 13 0
attr ChineseCLIPTextModel.embeddings 1 0 0
attr ChineseCLIPTextModel.encoder 1 0 0
attr ChineseCLIPTextModel.pooler 1 0 0
meth ChineseCLIPModel.init 2 1 0
meth ChineseCLIPModel.forward 12 11 0
attr ChineseCLIPModel.projection_dim 1 0 0
attr ChineseCLIPModel.text_embed_dim 1 0 0
attr ChineseCLIPModel.vision_embed_dim 1 0 0
attr ChineseCLIPModel.text_model 1 0 0
attr ChineseCLIPModel.vision_model 1 0 0
attr ChineseCLIPModel.visual_projection 1 0 0
attr ChineseCLIPModel.text_projection 1 0 0
attr ChineseCLIPModel.logit_scale 1 0 0
meth ChineseCLIPVisionModel.init 2 1 0
meth ChineseCLIPVisionModel.forward 7 6 0
attr ChineseCLIPVisionModel.vision_model 1 0 0
meth ChineseCLIPPreTrainedModel._init_weights 2 0 0

transformers.models.chinese_clip.processing_chinese_clip (4 missing, 0 any)

Symbol Typable Typed Any
meth ChineseCLIPProcessor.init 4 0 0

transformers.models.clap.configuration_clap (108 missing, 0 any)

Symbol Typable Typed Any
meth ClapTextConfig.init 19 0 0
attr ClapTextConfig.pad_token_id 1 0 0
attr ClapTextConfig.bos_token_id 1 0 0
attr ClapTextConfig.eos_token_id 1 0 0
attr ClapTextConfig.vocab_size 1 0 0
attr ClapTextConfig.hidden_size 1 0 0
attr ClapTextConfig.num_hidden_layers 1 0 0
attr ClapTextConfig.num_attention_heads 1 0 0
attr ClapTextConfig.hidden_act 1 0 0
attr ClapTextConfig.intermediate_size 1 0 0
attr ClapTextConfig.hidden_dropout_prob 1 0 0
attr ClapTextConfig.attention_probs_dropout_prob 1 0 0
attr ClapTextConfig.max_position_embeddings 1 0 0
attr ClapTextConfig.type_vocab_size 1 0 0
attr ClapTextConfig.initializer_factor 1 0 0
attr ClapTextConfig.layer_norm_eps 1 0 0
attr ClapTextConfig.projection_hidden_act 1 0 0
attr ClapTextConfig.projection_dim 1 0 0
meth ClapConfig.init 8 0 0
attr ClapConfig.text_config 1 0 0
attr ClapConfig.audio_config 1 0 0
attr ClapConfig.projection_dim 1 0 0
attr ClapConfig.projection_hidden_act 1 0 0
attr ClapConfig.hidden_size 1 0 0
attr ClapConfig.logit_scale_init_value 1 0 0
attr ClapConfig.initializer_factor 1 0 0
attr ClapConfig.num_hidden_layers 1 0 0
meth ClapAudioConfig.init 29 0 0
attr ClapAudioConfig.window_size 1 0 0
attr ClapAudioConfig.num_mel_bins 1 0 0
attr ClapAudioConfig.spec_size 1 0 0
attr ClapAudioConfig.patch_size 1 0 0
attr ClapAudioConfig.patch_stride 1 0 0
attr ClapAudioConfig.num_classes 1 0 0
attr ClapAudioConfig.hidden_size 1 0 0
attr ClapAudioConfig.depths 1 0 0
attr ClapAudioConfig.num_hidden_layers 1 0 0
attr ClapAudioConfig.num_attention_heads 1 0 0
attr ClapAudioConfig.enable_fusion 1 0 0
attr ClapAudioConfig.fusion_type 1 0 0
attr ClapAudioConfig.hidden_act 1 0 0
attr ClapAudioConfig.hidden_dropout_prob 1 0 0
attr ClapAudioConfig.projection_dim 1 0 0
attr ClapAudioConfig.flatten_patch_embeds 1 0 0
attr ClapAudioConfig.patch_embeds_hidden_size 1 0 0
attr ClapAudioConfig.enable_patch_layer_norm 1 0 0
attr ClapAudioConfig.drop_path_rate 1 0 0
attr ClapAudioConfig.attention_probs_dropout_prob 1 0 0
attr ClapAudioConfig.qkv_bias 1 0 0
attr ClapAudioConfig.mlp_ratio 1 0 0
attr ClapAudioConfig.patch_embed_input_channels 1 0 0
attr ClapAudioConfig.aff_block_r 1 0 0
attr ClapAudioConfig.layer_norm_eps 1 0 0
attr ClapAudioConfig.initializer_factor 1 0 0
attr ClapAudioConfig.projection_hidden_act 1 0 0

transformers.models.clap.feature_extraction_clap (30 missing, 0 any)

Symbol Typable Typed Any
meth ClapFeatureExtractor.init 14 5 0
meth ClapFeatureExtractor._random_mel_fusion 4 0 0
meth ClapFeatureExtractor._get_input_mel 5 2 0
meth ClapFeatureExtractor.call 8 7 0
attr ClapFeatureExtractor.top_db 1 0 0
attr ClapFeatureExtractor.truncation 1 0 0
attr ClapFeatureExtractor.padding 1 0 0
attr ClapFeatureExtractor.fft_window_size 1 0 0
attr ClapFeatureExtractor.nb_frequency_bins 1 0 0
attr ClapFeatureExtractor.hop_length 1 0 0
attr ClapFeatureExtractor.max_length_s 1 0 0
attr ClapFeatureExtractor.nb_max_samples 1 0 0
attr ClapFeatureExtractor.sampling_rate 1 0 0
attr ClapFeatureExtractor.frequency_min 1 0 0
attr ClapFeatureExtractor.frequency_max 1 0 0
attr ClapFeatureExtractor.mel_filters 1 0 0
attr ClapFeatureExtractor.mel_filters_slaney 1 0 0

transformers.models.clap.modeling_clap (33 missing, 0 any)

Symbol Typable Typed Any
meth ClapAudioModelWithProjection.init 2 1 0
meth ClapAudioModelWithProjection.forward 7 6 0
attr ClapAudioModelWithProjection.audio_model 1 0 0
attr ClapAudioModelWithProjection.audio_projection 1 0 0
meth ClapTextModelWithProjection.init 2 1 0
meth ClapTextModelWithProjection.set_input_embeddings 2 0 0
meth ClapTextModelWithProjection.forward 8 7 0
attr ClapTextModelWithProjection.text_model 1 0 0
attr ClapTextModelWithProjection.text_projection 1 0 0
meth ClapModel.init 2 1 0
meth ClapModel.forward 11 10 0
attr ClapModel.logit_scale_a 1 0 0
attr ClapModel.logit_scale_t 1 0 0
attr ClapModel.projection_dim 1 0 0
attr ClapModel.text_model 1 0 0
attr ClapModel.text_projection 1 0 0
attr ClapModel.audio_model 1 0 0
attr ClapModel.audio_projection 1 0 0
meth ClapAudioModel.init 2 1 0
meth ClapAudioModel.forward 7 6 0
attr ClapAudioModel.audio_encoder 1 0 0
meth ClapPreTrainedModel._init_weights 2 1 0
meth ClapTextModel.init 3 0 0
meth ClapTextModel.get_input_embeddings 1 0 0
meth ClapTextModel.set_input_embeddings 2 0 0
meth ClapTextModel.forward 10 9 0
attr ClapTextModel.embeddings 1 0 0
attr ClapTextModel.encoder 1 0 0
attr ClapTextModel.pooler 1 0 0

transformers.models.clap.processing_clap (3 missing, 0 any)

Symbol Typable Typed Any
meth ClapProcessor.init 3 0 0

transformers.models.clip.configuration_clip (71 missing, 0 any)

Symbol Typable Typed Any
meth CLIPTextConfig.init 17 0 0
attr CLIPTextConfig.pad_token_id 1 0 0
attr CLIPTextConfig.bos_token_id 1 0 0
attr CLIPTextConfig.eos_token_id 1 0 0
attr CLIPTextConfig.vocab_size 1 0 0
attr CLIPTextConfig.hidden_size 1 0 0
attr CLIPTextConfig.intermediate_size 1 0 0
attr CLIPTextConfig.projection_dim 1 0 0
attr CLIPTextConfig.num_hidden_layers 1 0 0
attr CLIPTextConfig.num_attention_heads 1 0 0
attr CLIPTextConfig.max_position_embeddings 1 0 0
attr CLIPTextConfig.layer_norm_eps 1 0 0
attr CLIPTextConfig.hidden_act 1 0 0
attr CLIPTextConfig.initializer_range 1 0 0
attr CLIPTextConfig.initializer_factor 1 0 0
attr CLIPTextConfig.attention_dropout 1 0 0
meth CLIPVisionConfig.init 15 0 0
attr CLIPVisionConfig.hidden_size 1 0 0
attr CLIPVisionConfig.intermediate_size 1 0 0
attr CLIPVisionConfig.projection_dim 1 0 0
attr CLIPVisionConfig.num_hidden_layers 1 0 0
attr CLIPVisionConfig.num_attention_heads 1 0 0
attr CLIPVisionConfig.num_channels 1 0 0
attr CLIPVisionConfig.patch_size 1 0 0
attr CLIPVisionConfig.image_size 1 0 0
attr CLIPVisionConfig.initializer_range 1 0 0
attr CLIPVisionConfig.initializer_factor 1 0 0
attr CLIPVisionConfig.attention_dropout 1 0 0
attr CLIPVisionConfig.layer_norm_eps 1 0 0
attr CLIPVisionConfig.hidden_act 1 0 0
meth CLIPConfig.init 6 0 0
attr CLIPConfig.text_config 1 0 0
attr CLIPConfig.vision_config 1 0 0
attr CLIPConfig.projection_dim 1 0 0
attr CLIPConfig.logit_scale_init_value 1 0 0
attr CLIPConfig.initializer_factor 1 0 0

transformers.models.clip.image_processing_clip (14 missing, 0 any)

Symbol Typable Typed Any
meth CLIPImageProcessor.init 13 12 0
meth CLIPImageProcessor.resize 7 6 0
meth CLIPImageProcessor.preprocess 17 16 0
attr CLIPImageProcessor.do_resize 1 0 0
attr CLIPImageProcessor.size 1 0 0
attr CLIPImageProcessor.resample 1 0 0
attr CLIPImageProcessor.do_center_crop 1 0 0
attr CLIPImageProcessor.crop_size 1 0 0
attr CLIPImageProcessor.do_rescale 1 0 0
attr CLIPImageProcessor.rescale_factor 1 0 0
attr CLIPImageProcessor.do_normalize 1 0 0
attr CLIPImageProcessor.image_mean 1 0 0
attr CLIPImageProcessor.image_std 1 0 0
attr CLIPImageProcessor.do_convert_rgb 1 0 0

transformers.models.clip.image_processing_clip_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth CLIPImageProcessorFast.init 2 1 0

transformers.models.clip.modeling_clip (28 missing, 0 any)

Symbol Typable Typed Any
meth CLIPTextModel.init 2 1 0
meth CLIPTextModel.set_input_embeddings 2 0 0
attr CLIPTextModel.text_model 1 0 0
meth CLIPTextModelWithProjection.init 2 1 0
meth CLIPTextModelWithProjection.set_input_embeddings 2 0 0
attr CLIPTextModelWithProjection.text_model 1 0 0
attr CLIPTextModelWithProjection.text_projection 1 0 0
meth CLIPVisionModelWithProjection.init 2 1 0
attr CLIPVisionModelWithProjection.vision_model 1 0 0
attr CLIPVisionModelWithProjection.visual_projection 1 0 0
meth CLIPModel.init 2 1 0
attr CLIPModel.projection_dim 1 0 0
attr CLIPModel.text_embed_dim 1 0 0
attr CLIPModel.vision_embed_dim 1 0 0
attr CLIPModel.text_model 1 0 0
attr CLIPModel.vision_model 1 0 0
attr CLIPModel.visual_projection 1 0 0
attr CLIPModel.text_projection 1 0 0
attr CLIPModel.logit_scale 1 0 0
attr CLIPForImageClassification.num_labels 1 0 0
attr CLIPForImageClassification.vision_model 1 0 0
attr CLIPForImageClassification.classifier 1 0 0
meth CLIPVisionModel.init 2 1 0
attr CLIPVisionModel.vision_model 1 0 0
meth CLIPPreTrainedModel._init_weights 2 0 0

transformers.models.clip.processing_clip (4 missing, 0 any)

Symbol Typable Typed Any
meth CLIPProcessor.init 4 0 0

transformers.models.clip.tokenization_clip (3 missing, 0 any)

Symbol Typable Typed Any
meth CLIPTokenizer.init 8 6 0
meth CLIPTokenizer._wrap_decode_method_backend_tokenizer 1 0 0

transformers.models.clipseg.configuration_clipseg (83 missing, 0 any)

Symbol Typable Typed Any
meth CLIPSegVisionConfig.init 14 0 0
attr CLIPSegVisionConfig.hidden_size 1 0 0
attr CLIPSegVisionConfig.intermediate_size 1 0 0
attr CLIPSegVisionConfig.num_hidden_layers 1 0 0
attr CLIPSegVisionConfig.num_attention_heads 1 0 0
attr CLIPSegVisionConfig.num_channels 1 0 0
attr CLIPSegVisionConfig.patch_size 1 0 0
attr CLIPSegVisionConfig.image_size 1 0 0
attr CLIPSegVisionConfig.initializer_range 1 0 0
attr CLIPSegVisionConfig.initializer_factor 1 0 0
attr CLIPSegVisionConfig.attention_dropout 1 0 0
attr CLIPSegVisionConfig.layer_norm_eps 1 0 0
attr CLIPSegVisionConfig.hidden_act 1 0 0
meth CLIPSegTextConfig.init 16 0 0
attr CLIPSegTextConfig.pad_token_id 1 0 0
attr CLIPSegTextConfig.bos_token_id 1 0 0
attr CLIPSegTextConfig.eos_token_id 1 0 0
attr CLIPSegTextConfig.vocab_size 1 0 0
attr CLIPSegTextConfig.hidden_size 1 0 0
attr CLIPSegTextConfig.intermediate_size 1 0 0
attr CLIPSegTextConfig.num_hidden_layers 1 0 0
attr CLIPSegTextConfig.num_attention_heads 1 0 0
attr CLIPSegTextConfig.max_position_embeddings 1 0 0
attr CLIPSegTextConfig.layer_norm_eps 1 0 0
attr CLIPSegTextConfig.hidden_act 1 0 0
attr CLIPSegTextConfig.initializer_range 1 0 0
attr CLIPSegTextConfig.initializer_factor 1 0 0
attr CLIPSegTextConfig.attention_dropout 1 0 0
meth CLIPSegConfig.init 14 0 0
attr CLIPSegConfig.text_config 1 0 0
attr CLIPSegConfig.vision_config 1 0 0
attr CLIPSegConfig.projection_dim 1 0 0
attr CLIPSegConfig.logit_scale_init_value 1 0 0
attr CLIPSegConfig.extract_layers 1 0 0
attr CLIPSegConfig.reduce_dim 1 0 0
attr CLIPSegConfig.decoder_num_attention_heads 1 0 0
attr CLIPSegConfig.decoder_attention_dropout 1 0 0
attr CLIPSegConfig.decoder_hidden_act 1 0 0
attr CLIPSegConfig.decoder_intermediate_size 1 0 0
attr CLIPSegConfig.conditional_layer 1 0 0
attr CLIPSegConfig.initializer_factor 1 0 0
attr CLIPSegConfig.use_complex_transposed_convolution 1 0 0

transformers.models.clipseg.modeling_clipseg (26 missing, 0 any)

Symbol Typable Typed Any
meth CLIPSegVisionModel.init 2 1 0
meth CLIPSegVisionModel.forward 7 6 0
attr CLIPSegVisionModel.vision_model 1 0 0
meth CLIPSegModel.init 2 1 0
meth CLIPSegModel.forward 11 10 0
attr CLIPSegModel.projection_dim 1 0 0
attr CLIPSegModel.text_embed_dim 1 0 0
attr CLIPSegModel.vision_embed_dim 1 0 0
attr CLIPSegModel.text_model 1 0 0
attr CLIPSegModel.vision_model 1 0 0
attr CLIPSegModel.visual_projection 1 0 0
attr CLIPSegModel.text_projection 1 0 0
attr CLIPSegModel.logit_scale 1 0 0
meth CLIPSegPreTrainedModel._init_weights 2 0 0
meth CLIPSegForImageSegmentation.init 2 1 0
meth CLIPSegForImageSegmentation.get_conditional_embeddings 6 5 0
meth CLIPSegForImageSegmentation.forward 13 12 0
attr CLIPSegForImageSegmentation.clip 1 0 0
attr CLIPSegForImageSegmentation.extract_layers 1 0 0
attr CLIPSegForImageSegmentation.decoder 1 0 0
meth CLIPSegTextModel.init 2 1 0
meth CLIPSegTextModel.set_input_embeddings 2 0 0
meth CLIPSegTextModel.forward 8 7 0
attr CLIPSegTextModel.text_model 1 0 0

transformers.models.clipseg.processing_clipseg (10 missing, 0 any)

Symbol Typable Typed Any
meth CLIPSegProcessor.init 4 0 0
meth CLIPSegProcessor.call 6 0 0

transformers.models.clvp.configuration_clvp (110 missing, 0 any)

Symbol Typable Typed Any
meth ClvpEncoderConfig.init 19 0 0
meth ClvpEncoderConfig.from_pretrained 4 2 0
attr ClvpEncoderConfig.vocab_size 1 0 0
attr ClvpEncoderConfig.hidden_size 1 0 0
attr ClvpEncoderConfig.intermediate_size 1 0 0
attr ClvpEncoderConfig.projection_dim 1 0 0
attr ClvpEncoderConfig.num_hidden_layers 1 0 0
attr ClvpEncoderConfig.num_attention_heads 1 0 0
attr ClvpEncoderConfig.layer_norm_eps 1 0 0
attr ClvpEncoderConfig.hidden_act 1 0 0
attr ClvpEncoderConfig.initializer_factor 1 0 0
attr ClvpEncoderConfig.attention_dropout 1 0 0
attr ClvpEncoderConfig.dropout 1 0 0
attr ClvpEncoderConfig.use_rotary_embedding 1 0 0
attr ClvpEncoderConfig.use_attention_bias 1 0 0
attr ClvpEncoderConfig.summary_type 1 0 0
attr ClvpEncoderConfig.bos_token_id 1 0 0
attr ClvpEncoderConfig.eos_token_id 1 0 0
attr ClvpEncoderConfig.pad_token_id 1 0 0
meth ClvpDecoderConfig.init 30 0 0
attr ClvpDecoderConfig.vocab_size 1 0 0
attr ClvpDecoderConfig.max_position_embeddings 1 0 0
attr ClvpDecoderConfig.max_text_tokens 1 0 0
attr ClvpDecoderConfig.hidden_size 1 0 0
attr ClvpDecoderConfig.num_hidden_layers 1 0 0
attr ClvpDecoderConfig.num_attention_heads 1 0 0
attr ClvpDecoderConfig.n_inner 1 0 0
attr ClvpDecoderConfig.num_mel_attn_blocks 1 0 0
attr ClvpDecoderConfig.activation_function 1 0 0
attr ClvpDecoderConfig.resid_pdrop 1 0 0
attr ClvpDecoderConfig.embd_pdrop 1 0 0
attr ClvpDecoderConfig.attention_dropout 1 0 0
attr ClvpDecoderConfig.layer_norm_epsilon 1 0 0
attr ClvpDecoderConfig.initializer_range 1 0 0
attr ClvpDecoderConfig.summary_type 1 0 0
attr ClvpDecoderConfig.summary_use_proj 1 0 0
attr ClvpDecoderConfig.summary_activation 1 0 0
attr ClvpDecoderConfig.summary_first_dropout 1 0 0
attr ClvpDecoderConfig.summary_proj_to_labels 1 0 0
attr ClvpDecoderConfig.use_cache 1 0 0
attr ClvpDecoderConfig.feature_size 1 0 0
attr ClvpDecoderConfig.use_attention_bias 1 0 0
attr ClvpDecoderConfig.initializer_factor 1 0 0
attr ClvpDecoderConfig.decoder_fixing_codes 1 0 0
attr ClvpDecoderConfig.bos_token_id 1 0 0
attr ClvpDecoderConfig.eos_token_id 1 0 0
attr ClvpDecoderConfig.pad_token_id 1 0 0
attr ClvpDecoderConfig.add_cross_attention 1 0 0
meth ClvpConfig.init 8 0 0
attr ClvpConfig.text_config 1 0 0
attr ClvpConfig.speech_config 1 0 0
attr ClvpConfig.decoder_config 1 0 0
attr ClvpConfig.projection_dim 1 0 0
attr ClvpConfig.logit_scale_init_value 1 0 0
attr ClvpConfig.initializer_factor 1 0 0

transformers.models.clvp.feature_extraction_clvp (21 missing, 0 any)

Symbol Typable Typed Any
meth ClvpFeatureExtractor.init 11 0 0
meth ClvpFeatureExtractor.call 10 9 0
attr ClvpFeatureExtractor.n_fft 1 0 0
attr ClvpFeatureExtractor.hop_length 1 0 0
attr ClvpFeatureExtractor.chunk_length 1 0 0
attr ClvpFeatureExtractor.n_samples 1 0 0
attr ClvpFeatureExtractor.nb_max_frames 1 0 0
attr ClvpFeatureExtractor.sampling_rate 1 0 0
attr ClvpFeatureExtractor.default_audio_length 1 0 0
attr ClvpFeatureExtractor.mel_norms 1 0 0
attr ClvpFeatureExtractor.mel_filters 1 0 0

transformers.models.clvp.modeling_clvp (59 missing, 0 any)

Symbol Typable Typed Any
meth ClvpDecoder.init 2 0 0
meth ClvpDecoder.get_input_embeddings 1 0 0
meth ClvpDecoder.set_input_embeddings 2 0 0
meth ClvpDecoder.forward 13 12 0
attr ClvpDecoder.input_embeds_layer 1 0 0
attr ClvpDecoder.position_embeds_layer 1 0 0
attr ClvpDecoder.drop 1 0 0
attr ClvpDecoder.layers 1 0 0
attr ClvpDecoder.layer_norm 1 0 0
attr ClvpDecoder.gradient_checkpointing 1 0 0
meth ClvpModelForConditionalGeneration.init 2 1 0
meth ClvpModelForConditionalGeneration.get_speech_features 8 7 0
meth ClvpModelForConditionalGeneration.forward 12 11 0
meth ClvpModelForConditionalGeneration.generate 8 6 0
attr ClvpModelForConditionalGeneration.conditioning_encoder 1 0 0
attr ClvpModelForConditionalGeneration.speech_decoder_model 1 0 0
attr ClvpModelForConditionalGeneration.text_encoder_model 1 0 0
attr ClvpModelForConditionalGeneration.speech_encoder_model 1 0 0
attr ClvpModelForConditionalGeneration.logit_scale 1 0 0
meth ClvpForCausalLM.init 2 0 0
meth ClvpForCausalLM.get_output_embeddings 1 0 0
meth ClvpForCausalLM.get_input_embeddings 1 0 0
meth ClvpForCausalLM.set_input_embeddings 2 0 0
meth ClvpForCausalLM.prepare_inputs_for_generation 8 0 0
meth ClvpForCausalLM.forward 14 13 0
attr ClvpForCausalLM.model 1 0 0
attr ClvpForCausalLM.final_norm 1 0 0
attr ClvpForCausalLM.lm_head 1 0 0
meth ClvpEncoder.init 2 1 0
meth ClvpEncoder.get_input_embeddings 1 0 0
meth ClvpEncoder.set_input_embeddings 2 0 0
meth ClvpEncoder.forward 9 8 0
attr ClvpEncoder.token_embedding 1 0 0
attr ClvpEncoder.rotary_pos_emb 1 0 0
attr ClvpEncoder.layers 1 0 0
attr ClvpEncoder.sequence_summary 1 0 0
attr ClvpEncoder.final_layer_norm 1 0 0
attr ClvpEncoder.projection 1 0 0
attr ClvpEncoder.gradient_checkpointing 1 0 0
meth ClvpPreTrainedModel._init_weights 2 1 0
meth ClvpModel.init 2 1 0
meth ClvpModel.get_input_embeddings 1 0 0
meth ClvpModel.set_input_embeddings 2 0 0
meth ClvpModel.forward 13 12 0
attr ClvpModel.decoder 1 0 0

transformers.models.clvp.number_normalizer (6 missing, 0 any)

Symbol Typable Typed Any
meth EnglishNormalizer.init 1 0 0
meth EnglishNormalizer.call 2 0 0
attr EnglishNormalizer.ones 1 0 0
attr EnglishNormalizer.teens 1 0 0
attr EnglishNormalizer.tens 1 0 0

transformers.models.clvp.processing_clvp (6 missing, 0 any)

Symbol Typable Typed Any
meth ClvpProcessor.init 3 0 0
meth ClvpProcessor.call 3 0 0

transformers.models.clvp.tokenization_clvp (34 missing, 0 any)

Symbol Typable Typed Any
meth ClvpTokenizer.init 10 0 0
meth ClvpTokenizer.get_vocab 1 0 0
meth ClvpTokenizer.bpe 2 0 0
meth ClvpTokenizer._tokenize 2 0 0
meth ClvpTokenizer._convert_token_to_id 2 0 0
meth ClvpTokenizer._convert_id_to_token 2 0 0
meth ClvpTokenizer.convert_tokens_to_string 2 0 0
meth ClvpTokenizer.clean_up_tokenization 2 0 0
prop ClvpTokenizer.vocab_size 1 0 0
prop ClvpTokenizer.normalizer 1 0 0
attr ClvpTokenizer.decoder 1 0 0
attr ClvpTokenizer.errors 1 0 0
attr ClvpTokenizer.byte_encoder 1 0 0
attr ClvpTokenizer.byte_decoder 1 0 0
attr ClvpTokenizer.bpe_ranks 1 0 0
attr ClvpTokenizer.cache 1 0 0
attr ClvpTokenizer.add_prefix_space 1 0 0
attr ClvpTokenizer.pat 1 0 0
attr ClvpTokenizer.encoder 1 0 0

transformers.models.code_llama.tokenization_code_llama (39 missing, 0 any)

Symbol Typable Typed Any
meth CodeLlamaTokenizer.init 17 5 0
meth CodeLlamaTokenizer.set_infilling_processor 4 0 0
meth CodeLlamaTokenizer.tokenize 5 0 0
meth CodeLlamaTokenizer._encode_plus 7 0 0
prop CodeLlamaTokenizer.prefix_token 1 0 0
prop CodeLlamaTokenizer.prefix_id 1 0 0
prop CodeLlamaTokenizer.middle_token 1 0 0
prop CodeLlamaTokenizer.middle_id 1 0 0
prop CodeLlamaTokenizer.suffix_token 1 0 0
prop CodeLlamaTokenizer.suffix_id 1 0 0
prop CodeLlamaTokenizer.eot_id 1 0 0
prop CodeLlamaTokenizer.eot_token 1 0 0
attr CodeLlamaTokenizer.add_prefix_space 1 0 0
attr CodeLlamaTokenizer.use_default_system_prompt 1 0 0
attr CodeLlamaTokenizer.fill_token 1 0 0

transformers.models.codegen.configuration_codegen (38 missing, 0 any)

Symbol Typable Typed Any
meth CodeGenConfig.init 20 0 0
attr CodeGenConfig.vocab_size 1 0 0
attr CodeGenConfig.n_ctx 1 0 0
attr CodeGenConfig.n_positions 1 0 0
attr CodeGenConfig.n_embd 1 0 0
attr CodeGenConfig.n_layer 1 0 0
attr CodeGenConfig.n_head 1 0 0
attr CodeGenConfig.n_inner 1 0 0
attr CodeGenConfig.rotary_dim 1 0 0
attr CodeGenConfig.activation_function 1 0 0
attr CodeGenConfig.resid_pdrop 1 0 0
attr CodeGenConfig.embd_pdrop 1 0 0
attr CodeGenConfig.attn_pdrop 1 0 0
attr CodeGenConfig.layer_norm_epsilon 1 0 0
attr CodeGenConfig.initializer_range 1 0 0
attr CodeGenConfig.use_cache 1 0 0
attr CodeGenConfig.bos_token_id 1 0 0
attr CodeGenConfig.eos_token_id 1 0 0
attr CodeGenConfig.tie_word_embeddings 1 0 0

transformers.models.codegen.modeling_codegen (21 missing, 0 any)

Symbol Typable Typed Any
meth CodeGenForCausalLM.init 2 0 0
meth CodeGenForCausalLM.forward 15 14 0
attr CodeGenForCausalLM.transformer 1 0 0
attr CodeGenForCausalLM.lm_head 1 0 0
meth CodeGenModel.init 2 0 0
meth CodeGenModel.get_input_embeddings 1 0 0
meth CodeGenModel.set_input_embeddings 2 0 0
meth CodeGenModel.forward 13 12 0
attr CodeGenModel.embed_dim 1 0 0
attr CodeGenModel.vocab_size 1 0 0
attr CodeGenModel.wte 1 0 0
attr CodeGenModel.drop 1 0 0
attr CodeGenModel.h 1 0 0
attr CodeGenModel.ln_f 1 0 0
attr CodeGenModel.rotary_dim 1 0 0
attr CodeGenModel.gradient_checkpointing 1 0 0
meth CodeGenPreTrainedModel._init_weights 2 0 0

transformers.models.codegen.tokenization_codegen (9 missing, 0 any)

Symbol Typable Typed Any
meth CodeGenTokenizer.init 10 7 0
meth CodeGenTokenizer.decode 6 5 0
meth CodeGenTokenizer.truncate 3 0 0
attr CodeGenTokenizer.return_token_type_ids 1 0 0
attr CodeGenTokenizer.add_prefix_space 1 0 0

transformers.models.cohere.configuration_cohere (22 missing, 0 any)

Symbol Typable Typed Any
meth CohereConfig.init 22 20 0
attr CohereConfig.vocab_size 1 0 0
attr CohereConfig.max_position_embeddings 1 0 0
attr CohereConfig.hidden_size 1 0 0
attr CohereConfig.logit_scale 1 0 0
attr CohereConfig.intermediate_size 1 0 0
attr CohereConfig.num_hidden_layers 1 0 0
attr CohereConfig.num_attention_heads 1 0 0
attr CohereConfig.num_key_value_heads 1 0 0
attr CohereConfig.hidden_act 1 0 0
attr CohereConfig.initializer_range 1 0 0
attr CohereConfig.layer_norm_eps 1 0 0
attr CohereConfig.use_cache 1 0 0
attr CohereConfig.attention_bias 1 0 0
attr CohereConfig.attention_dropout 1 0 0
attr CohereConfig.use_qk_norm 1 0 0
attr CohereConfig.rope_parameters 1 0 0
attr CohereConfig.tie_word_embeddings 1 0 0
attr CohereConfig.pad_token_id 1 0 0
attr CohereConfig.bos_token_id 1 0 0
attr CohereConfig.eos_token_id 1 0 0

transformers.models.cohere.modeling_cohere (15 missing, 0 any)

Symbol Typable Typed Any
meth CohereForCausalLM.init 2 0 0
attr CohereForCausalLM.model 1 0 0
attr CohereForCausalLM.vocab_size 1 0 0
attr CohereForCausalLM.lm_head 1 0 0
attr CohereForCausalLM.logit_scale 1 0 0
attr CohereForCausalLM.tie_word_embeddings 1 0 0
meth CohereModel.init 2 1 0
attr CohereModel.padding_idx 1 0 0
attr CohereModel.vocab_size 1 0 0
attr CohereModel.embed_tokens 1 0 0
attr CohereModel.layers 1 0 0
attr CohereModel.norm 1 0 0
attr CohereModel.rotary_emb 1 0 0
attr CohereModel.gradient_checkpointing 1 0 0

transformers.models.cohere.modular_cohere (9 missing, 0 any)

Symbol Typable Typed Any
meth CohereForCausalLM.init 2 0 0
attr CohereForCausalLM.model 1 0 0
attr CohereForCausalLM.logit_scale 1 0 0
attr CohereForCausalLM.tie_word_embeddings 1 0 0
attr CoherePreTrainedModel 1 0 0
meth CohereModel.init 2 1 0
attr CohereModel.layers 1 0 0
attr CohereModel.norm 1 0 0

transformers.models.cohere.tokenization_cohere (8 missing, 0 any)

Symbol Typable Typed Any
meth CohereTokenizer.init 14 12 0
meth CohereTokenizer.apply_tool_use_template 4 3 0
meth CohereTokenizer.apply_grounded_generation_template 5 4 0
attr CohereTokenizer.use_default_system_prompt 1 0 0
attr CohereTokenizer.add_prefix_space 1 0 0
attr CohereTokenizer.grounded_generation_template 1 0 0
attr CohereTokenizer.tool_use_template 1 0 0

transformers.models.cohere2.configuration_cohere2 (24 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2Config.init 23 21 0
attr Cohere2Config.vocab_size 1 0 0
attr Cohere2Config.max_position_embeddings 1 0 0
attr Cohere2Config.hidden_size 1 0 0
attr Cohere2Config.logit_scale 1 0 0
attr Cohere2Config.intermediate_size 1 0 0
attr Cohere2Config.num_hidden_layers 1 0 0
attr Cohere2Config.num_attention_heads 1 0 0
attr Cohere2Config.num_key_value_heads 1 0 0
attr Cohere2Config.hidden_act 1 0 0
attr Cohere2Config.initializer_range 1 0 0
attr Cohere2Config.layer_norm_eps 1 0 0
attr Cohere2Config.use_cache 1 0 0
attr Cohere2Config.attention_bias 1 0 0
attr Cohere2Config.attention_dropout 1 0 0
attr Cohere2Config.sliding_window 1 0 0
attr Cohere2Config.layer_types 1 0 0
attr Cohere2Config.head_dim 1 0 0
attr Cohere2Config.pad_token_id 1 0 0
attr Cohere2Config.bos_token_id 1 0 0
attr Cohere2Config.eos_token_id 1 0 0
attr Cohere2Config.tie_word_embeddings 1 0 0
attr Cohere2Config.rope_parameters 1 0 0

transformers.models.cohere2.modeling_cohere2 (15 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2ForCausalLM.init 2 0 0
attr Cohere2ForCausalLM.model 1 0 0
attr Cohere2ForCausalLM.vocab_size 1 0 0
attr Cohere2ForCausalLM.lm_head 1 0 0
attr Cohere2ForCausalLM.logit_scale 1 0 0
attr Cohere2ForCausalLM.tie_word_embeddings 1 0 0
meth Cohere2Model.init 2 1 0
attr Cohere2Model.padding_idx 1 0 0
attr Cohere2Model.vocab_size 1 0 0
attr Cohere2Model.embed_tokens 1 0 0
attr Cohere2Model.layers 1 0 0
attr Cohere2Model.norm 1 0 0
attr Cohere2Model.rotary_emb 1 0 0
attr Cohere2Model.gradient_checkpointing 1 0 0

transformers.models.cohere2.modular_cohere2 (26 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2Config.init 23 21 0
attr Cohere2Config.vocab_size 1 0 0
attr Cohere2Config.max_position_embeddings 1 0 0
attr Cohere2Config.hidden_size 1 0 0
attr Cohere2Config.logit_scale 1 0 0
attr Cohere2Config.intermediate_size 1 0 0
attr Cohere2Config.num_hidden_layers 1 0 0
attr Cohere2Config.num_attention_heads 1 0 0
attr Cohere2Config.num_key_value_heads 1 0 0
attr Cohere2Config.hidden_act 1 0 0
attr Cohere2Config.initializer_range 1 0 0
attr Cohere2Config.layer_norm_eps 1 0 0
attr Cohere2Config.use_cache 1 0 0
attr Cohere2Config.attention_bias 1 0 0
attr Cohere2Config.attention_dropout 1 0 0
attr Cohere2Config.sliding_window 1 0 0
attr Cohere2Config.layer_types 1 0 0
attr Cohere2Config.head_dim 1 0 0
attr Cohere2Config.pad_token_id 1 0 0
attr Cohere2Config.bos_token_id 1 0 0
attr Cohere2Config.eos_token_id 1 0 0
attr Cohere2Config.tie_word_embeddings 1 0 0
attr Cohere2Config.rope_parameters 1 0 0
meth Cohere2Model.init 2 1 0
attr Cohere2Model.norm 1 0 0

transformers.models.cohere2_vision.configuration_cohere2_vision (14 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2VisionConfig.init 8 0 0
attr Cohere2VisionConfig.downsample_factor 1 0 0
attr Cohere2VisionConfig.image_token_id 1 0 0
attr Cohere2VisionConfig.alignment_intermediate_size 1 0 0
attr Cohere2VisionConfig.vision_config 1 0 0
attr Cohere2VisionConfig.text_config 1 0 0
attr Cohere2VisionConfig.tie_word_embeddings 1 0 0

transformers.models.cohere2_vision.image_processing_cohere2_vision_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2VisionImageProcessorFast.init 2 1 0
meth Cohere2VisionImageProcessorFast.crop_image_to_patches 7 6 0
meth Cohere2VisionImageProcessorFast._preprocess 18 17 0
meth Cohere2VisionImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.cohere2_vision.modeling_cohere2_vision (24 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2VisionForConditionalGeneration.init 2 1 0
meth Cohere2VisionForConditionalGeneration.get_input_embeddings 1 0 0
meth Cohere2VisionForConditionalGeneration.set_input_embeddings 2 0 0
meth Cohere2VisionForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr Cohere2VisionForConditionalGeneration.model 1 0 0
attr Cohere2VisionForConditionalGeneration.lm_head 1 0 0
meth Cohere2VisionModel.init 2 1 0
meth Cohere2VisionModel.get_input_embeddings 1 0 0
meth Cohere2VisionModel.set_input_embeddings 2 0 0
meth Cohere2VisionModel.get_placeholder_mask 4 3 0
attr Cohere2VisionModel.vision_tower 1 0 0
attr Cohere2VisionModel.multi_modal_projector 1 0 0
attr Cohere2VisionModel.language_model 1 0 0

transformers.models.cohere2_vision.modular_cohere2_vision (1 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2VisionImageProcessorFast.init 2 1 0

transformers.models.cohere2_vision.processing_cohere2_vision (22 missing, 0 any)

Symbol Typable Typed Any
meth Cohere2VisionProcessor.init 5 0 0
meth Cohere2VisionProcessor._get_num_multimodal_tokens 3 0 0
meth Cohere2VisionProcessor.batch_decode 3 0 0
meth Cohere2VisionProcessor.decode 3 0 0
prop Cohere2VisionProcessor.model_input_names 1 0 0
attr Cohere2VisionProcessor.patch_size 1 0 0
attr Cohere2VisionProcessor.boi_token 1 0 0
attr Cohere2VisionProcessor.eoi_token 1 0 0
attr Cohere2VisionProcessor.image_token 1 0 0
attr Cohere2VisionProcessor.img_line_break_token 1 0 0
attr Cohere2VisionProcessor.image_token_id 1 0 0
attr Cohere2VisionProcessor.image_ids 1 0 0

transformers.models.colmodernvbert.configuration_colmodernvbert (8 missing, 0 any)

Symbol Typable Typed Any
meth ColModernVBertConfig.init 5 2 0
meth ColModernVBertConfig.get_text_config 3 1 0
attr ColModernVBertConfig.vlm_config 1 0 0
attr ColModernVBertConfig.embedding_dim 1 0 0
attr ColModernVBertConfig.initializer_range 1 0 0

transformers.models.colmodernvbert.modeling_colmodernvbert (13 missing, 0 any)

Symbol Typable Typed Any
meth ColModernVBertForRetrieval.init 2 1 0
meth ColModernVBertForRetrieval.get_input_embeddings 1 0 0
meth ColModernVBertForRetrieval.set_input_embeddings 2 0 0
meth ColModernVBertForRetrieval.get_output_embeddings 1 0 0
meth ColModernVBertForRetrieval.set_output_embeddings 2 0 0
attr ColModernVBertForRetrieval.vocab_size 1 0 0
attr ColModernVBertForRetrieval.vlm 1 0 0
attr ColModernVBertForRetrieval.embedding_dim 1 0 0
attr ColModernVBertForRetrieval.embedding_proj_layer 1 0 0
meth ColModernVBertPreTrainedModel._init_weights 2 0 0

transformers.models.colmodernvbert.modular_colmodernvbert (16 missing, 0 any)

Symbol Typable Typed Any
meth ColModernVBertConfig.init 5 2 0
attr ColModernVBertConfig.vlm_config 1 0 0
attr ColModernVBertConfig.embedding_dim 1 0 0
attr ColModernVBertConfig.initializer_range 1 0 0
meth ColModernVBertForRetrieval.init 2 1 0
attr ColModernVBertForRetrieval.vlm 1 0 0
meth ColModernVBertProcessor.init 8 3 0
attr ColModernVBertProcessor.visual_prompt_prefix 1 0 0
attr ColModernVBertProcessor.query_prefix 1 0 0
attr ColModernVBertProcessor.query_augmentation_token 1 0 0

transformers.models.colmodernvbert.processing_colmodernvbert (22 missing, 0 any)

Symbol Typable Typed Any
meth ColModernVBertProcessor.init 8 3 0
meth ColModernVBertProcessor._extract_images_from_prompts 2 0 0
meth ColModernVBertProcessor._get_num_multimodal_tokens 3 0 0
attr ColModernVBertProcessor.fake_image_token 1 0 0
attr ColModernVBertProcessor.image_token 1 0 0
attr ColModernVBertProcessor.end_of_utterance_token 1 0 0
attr ColModernVBertProcessor.global_image_tag 1 0 0
attr ColModernVBertProcessor.image_seq_len 1 0 0
attr ColModernVBertProcessor.image_token_id 1 0 0
attr ColModernVBertProcessor.fake_image_token_id 1 0 0
attr ColModernVBertProcessor.global_image_token_id 1 0 0
attr ColModernVBertProcessor.row_col_ids 1 0 0
attr ColModernVBertProcessor.visual_prompt_prefix 1 0 0
attr ColModernVBertProcessor.query_prefix 1 0 0
attr ColModernVBertProcessor.query_augmentation_token 1 0 0

transformers.models.colpali.configuration_colpali (7 missing, 0 any)

Symbol Typable Typed Any
meth ColPaliConfig.init 5 1 0
attr ColPaliConfig.vlm_config 1 0 0
attr ColPaliConfig.text_config 1 0 0
attr ColPaliConfig.embedding_dim 1 0 0

transformers.models.colpali.modeling_colpali (14 missing, 0 any)

Symbol Typable Typed Any
meth ColPaliPreTrainedModel._init_weights 2 0 0
meth ColPaliForRetrieval.init 2 1 0
meth ColPaliForRetrieval.forward 8 7 0
meth ColPaliForRetrieval.get_input_embeddings 1 0 0
meth ColPaliForRetrieval.set_input_embeddings 2 0 0
meth ColPaliForRetrieval.get_output_embeddings 1 0 0
meth ColPaliForRetrieval.set_output_embeddings 2 0 0
attr ColPaliForRetrieval.vocab_size 1 0 0
attr ColPaliForRetrieval.vlm 1 0 0
attr ColPaliForRetrieval.embedding_dim 1 0 0
attr ColPaliForRetrieval.embedding_proj_layer 1 0 0

transformers.models.colpali.modular_colpali (6 missing, 0 any)

Symbol Typable Typed Any
meth ColPaliProcessor.init 6 2 0
attr ColPaliProcessor.visual_prompt_prefix 1 0 0
attr ColPaliProcessor.query_prefix 1 0 0

transformers.models.colpali.processing_colpali (13 missing, 0 any)

Symbol Typable Typed Any
meth ColPaliProcessor.init 6 2 0
meth ColPaliProcessor._get_num_multimodal_tokens 3 0 0
prop ColPaliProcessor.model_input_names 1 0 0
attr ColPaliProcessor.visual_prompt_prefix 1 0 0
attr ColPaliProcessor.query_prefix 1 0 0
attr ColPaliProcessor.image_seq_length 1 0 0
attr ColPaliProcessor.image_token_id 1 0 0
attr ColPaliProcessor.image_token 1 0 0

transformers.models.colqwen2.configuration_colqwen2 (8 missing, 0 any)

Symbol Typable Typed Any
meth ColQwen2Config.init 5 2 0
meth ColQwen2Config.get_text_config 3 1 0
attr ColQwen2Config.vlm_config 1 0 0
attr ColQwen2Config.embedding_dim 1 0 0
attr ColQwen2Config.initializer_range 1 0 0

transformers.models.colqwen2.modeling_colqwen2 (14 missing, 0 any)

Symbol Typable Typed Any
meth ColQwen2ForRetrieval.init 2 1 0
meth ColQwen2ForRetrieval.forward 15 14 0
meth ColQwen2ForRetrieval.get_input_embeddings 1 0 0
meth ColQwen2ForRetrieval.set_input_embeddings 2 0 0
meth ColQwen2ForRetrieval.get_output_embeddings 1 0 0
meth ColQwen2ForRetrieval.set_output_embeddings 2 0 0
attr ColQwen2ForRetrieval.vocab_size 1 0 0
attr ColQwen2ForRetrieval.vlm 1 0 0
attr ColQwen2ForRetrieval.embedding_dim 1 0 0
attr ColQwen2ForRetrieval.embedding_proj_layer 1 0 0
meth ColQwen2PreTrainedModel._init_weights 2 0 0

transformers.models.colqwen2.modular_colqwen2 (15 missing, 0 any)

Symbol Typable Typed Any
meth ColQwen2Processor.init 7 2 0
meth ColQwen2Processor._get_num_multimodal_tokens 3 0 0
prop ColQwen2Processor.model_input_names 1 0 0
attr ColQwen2Processor.image_token 1 0 0
attr ColQwen2Processor.video_token 1 0 0
attr ColQwen2Processor.visual_prompt_prefix 1 0 0
attr ColQwen2Processor.query_prefix 1 0 0
meth ColQwen2ForRetrieval.init 2 1 0
meth ColQwen2ForRetrieval.forward 15 14 0

transformers.models.colqwen2.processing_colqwen2 (13 missing, 0 any)

Symbol Typable Typed Any
meth ColQwen2Processor.init 7 2 0
meth ColQwen2Processor._get_num_multimodal_tokens 3 0 0
prop ColQwen2Processor.model_input_names 1 0 0
attr ColQwen2Processor.image_token 1 0 0
attr ColQwen2Processor.video_token 1 0 0
attr ColQwen2Processor.visual_prompt_prefix 1 0 0
attr ColQwen2Processor.query_prefix 1 0 0

transformers.models.conditional_detr.configuration_conditional_detr (63 missing, 0 any)

Symbol Typable Typed Any
meth ConditionalDetrConfig.init 33 0 0
attr ConditionalDetrConfig.backbone_config 1 0 0
attr ConditionalDetrConfig.num_channels 1 0 0
attr ConditionalDetrConfig.num_queries 1 0 0
attr ConditionalDetrConfig.d_model 1 0 0
attr ConditionalDetrConfig.encoder_ffn_dim 1 0 0
attr ConditionalDetrConfig.encoder_layers 1 0 0
attr ConditionalDetrConfig.encoder_attention_heads 1 0 0
attr ConditionalDetrConfig.decoder_ffn_dim 1 0 0
attr ConditionalDetrConfig.decoder_layers 1 0 0
attr ConditionalDetrConfig.decoder_attention_heads 1 0 0
attr ConditionalDetrConfig.dropout 1 0 0
attr ConditionalDetrConfig.attention_dropout 1 0 0
attr ConditionalDetrConfig.activation_dropout 1 0 0
attr ConditionalDetrConfig.activation_function 1 0 0
attr ConditionalDetrConfig.init_std 1 0 0
attr ConditionalDetrConfig.init_xavier_std 1 0 0
attr ConditionalDetrConfig.encoder_layerdrop 1 0 0
attr ConditionalDetrConfig.decoder_layerdrop 1 0 0
attr ConditionalDetrConfig.num_hidden_layers 1 0 0
attr ConditionalDetrConfig.auxiliary_loss 1 0 0
attr ConditionalDetrConfig.position_embedding_type 1 0 0
attr ConditionalDetrConfig.class_cost 1 0 0
attr ConditionalDetrConfig.bbox_cost 1 0 0
attr ConditionalDetrConfig.giou_cost 1 0 0
attr ConditionalDetrConfig.mask_loss_coefficient 1 0 0
attr ConditionalDetrConfig.dice_loss_coefficient 1 0 0
attr ConditionalDetrConfig.cls_loss_coefficient 1 0 0
attr ConditionalDetrConfig.bbox_loss_coefficient 1 0 0
attr ConditionalDetrConfig.giou_loss_coefficient 1 0 0
attr ConditionalDetrConfig.focal_alpha 1 0 0

transformers.models.conditional_detr.image_processing_conditional_detr (27 missing, 0 any)

Symbol Typable Typed Any
meth ConditionalDetrImageProcessor.init 14 13 0
meth ConditionalDetrImageProcessor.resize 7 6 0
meth ConditionalDetrImageProcessor.resize_annotation 5 2 0
meth ConditionalDetrImageProcessor._update_annotation_for_padded_image 6 4 0
meth ConditionalDetrImageProcessor.preprocess 21 19 0
meth ConditionalDetrImageProcessor.post_process_object_detection 5 3 0
meth ConditionalDetrImageProcessor.post_process_semantic_segmentation 3 1 0
meth ConditionalDetrImageProcessor.post_process_instance_segmentation 7 6 0
meth ConditionalDetrImageProcessor.post_process_panoptic_segmentation 7 6 0
attr ConditionalDetrImageProcessor.format 1 0 0
attr ConditionalDetrImageProcessor.do_resize 1 0 0
attr ConditionalDetrImageProcessor.size 1 0 0
attr ConditionalDetrImageProcessor.resample 1 0 0
attr ConditionalDetrImageProcessor.do_rescale 1 0 0
attr ConditionalDetrImageProcessor.rescale_factor 1 0 0
attr ConditionalDetrImageProcessor.do_normalize 1 0 0
attr ConditionalDetrImageProcessor.do_convert_annotations 1 0 0
attr ConditionalDetrImageProcessor.image_mean 1 0 0
attr ConditionalDetrImageProcessor.image_std 1 0 0
attr ConditionalDetrImageProcessor.do_pad 1 0 0
attr ConditionalDetrImageProcessor.pad_size 1 0 0

transformers.models.conditional_detr.image_processing_conditional_detr_fast (14 missing, 0 any)

Symbol Typable Typed Any
meth ConditionalDetrImageProcessorFast.resize 5 4 0
meth ConditionalDetrImageProcessorFast.resize_annotation 6 5 0
meth ConditionalDetrImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth ConditionalDetrImageProcessorFast.pad 6 5 0
meth ConditionalDetrImageProcessorFast._preprocess 19 18 0
meth ConditionalDetrImageProcessorFast.post_process_object_detection 5 3 0
meth ConditionalDetrImageProcessorFast.post_process_semantic_segmentation 3 1 0
meth ConditionalDetrImageProcessorFast.post_process_instance_segmentation 7 6 0
meth ConditionalDetrImageProcessorFast.post_process_panoptic_segmentation 7 6 0
attr ConditionalDetrImageProcessorFast.size 1 0 0
attr ConditionalDetrImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.conditional_detr.modeling_conditional_detr (22 missing, 0 any)

Symbol Typable Typed Any
meth ConditionalDetrPreTrainedModel._init_weights 2 0 0
meth ConditionalDetrForSegmentation.init 2 1 0
attr ConditionalDetrForSegmentation.conditional_detr 1 0 0
attr ConditionalDetrForSegmentation.mask_head 1 0 0
attr ConditionalDetrForSegmentation.bbox_attention 1 0 0
meth ConditionalDetrModel.init 2 1 0
meth ConditionalDetrModel.freeze_backbone 1 0 0
meth ConditionalDetrModel.unfreeze_backbone 1 0 0
attr ConditionalDetrModel.backbone 1 0 0
attr ConditionalDetrModel.query_position_embeddings 1 0 0
attr ConditionalDetrModel.input_projection 1 0 0
attr ConditionalDetrModel.encoder 1 0 0
attr ConditionalDetrModel.decoder 1 0 0
attr ConditionalDetrModel.position_embedding 1 0 0
meth ConditionalDetrForObjectDetection.init 2 1 0
meth ConditionalDetrForObjectDetection._set_aux_loss 3 0 0
attr ConditionalDetrForObjectDetection.model 1 0 0
attr ConditionalDetrForObjectDetection.class_labels_classifier 1 0 0
attr ConditionalDetrForObjectDetection.bbox_predictor 1 0 0

transformers.models.conditional_detr.modular_conditional_detr (11 missing, 0 any)

Symbol Typable Typed Any
meth ConditionalDetrImageProcessorFast.post_process_object_detection 5 3 0
meth ConditionalDetrImageProcessorFast.post_process_semantic_segmentation 3 1 0
meth ConditionalDetrModel.init 2 1 0
attr ConditionalDetrModel.query_position_embeddings 1 0 0
meth ConditionalDetrForObjectDetection.init 2 1 0
meth ConditionalDetrForObjectDetection._set_aux_loss 3 0 0
attr ConditionalDetrForObjectDetection.class_labels_classifier 1 0 0

transformers.models.convbert.configuration_convbert (48 missing, 0 any)

Symbol Typable Typed Any
meth ConvBertConfig.init 25 0 0
attr ConvBertConfig.pad_token_id 1 0 0
attr ConvBertConfig.bos_token_id 1 0 0
attr ConvBertConfig.eos_token_id 1 0 0
attr ConvBertConfig.tie_word_embeddings 1 0 0
attr ConvBertConfig.is_decoder 1 0 0
attr ConvBertConfig.add_cross_attention 1 0 0
attr ConvBertConfig.vocab_size 1 0 0
attr ConvBertConfig.hidden_size 1 0 0
attr ConvBertConfig.num_hidden_layers 1 0 0
attr ConvBertConfig.num_attention_heads 1 0 0
attr ConvBertConfig.intermediate_size 1 0 0
attr ConvBertConfig.hidden_act 1 0 0
attr ConvBertConfig.hidden_dropout_prob 1 0 0
attr ConvBertConfig.attention_probs_dropout_prob 1 0 0
attr ConvBertConfig.max_position_embeddings 1 0 0
attr ConvBertConfig.type_vocab_size 1 0 0
attr ConvBertConfig.initializer_range 1 0 0
attr ConvBertConfig.layer_norm_eps 1 0 0
attr ConvBertConfig.embedding_size 1 0 0
attr ConvBertConfig.head_ratio 1 0 0
attr ConvBertConfig.conv_kernel_size 1 0 0
attr ConvBertConfig.num_groups 1 0 0
attr ConvBertConfig.classifier_dropout 1 0 0

transformers.models.convbert.modeling_convbert (57 missing, 0 any)

Symbol Typable Typed Any
meth ConvBertPreTrainedModel._init_weights 2 0 0
meth ConvBertForSequenceClassification.init 2 0 0
meth ConvBertForSequenceClassification.forward 11 10 0
attr ConvBertForSequenceClassification.num_labels 1 0 0
attr ConvBertForSequenceClassification.convbert 1 0 0
attr ConvBertForSequenceClassification.classifier 1 0 0
meth ConvBertForMultipleChoice.init 2 0 0
meth ConvBertForMultipleChoice.forward 11 10 0
attr ConvBertForMultipleChoice.convbert 1 0 0
attr ConvBertForMultipleChoice.sequence_summary 1 0 0
attr ConvBertForMultipleChoice.classifier 1 0 0
meth ConvBertForQuestionAnswering.init 2 0 0
meth ConvBertForQuestionAnswering.forward 12 11 0
attr ConvBertForQuestionAnswering.num_labels 1 0 0
attr ConvBertForQuestionAnswering.convbert 1 0 0
attr ConvBertForQuestionAnswering.qa_outputs 1 0 0
meth ConvBertForMaskedLM.init 2 0 0
meth ConvBertForMaskedLM.get_output_embeddings 1 0 0
meth ConvBertForMaskedLM.set_output_embeddings 2 0 0
meth ConvBertForMaskedLM.forward 11 10 0
attr ConvBertForMaskedLM.convbert 1 0 0
attr ConvBertForMaskedLM.generator_predictions 1 0 0
attr ConvBertForMaskedLM.generator_lm_head 1 0 0
meth ConvBertModel.init 2 0 0
meth ConvBertModel.get_input_embeddings 1 0 0
meth ConvBertModel.set_input_embeddings 2 0 0
meth ConvBertModel.forward 10 9 0
attr ConvBertModel.embeddings 1 0 0
attr ConvBertModel.encoder 1 0 0
attr ConvBertModel.embeddings_project 1 0 0
meth ConvBertLayer.init 2 0 0
meth ConvBertLayer.feed_forward_chunk 2 0 0
attr ConvBertLayer.chunk_size_feed_forward 1 0 0
attr ConvBertLayer.seq_len_dim 1 0 0
attr ConvBertLayer.attention 1 0 0
attr ConvBertLayer.is_decoder 1 0 0
attr ConvBertLayer.add_cross_attention 1 0 0
attr ConvBertLayer.intermediate 1 0 0
attr ConvBertLayer.output 1 0 0
attr ConvBertLayer.crossattention 1 0 0
meth ConvBertForTokenClassification.init 2 0 0
meth ConvBertForTokenClassification.forward 11 10 0
attr ConvBertForTokenClassification.num_labels 1 0 0
attr ConvBertForTokenClassification.convbert 1 0 0
attr ConvBertForTokenClassification.dropout 1 0 0
attr ConvBertForTokenClassification.classifier 1 0 0

transformers.models.convnext.configuration_convnext (27 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextConfig.init 15 0 0
attr ConvNextConfig.num_channels 1 0 0
attr ConvNextConfig.patch_size 1 0 0
attr ConvNextConfig.num_stages 1 0 0
attr ConvNextConfig.hidden_sizes 1 0 0
attr ConvNextConfig.depths 1 0 0
attr ConvNextConfig.hidden_act 1 0 0
attr ConvNextConfig.initializer_range 1 0 0
attr ConvNextConfig.layer_norm_eps 1 0 0
attr ConvNextConfig.layer_scale_init_value 1 0 0
attr ConvNextConfig.drop_path_rate 1 0 0
attr ConvNextConfig.image_size 1 0 0
attr ConvNextConfig.stage_names 1 0 0

transformers.models.convnext.image_processing_convnext (11 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextImageProcessor.init 11 10 0
meth ConvNextImageProcessor.resize 8 7 0
attr ConvNextImageProcessor.do_resize 1 0 0
attr ConvNextImageProcessor.size 1 0 0
attr ConvNextImageProcessor.crop_pct 1 0 0
attr ConvNextImageProcessor.resample 1 0 0
attr ConvNextImageProcessor.do_rescale 1 0 0
attr ConvNextImageProcessor.rescale_factor 1 0 0
attr ConvNextImageProcessor.do_normalize 1 0 0
attr ConvNextImageProcessor.image_mean 1 0 0
attr ConvNextImageProcessor.image_std 1 0 0

transformers.models.convnext.image_processing_convnext_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextImageProcessorFast.init 2 1 0
meth ConvNextImageProcessorFast.resize 6 5 0
meth ConvNextImageProcessorFast._preprocess 16 15 0

transformers.models.convnext.modeling_convnext (21 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextModel.init 2 0 0
meth ConvNextModel.forward 4 3 0
attr ConvNextModel.embeddings 1 0 0
attr ConvNextModel.encoder 1 0 0
attr ConvNextModel.layernorm 1 0 0
meth ConvNextBackbone.init 2 0 0
meth ConvNextBackbone.forward 4 3 0
attr ConvNextBackbone.embeddings 1 0 0
attr ConvNextBackbone.encoder 1 0 0
attr ConvNextBackbone.num_features 1 0 0
attr ConvNextBackbone.hidden_states_norms 1 0 0
meth ConvNextForImageClassification.init 2 0 0
meth ConvNextForImageClassification.forward 4 3 0
attr ConvNextForImageClassification.num_labels 1 0 0
attr ConvNextForImageClassification.convnext 1 0 0
attr ConvNextForImageClassification.classifier 1 0 0
meth ConvNextPreTrainedModel._init_weights 2 0 0

transformers.models.convnextv2.configuration_convnextv2 (25 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextV2Config.init 14 0 0
attr ConvNextV2Config.num_channels 1 0 0
attr ConvNextV2Config.patch_size 1 0 0
attr ConvNextV2Config.num_stages 1 0 0
attr ConvNextV2Config.hidden_sizes 1 0 0
attr ConvNextV2Config.depths 1 0 0
attr ConvNextV2Config.hidden_act 1 0 0
attr ConvNextV2Config.initializer_range 1 0 0
attr ConvNextV2Config.layer_norm_eps 1 0 0
attr ConvNextV2Config.drop_path_rate 1 0 0
attr ConvNextV2Config.image_size 1 0 0
attr ConvNextV2Config.stage_names 1 0 0

transformers.models.convnextv2.modeling_convnextv2 (21 missing, 0 any)

Symbol Typable Typed Any
meth ConvNextV2ForImageClassification.init 2 0 0
meth ConvNextV2ForImageClassification.forward 4 3 0
attr ConvNextV2ForImageClassification.num_labels 1 0 0
attr ConvNextV2ForImageClassification.convnextv2 1 0 0
attr ConvNextV2ForImageClassification.classifier 1 0 0
meth ConvNextV2PreTrainedModel._init_weights 2 0 0
meth ConvNextV2Backbone.init 2 0 0
meth ConvNextV2Backbone.forward 4 3 0
attr ConvNextV2Backbone.embeddings 1 0 0
attr ConvNextV2Backbone.encoder 1 0 0
attr ConvNextV2Backbone.num_features 1 0 0
attr ConvNextV2Backbone.hidden_states_norms 1 0 0
meth ConvNextV2Model.init 2 0 0
meth ConvNextV2Model.forward 4 3 0
attr ConvNextV2Model.embeddings 1 0 0
attr ConvNextV2Model.encoder 1 0 0
attr ConvNextV2Model.layernorm 1 0 0

transformers.models.cpm.tokenization_cpm (37 missing, 0 any)

Symbol Typable Typed Any
meth CpmTokenizer.init 15 2 0
meth CpmTokenizer.get_vocab 1 0 0
meth CpmTokenizer.getstate 1 0 0
meth CpmTokenizer.setstate 2 0 0
meth CpmTokenizer.preprocess_text 2 0 0
meth CpmTokenizer._convert_token_to_id 2 0 0
meth CpmTokenizer._convert_id_to_token 2 0 0
meth CpmTokenizer.convert_tokens_to_string 2 0 0
meth CpmTokenizer._decode 3 0 0
prop CpmTokenizer.vocab_size 1 0 0
attr CpmTokenizer.sp_model_kwargs 1 0 0
attr CpmTokenizer.do_lower_case 1 0 0
attr CpmTokenizer.remove_space 1 0 0
attr CpmTokenizer.keep_accents 1 0 0
attr CpmTokenizer.vocab_file 1 0 0
attr CpmTokenizer.sp_model 1 0 0
attr CpmTokenizer.jieba 1 0 0
attr CpmTokenizer.translator 1 0 0

transformers.models.cpm.tokenization_cpm_fast (28 missing, 0 any)

Symbol Typable Typed Any
meth CpmTokenizerFast.init 15 0 0
meth CpmTokenizerFast._batch_encode_plus 4 0 0
meth CpmTokenizerFast._decode 3 0 0
attr CpmTokenizerFast.do_lower_case 1 0 0
attr CpmTokenizerFast.remove_space 1 0 0
attr CpmTokenizerFast.keep_accents 1 0 0
attr CpmTokenizerFast.vocab_file 1 0 0
attr CpmTokenizerFast.jieba 1 0 0
attr CpmTokenizerFast.translator 1 0 0

transformers.models.cpmant.configuration_cpmant (19 missing, 0 any)

Symbol Typable Typed Any
meth CpmAntConfig.init 18 15 0
attr CpmAntConfig.tie_word_embeddings 1 0 0
attr CpmAntConfig.prompt_types 1 0 0
attr CpmAntConfig.prompt_length 1 0 0
attr CpmAntConfig.segment_types 1 0 0
attr CpmAntConfig.hidden_size 1 0 0
attr CpmAntConfig.num_attention_heads 1 0 0
attr CpmAntConfig.dim_head 1 0 0
attr CpmAntConfig.dim_ff 1 0 0
attr CpmAntConfig.num_hidden_layers 1 0 0
attr CpmAntConfig.position_bias_num_buckets 1 0 0
attr CpmAntConfig.position_bias_max_distance 1 0 0
attr CpmAntConfig.dropout_p 1 0 0
attr CpmAntConfig.eps 1 0 0
attr CpmAntConfig.use_cache 1 0 0
attr CpmAntConfig.vocab_size 1 0 0
attr CpmAntConfig.init_std 1 0 0

transformers.models.cpmant.modeling_cpmant (26 missing, 0 any)

Symbol Typable Typed Any
meth CpmAntModel.init 2 1 0
meth CpmAntModel.get_input_embeddings 1 0 0
meth CpmAntModel.set_input_embeddings 3 0 0
meth CpmAntModel._prepare_attention_mask 5 0 0
meth CpmAntModel.forward 9 8 0
attr CpmAntModel.encoder 1 0 0
attr CpmAntModel.segment_embedding 1 0 0
attr CpmAntModel.input_embedding 1 0 0
attr CpmAntModel.position_bias 1 0 0
attr CpmAntModel.prompt_length 1 0 0
attr CpmAntModel.vocab_size 1 0 0
meth CpmAntPreTrainedModel._init_weights 2 0 0
meth CpmAntForCausalLM.init 2 1 0
meth CpmAntForCausalLM.forward 12 11 0
meth CpmAntForCausalLM.get_input_embeddings 1 0 0
meth CpmAntForCausalLM.set_input_embeddings 2 0 0
attr CpmAntForCausalLM.cpmant 1 0 0
attr CpmAntForCausalLM.lm_head 1 0 0

transformers.models.cpmant.tokenization_cpmant (32 missing, 0 any)

Symbol Typable Typed Any
meth CpmAntTokenizer.init 12 0 0
meth CpmAntTokenizer.get_vocab 1 0 0
meth CpmAntTokenizer._tokenize 2 0 0
meth CpmAntTokenizer._decode 3 0 0
meth CpmAntTokenizer.check 2 0 0
meth CpmAntTokenizer._convert_token_to_id 2 0 0
meth CpmAntTokenizer._convert_id_to_token 2 0 0
prop CpmAntTokenizer.bod_token_id 1 0 0
prop CpmAntTokenizer.eod_token_id 1 0 0
prop CpmAntTokenizer.newline_id 1 0 0
attr CpmAntTokenizer.bod_token 1 0 0
attr CpmAntTokenizer.eod_token 1 0 0
attr CpmAntTokenizer.encoder 1 0 0
attr CpmAntTokenizer.decoder 1 0 0
attr CpmAntTokenizer.wordpiece_tokenizer 1 0 0

transformers.models.csm.configuration_csm (54 missing, 0 any)

Symbol Typable Typed Any
meth CsmConfig.init 30 28 0
attr CsmConfig.text_vocab_size 1 0 0
attr CsmConfig.num_codebooks 1 0 0
attr CsmConfig.audio_token_id 1 0 0
attr CsmConfig.audio_eos_token_id 1 0 0
attr CsmConfig.codebook_pad_token_id 1 0 0
attr CsmConfig.codebook_eos_token_id 1 0 0
attr CsmConfig.tie_codebooks_embeddings 1 0 0
attr CsmConfig.vocab_size 1 0 0
attr CsmConfig.max_position_embeddings 1 0 0
attr CsmConfig.hidden_size 1 0 0
attr CsmConfig.intermediate_size 1 0 0
attr CsmConfig.num_hidden_layers 1 0 0
attr CsmConfig.num_attention_heads 1 0 0
attr CsmConfig.num_key_value_heads 1 0 0
attr CsmConfig.hidden_act 1 0 0
attr CsmConfig.initializer_range 1 0 0
attr CsmConfig.rms_norm_eps 1 0 0
attr CsmConfig.use_cache 1 0 0
attr CsmConfig.attention_bias 1 0 0
attr CsmConfig.attention_dropout 1 0 0
attr CsmConfig.mlp_bias 1 0 0
attr CsmConfig.head_dim 1 0 0
attr CsmConfig.rope_parameters 1 0 0
attr CsmConfig.pad_token_id 1 0 0
attr CsmConfig.bos_token_id 1 0 0
attr CsmConfig.eos_token_id 1 0 0
attr CsmConfig.tie_word_embeddings 1 0 0
attr CsmConfig.depth_decoder_config 1 0 0
attr CsmConfig.codec_config 1 0 0
meth CsmDepthDecoderConfig.init 23 21 0
attr CsmDepthDecoderConfig.pad_token_id 1 0 0
attr CsmDepthDecoderConfig.bos_token_id 1 0 0
attr CsmDepthDecoderConfig.eos_token_id 1 0 0
attr CsmDepthDecoderConfig.num_codebooks 1 0 0
attr CsmDepthDecoderConfig.vocab_size 1 0 0
attr CsmDepthDecoderConfig.backbone_hidden_size 1 0 0
attr CsmDepthDecoderConfig.max_position_embeddings 1 0 0
attr CsmDepthDecoderConfig.hidden_size 1 0 0
attr CsmDepthDecoderConfig.intermediate_size 1 0 0
attr CsmDepthDecoderConfig.num_hidden_layers 1 0 0
attr CsmDepthDecoderConfig.num_attention_heads 1 0 0
attr CsmDepthDecoderConfig.num_key_value_heads 1 0 0
attr CsmDepthDecoderConfig.hidden_act 1 0 0
attr CsmDepthDecoderConfig.initializer_range 1 0 0
attr CsmDepthDecoderConfig.rms_norm_eps 1 0 0
attr CsmDepthDecoderConfig.use_cache 1 0 0
attr CsmDepthDecoderConfig.attention_bias 1 0 0
attr CsmDepthDecoderConfig.attention_dropout 1 0 0
attr CsmDepthDecoderConfig.mlp_bias 1 0 0
attr CsmDepthDecoderConfig.head_dim 1 0 0
attr CsmDepthDecoderConfig.rope_parameters 1 0 0

transformers.models.csm.generation_csm (5 missing, 1 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth CsmGenerationMixin._get_stopping_criteria 3 1 0
meth CsmGenerationMixin._prepare_generation_config 3 3 1
meth CsmGenerationMixin._sample 8 7 0
meth CsmGenerationMixin.generate 11 10 0

transformers.models.csm.modeling_csm (47 missing, 0 any)

Symbol Typable Typed Any
meth CsmDepthDecoderForCausalLM.init 2 0 0
meth CsmDepthDecoderForCausalLM.prepare_inputs_for_generation 8 6 0
attr CsmDepthDecoderForCausalLM.model 1 0 0
attr CsmDepthDecoderForCausalLM.vocab_size 1 0 0
attr CsmDepthDecoderForCausalLM.codebooks_head 1 0 0
meth CsmDepthDecoderModel.init 2 0 0
attr CsmDepthDecoderModel.padding_idx 1 0 0
attr CsmDepthDecoderModel.vocab_size 1 0 0
attr CsmDepthDecoderModel.embed_tokens 1 0 0
attr CsmDepthDecoderModel.layers 1 0 0
attr CsmDepthDecoderModel.norm 1 0 0
attr CsmDepthDecoderModel.rotary_emb 1 0 0
attr CsmDepthDecoderModel.gradient_checkpointing 1 0 0
attr CsmDepthDecoderModel.inputs_embeds_projector 1 0 0
meth CsmForConditionalGeneration.init 2 0 0
meth CsmForConditionalGeneration.get_input_embeddings 1 0 0
meth CsmForConditionalGeneration.set_input_embeddings 2 0 0
meth CsmForConditionalGeneration.from_pretrained 3 0 0
meth CsmForConditionalGeneration.save_pretrained 3 0 0
meth CsmForConditionalGeneration.prepare_inputs_for_generation 8 6 0
attr CsmForConditionalGeneration.vocab_size 1 0 0
attr CsmForConditionalGeneration.lm_head 1 0 0
attr CsmForConditionalGeneration.embed_text_tokens 1 0 0
attr CsmForConditionalGeneration.backbone_model 1 0 0
attr CsmForConditionalGeneration.depth_decoder 1 0 0
attr CsmForConditionalGeneration.codec_model 1 0 0
meth CsmBackboneModel.init 2 0 0
attr CsmBackboneModel.padding_idx 1 0 0
attr CsmBackboneModel.vocab_size 1 0 0
attr CsmBackboneModel.embed_tokens 1 0 0
attr CsmBackboneModel.layers 1 0 0
attr CsmBackboneModel.norm 1 0 0
attr CsmBackboneModel.rotary_emb 1 0 0
attr CsmBackboneModel.gradient_checkpointing 1 0 0
meth CsmPreTrainedModel._init_weights 2 0 0

transformers.models.csm.modular_csm (36 missing, 0 any)

Symbol Typable Typed Any
meth CsmDepthDecoderForCausalLM.init 2 0 0
meth CsmDepthDecoderForCausalLM.prepare_inputs_for_generation 8 6 0
attr CsmDepthDecoderForCausalLM.codebooks_head 1 0 0
attr CsmDepthDecoderForCausalLM.model 1 0 0
meth CsmDepthDecoderModel.init 2 0 0
attr CsmDepthDecoderModel.embed_tokens 1 0 0
attr CsmDepthDecoderModel.inputs_embeds_projector 1 0 0
meth CsmForConditionalGeneration.init 2 0 0
meth CsmForConditionalGeneration.get_input_embeddings 1 0 0
meth CsmForConditionalGeneration.set_input_embeddings 2 0 0
meth CsmForConditionalGeneration.from_pretrained 3 0 0
meth CsmForConditionalGeneration.save_pretrained 3 0 0
meth CsmForConditionalGeneration.prepare_inputs_for_generation 8 6 0
attr CsmForConditionalGeneration.vocab_size 1 0 0
attr CsmForConditionalGeneration.lm_head 1 0 0
attr CsmForConditionalGeneration.embed_text_tokens 1 0 0
attr CsmForConditionalGeneration.backbone_model 1 0 0
attr CsmForConditionalGeneration.depth_decoder 1 0 0
attr CsmForConditionalGeneration.codec_model 1 0 0
meth CsmBackboneModel.init 2 0 0
meth CsmBackboneModel.forward 2 0 0
attr CsmBackboneModel.embed_tokens 1 0 0
meth CsmPreTrainedModel._init_weights 2 0 0

transformers.models.csm.processing_csm (17 missing, 0 any)

Symbol Typable Typed Any
meth CsmProcessor.init 4 0 0
meth CsmProcessor._get_encoded_length 6 0 0
meth CsmProcessor.save_audio 4 3 0
meth CsmProcessor.call 6 5 0
prop CsmProcessor.model_input_names 1 0 0
attr CsmProcessor.audio_token 1 0 0
attr CsmProcessor.audio_token_id 1 0 0
attr CsmProcessor.audio_eos_token 1 0 0
attr CsmProcessor.audio_eos_token_id 1 0 0

transformers.models.ctrl.configuration_ctrl (32 missing, 0 any)

Symbol Typable Typed Any
meth CTRLConfig.init 17 0 0
attr CTRLConfig.vocab_size 1 0 0
attr CTRLConfig.n_positions 1 0 0
attr CTRLConfig.n_embd 1 0 0
attr CTRLConfig.n_layer 1 0 0
attr CTRLConfig.n_head 1 0 0
attr CTRLConfig.dff 1 0 0
attr CTRLConfig.resid_pdrop 1 0 0
attr CTRLConfig.embd_pdrop 1 0 0
attr CTRLConfig.layer_norm_epsilon 1 0 0
attr CTRLConfig.initializer_range 1 0 0
attr CTRLConfig.pad_token_id 1 0 0
attr CTRLConfig.bos_token_id 1 0 0
attr CTRLConfig.eos_token_id 1 0 0
attr CTRLConfig.tie_word_embeddings 1 0 0
attr CTRLConfig.use_cache 1 0 0

transformers.models.ctrl.modeling_ctrl (31 missing, 0 any)

Symbol Typable Typed Any
meth CTRLModel.init 2 0 0
meth CTRLModel.get_input_embeddings 1 0 0
meth CTRLModel.set_input_embeddings 2 0 0
meth CTRLModel.forward 13 12 0
attr CTRLModel.d_model_size 1 0 0
attr CTRLModel.num_layers 1 0 0
attr CTRLModel.w 1 0 0
attr CTRLModel.dropout 1 0 0
attr CTRLModel.h 1 0 0
attr CTRLModel.layernorm 1 0 0
meth CTRLPreTrainedModel._init_weights 2 0 0
meth CTRLForSequenceClassification.init 2 0 0
meth CTRLForSequenceClassification.forward 13 12 0
attr CTRLForSequenceClassification.num_labels 1 0 0
attr CTRLForSequenceClassification.transformer 1 0 0
attr CTRLForSequenceClassification.classifier 1 0 0
meth CTRLLMHeadModel.init 2 0 0
meth CTRLLMHeadModel.forward 15 14 0
meth CTRLLMHeadModel.prepare_inputs_for_generation 6 0 0
attr CTRLLMHeadModel.transformer 1 0 0
attr CTRLLMHeadModel.lm_head 1 0 0

transformers.models.ctrl.tokenization_ctrl (22 missing, 0 any)

Symbol Typable Typed Any
meth CTRLTokenizer.init 5 0 0
meth CTRLTokenizer.get_vocab 1 0 0
meth CTRLTokenizer.bpe 2 0 0
meth CTRLTokenizer._tokenize 2 0 0
meth CTRLTokenizer._convert_token_to_id 2 0 0
meth CTRLTokenizer._convert_id_to_token 2 0 0
meth CTRLTokenizer.convert_tokens_to_string 2 0 0
prop CTRLTokenizer.vocab_size 1 0 0
attr CTRLTokenizer.decoder 1 0 0
attr CTRLTokenizer.bpe_ranks 1 0 0
attr CTRLTokenizer.cache 1 0 0
attr CTRLTokenizer.add_bpe_version_header 1 0 0
attr CTRLTokenizer.encoder 1 0 0

transformers.models.cvt.configuration_cvt (44 missing, 0 any)

Symbol Typable Typed Any
meth CvtConfig.init 23 0 0
attr CvtConfig.num_channels 1 0 0
attr CvtConfig.patch_sizes 1 0 0
attr CvtConfig.patch_stride 1 0 0
attr CvtConfig.patch_padding 1 0 0
attr CvtConfig.embed_dim 1 0 0
attr CvtConfig.num_heads 1 0 0
attr CvtConfig.depth 1 0 0
attr CvtConfig.mlp_ratio 1 0 0
attr CvtConfig.attention_drop_rate 1 0 0
attr CvtConfig.drop_rate 1 0 0
attr CvtConfig.drop_path_rate 1 0 0
attr CvtConfig.qkv_bias 1 0 0
attr CvtConfig.cls_token 1 0 0
attr CvtConfig.qkv_projection_method 1 0 0
attr CvtConfig.kernel_qkv 1 0 0
attr CvtConfig.padding_kv 1 0 0
attr CvtConfig.stride_kv 1 0 0
attr CvtConfig.padding_q 1 0 0
attr CvtConfig.stride_q 1 0 0
attr CvtConfig.initializer_range 1 0 0
attr CvtConfig.layer_norm_eps 1 0 0

transformers.models.cvt.modeling_cvt (14 missing, 0 any)

Symbol Typable Typed Any
meth CvtModel.init 3 0 0
meth CvtModel.forward 5 4 0
attr CvtModel.encoder 1 0 0
meth CvtPreTrainedModel._init_weights 2 0 0
meth CvtForImageClassification.init 2 0 0
meth CvtForImageClassification.forward 6 5 0
attr CvtForImageClassification.num_labels 1 0 0
attr CvtForImageClassification.cvt 1 0 0
attr CvtForImageClassification.layernorm 1 0 0
attr CvtForImageClassification.classifier 1 0 0

transformers.models.cwm.configuration_cwm (25 missing, 0 any)

Symbol Typable Typed Any
meth CwmConfig.init 24 21 0
attr CwmConfig.sliding_window 1 0 0
attr CwmConfig.layer_types 1 0 0
attr CwmConfig.vocab_size 1 0 0
attr CwmConfig.max_position_embeddings 1 0 0
attr CwmConfig.hidden_size 1 0 0
attr CwmConfig.intermediate_size 1 0 0
attr CwmConfig.num_hidden_layers 1 0 0
attr CwmConfig.num_attention_heads 1 0 0
attr CwmConfig.num_key_value_heads 1 0 0
attr CwmConfig.hidden_act 1 0 0
attr CwmConfig.initializer_range 1 0 0
attr CwmConfig.rms_norm_eps 1 0 0
attr CwmConfig.pretraining_tp 1 0 0
attr CwmConfig.use_cache 1 0 0
attr CwmConfig.attention_dropout 1 0 0
attr CwmConfig.mlp_bias 1 0 0
attr CwmConfig.head_dim 1 0 0
attr CwmConfig.rope_parameters 1 0 0
attr CwmConfig.tie_word_embeddings 1 0 0
attr CwmConfig.pad_token_id 1 0 0
attr CwmConfig.bos_token_id 1 0 0
attr CwmConfig.eos_token_id 1 0 0

transformers.models.cwm.modeling_cwm (13 missing, 0 any)

Symbol Typable Typed Any
meth CwmModel.init 2 1 0
attr CwmModel.padding_idx 1 0 0
attr CwmModel.vocab_size 1 0 0
attr CwmModel.embed_tokens 1 0 0
attr CwmModel.layers 1 0 0
attr CwmModel.norm 1 0 0
attr CwmModel.rotary_emb 1 0 0
attr CwmModel.gradient_checkpointing 1 0 0
meth CwmForCausalLM.init 2 0 0
attr CwmForCausalLM.model 1 0 0
attr CwmForCausalLM.vocab_size 1 0 0
attr CwmForCausalLM.lm_head 1 0 0

transformers.models.cwm.modular_cwm (7 missing, 0 any)

Symbol Typable Typed Any
meth CwmModel.init 2 1 0
attr CwmModel.layers 1 0 0
meth CwmConfig.init 24 21 0
attr CwmConfig.sliding_window 1 0 0
attr CwmConfig.layer_types 1 0 0

transformers.models.d_fine.configuration_d_fine (131 missing, 0 any)

Symbol Typable Typed Any
meth DFineConfig.init 67 0 0
attr DFineConfig.initializer_range 1 0 0
attr DFineConfig.initializer_bias_prior_prob 1 0 0
attr DFineConfig.layer_norm_eps 1 0 0
attr DFineConfig.batch_norm_eps 1 0 0
attr DFineConfig.backbone_config 1 0 0
attr DFineConfig.freeze_backbone_batch_norms 1 0 0
attr DFineConfig.encoder_hidden_dim 1 0 0
attr DFineConfig.encoder_in_channels 1 0 0
attr DFineConfig.feat_strides 1 0 0
attr DFineConfig.encoder_attention_heads 1 0 0
attr DFineConfig.encoder_ffn_dim 1 0 0
attr DFineConfig.dropout 1 0 0
attr DFineConfig.activation_dropout 1 0 0
attr DFineConfig.encode_proj_layers 1 0 0
attr DFineConfig.encoder_layers 1 0 0
attr DFineConfig.positional_encoding_temperature 1 0 0
attr DFineConfig.eval_size 1 0 0
attr DFineConfig.normalize_before 1 0 0
attr DFineConfig.encoder_activation_function 1 0 0
attr DFineConfig.activation_function 1 0 0
attr DFineConfig.hidden_expansion 1 0 0
attr DFineConfig.d_model 1 0 0
attr DFineConfig.num_queries 1 0 0
attr DFineConfig.decoder_ffn_dim 1 0 0
attr DFineConfig.decoder_in_channels 1 0 0
attr DFineConfig.num_feature_levels 1 0 0
attr DFineConfig.decoder_n_points 1 0 0
attr DFineConfig.decoder_layers 1 0 0
attr DFineConfig.decoder_attention_heads 1 0 0
attr DFineConfig.decoder_activation_function 1 0 0
attr DFineConfig.attention_dropout 1 0 0
attr DFineConfig.num_denoising 1 0 0
attr DFineConfig.label_noise_ratio 1 0 0
attr DFineConfig.box_noise_scale 1 0 0
attr DFineConfig.learn_initial_query 1 0 0
attr DFineConfig.anchor_image_size 1 0 0
attr DFineConfig.auxiliary_loss 1 0 0
attr DFineConfig.with_box_refine 1 0 0
attr DFineConfig.matcher_alpha 1 0 0
attr DFineConfig.matcher_gamma 1 0 0
attr DFineConfig.matcher_class_cost 1 0 0
attr DFineConfig.matcher_bbox_cost 1 0 0
attr DFineConfig.matcher_giou_cost 1 0 0
attr DFineConfig.use_focal_loss 1 0 0
attr DFineConfig.focal_loss_alpha 1 0 0
attr DFineConfig.focal_loss_gamma 1 0 0
attr DFineConfig.weight_loss_vfl 1 0 0
attr DFineConfig.weight_loss_bbox 1 0 0
attr DFineConfig.weight_loss_giou 1 0 0
attr DFineConfig.weight_loss_fgl 1 0 0
attr DFineConfig.weight_loss_ddf 1 0 0
attr DFineConfig.eos_coefficient 1 0 0
attr DFineConfig.eval_idx 1 0 0
attr DFineConfig.layer_scale 1 0 0
attr DFineConfig.max_num_bins 1 0 0
attr DFineConfig.reg_scale 1 0 0
attr DFineConfig.depth_mult 1 0 0
attr DFineConfig.decoder_offset_scale 1 0 0
attr DFineConfig.decoder_method 1 0 0
attr DFineConfig.top_prob_values 1 0 0
attr DFineConfig.lqe_hidden_dim 1 0 0
attr DFineConfig.lqe_layers 1 0 0
attr DFineConfig.up 1 0 0
attr DFineConfig.tie_word_embeddings 1 0 0

transformers.models.d_fine.modeling_d_fine (28 missing, 0 any)

Symbol Typable Typed Any
meth DFineModel.init 2 1 0
meth DFineModel.freeze_backbone 1 0 0
meth DFineModel.unfreeze_backbone 1 0 0
meth DFineModel.generate_anchors 5 0 0
attr DFineModel.backbone 1 0 0
attr DFineModel.encoder_input_proj 1 0 0
attr DFineModel.encoder 1 0 0
attr DFineModel.enc_output 1 0 0
attr DFineModel.enc_score_head 1 0 0
attr DFineModel.enc_bbox_head 1 0 0
attr DFineModel.decoder 1 0 0
attr DFineModel.decoder_input_proj 1 0 0
attr DFineModel.denoising_class_embed 1 0 0
attr DFineModel.weight_embedding 1 0 0
meth DFineForObjectDetection.init 2 1 0
meth DFineForObjectDetection._set_aux_loss 3 0 0
attr DFineForObjectDetection.eval_idx 1 0 0
attr DFineForObjectDetection.model 1 0 0
attr DFineForObjectDetection.class_embed 1 0 0
attr DFineForObjectDetection.bbox_embed 1 0 0
meth DFinePreTrainedModel._init_weights 2 0 0

transformers.models.d_fine.modular_d_fine (144 missing, 0 any)

Symbol Typable Typed Any
meth DFineModel.init 2 1 0
attr DFineModel.encoder 1 0 0
attr DFineModel.decoder_input_proj 1 0 0
attr DFineModel.decoder 1 0 0
meth DFineForObjectDetection.init 2 1 0
meth DFineForObjectDetection.forward 2 0 0
attr DFineForObjectDetection.eval_idx 1 0 0
attr DFineForObjectDetection.model 1 0 0
attr DFineForObjectDetection.class_embed 1 0 0
attr DFineForObjectDetection.bbox_embed 1 0 0
meth DFineConfig.init 67 0 0
attr DFineConfig.initializer_range 1 0 0
attr DFineConfig.initializer_bias_prior_prob 1 0 0
attr DFineConfig.layer_norm_eps 1 0 0
attr DFineConfig.batch_norm_eps 1 0 0
attr DFineConfig.backbone_config 1 0 0
attr DFineConfig.freeze_backbone_batch_norms 1 0 0
attr DFineConfig.encoder_hidden_dim 1 0 0
attr DFineConfig.encoder_in_channels 1 0 0
attr DFineConfig.feat_strides 1 0 0
attr DFineConfig.encoder_attention_heads 1 0 0
attr DFineConfig.encoder_ffn_dim 1 0 0
attr DFineConfig.dropout 1 0 0
attr DFineConfig.activation_dropout 1 0 0
attr DFineConfig.encode_proj_layers 1 0 0
attr DFineConfig.encoder_layers 1 0 0
attr DFineConfig.positional_encoding_temperature 1 0 0
attr DFineConfig.eval_size 1 0 0
attr DFineConfig.normalize_before 1 0 0
attr DFineConfig.encoder_activation_function 1 0 0
attr DFineConfig.activation_function 1 0 0
attr DFineConfig.hidden_expansion 1 0 0
attr DFineConfig.d_model 1 0 0
attr DFineConfig.num_queries 1 0 0
attr DFineConfig.decoder_ffn_dim 1 0 0
attr DFineConfig.decoder_in_channels 1 0 0
attr DFineConfig.num_feature_levels 1 0 0
attr DFineConfig.decoder_n_points 1 0 0
attr DFineConfig.decoder_layers 1 0 0
attr DFineConfig.decoder_attention_heads 1 0 0
attr DFineConfig.decoder_activation_function 1 0 0
attr DFineConfig.attention_dropout 1 0 0
attr DFineConfig.num_denoising 1 0 0
attr DFineConfig.label_noise_ratio 1 0 0
attr DFineConfig.box_noise_scale 1 0 0
attr DFineConfig.learn_initial_query 1 0 0
attr DFineConfig.anchor_image_size 1 0 0
attr DFineConfig.auxiliary_loss 1 0 0
attr DFineConfig.with_box_refine 1 0 0
attr DFineConfig.matcher_alpha 1 0 0
attr DFineConfig.matcher_gamma 1 0 0
attr DFineConfig.matcher_class_cost 1 0 0
attr DFineConfig.matcher_bbox_cost 1 0 0
attr DFineConfig.matcher_giou_cost 1 0 0
attr DFineConfig.use_focal_loss 1 0 0
attr DFineConfig.focal_loss_alpha 1 0 0
attr DFineConfig.focal_loss_gamma 1 0 0
attr DFineConfig.weight_loss_vfl 1 0 0
attr DFineConfig.weight_loss_bbox 1 0 0
attr DFineConfig.weight_loss_giou 1 0 0
attr DFineConfig.weight_loss_fgl 1 0 0
attr DFineConfig.weight_loss_ddf 1 0 0
attr DFineConfig.eos_coefficient 1 0 0
attr DFineConfig.eval_idx 1 0 0
attr DFineConfig.layer_scale 1 0 0
attr DFineConfig.max_num_bins 1 0 0
attr DFineConfig.reg_scale 1 0 0
attr DFineConfig.depth_mult 1 0 0
attr DFineConfig.decoder_offset_scale 1 0 0
attr DFineConfig.decoder_method 1 0 0
attr DFineConfig.top_prob_values 1 0 0
attr DFineConfig.lqe_hidden_dim 1 0 0
attr DFineConfig.lqe_layers 1 0 0
attr DFineConfig.up 1 0 0
attr DFineConfig.tie_word_embeddings 1 0 0
meth DFinePreTrainedModel._init_weights 2 0 0

transformers.models.dab_detr.configuration_dab_detr (71 missing, 0 any)

Symbol Typable Typed Any
meth DabDetrConfig.init 37 0 0
attr DabDetrConfig.backbone_config 1 0 0
attr DabDetrConfig.num_queries 1 0 0
attr DabDetrConfig.hidden_size 1 0 0
attr DabDetrConfig.encoder_ffn_dim 1 0 0
attr DabDetrConfig.encoder_layers 1 0 0
attr DabDetrConfig.encoder_attention_heads 1 0 0
attr DabDetrConfig.decoder_ffn_dim 1 0 0
attr DabDetrConfig.decoder_layers 1 0 0
attr DabDetrConfig.decoder_attention_heads 1 0 0
attr DabDetrConfig.dropout 1 0 0
attr DabDetrConfig.attention_dropout 1 0 0
attr DabDetrConfig.activation_dropout 1 0 0
attr DabDetrConfig.activation_function 1 0 0
attr DabDetrConfig.init_std 1 0 0
attr DabDetrConfig.init_xavier_std 1 0 0
attr DabDetrConfig.num_hidden_layers 1 0 0
attr DabDetrConfig.auxiliary_loss 1 0 0
attr DabDetrConfig.class_cost 1 0 0
attr DabDetrConfig.bbox_cost 1 0 0
attr DabDetrConfig.giou_cost 1 0 0
attr DabDetrConfig.cls_loss_coefficient 1 0 0
attr DabDetrConfig.bbox_loss_coefficient 1 0 0
attr DabDetrConfig.giou_loss_coefficient 1 0 0
attr DabDetrConfig.focal_alpha 1 0 0
attr DabDetrConfig.query_dim 1 0 0
attr DabDetrConfig.random_refpoints_xy 1 0 0
attr DabDetrConfig.keep_query_pos 1 0 0
attr DabDetrConfig.num_patterns 1 0 0
attr DabDetrConfig.normalize_before 1 0 0
attr DabDetrConfig.temperature_width 1 0 0
attr DabDetrConfig.temperature_height 1 0 0
attr DabDetrConfig.sine_position_embedding_scale 1 0 0
attr DabDetrConfig.initializer_bias_prior_prob 1 0 0
attr DabDetrConfig.tie_word_embeddings 1 0 0

transformers.models.dab_detr.modeling_dab_detr (28 missing, 0 any)

Symbol Typable Typed Any
meth DabDetrModel.init 2 1 0
meth DabDetrModel.freeze_backbone 1 0 0
meth DabDetrModel.unfreeze_backbone 1 0 0
meth DabDetrModel.forward 11 10 0
attr DabDetrModel.auxiliary_loss 1 0 0
attr DabDetrModel.backbone 1 0 0
attr DabDetrModel.query_refpoint_embeddings 1 0 0
attr DabDetrModel.random_refpoints_xy 1 0 0
attr DabDetrModel.input_projection 1 0 0
attr DabDetrModel.encoder 1 0 0
attr DabDetrModel.decoder 1 0 0
attr DabDetrModel.hidden_size 1 0 0
attr DabDetrModel.num_queries 1 0 0
attr DabDetrModel.num_patterns 1 0 0
attr DabDetrModel.aux_loss 1 0 0
attr DabDetrModel.patterns 1 0 0
meth DabDetrPreTrainedModel._init_weights 2 0 0
meth DabDetrForObjectDetection.init 2 1 0
meth DabDetrForObjectDetection._set_aux_loss 3 0 0
meth DabDetrForObjectDetection.forward 12 11 0
attr DabDetrForObjectDetection.auxiliary_loss 1 0 0
attr DabDetrForObjectDetection.query_dim 1 0 0
attr DabDetrForObjectDetection.model 1 0 0
attr DabDetrForObjectDetection.class_embed 1 0 0
attr DabDetrForObjectDetection.bbox_predictor 1 0 0

transformers.models.dac.configuration_dac (25 missing, 0 any)

Symbol Typable Typed Any
meth DacConfig.init 12 0 0
attr DacConfig.encoder_hidden_size 1 0 0
attr DacConfig.downsampling_ratios 1 0 0
attr DacConfig.decoder_hidden_size 1 0 0
attr DacConfig.upsampling_ratios 1 0 0
attr DacConfig.n_codebooks 1 0 0
attr DacConfig.codebook_size 1 0 0
attr DacConfig.codebook_dim 1 0 0
attr DacConfig.quantizer_dropout 1 0 0
attr DacConfig.sampling_rate 1 0 0
attr DacConfig.hidden_size 1 0 0
attr DacConfig.hop_length 1 0 0
attr DacConfig.commitment_loss_weight 1 0 0
attr DacConfig.codebook_loss_weight 1 0 0

transformers.models.dac.feature_extraction_dac (3 missing, 0 any)

Symbol Typable Typed Any
meth DacFeatureExtractor.init 6 4 0
attr DacFeatureExtractor.hop_length 1 0 0

transformers.models.dac.modeling_dac (9 missing, 0 any)

Symbol Typable Typed Any
meth DacPreTrainedModel._init_weights 2 0 0
meth DacPreTrainedModel.apply_weight_norm 1 0 0
meth DacPreTrainedModel.remove_weight_norm 1 0 0
meth DacModel.init 2 1 0
attr DacModel.encoder 1 0 0
attr DacModel.decoder 1 0 0
attr DacModel.quantizer 1 0 0
attr DacModel.bits_per_codebook 1 0 0

transformers.models.data2vec.configuration_data2vec_audio (92 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecAudioConfig.init 46 0 0
prop Data2VecAudioConfig.inputs_to_logits_ratio 1 0 0
attr Data2VecAudioConfig.pad_token_id 1 0 0
attr Data2VecAudioConfig.bos_token_id 1 0 0
attr Data2VecAudioConfig.eos_token_id 1 0 0
attr Data2VecAudioConfig.hidden_size 1 0 0
attr Data2VecAudioConfig.feat_extract_activation 1 0 0
attr Data2VecAudioConfig.conv_dim 1 0 0
attr Data2VecAudioConfig.conv_stride 1 0 0
attr Data2VecAudioConfig.conv_kernel 1 0 0
attr Data2VecAudioConfig.conv_bias 1 0 0
attr Data2VecAudioConfig.num_conv_pos_embeddings 1 0 0
attr Data2VecAudioConfig.num_conv_pos_embedding_groups 1 0 0
attr Data2VecAudioConfig.conv_pos_kernel_size 1 0 0
attr Data2VecAudioConfig.num_feat_extract_layers 1 0 0
attr Data2VecAudioConfig.num_hidden_layers 1 0 0
attr Data2VecAudioConfig.intermediate_size 1 0 0
attr Data2VecAudioConfig.hidden_act 1 0 0
attr Data2VecAudioConfig.num_attention_heads 1 0 0
attr Data2VecAudioConfig.hidden_dropout 1 0 0
attr Data2VecAudioConfig.attention_dropout 1 0 0
attr Data2VecAudioConfig.activation_dropout 1 0 0
attr Data2VecAudioConfig.feat_proj_dropout 1 0 0
attr Data2VecAudioConfig.final_dropout 1 0 0
attr Data2VecAudioConfig.layerdrop 1 0 0
attr Data2VecAudioConfig.layer_norm_eps 1 0 0
attr Data2VecAudioConfig.initializer_range 1 0 0
attr Data2VecAudioConfig.vocab_size 1 0 0
attr Data2VecAudioConfig.use_weighted_layer_sum 1 0 0
attr Data2VecAudioConfig.mask_time_prob 1 0 0
attr Data2VecAudioConfig.mask_time_length 1 0 0
attr Data2VecAudioConfig.mask_time_min_masks 1 0 0
attr Data2VecAudioConfig.mask_feature_prob 1 0 0
attr Data2VecAudioConfig.mask_feature_length 1 0 0
attr Data2VecAudioConfig.mask_feature_min_masks 1 0 0
attr Data2VecAudioConfig.ctc_loss_reduction 1 0 0
attr Data2VecAudioConfig.ctc_zero_infinity 1 0 0
attr Data2VecAudioConfig.add_adapter 1 0 0
attr Data2VecAudioConfig.adapter_kernel_size 1 0 0
attr Data2VecAudioConfig.adapter_stride 1 0 0
attr Data2VecAudioConfig.num_adapter_layers 1 0 0
attr Data2VecAudioConfig.output_hidden_size 1 0 0
attr Data2VecAudioConfig.classifier_proj_size 1 0 0
attr Data2VecAudioConfig.tdnn_dim 1 0 0
attr Data2VecAudioConfig.tdnn_kernel 1 0 0
attr Data2VecAudioConfig.tdnn_dilation 1 0 0
attr Data2VecAudioConfig.xvector_output_dim 1 0 0

transformers.models.data2vec.configuration_data2vec_text (42 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecTextConfig.init 22 0 0
attr Data2VecTextConfig.pad_token_id 1 0 0
attr Data2VecTextConfig.bos_token_id 1 0 0
attr Data2VecTextConfig.eos_token_id 1 0 0
attr Data2VecTextConfig.tie_word_embeddings 1 0 0
attr Data2VecTextConfig.is_decoder 1 0 0
attr Data2VecTextConfig.add_cross_attention 1 0 0
attr Data2VecTextConfig.vocab_size 1 0 0
attr Data2VecTextConfig.hidden_size 1 0 0
attr Data2VecTextConfig.num_hidden_layers 1 0 0
attr Data2VecTextConfig.num_attention_heads 1 0 0
attr Data2VecTextConfig.hidden_act 1 0 0
attr Data2VecTextConfig.intermediate_size 1 0 0
attr Data2VecTextConfig.hidden_dropout_prob 1 0 0
attr Data2VecTextConfig.attention_probs_dropout_prob 1 0 0
attr Data2VecTextConfig.max_position_embeddings 1 0 0
attr Data2VecTextConfig.type_vocab_size 1 0 0
attr Data2VecTextConfig.initializer_range 1 0 0
attr Data2VecTextConfig.layer_norm_eps 1 0 0
attr Data2VecTextConfig.use_cache 1 0 0
attr Data2VecTextConfig.classifier_dropout 1 0 0

transformers.models.data2vec.configuration_data2vec_vision (56 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecVisionConfig.init 29 0 0
attr Data2VecVisionConfig.hidden_size 1 0 0
attr Data2VecVisionConfig.num_hidden_layers 1 0 0
attr Data2VecVisionConfig.num_attention_heads 1 0 0
attr Data2VecVisionConfig.intermediate_size 1 0 0
attr Data2VecVisionConfig.hidden_act 1 0 0
attr Data2VecVisionConfig.hidden_dropout_prob 1 0 0
attr Data2VecVisionConfig.attention_probs_dropout_prob 1 0 0
attr Data2VecVisionConfig.initializer_range 1 0 0
attr Data2VecVisionConfig.layer_norm_eps 1 0 0
attr Data2VecVisionConfig.image_size 1 0 0
attr Data2VecVisionConfig.patch_size 1 0 0
attr Data2VecVisionConfig.num_channels 1 0 0
attr Data2VecVisionConfig.use_mask_token 1 0 0
attr Data2VecVisionConfig.use_absolute_position_embeddings 1 0 0
attr Data2VecVisionConfig.use_relative_position_bias 1 0 0
attr Data2VecVisionConfig.use_shared_relative_position_bias 1 0 0
attr Data2VecVisionConfig.layer_scale_init_value 1 0 0
attr Data2VecVisionConfig.drop_path_rate 1 0 0
attr Data2VecVisionConfig.use_mean_pooling 1 0 0
attr Data2VecVisionConfig.out_indices 1 0 0
attr Data2VecVisionConfig.pool_scales 1 0 0
attr Data2VecVisionConfig.use_auxiliary_head 1 0 0
attr Data2VecVisionConfig.auxiliary_loss_weight 1 0 0
attr Data2VecVisionConfig.auxiliary_channels 1 0 0
attr Data2VecVisionConfig.auxiliary_num_convs 1 0 0
attr Data2VecVisionConfig.auxiliary_concat_input 1 0 0
attr Data2VecVisionConfig.semantic_loss_ignore_index 1 0 0

transformers.models.data2vec.modeling_data2vec_audio (52 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecAudioModel.init 2 1 0
meth Data2VecAudioModel.freeze_feature_encoder 1 0 0
meth Data2VecAudioModel._mask_hidden_states 4 3 0
meth Data2VecAudioModel.forward 8 7 0
attr Data2VecAudioModel.feature_extractor 1 0 0
attr Data2VecAudioModel.feature_projection 1 0 0
attr Data2VecAudioModel.encoder 1 0 0
attr Data2VecAudioModel.adapter 1 0 0
attr Data2VecAudioModel.masked_spec_embed 1 0 0
meth Data2VecAudioForAudioFrameClassification.init 2 0 0
meth Data2VecAudioForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth Data2VecAudioForAudioFrameClassification.freeze_base_model 1 0 0
meth Data2VecAudioForAudioFrameClassification.forward 8 7 0
attr Data2VecAudioForAudioFrameClassification.data2vec_audio 1 0 0
attr Data2VecAudioForAudioFrameClassification.classifier 1 0 0
attr Data2VecAudioForAudioFrameClassification.num_labels 1 0 0
attr Data2VecAudioForAudioFrameClassification.layer_weights 1 0 0
meth Data2VecAudioForCTC.init 2 0 0
meth Data2VecAudioForCTC.freeze_feature_encoder 1 0 0
meth Data2VecAudioForCTC.forward 8 7 0
attr Data2VecAudioForCTC.data2vec_audio 1 0 0
attr Data2VecAudioForCTC.dropout 1 0 0
attr Data2VecAudioForCTC.lm_head 1 0 0
meth Data2VecAudioPreTrainedModel._init_weights 2 0 0
meth Data2VecAudioPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Data2VecAudioPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Data2VecAudioForSequenceClassification.init 2 0 0
meth Data2VecAudioForSequenceClassification.freeze_feature_encoder 1 0 0
meth Data2VecAudioForSequenceClassification.freeze_base_model 1 0 0
meth Data2VecAudioForSequenceClassification.forward 8 7 0
attr Data2VecAudioForSequenceClassification.data2vec_audio 1 0 0
attr Data2VecAudioForSequenceClassification.projector 1 0 0
attr Data2VecAudioForSequenceClassification.classifier 1 0 0
attr Data2VecAudioForSequenceClassification.layer_weights 1 0 0
meth Data2VecAudioForXVector.init 2 0 0
meth Data2VecAudioForXVector.freeze_feature_encoder 1 0 0
meth Data2VecAudioForXVector.freeze_base_model 1 0 0
meth Data2VecAudioForXVector._get_tdnn_output_lengths 2 1 0
meth Data2VecAudioForXVector.forward 8 7 0
attr Data2VecAudioForXVector.data2vec_audio 1 0 0
attr Data2VecAudioForXVector.projector 1 0 0
attr Data2VecAudioForXVector.tdnn 1 0 0
attr Data2VecAudioForXVector.feature_extractor 1 0 0
attr Data2VecAudioForXVector.classifier 1 0 0
attr Data2VecAudioForXVector.objective 1 0 0
attr Data2VecAudioForXVector.layer_weights 1 0 0

transformers.models.data2vec.modeling_data2vec_text (56 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecTextForTokenClassification.init 2 0 0
attr Data2VecTextForTokenClassification.num_labels 1 0 0
attr Data2VecTextForTokenClassification.data2vec_text 1 0 0
attr Data2VecTextForTokenClassification.dropout 1 0 0
attr Data2VecTextForTokenClassification.classifier 1 0 0
meth Data2VecTextForMultipleChoice.init 2 0 0
attr Data2VecTextForMultipleChoice.data2vec_text 1 0 0
attr Data2VecTextForMultipleChoice.dropout 1 0 0
attr Data2VecTextForMultipleChoice.classifier 1 0 0
meth Data2VecTextForCausalLM.init 2 0 0
meth Data2VecTextForCausalLM.get_output_embeddings 1 0 0
meth Data2VecTextForCausalLM.set_output_embeddings 2 0 0
attr Data2VecTextForCausalLM.data2vec_text 1 0 0
attr Data2VecTextForCausalLM.lm_head 1 0 0
meth Data2VecTextForSequenceClassification.init 2 0 0
attr Data2VecTextForSequenceClassification.num_labels 1 0 0
attr Data2VecTextForSequenceClassification.config 1 0 0
attr Data2VecTextForSequenceClassification.data2vec_text 1 0 0
attr Data2VecTextForSequenceClassification.classifier 1 0 0
meth Data2VecTextForQuestionAnswering.init 2 0 0
attr Data2VecTextForQuestionAnswering.num_labels 1 0 0
attr Data2VecTextForQuestionAnswering.data2vec_text 1 0 0
attr Data2VecTextForQuestionAnswering.qa_outputs 1 0 0
meth Data2VecTextModel.init 3 0 0
meth Data2VecTextModel.get_input_embeddings 1 0 0
meth Data2VecTextModel.set_input_embeddings 2 0 0
meth Data2VecTextModel._create_attention_masks 7 0 0
attr Data2VecTextModel.config 1 0 0
attr Data2VecTextModel.gradient_checkpointing 1 0 0
attr Data2VecTextModel.embeddings 1 0 0
attr Data2VecTextModel.encoder 1 0 0
attr Data2VecTextModel.pooler 1 0 0
meth Data2VecTextPreTrainedModel._init_weights 2 0 0
meth Data2VecTextForMaskedLM.init 2 0 0
meth Data2VecTextForMaskedLM.get_output_embeddings 1 0 0
meth Data2VecTextForMaskedLM.set_output_embeddings 2 0 0
attr Data2VecTextForMaskedLM.data2vec_text 1 0 0
attr Data2VecTextForMaskedLM.lm_head 1 0 0

transformers.models.data2vec.modeling_data2vec_vision (25 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecVisionPreTrainedModel._init_weights 2 0 0
meth Data2VecVisionForImageClassification.forward 8 7 0
attr Data2VecVisionForImageClassification.num_labels 1 0 0
attr Data2VecVisionForImageClassification.data2vec_vision 1 0 0
attr Data2VecVisionForImageClassification.classifier 1 0 0
meth Data2VecVisionForSemanticSegmentation.compute_loss 4 0 0
meth Data2VecVisionForSemanticSegmentation.forward 8 7 0
attr Data2VecVisionForSemanticSegmentation.num_labels 1 0 0
attr Data2VecVisionForSemanticSegmentation.data2vec_vision 1 0 0
attr Data2VecVisionForSemanticSegmentation.fpn1 1 0 0
attr Data2VecVisionForSemanticSegmentation.fpn2 1 0 0
attr Data2VecVisionForSemanticSegmentation.fpn3 1 0 0
attr Data2VecVisionForSemanticSegmentation.fpn4 1 0 0
attr Data2VecVisionForSemanticSegmentation.decode_head 1 0 0
attr Data2VecVisionForSemanticSegmentation.auxiliary_head 1 0 0
meth Data2VecVisionModel.get_input_embeddings 1 0 0
meth Data2VecVisionModel.forward 8 7 0
attr Data2VecVisionModel.embeddings 1 0 0
attr Data2VecVisionModel.encoder 1 0 0
attr Data2VecVisionModel.layernorm 1 0 0
attr Data2VecVisionModel.pooler 1 0 0

transformers.models.data2vec.modular_data2vec_audio (23 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecAudioModel.init 2 1 0
meth Data2VecAudioModel.freeze_feature_encoder 1 0 0
meth Data2VecAudioModel.forward 2 0 0
attr Data2VecAudioModel.feature_extractor 1 0 0
attr Data2VecAudioModel.feature_projection 1 0 0
attr Data2VecAudioModel.encoder 1 0 0
attr Data2VecAudioModel.adapter 1 0 0
attr Data2VecAudioModel.masked_spec_embed 1 0 0
meth Data2VecAudioForCTC.init 2 0 0
meth Data2VecAudioForCTC.freeze_base_model 1 0 0
meth Data2VecAudioForCTC.tie_weights 1 0 0
meth Data2VecAudioForCTC.forward 2 0 0
attr Data2VecAudioForCTC.data2vec_audio 1 0 0
attr Data2VecAudioForCTC.dropout 1 0 0
attr Data2VecAudioForCTC.lm_head 1 0 0
meth Data2VecAudioPreTrainedModel._init_weights 2 0 0
meth Data2VecAudioPreTrainedModel._get_adapters 1 0 0
meth Data2VecAudioPreTrainedModel.init_adapter_layers 1 0 0
meth Data2VecAudioPreTrainedModel.load_adapter 1 0 0

transformers.models.data2vec.modular_data2vec_text (38 missing, 0 any)

Symbol Typable Typed Any
meth Data2VecTextForTokenClassification.init 2 0 0
attr Data2VecTextForTokenClassification.num_labels 1 0 0
attr Data2VecTextForTokenClassification.data2vec_text 1 0 0
attr Data2VecTextForTokenClassification.dropout 1 0 0
attr Data2VecTextForTokenClassification.classifier 1 0 0
meth Data2VecTextForMultipleChoice.init 2 0 0
attr Data2VecTextForMultipleChoice.data2vec_text 1 0 0
attr Data2VecTextForMultipleChoice.dropout 1 0 0
attr Data2VecTextForMultipleChoice.classifier 1 0 0
meth Data2VecTextForCausalLM.init 2 0 0
meth Data2VecTextForCausalLM.get_output_embeddings 1 0 0
meth Data2VecTextForCausalLM.set_output_embeddings 2 0 0
attr Data2VecTextForCausalLM.data2vec_text 1 0 0
attr Data2VecTextForCausalLM.lm_head 1 0 0
meth Data2VecTextForSequenceClassification.init 2 0 0
attr Data2VecTextForSequenceClassification.num_labels 1 0 0
attr Data2VecTextForSequenceClassification.config 1 0 0
attr Data2VecTextForSequenceClassification.data2vec_text 1 0 0
attr Data2VecTextForSequenceClassification.classifier 1 0 0
meth Data2VecTextForQuestionAnswering.init 2 0 0
attr Data2VecTextForQuestionAnswering.num_labels 1 0 0
attr Data2VecTextForQuestionAnswering.data2vec_text 1 0 0
attr Data2VecTextForQuestionAnswering.qa_outputs 1 0 0
meth Data2VecTextPreTrainedModel._init_weights 2 0 0
meth Data2VecTextForMaskedLM.init 2 0 0
meth Data2VecTextForMaskedLM.get_output_embeddings 1 0 0
meth Data2VecTextForMaskedLM.set_output_embeddings 2 0 0
attr Data2VecTextForMaskedLM.data2vec_text 1 0 0
attr Data2VecTextForMaskedLM.lm_head 1 0 0

transformers.models.dbrx.configuration_dbrx (19 missing, 1 any)

Symbol Typable Typed Any
meth DbrxConfig.init 19 18 1
attr DbrxConfig.d_model 1 0 0
attr DbrxConfig.n_heads 1 0 0
attr DbrxConfig.n_layers 1 0 0
attr DbrxConfig.max_seq_len 1 0 0
attr DbrxConfig.vocab_size 1 0 0
attr DbrxConfig.resid_pdrop 1 0 0
attr DbrxConfig.emb_pdrop 1 0 0
attr DbrxConfig.use_cache 1 0 0
attr DbrxConfig.initializer_range 1 0 0
attr DbrxConfig.output_router_logits 1 0 0
attr DbrxConfig.num_key_value_heads 1 0 0
attr DbrxConfig.pad_token_id 1 0 0
attr DbrxConfig.bos_token_id 1 0 0
attr DbrxConfig.eos_token_id 1 0 0
attr DbrxConfig.tie_word_embeddings 1 0 0
attr DbrxConfig.rope_parameters 1 0 0
attr DbrxConfig.attn_config 1 0 0
attr DbrxConfig.ffn_config 1 0 0

transformers.models.dbrx.modeling_dbrx (21 missing, 0 any)

Symbol Typable Typed Any
meth DbrxPreTrainedModel._init_weights 2 1 0
meth DbrxModel.init 2 1 0
meth DbrxModel.set_input_embeddings 2 1 0
attr DbrxModel.padding_idx 1 0 0
attr DbrxModel.vocab_size 1 0 0
attr DbrxModel.emb_pdrop 1 0 0
attr DbrxModel.rotary_emb 1 0 0
attr DbrxModel.wte 1 0 0
attr DbrxModel.blocks 1 0 0
attr DbrxModel.norm_f 1 0 0
attr DbrxModel.gradient_checkpointing 1 0 0
meth DbrxForCausalLM.init 2 1 0
meth DbrxForCausalLM.set_input_embeddings 2 1 0
meth DbrxForCausalLM.set_output_embeddings 2 1 0
meth DbrxForCausalLM.set_decoder 2 1 0
attr DbrxForCausalLM.transformer 1 0 0
attr DbrxForCausalLM.vocab_size 1 0 0
attr DbrxForCausalLM.lm_head 1 0 0
attr DbrxForCausalLM.router_aux_loss_coef 1 0 0
attr DbrxForCausalLM.num_experts 1 0 0
attr DbrxForCausalLM.num_experts_per_tok 1 0 0

transformers.models.dbrx.modular_dbrx (21 missing, 0 any)

Symbol Typable Typed Any
meth DbrxPreTrainedModel._init_weights 2 1 0
meth DbrxModel.init 2 1 0
meth DbrxModel.set_input_embeddings 2 1 0
attr DbrxModel.padding_idx 1 0 0
attr DbrxModel.vocab_size 1 0 0
attr DbrxModel.emb_pdrop 1 0 0
attr DbrxModel.rotary_emb 1 0 0
attr DbrxModel.wte 1 0 0
attr DbrxModel.blocks 1 0 0
attr DbrxModel.norm_f 1 0 0
attr DbrxModel.gradient_checkpointing 1 0 0
meth DbrxForCausalLM.init 2 1 0
meth DbrxForCausalLM.set_input_embeddings 2 1 0
meth DbrxForCausalLM.set_output_embeddings 2 1 0
meth DbrxForCausalLM.set_decoder 2 1 0
attr DbrxForCausalLM.transformer 1 0 0
attr DbrxForCausalLM.vocab_size 1 0 0
attr DbrxForCausalLM.lm_head 1 0 0
attr DbrxForCausalLM.router_aux_loss_coef 1 0 0
attr DbrxForCausalLM.num_experts 1 0 0
attr DbrxForCausalLM.num_experts_per_tok 1 0 0

transformers.models.deberta.configuration_deberta (49 missing, 0 any)

Symbol Typable Typed Any
meth DebertaConfig.init 25 0 0
attr DebertaConfig.hidden_size 1 0 0
attr DebertaConfig.num_hidden_layers 1 0 0
attr DebertaConfig.num_attention_heads 1 0 0
attr DebertaConfig.intermediate_size 1 0 0
attr DebertaConfig.hidden_act 1 0 0
attr DebertaConfig.hidden_dropout_prob 1 0 0
attr DebertaConfig.attention_probs_dropout_prob 1 0 0
attr DebertaConfig.max_position_embeddings 1 0 0
attr DebertaConfig.type_vocab_size 1 0 0
attr DebertaConfig.initializer_range 1 0 0
attr DebertaConfig.relative_attention 1 0 0
attr DebertaConfig.max_relative_positions 1 0 0
attr DebertaConfig.pad_token_id 1 0 0
attr DebertaConfig.bos_token_id 1 0 0
attr DebertaConfig.eos_token_id 1 0 0
attr DebertaConfig.tie_word_embeddings 1 0 0
attr DebertaConfig.position_biased_input 1 0 0
attr DebertaConfig.pos_att_type 1 0 0
attr DebertaConfig.vocab_size 1 0 0
attr DebertaConfig.layer_norm_eps 1 0 0
attr DebertaConfig.pooler_hidden_size 1 0 0
attr DebertaConfig.pooler_dropout 1 0 0
attr DebertaConfig.pooler_hidden_act 1 0 0
attr DebertaConfig.legacy 1 0 0

transformers.models.deberta.modeling_deberta (45 missing, 0 any)

Symbol Typable Typed Any
meth DebertaPreTrainedModel._init_weights 2 0 0
meth DebertaForQuestionAnswering.init 2 0 0
meth DebertaForQuestionAnswering.forward 12 11 0
attr DebertaForQuestionAnswering.num_labels 1 0 0
attr DebertaForQuestionAnswering.deberta 1 0 0
attr DebertaForQuestionAnswering.qa_outputs 1 0 0
meth DebertaForMaskedLM.init 2 0 0
meth DebertaForMaskedLM.get_output_embeddings 1 0 0
meth DebertaForMaskedLM.set_output_embeddings 2 0 0
meth DebertaForMaskedLM.forward 11 10 0
attr DebertaForMaskedLM.legacy 1 0 0
attr DebertaForMaskedLM.deberta 1 0 0
attr DebertaForMaskedLM.cls 1 0 0
attr DebertaForMaskedLM.lm_predictions 1 0 0
meth DebertaForTokenClassification.init 2 0 0
meth DebertaForTokenClassification.forward 11 10 0
attr DebertaForTokenClassification.num_labels 1 0 0
attr DebertaForTokenClassification.deberta 1 0 0
attr DebertaForTokenClassification.dropout 1 0 0
attr DebertaForTokenClassification.classifier 1 0 0
meth DebertaForSequenceClassification.init 2 0 0
meth DebertaForSequenceClassification.get_input_embeddings 1 0 0
meth DebertaForSequenceClassification.set_input_embeddings 2 0 0
meth DebertaForSequenceClassification.forward 11 10 0
attr DebertaForSequenceClassification.num_labels 1 0 0
attr DebertaForSequenceClassification.deberta 1 0 0
attr DebertaForSequenceClassification.pooler 1 0 0
attr DebertaForSequenceClassification.classifier 1 0 0
attr DebertaForSequenceClassification.dropout 1 0 0
meth DebertaModel.init 2 0 0
meth DebertaModel.get_input_embeddings 1 0 0
meth DebertaModel.set_input_embeddings 2 0 0
meth DebertaModel.forward 10 9 0
attr DebertaModel.embeddings 1 0 0
attr DebertaModel.encoder 1 0 0
attr DebertaModel.z_steps 1 0 0

transformers.models.deberta.tokenization_deberta (13 missing, 0 any)

Symbol Typable Typed Any
meth DebertaTokenizer.init 13 2 0
prop DebertaTokenizer.mask_token 2 1 0
attr DebertaTokenizer.add_prefix_space 1 0 0

transformers.models.deberta_v2.configuration_deberta_v2 (49 missing, 0 any)

Symbol Typable Typed Any
meth DebertaV2Config.init 25 0 0
attr DebertaV2Config.hidden_size 1 0 0
attr DebertaV2Config.num_hidden_layers 1 0 0
attr DebertaV2Config.num_attention_heads 1 0 0
attr DebertaV2Config.intermediate_size 1 0 0
attr DebertaV2Config.hidden_act 1 0 0
attr DebertaV2Config.hidden_dropout_prob 1 0 0
attr DebertaV2Config.attention_probs_dropout_prob 1 0 0
attr DebertaV2Config.max_position_embeddings 1 0 0
attr DebertaV2Config.type_vocab_size 1 0 0
attr DebertaV2Config.initializer_range 1 0 0
attr DebertaV2Config.relative_attention 1 0 0
attr DebertaV2Config.max_relative_positions 1 0 0
attr DebertaV2Config.pad_token_id 1 0 0
attr DebertaV2Config.bos_token_id 1 0 0
attr DebertaV2Config.eos_token_id 1 0 0
attr DebertaV2Config.tie_word_embeddings 1 0 0
attr DebertaV2Config.position_biased_input 1 0 0
attr DebertaV2Config.pos_att_type 1 0 0
attr DebertaV2Config.vocab_size 1 0 0
attr DebertaV2Config.layer_norm_eps 1 0 0
attr DebertaV2Config.pooler_hidden_size 1 0 0
attr DebertaV2Config.pooler_dropout 1 0 0
attr DebertaV2Config.pooler_hidden_act 1 0 0
attr DebertaV2Config.legacy 1 0 0

transformers.models.deberta_v2.modeling_deberta_v2 (56 missing, 0 any)

Symbol Typable Typed Any
meth DebertaV2PreTrainedModel._init_weights 2 0 0
meth DebertaV2ForQuestionAnswering.init 2 0 0
meth DebertaV2ForQuestionAnswering.forward 12 11 0
attr DebertaV2ForQuestionAnswering.num_labels 1 0 0
attr DebertaV2ForQuestionAnswering.deberta 1 0 0
attr DebertaV2ForQuestionAnswering.qa_outputs 1 0 0
meth DebertaV2ForTokenClassification.init 2 0 0
meth DebertaV2ForTokenClassification.forward 11 10 0
attr DebertaV2ForTokenClassification.num_labels 1 0 0
attr DebertaV2ForTokenClassification.deberta 1 0 0
attr DebertaV2ForTokenClassification.dropout 1 0 0
attr DebertaV2ForTokenClassification.classifier 1 0 0
meth DebertaV2ForMultipleChoice.init 2 0 0
meth DebertaV2ForMultipleChoice.get_input_embeddings 1 0 0
meth DebertaV2ForMultipleChoice.set_input_embeddings 2 0 0
meth DebertaV2ForMultipleChoice.forward 11 10 0
attr DebertaV2ForMultipleChoice.num_labels 1 0 0
attr DebertaV2ForMultipleChoice.deberta 1 0 0
attr DebertaV2ForMultipleChoice.pooler 1 0 0
attr DebertaV2ForMultipleChoice.classifier 1 0 0
attr DebertaV2ForMultipleChoice.dropout 1 0 0
meth DebertaV2ForMaskedLM.init 2 0 0
meth DebertaV2ForMaskedLM.get_output_embeddings 1 0 0
meth DebertaV2ForMaskedLM.set_output_embeddings 2 0 0
meth DebertaV2ForMaskedLM.forward 11 10 0
attr DebertaV2ForMaskedLM.legacy 1 0 0
attr DebertaV2ForMaskedLM.deberta 1 0 0
attr DebertaV2ForMaskedLM.cls 1 0 0
attr DebertaV2ForMaskedLM.lm_predictions 1 0 0
meth DebertaV2ForSequenceClassification.init 2 0 0
meth DebertaV2ForSequenceClassification.get_input_embeddings 1 0 0
meth DebertaV2ForSequenceClassification.set_input_embeddings 2 0 0
meth DebertaV2ForSequenceClassification.forward 11 10 0
attr DebertaV2ForSequenceClassification.num_labels 1 0 0
attr DebertaV2ForSequenceClassification.deberta 1 0 0
attr DebertaV2ForSequenceClassification.pooler 1 0 0
attr DebertaV2ForSequenceClassification.classifier 1 0 0
attr DebertaV2ForSequenceClassification.dropout 1 0 0
meth DebertaV2Model.init 2 0 0
meth DebertaV2Model.get_input_embeddings 1 0 0
meth DebertaV2Model.set_input_embeddings 2 0 0
meth DebertaV2Model.forward 10 9 0
attr DebertaV2Model.embeddings 1 0 0
attr DebertaV2Model.encoder 1 0 0
attr DebertaV2Model.z_steps 1 0 0

transformers.models.deberta_v2.tokenization_deberta_v2 (16 missing, 0 any)

Symbol Typable Typed Any
meth DebertaV2Tokenizer.init 14 1 0
attr DebertaV2Tokenizer.do_lower_case 1 0 0
attr DebertaV2Tokenizer.split_by_punct 1 0 0
attr DebertaV2Tokenizer.add_prefix_space 1 0 0

transformers.models.decision_transformer.configuration_decision_transformer (48 missing, 0 any)

Symbol Typable Typed Any
meth DecisionTransformerConfig.init 25 0 0
attr DecisionTransformerConfig.add_cross_attention 1 0 0
attr DecisionTransformerConfig.state_dim 1 0 0
attr DecisionTransformerConfig.act_dim 1 0 0
attr DecisionTransformerConfig.hidden_size 1 0 0
attr DecisionTransformerConfig.max_ep_len 1 0 0
attr DecisionTransformerConfig.action_tanh 1 0 0
attr DecisionTransformerConfig.vocab_size 1 0 0
attr DecisionTransformerConfig.n_positions 1 0 0
attr DecisionTransformerConfig.n_layer 1 0 0
attr DecisionTransformerConfig.n_head 1 0 0
attr DecisionTransformerConfig.n_inner 1 0 0
attr DecisionTransformerConfig.activation_function 1 0 0
attr DecisionTransformerConfig.resid_pdrop 1 0 0
attr DecisionTransformerConfig.embd_pdrop 1 0 0
attr DecisionTransformerConfig.attn_pdrop 1 0 0
attr DecisionTransformerConfig.layer_norm_epsilon 1 0 0
attr DecisionTransformerConfig.initializer_range 1 0 0
attr DecisionTransformerConfig.scale_attn_weights 1 0 0
attr DecisionTransformerConfig.use_cache 1 0 0
attr DecisionTransformerConfig.scale_attn_by_inverse_layer_idx 1 0 0
attr DecisionTransformerConfig.reorder_and_upcast_attn 1 0 0
attr DecisionTransformerConfig.bos_token_id 1 0 0
attr DecisionTransformerConfig.eos_token_id 1 0 0

transformers.models.decision_transformer.modeling_decision_transformer (28 missing, 0 any)

Symbol Typable Typed Any
meth DecisionTransformerGPT2Model.init 2 0 0
meth DecisionTransformerGPT2Model.get_input_embeddings 1 0 0
meth DecisionTransformerGPT2Model.set_input_embeddings 2 0 0
attr DecisionTransformerGPT2Model.embed_dim 1 0 0
attr DecisionTransformerGPT2Model.wte 1 0 0
attr DecisionTransformerGPT2Model.wpe 1 0 0
attr DecisionTransformerGPT2Model.drop 1 0 0
attr DecisionTransformerGPT2Model.h 1 0 0
attr DecisionTransformerGPT2Model.ln_f 1 0 0
attr DecisionTransformerGPT2Model.gradient_checkpointing 1 0 0
meth DecisionTransformerGPT2PreTrainedModel._init_weights 2 0 0
attr DecisionTransformerGPT2PreTrainedModel._can_record_outputs 1 0 0
meth DecisionTransformerModel.init 2 0 0
meth DecisionTransformerModel.forward 11 10 0
attr DecisionTransformerModel.hidden_size 1 0 0
attr DecisionTransformerModel.encoder 1 0 0
attr DecisionTransformerModel.embed_timestep 1 0 0
attr DecisionTransformerModel.embed_return 1 0 0
attr DecisionTransformerModel.embed_state 1 0 0
attr DecisionTransformerModel.embed_action 1 0 0
attr DecisionTransformerModel.embed_ln 1 0 0
attr DecisionTransformerModel.predict_state 1 0 0
attr DecisionTransformerModel.predict_action 1 0 0
attr DecisionTransformerModel.predict_return 1 0 0

transformers.models.deepseek_v2.configuration_deepseek_v2 (37 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV2Config.init 36 34 0
attr DeepseekV2Config.first_k_dense_replace 1 0 0
attr DeepseekV2Config.kv_lora_rank 1 0 0
attr DeepseekV2Config.q_lora_rank 1 0 0
attr DeepseekV2Config.n_group 1 0 0
attr DeepseekV2Config.n_routed_experts 1 0 0
attr DeepseekV2Config.n_shared_experts 1 0 0
attr DeepseekV2Config.qk_nope_head_dim 1 0 0
attr DeepseekV2Config.qk_rope_head_dim 1 0 0
attr DeepseekV2Config.routed_scaling_factor 1 0 0
attr DeepseekV2Config.topk_group 1 0 0
attr DeepseekV2Config.topk_method 1 0 0
attr DeepseekV2Config.norm_topk_prob 1 0 0
attr DeepseekV2Config.v_head_dim 1 0 0
attr DeepseekV2Config.num_experts_per_tok 1 0 0
attr DeepseekV2Config.moe_intermediate_size 1 0 0
attr DeepseekV2Config.vocab_size 1 0 0
attr DeepseekV2Config.max_position_embeddings 1 0 0
attr DeepseekV2Config.hidden_size 1 0 0
attr DeepseekV2Config.intermediate_size 1 0 0
attr DeepseekV2Config.num_hidden_layers 1 0 0
attr DeepseekV2Config.num_attention_heads 1 0 0
attr DeepseekV2Config.num_key_value_heads 1 0 0
attr DeepseekV2Config.hidden_act 1 0 0
attr DeepseekV2Config.initializer_range 1 0 0
attr DeepseekV2Config.rms_norm_eps 1 0 0
attr DeepseekV2Config.use_cache 1 0 0
attr DeepseekV2Config.attention_bias 1 0 0
attr DeepseekV2Config.attention_dropout 1 0 0
attr DeepseekV2Config.mlp_bias 1 0 0
attr DeepseekV2Config.head_dim 1 0 0
attr DeepseekV2Config.rope_parameters 1 0 0
attr DeepseekV2Config.tie_word_embeddings 1 0 0
attr DeepseekV2Config.pad_token_id 1 0 0
attr DeepseekV2Config.bos_token_id 1 0 0
attr DeepseekV2Config.eos_token_id 1 0 0

transformers.models.deepseek_v2.modeling_deepseek_v2 (15 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV2PreTrainedModel._init_weights 2 0 0
meth DeepseekV2ForCausalLM.init 2 0 0
attr DeepseekV2ForCausalLM.model 1 0 0
attr DeepseekV2ForCausalLM.vocab_size 1 0 0
attr DeepseekV2ForCausalLM.lm_head 1 0 0
meth DeepseekV2Model.init 2 1 0
attr DeepseekV2Model.padding_idx 1 0 0
attr DeepseekV2Model.vocab_size 1 0 0
attr DeepseekV2Model.embed_tokens 1 0 0
attr DeepseekV2Model.layers 1 0 0
attr DeepseekV2Model.norm 1 0 0
attr DeepseekV2Model.rotary_emb 1 0 0
attr DeepseekV2Model.gradient_checkpointing 1 0 0

transformers.models.deepseek_v2.modular_deepseek_v2 (20 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV2PreTrainedModel._init_weights 2 0 0
meth DeepseekV2Config.init 36 34 0
attr DeepseekV2Config.first_k_dense_replace 1 0 0
attr DeepseekV2Config.kv_lora_rank 1 0 0
attr DeepseekV2Config.q_lora_rank 1 0 0
attr DeepseekV2Config.n_group 1 0 0
attr DeepseekV2Config.n_routed_experts 1 0 0
attr DeepseekV2Config.n_shared_experts 1 0 0
attr DeepseekV2Config.qk_nope_head_dim 1 0 0
attr DeepseekV2Config.qk_rope_head_dim 1 0 0
attr DeepseekV2Config.routed_scaling_factor 1 0 0
attr DeepseekV2Config.topk_group 1 0 0
attr DeepseekV2Config.topk_method 1 0 0
attr DeepseekV2Config.norm_topk_prob 1 0 0
attr DeepseekV2Config.v_head_dim 1 0 0
attr DeepseekV2Config.num_experts_per_tok 1 0 0
attr DeepseekV2Config.moe_intermediate_size 1 0 0
attr DeepseekV2Config.head_dim 1 0 0

transformers.models.deepseek_v3.configuration_deepseek_v3 (40 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV3Config.init 36 34 0
meth DeepseekV3Config.convert_rope_params_to_dict 3 1 0
attr DeepseekV3Config.vocab_size 1 0 0
attr DeepseekV3Config.max_position_embeddings 1 0 0
attr DeepseekV3Config.hidden_size 1 0 0
attr DeepseekV3Config.intermediate_size 1 0 0
attr DeepseekV3Config.moe_intermediate_size 1 0 0
attr DeepseekV3Config.num_hidden_layers 1 0 0
attr DeepseekV3Config.num_attention_heads 1 0 0
attr DeepseekV3Config.n_shared_experts 1 0 0
attr DeepseekV3Config.n_routed_experts 1 0 0
attr DeepseekV3Config.routed_scaling_factor 1 0 0
attr DeepseekV3Config.kv_lora_rank 1 0 0
attr DeepseekV3Config.q_lora_rank 1 0 0
attr DeepseekV3Config.qk_rope_head_dim 1 0 0
attr DeepseekV3Config.v_head_dim 1 0 0
attr DeepseekV3Config.qk_nope_head_dim 1 0 0
attr DeepseekV3Config.qk_head_dim 1 0 0
attr DeepseekV3Config.head_dim 1 0 0
attr DeepseekV3Config.n_group 1 0 0
attr DeepseekV3Config.topk_group 1 0 0
attr DeepseekV3Config.num_experts_per_tok 1 0 0
attr DeepseekV3Config.first_k_dense_replace 1 0 0
attr DeepseekV3Config.norm_topk_prob 1 0 0
attr DeepseekV3Config.rope_interleave 1 0 0
attr DeepseekV3Config.num_key_value_heads 1 0 0
attr DeepseekV3Config.hidden_act 1 0 0
attr DeepseekV3Config.initializer_range 1 0 0
attr DeepseekV3Config.rms_norm_eps 1 0 0
attr DeepseekV3Config.pretraining_tp 1 0 0
attr DeepseekV3Config.use_cache 1 0 0
attr DeepseekV3Config.attention_bias 1 0 0
attr DeepseekV3Config.attention_dropout 1 0 0
attr DeepseekV3Config.rope_parameters 1 0 0
attr DeepseekV3Config.tie_word_embeddings 1 0 0
attr DeepseekV3Config.pad_token_id 1 0 0
attr DeepseekV3Config.bos_token_id 1 0 0
attr DeepseekV3Config.eos_token_id 1 0 0

transformers.models.deepseek_v3.modeling_deepseek_v3 (15 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV3PreTrainedModel._init_weights 2 0 0
meth DeepseekV3ForCausalLM.init 2 0 0
attr DeepseekV3ForCausalLM.model 1 0 0
attr DeepseekV3ForCausalLM.vocab_size 1 0 0
attr DeepseekV3ForCausalLM.lm_head 1 0 0
meth DeepseekV3Model.init 2 1 0
attr DeepseekV3Model.padding_idx 1 0 0
attr DeepseekV3Model.vocab_size 1 0 0
attr DeepseekV3Model.embed_tokens 1 0 0
attr DeepseekV3Model.layers 1 0 0
attr DeepseekV3Model.norm 1 0 0
attr DeepseekV3Model.rotary_emb 1 0 0
attr DeepseekV3Model.gradient_checkpointing 1 0 0

transformers.models.deepseek_v3.modular_deepseek_v3 (2 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekV3PreTrainedModel._init_weights 2 0 0

transformers.models.deepseek_vl.configuration_deepseek_vl (6 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLConfig.init 6 4 0
attr DeepseekVLConfig.text_config 1 0 0
attr DeepseekVLConfig.vision_config 1 0 0
attr DeepseekVLConfig.image_token_id 1 0 0
attr DeepseekVLConfig.tie_word_embeddings 1 0 0

transformers.models.deepseek_vl.image_processing_deepseek_vl (14 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLImageProcessor.init 13 12 0
meth DeepseekVLImageProcessor.resize 7 6 0
attr DeepseekVLImageProcessor.do_resize 1 0 0
attr DeepseekVLImageProcessor.size 1 0 0
attr DeepseekVLImageProcessor.resample 1 0 0
attr DeepseekVLImageProcessor.do_rescale 1 0 0
attr DeepseekVLImageProcessor.rescale_factor 1 0 0
attr DeepseekVLImageProcessor.do_normalize 1 0 0
attr DeepseekVLImageProcessor.image_mean 1 0 0
attr DeepseekVLImageProcessor.image_std 1 0 0
attr DeepseekVLImageProcessor.do_convert_rgb 1 0 0
attr DeepseekVLImageProcessor.do_pad 1 0 0
attr DeepseekVLImageProcessor.min_size 1 0 0
attr DeepseekVLImageProcessor.background_color 1 0 0

transformers.models.deepseek_vl.image_processing_deepseek_vl_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLImageProcessorFast.init 2 1 0
meth DeepseekVLImageProcessorFast.resize 7 6 0
meth DeepseekVLImageProcessorFast._preprocess 15 14 0
attr DeepseekVLImageProcessorFast.background_color 1 0 0

transformers.models.deepseek_vl.modeling_deepseek_vl (27 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLForConditionalGeneration.init 2 1 0
meth DeepseekVLForConditionalGeneration.get_input_embeddings 1 0 0
meth DeepseekVLForConditionalGeneration.set_input_embeddings 2 0 0
meth DeepseekVLForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr DeepseekVLForConditionalGeneration.model 1 0 0
attr DeepseekVLForConditionalGeneration.lm_head 1 0 0
meth DeepseekVLModel.init 2 0 0
meth DeepseekVLModel.get_input_embeddings 1 0 0
meth DeepseekVLModel.set_input_embeddings 2 0 0
meth DeepseekVLModel.get_placeholder_mask 4 3 0
meth DeepseekVLModel.forward 11 10 0
attr DeepseekVLModel.vision_model 1 0 0
attr DeepseekVLModel.aligner 1 0 0
attr DeepseekVLModel.language_model 1 0 0
attr DeepseekVLModel.gradient_checkpointing 1 0 0

transformers.models.deepseek_vl.modular_deepseek_vl (39 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLImageProcessor.init 2 0 0
meth DeepseekVLImageProcessor.postprocess 1 0 0
meth DeepseekVLImageProcessor.unnormalize 1 0 0
meth DeepseekVLImageProcessorFast.init 2 0 0
meth DeepseekVLImageProcessorFast.postprocess 1 0 0
meth DeepseekVLConfig.init 6 4 0
attr DeepseekVLConfig.text_config 1 0 0
attr DeepseekVLConfig.vision_config 1 0 0
attr DeepseekVLConfig.image_token_id 1 0 0
attr DeepseekVLConfig.tie_word_embeddings 1 0 0
meth DeepseekVLPreTrainedModel._init_weights 2 0 0
meth DeepseekVLForConditionalGeneration.prepare_embeddings_for_image_generation 1 0 0
meth DeepseekVLForConditionalGeneration.decode_image_tokens 1 0 0
meth DeepseekVLForConditionalGeneration.generate 1 0 0
meth DeepseekVLProcessor.init 5 0 0
meth DeepseekVLProcessor.batch_decode 3 0 0
meth DeepseekVLProcessor.decode 3 0 0
prop DeepseekVLProcessor.model_input_names 1 0 0
attr DeepseekVLProcessor.image_token 1 0 0
attr DeepseekVLProcessor.num_image_tokens 1 0 0
meth DeepseekVLModel.init 2 0 0
attr DeepseekVLModel.config 1 0 0
attr DeepseekVLModel.vision_model 1 0 0
attr DeepseekVLModel.aligner 1 0 0
attr DeepseekVLModel.language_model 1 0 0
attr DeepseekVLModel.gradient_checkpointing 1 0 0

transformers.models.deepseek_vl.processing_deepseek_vl (14 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLProcessor.init 5 0 0
meth DeepseekVLProcessor.batch_decode 3 0 0
meth DeepseekVLProcessor.decode 3 0 0
prop DeepseekVLProcessor.model_input_names 1 0 0
attr DeepseekVLProcessor.image_token 1 0 0
attr DeepseekVLProcessor.num_image_tokens 1 0 0

transformers.models.deepseek_vl_hybrid.configuration_deepseek_vl_hybrid (7 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridConfig.init 7 5 0
attr DeepseekVLHybridConfig.high_res_vision_config 1 0 0
attr DeepseekVLHybridConfig.text_config 1 0 0
attr DeepseekVLHybridConfig.vision_config 1 0 0
attr DeepseekVLHybridConfig.image_token_id 1 0 0
attr DeepseekVLHybridConfig.tie_word_embeddings 1 0 0

transformers.models.deepseek_vl_hybrid.image_processing_deepseek_vl_hybrid (19 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridImageProcessor.init 17 16 0
meth DeepseekVLHybridImageProcessor.resize 7 6 0
attr DeepseekVLHybridImageProcessor.high_res_size 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_image_mean 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_image_std 1 0 0
attr DeepseekVLHybridImageProcessor.resample 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_resample 1 0 0
attr DeepseekVLHybridImageProcessor.do_resize 1 0 0
attr DeepseekVLHybridImageProcessor.size 1 0 0
attr DeepseekVLHybridImageProcessor.do_rescale 1 0 0
attr DeepseekVLHybridImageProcessor.rescale_factor 1 0 0
attr DeepseekVLHybridImageProcessor.do_normalize 1 0 0
attr DeepseekVLHybridImageProcessor.image_mean 1 0 0
attr DeepseekVLHybridImageProcessor.image_std 1 0 0
attr DeepseekVLHybridImageProcessor.do_convert_rgb 1 0 0
attr DeepseekVLHybridImageProcessor.do_pad 1 0 0
attr DeepseekVLHybridImageProcessor.min_size 1 0 0
attr DeepseekVLHybridImageProcessor.background_color 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_background_color 1 0 0

transformers.models.deepseek_vl_hybrid.image_processing_deepseek_vl_hybrid_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridImageProcessorFast.init 2 1 0
meth DeepseekVLHybridImageProcessorFast.resize 7 6 0
meth DeepseekVLHybridImageProcessorFast._preprocess 19 18 0
meth DeepseekVLHybridImageProcessorFast._further_process_kwargs 10 9 0
attr DeepseekVLHybridImageProcessorFast.background_color 1 0 0
attr DeepseekVLHybridImageProcessorFast.high_res_background_color 1 0 0

transformers.models.deepseek_vl_hybrid.modeling_deepseek_vl_hybrid (38 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridPreTrainedModel._init_weights 2 0 0
meth DeepseekVLHybridModel.init 2 0 0
meth DeepseekVLHybridModel.get_input_embeddings 1 0 0
meth DeepseekVLHybridModel.set_input_embeddings 2 0 0
meth DeepseekVLHybridModel.get_placeholder_mask 4 3 0
meth DeepseekVLHybridModel.forward 12 11 0
meth DeepseekVLHybridModel.get_low_res_image_features 3 2 0
meth DeepseekVLHybridModel.get_high_res_image_features 4 3 0
attr DeepseekVLHybridModel.output_size 1 0 0
attr DeepseekVLHybridModel.global_attn_index 1 0 0
attr DeepseekVLHybridModel.high_res_vision_model 1 0 0
attr DeepseekVLHybridModel.high_res_vision_neck 1 0 0
attr DeepseekVLHybridModel.high_res_vision_proj 1 0 0
attr DeepseekVLHybridModel.high_res_vision_alpha 1 0 0
attr DeepseekVLHybridModel.vision_model 1 0 0
attr DeepseekVLHybridModel.aligner 1 0 0
attr DeepseekVLHybridModel.language_model 1 0 0
attr DeepseekVLHybridModel.gradient_checkpointing 1 0 0
meth DeepseekVLHybridForConditionalGeneration.init 2 1 0
meth DeepseekVLHybridForConditionalGeneration.get_input_embeddings 1 0 0
meth DeepseekVLHybridForConditionalGeneration.set_input_embeddings 2 0 0
meth DeepseekVLHybridForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr DeepseekVLHybridForConditionalGeneration.model 1 0 0
attr DeepseekVLHybridForConditionalGeneration.lm_head 1 0 0

transformers.models.deepseek_vl_hybrid.modular_deepseek_vl_hybrid (40 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridPreTrainedModel._init_weights 2 0 0
meth DeepseekVLHybridModel.init 2 0 0
meth DeepseekVLHybridModel.get_low_res_image_features 3 2 0
meth DeepseekVLHybridModel.get_high_res_image_features 4 3 0
meth DeepseekVLHybridModel.forward 12 11 0
attr DeepseekVLHybridModel.output_size 1 0 0
attr DeepseekVLHybridModel.global_attn_index 1 0 0
attr DeepseekVLHybridModel.high_res_vision_model 1 0 0
attr DeepseekVLHybridModel.high_res_vision_neck 1 0 0
attr DeepseekVLHybridModel.high_res_vision_proj 1 0 0
attr DeepseekVLHybridModel.high_res_vision_alpha 1 0 0
meth DeepseekVLHybridImageProcessor.init 17 16 0
meth DeepseekVLHybridImageProcessor.preprocess 20 19 0
attr DeepseekVLHybridImageProcessor.high_res_size 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_image_mean 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_image_std 1 0 0
attr DeepseekVLHybridImageProcessor.resample 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_resample 1 0 0
attr DeepseekVLHybridImageProcessor.high_res_background_color 1 0 0
meth DeepseekVLHybridImageProcessorFast.init 2 1 0
meth DeepseekVLHybridImageProcessorFast._further_process_kwargs 10 9 0
meth DeepseekVLHybridImageProcessorFast._preprocess 19 18 0
attr DeepseekVLHybridImageProcessorFast.background_color 1 0 0
attr DeepseekVLHybridImageProcessorFast.high_res_background_color 1 0 0
meth DeepseekVLHybridConfig.init 7 5 0
attr DeepseekVLHybridConfig.high_res_vision_config 1 0 0
meth DeepseekVLHybridForConditionalGeneration.prepare_inputs_for_generation 11 0 0

transformers.models.deepseek_vl_hybrid.processing_deepseek_vl_hybrid (14 missing, 0 any)

Symbol Typable Typed Any
meth DeepseekVLHybridProcessor.init 5 0 0
meth DeepseekVLHybridProcessor.batch_decode 3 0 0
meth DeepseekVLHybridProcessor.decode 3 0 0
prop DeepseekVLHybridProcessor.model_input_names 1 0 0
attr DeepseekVLHybridProcessor.image_token 1 0 0
attr DeepseekVLHybridProcessor.num_image_tokens 1 0 0

transformers.models.deformable_detr.configuration_deformable_detr (80 missing, 0 any)

Symbol Typable Typed Any
meth DeformableDetrConfig.init 42 0 0
attr DeformableDetrConfig.backbone_config 1 0 0
attr DeformableDetrConfig.num_channels 1 0 0
attr DeformableDetrConfig.num_queries 1 0 0
attr DeformableDetrConfig.max_position_embeddings 1 0 0
attr DeformableDetrConfig.d_model 1 0 0
attr DeformableDetrConfig.encoder_ffn_dim 1 0 0
attr DeformableDetrConfig.encoder_layers 1 0 0
attr DeformableDetrConfig.encoder_attention_heads 1 0 0
attr DeformableDetrConfig.decoder_ffn_dim 1 0 0
attr DeformableDetrConfig.decoder_layers 1 0 0
attr DeformableDetrConfig.decoder_attention_heads 1 0 0
attr DeformableDetrConfig.dropout 1 0 0
attr DeformableDetrConfig.attention_dropout 1 0 0
attr DeformableDetrConfig.activation_dropout 1 0 0
attr DeformableDetrConfig.activation_function 1 0 0
attr DeformableDetrConfig.init_std 1 0 0
attr DeformableDetrConfig.init_xavier_std 1 0 0
attr DeformableDetrConfig.encoder_layerdrop 1 0 0
attr DeformableDetrConfig.auxiliary_loss 1 0 0
attr DeformableDetrConfig.position_embedding_type 1 0 0
attr DeformableDetrConfig.dilation 1 0 0
attr DeformableDetrConfig.num_feature_levels 1 0 0
attr DeformableDetrConfig.encoder_n_points 1 0 0
attr DeformableDetrConfig.decoder_n_points 1 0 0
attr DeformableDetrConfig.two_stage 1 0 0
attr DeformableDetrConfig.two_stage_num_proposals 1 0 0
attr DeformableDetrConfig.with_box_refine 1 0 0
attr DeformableDetrConfig.class_cost 1 0 0
attr DeformableDetrConfig.bbox_cost 1 0 0
attr DeformableDetrConfig.giou_cost 1 0 0
attr DeformableDetrConfig.mask_loss_coefficient 1 0 0
attr DeformableDetrConfig.dice_loss_coefficient 1 0 0
attr DeformableDetrConfig.bbox_loss_coefficient 1 0 0
attr DeformableDetrConfig.giou_loss_coefficient 1 0 0
attr DeformableDetrConfig.eos_coefficient 1 0 0
attr DeformableDetrConfig.focal_alpha 1 0 0
attr DeformableDetrConfig.disable_custom_kernels 1 0 0
attr DeformableDetrConfig.tie_word_embeddings 1 0 0

transformers.models.deformable_detr.image_processing_deformable_detr (23 missing, 0 any)

Symbol Typable Typed Any
meth DeformableDetrImageProcessor.init 14 13 0
meth DeformableDetrImageProcessor.resize 7 6 0
meth DeformableDetrImageProcessor.resize_annotation 5 2 0
meth DeformableDetrImageProcessor._update_annotation_for_padded_image 6 4 0
meth DeformableDetrImageProcessor.preprocess 21 19 0
meth DeformableDetrImageProcessor.post_process_object_detection 5 3 0
attr DeformableDetrImageProcessor.format 1 0 0
attr DeformableDetrImageProcessor.do_resize 1 0 0
attr DeformableDetrImageProcessor.size 1 0 0
attr DeformableDetrImageProcessor.resample 1 0 0
attr DeformableDetrImageProcessor.do_rescale 1 0 0
attr DeformableDetrImageProcessor.rescale_factor 1 0 0
attr DeformableDetrImageProcessor.do_normalize 1 0 0
attr DeformableDetrImageProcessor.do_convert_annotations 1 0 0
attr DeformableDetrImageProcessor.image_mean 1 0 0
attr DeformableDetrImageProcessor.image_std 1 0 0
attr DeformableDetrImageProcessor.do_pad 1 0 0
attr DeformableDetrImageProcessor.pad_size 1 0 0

transformers.models.deformable_detr.image_processing_deformable_detr_fast (10 missing, 0 any)

Symbol Typable Typed Any
meth DeformableDetrImageProcessorFast.resize 5 4 0
meth DeformableDetrImageProcessorFast.resize_annotation 6 5 0
meth DeformableDetrImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth DeformableDetrImageProcessorFast.pad 6 5 0
meth DeformableDetrImageProcessorFast._preprocess 19 18 0
meth DeformableDetrImageProcessorFast.post_process_object_detection 5 3 0
attr DeformableDetrImageProcessorFast.size 1 0 0
attr DeformableDetrImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.deformable_detr.modeling_deformable_detr (30 missing, 0 any)

Symbol Typable Typed Any
meth DeformableDetrForObjectDetection.init 2 1 0
attr DeformableDetrForObjectDetection.model 1 0 0
attr DeformableDetrForObjectDetection.class_embed 1 0 0
attr DeformableDetrForObjectDetection.bbox_embed 1 0 0
meth DeformableDetrModel.init 2 1 0
meth DeformableDetrModel.freeze_backbone 1 0 0
meth DeformableDetrModel.unfreeze_backbone 1 0 0
meth DeformableDetrModel.get_valid_ratio 3 0 0
meth DeformableDetrModel.get_proposal_pos_embed 2 0 0
meth DeformableDetrModel.gen_encoder_output_proposals 4 0 0
attr DeformableDetrModel.backbone 1 0 0
attr DeformableDetrModel.encoder 1 0 0
attr DeformableDetrModel.decoder 1 0 0
attr DeformableDetrModel.level_embed 1 0 0
attr DeformableDetrModel.position_embedding 1 0 0
attr DeformableDetrModel.input_proj 1 0 0
attr DeformableDetrModel.query_position_embeddings 1 0 0
attr DeformableDetrModel.enc_output 1 0 0
attr DeformableDetrModel.enc_output_norm 1 0 0
attr DeformableDetrModel.pos_trans 1 0 0
attr DeformableDetrModel.pos_trans_norm 1 0 0
attr DeformableDetrModel.reference_points 1 0 0
meth DeformableDetrPreTrainedModel._init_weights 2 0 0

transformers.models.deformable_detr.modular_deformable_detr (35 missing, 0 any)

Symbol Typable Typed Any
meth DeformableDetrImageProcessorFast.post_process_object_detection 5 3 0
meth DeformableDetrImageProcessorFast.post_process_instance_segmentation 1 0 0
meth DeformableDetrImageProcessorFast.post_process_semantic_segmentation 1 0 0
meth DeformableDetrImageProcessorFast.post_process_panoptic_segmentation 1 0 0
meth DeformableDetrForObjectDetection.init 2 1 0
attr DeformableDetrForObjectDetection.model 1 0 0
attr DeformableDetrForObjectDetection.class_embed 1 0 0
attr DeformableDetrForObjectDetection.bbox_embed 1 0 0
meth DeformableDetrModel.init 2 1 0
meth DeformableDetrModel.freeze_backbone 1 0 0
meth DeformableDetrModel.unfreeze_backbone 1 0 0
meth DeformableDetrModel.get_valid_ratio 3 0 0
meth DeformableDetrModel.get_proposal_pos_embed 2 0 0
meth DeformableDetrModel.gen_encoder_output_proposals 4 0 0
attr DeformableDetrModel.backbone 1 0 0
attr DeformableDetrModel.encoder 1 0 0
attr DeformableDetrModel.decoder 1 0 0
attr DeformableDetrModel.level_embed 1 0 0
attr DeformableDetrModel.position_embedding 1 0 0
attr DeformableDetrModel.input_proj 1 0 0
attr DeformableDetrModel.query_position_embeddings 1 0 0
attr DeformableDetrModel.enc_output 1 0 0
attr DeformableDetrModel.enc_output_norm 1 0 0
attr DeformableDetrModel.pos_trans 1 0 0
attr DeformableDetrModel.pos_trans_norm 1 0 0
attr DeformableDetrModel.reference_points 1 0 0
meth DeformableDetrPreTrainedModel._init_weights 2 0 0

transformers.models.deit.configuration_deit (34 missing, 0 any)

Symbol Typable Typed Any
meth DeiTConfig.init 18 0 0
attr DeiTConfig.hidden_size 1 0 0
attr DeiTConfig.num_hidden_layers 1 0 0
attr DeiTConfig.num_attention_heads 1 0 0
attr DeiTConfig.intermediate_size 1 0 0
attr DeiTConfig.hidden_act 1 0 0
attr DeiTConfig.hidden_dropout_prob 1 0 0
attr DeiTConfig.attention_probs_dropout_prob 1 0 0
attr DeiTConfig.initializer_range 1 0 0
attr DeiTConfig.layer_norm_eps 1 0 0
attr DeiTConfig.image_size 1 0 0
attr DeiTConfig.patch_size 1 0 0
attr DeiTConfig.num_channels 1 0 0
attr DeiTConfig.qkv_bias 1 0 0
attr DeiTConfig.encoder_stride 1 0 0
attr DeiTConfig.pooler_output_size 1 0 0
attr DeiTConfig.pooler_act 1 0 0

transformers.models.deit.image_processing_deit (13 missing, 0 any)

Symbol Typable Typed Any
meth DeiTImageProcessor.init 12 11 0
meth DeiTImageProcessor.resize 7 6 0
meth DeiTImageProcessor.preprocess 15 14 0
attr DeiTImageProcessor.do_resize 1 0 0
attr DeiTImageProcessor.size 1 0 0
attr DeiTImageProcessor.resample 1 0 0
attr DeiTImageProcessor.do_center_crop 1 0 0
attr DeiTImageProcessor.crop_size 1 0 0
attr DeiTImageProcessor.do_rescale 1 0 0
attr DeiTImageProcessor.rescale_factor 1 0 0
attr DeiTImageProcessor.do_normalize 1 0 0
attr DeiTImageProcessor.image_mean 1 0 0
attr DeiTImageProcessor.image_std 1 0 0

transformers.models.deit.modeling_deit (13 missing, 0 any)

Symbol Typable Typed Any
attr DeiTForMaskedImageModeling.deit 1 0 0
attr DeiTForMaskedImageModeling.decoder 1 0 0
attr DeiTForImageClassification.num_labels 1 0 0
attr DeiTForImageClassification.deit 1 0 0
attr DeiTForImageClassification.classifier 1 0 0
attr DeiTForImageClassificationWithTeacher.num_labels 1 0 0
attr DeiTForImageClassificationWithTeacher.deit 1 0 0
attr DeiTForImageClassificationWithTeacher.cls_classifier 1 0 0
attr DeiTForImageClassificationWithTeacher.distillation_classifier 1 0 0
attr DeiTModel.embeddings 1 0 0
attr DeiTModel.encoder 1 0 0
attr DeiTModel.layernorm 1 0 0
attr DeiTModel.pooler 1 0 0

transformers.models.depth_anything.configuration_depth_anything (24 missing, 0 any)

Symbol Typable Typed Any
meth DepthAnythingConfig.init 13 0 0
attr DepthAnythingConfig.backbone_config 1 0 0
attr DepthAnythingConfig.reassemble_hidden_size 1 0 0
attr DepthAnythingConfig.patch_size 1 0 0
attr DepthAnythingConfig.initializer_range 1 0 0
attr DepthAnythingConfig.reassemble_factors 1 0 0
attr DepthAnythingConfig.neck_hidden_sizes 1 0 0
attr DepthAnythingConfig.fusion_hidden_size 1 0 0
attr DepthAnythingConfig.head_in_index 1 0 0
attr DepthAnythingConfig.head_hidden_size 1 0 0
attr DepthAnythingConfig.depth_estimation_type 1 0 0
attr DepthAnythingConfig.max_depth 1 0 0

transformers.models.depth_anything.modeling_depth_anything (6 missing, 0 any)

Symbol Typable Typed Any
meth DepthAnythingForDepthEstimation.init 2 0 0
meth DepthAnythingForDepthEstimation.forward 7 6 0
attr DepthAnythingForDepthEstimation.backbone 1 0 0
attr DepthAnythingForDepthEstimation.neck 1 0 0
attr DepthAnythingForDepthEstimation.head 1 0 0

transformers.models.depth_pro.configuration_depth_pro (34 missing, 0 any)

Symbol Typable Typed Any
meth DepthProConfig.init 18 0 0
attr DepthProConfig.fusion_hidden_size 1 0 0
attr DepthProConfig.patch_size 1 0 0
attr DepthProConfig.initializer_range 1 0 0
attr DepthProConfig.use_batch_norm_in_fusion_residual 1 0 0
attr DepthProConfig.use_bias_in_fusion_residual 1 0 0
attr DepthProConfig.use_fov_model 1 0 0
attr DepthProConfig.num_fov_head_layers 1 0 0
attr DepthProConfig.intermediate_hook_ids 1 0 0
attr DepthProConfig.intermediate_feature_dims 1 0 0
attr DepthProConfig.scaled_images_ratios 1 0 0
attr DepthProConfig.scaled_images_overlap_ratios 1 0 0
attr DepthProConfig.scaled_images_feature_dims 1 0 0
attr DepthProConfig.merge_padding_value 1 0 0
attr DepthProConfig.image_model_config 1 0 0
attr DepthProConfig.patch_model_config 1 0 0
attr DepthProConfig.fov_model_config 1 0 0

transformers.models.depth_pro.image_processing_depth_pro (13 missing, 0 any)

Symbol Typable Typed Any
meth DepthProImageProcessor.init 10 8 0
meth DepthProImageProcessor.resize 7 6 0
meth DepthProImageProcessor._validate_input_arguments 10 9 0
meth DepthProImageProcessor.preprocess 13 12 0
attr DepthProImageProcessor.do_resize 1 0 0
attr DepthProImageProcessor.do_rescale 1 0 0
attr DepthProImageProcessor.do_normalize 1 0 0
attr DepthProImageProcessor.size 1 0 0
attr DepthProImageProcessor.resample 1 0 0
attr DepthProImageProcessor.rescale_factor 1 0 0
attr DepthProImageProcessor.image_mean 1 0 0
attr DepthProImageProcessor.image_std 1 0 0

transformers.models.depth_pro.image_processing_depth_pro_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth DepthProImageProcessorFast._preprocess 15 14 0

transformers.models.depth_pro.modeling_depth_pro (17 missing, 0 any)

Symbol Typable Typed Any
meth DepthProModel.init 2 0 0
meth DepthProModel.get_input_embeddings 1 0 0
meth DepthProModel.forward 6 5 0
attr DepthProModel.encoder 1 0 0
attr DepthProModel.neck 1 0 0
meth DepthProForDepthEstimation.init 3 0 0
meth DepthProForDepthEstimation.forward 7 6 0
attr DepthProForDepthEstimation.use_fov_model 1 0 0
attr DepthProForDepthEstimation.depth_pro 1 0 0
attr DepthProForDepthEstimation.fusion_stage 1 0 0
attr DepthProForDepthEstimation.head 1 0 0
attr DepthProForDepthEstimation.fov_model 1 0 0
meth DepthProPreTrainedModel._init_weights 2 0 0

transformers.models.detr.configuration_detr (61 missing, 0 any)

Symbol Typable Typed Any
meth DetrConfig.init 32 0 0
attr DetrConfig.backbone_config 1 0 0
attr DetrConfig.num_channels 1 0 0
attr DetrConfig.num_queries 1 0 0
attr DetrConfig.d_model 1 0 0
attr DetrConfig.encoder_ffn_dim 1 0 0
attr DetrConfig.encoder_layers 1 0 0
attr DetrConfig.encoder_attention_heads 1 0 0
attr DetrConfig.decoder_ffn_dim 1 0 0
attr DetrConfig.decoder_layers 1 0 0
attr DetrConfig.decoder_attention_heads 1 0 0
attr DetrConfig.dropout 1 0 0
attr DetrConfig.attention_dropout 1 0 0
attr DetrConfig.activation_dropout 1 0 0
attr DetrConfig.activation_function 1 0 0
attr DetrConfig.init_std 1 0 0
attr DetrConfig.init_xavier_std 1 0 0
attr DetrConfig.encoder_layerdrop 1 0 0
attr DetrConfig.decoder_layerdrop 1 0 0
attr DetrConfig.num_hidden_layers 1 0 0
attr DetrConfig.auxiliary_loss 1 0 0
attr DetrConfig.position_embedding_type 1 0 0
attr DetrConfig.class_cost 1 0 0
attr DetrConfig.bbox_cost 1 0 0
attr DetrConfig.giou_cost 1 0 0
attr DetrConfig.mask_loss_coefficient 1 0 0
attr DetrConfig.dice_loss_coefficient 1 0 0
attr DetrConfig.bbox_loss_coefficient 1 0 0
attr DetrConfig.giou_loss_coefficient 1 0 0
attr DetrConfig.eos_coefficient 1 0 0

transformers.models.detr.image_processing_detr (27 missing, 0 any)

Symbol Typable Typed Any
meth DetrImageProcessor.init 14 13 0
meth DetrImageProcessor.resize 7 6 0
meth DetrImageProcessor.resize_annotation 5 2 0
meth DetrImageProcessor._update_annotation_for_padded_image 6 4 0
meth DetrImageProcessor.preprocess 21 19 0
meth DetrImageProcessor.post_process_object_detection 4 2 0
meth DetrImageProcessor.post_process_semantic_segmentation 3 1 0
meth DetrImageProcessor.post_process_instance_segmentation 7 6 0
meth DetrImageProcessor.post_process_panoptic_segmentation 7 6 0
attr DetrImageProcessor.format 1 0 0
attr DetrImageProcessor.do_resize 1 0 0
attr DetrImageProcessor.size 1 0 0
attr DetrImageProcessor.resample 1 0 0
attr DetrImageProcessor.do_rescale 1 0 0
attr DetrImageProcessor.rescale_factor 1 0 0
attr DetrImageProcessor.do_normalize 1 0 0
attr DetrImageProcessor.do_convert_annotations 1 0 0
attr DetrImageProcessor.image_mean 1 0 0
attr DetrImageProcessor.image_std 1 0 0
attr DetrImageProcessor.do_pad 1 0 0
attr DetrImageProcessor.pad_size 1 0 0

transformers.models.detr.image_processing_detr_fast (14 missing, 0 any)

Symbol Typable Typed Any
meth DetrImageProcessorFast.resize 5 4 0
meth DetrImageProcessorFast.resize_annotation 6 5 0
meth DetrImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth DetrImageProcessorFast.pad 6 5 0
meth DetrImageProcessorFast._preprocess 19 18 0
meth DetrImageProcessorFast.post_process_object_detection 4 2 0
meth DetrImageProcessorFast.post_process_semantic_segmentation 3 1 0
meth DetrImageProcessorFast.post_process_instance_segmentation 7 6 0
meth DetrImageProcessorFast.post_process_panoptic_segmentation 7 6 0
attr DetrImageProcessorFast.size 1 0 0
attr DetrImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.detr.modeling_detr (19 missing, 0 any)

Symbol Typable Typed Any
meth DetrPreTrainedModel._init_weights 2 0 0
meth DetrForSegmentation.init 2 1 0
attr DetrForSegmentation.detr 1 0 0
attr DetrForSegmentation.mask_head 1 0 0
attr DetrForSegmentation.bbox_attention 1 0 0
meth DetrModel.init 2 1 0
meth DetrModel.freeze_backbone 1 0 0
meth DetrModel.unfreeze_backbone 1 0 0
attr DetrModel.backbone 1 0 0
attr DetrModel.query_position_embeddings 1 0 0
attr DetrModel.input_projection 1 0 0
attr DetrModel.encoder 1 0 0
attr DetrModel.decoder 1 0 0
attr DetrModel.position_embedding 1 0 0
meth DetrForObjectDetection.init 2 1 0
attr DetrForObjectDetection.model 1 0 0
attr DetrForObjectDetection.class_labels_classifier 1 0 0
attr DetrForObjectDetection.bbox_predictor 1 0 0

transformers.models.dia.configuration_dia (48 missing, 0 any)

Symbol Typable Typed Any
meth DiaEncoderConfig.init 14 12 0
attr DiaEncoderConfig.max_position_embeddings 1 0 0
attr DiaEncoderConfig.num_hidden_layers 1 0 0
attr DiaEncoderConfig.hidden_size 1 0 0
attr DiaEncoderConfig.intermediate_size 1 0 0
attr DiaEncoderConfig.num_attention_heads 1 0 0
attr DiaEncoderConfig.head_dim 1 0 0
attr DiaEncoderConfig.norm_eps 1 0 0
attr DiaEncoderConfig.vocab_size 1 0 0
attr DiaEncoderConfig.num_key_value_heads 1 0 0
attr DiaEncoderConfig.hidden_act 1 0 0
attr DiaEncoderConfig.initializer_range 1 0 0
attr DiaEncoderConfig.rope_parameters 1 0 0
meth DiaDecoderConfig.init 24 22 0
attr DiaDecoderConfig.max_position_embeddings 1 0 0
attr DiaDecoderConfig.num_hidden_layers 1 0 0
attr DiaDecoderConfig.hidden_size 1 0 0
attr DiaDecoderConfig.intermediate_size 1 0 0
attr DiaDecoderConfig.num_attention_heads 1 0 0
attr DiaDecoderConfig.num_key_value_heads 1 0 0
attr DiaDecoderConfig.head_dim 1 0 0
attr DiaDecoderConfig.cross_num_key_value_heads 1 0 0
attr DiaDecoderConfig.cross_num_attention_heads 1 0 0
attr DiaDecoderConfig.cross_head_dim 1 0 0
attr DiaDecoderConfig.cross_hidden_size 1 0 0
attr DiaDecoderConfig.norm_eps 1 0 0
attr DiaDecoderConfig.vocab_size 1 0 0
attr DiaDecoderConfig.hidden_act 1 0 0
attr DiaDecoderConfig.num_channels 1 0 0
attr DiaDecoderConfig.initializer_range 1 0 0
attr DiaDecoderConfig.use_cache 1 0 0
attr DiaDecoderConfig.rope_parameters 1 0 0
attr DiaDecoderConfig.pad_token_id 1 0 0
attr DiaDecoderConfig.eos_token_id 1 0 0
attr DiaDecoderConfig.bos_token_id 1 0 0
meth DiaConfig.init 12 10 0
meth DiaConfig.get_text_config 3 0 0
attr DiaConfig.encoder_config 1 0 0
attr DiaConfig.decoder_config 1 0 0
attr DiaConfig.norm_eps 1 0 0
attr DiaConfig.delay_pattern 1 0 0
attr DiaConfig.initializer_range 1 0 0
attr DiaConfig.use_cache 1 0 0

transformers.models.dia.feature_extraction_dia (3 missing, 0 any)

Symbol Typable Typed Any
meth DiaFeatureExtractor.init 6 4 0
attr DiaFeatureExtractor.hop_length 1 0 0

transformers.models.dia.generation_dia (9 missing, 1 any)

Symbol Typable Typed Any
meth DiaGenerationMixin._prepare_generation_config 3 3 1
meth DiaGenerationMixin.prepare_inputs_for_generation 5 0 0
meth DiaGenerationMixin._main_generate_loop 13 11 0
meth DiaGenerationMixin.generate 13 12 0
attr logger 1 0 0

transformers.models.dia.modeling_dia (13 missing, 0 any)

Symbol Typable Typed Any
meth DiaModel.init 2 1 0
meth DiaModel.forward 13 12 0
attr DiaModel.encoder 1 0 0
attr DiaModel.decoder 1 0 0
meth DiaPreTrainedModel._init_weights 2 0 0
meth DiaForConditionalGeneration.init 2 1 0
meth DiaForConditionalGeneration.forward 14 13 0
attr DiaForConditionalGeneration.model 1 0 0
attr DiaForConditionalGeneration.num_channels 1 0 0
attr DiaForConditionalGeneration.vocab_size 1 0 0
attr DiaForConditionalGeneration.logits_dense 1 0 0
attr DiaForConditionalGeneration.loss_type 1 0 0

transformers.models.dia.modular_dia (13 missing, 0 any)

Symbol Typable Typed Any
meth DiaModel.init 2 1 0
meth DiaModel.forward 13 12 0
attr DiaModel.encoder 1 0 0
attr DiaModel.decoder 1 0 0
meth DiaPreTrainedModel._init_weights 2 0 0
meth DiaForConditionalGeneration.init 2 1 0
meth DiaForConditionalGeneration.forward 14 13 0
attr DiaForConditionalGeneration.model 1 0 0
attr DiaForConditionalGeneration.num_channels 1 0 0
attr DiaForConditionalGeneration.vocab_size 1 0 0
attr DiaForConditionalGeneration.logits_dense 1 0 0
attr DiaForConditionalGeneration.loss_type 1 0 0

transformers.models.dia.processing_dia (6 missing, 0 any)

Symbol Typable Typed Any
meth DiaProcessor.init 4 0 0
meth DiaProcessor.call 5 4 0
meth DiaProcessor.save_audio 4 3 0

transformers.models.dia.tokenization_dia (9 missing, 0 any)

Symbol Typable Typed Any
meth DiaTokenizer.init 6 4 0
meth DiaTokenizer.get_vocab 1 0 0
meth DiaTokenizer._convert_token_to_id 2 0 0
meth DiaTokenizer._convert_id_to_token 2 0 0
prop DiaTokenizer.vocab_size 1 0 0
attr DiaTokenizer.offset 1 0 0

transformers.models.diffllama.configuration_diffllama (22 missing, 0 any)

Symbol Typable Typed Any
meth DiffLlamaConfig.init 22 20 0
attr DiffLlamaConfig.vocab_size 1 0 0
attr DiffLlamaConfig.max_position_embeddings 1 0 0
attr DiffLlamaConfig.hidden_size 1 0 0
attr DiffLlamaConfig.intermediate_size 1 0 0
attr DiffLlamaConfig.num_hidden_layers 1 0 0
attr DiffLlamaConfig.num_attention_heads 1 0 0
attr DiffLlamaConfig.num_key_value_heads 1 0 0
attr DiffLlamaConfig.hidden_act 1 0 0
attr DiffLlamaConfig.initializer_range 1 0 0
attr DiffLlamaConfig.rms_norm_eps 1 0 0
attr DiffLlamaConfig.use_cache 1 0 0
attr DiffLlamaConfig.attention_bias 1 0 0
attr DiffLlamaConfig.attention_dropout 1 0 0
attr DiffLlamaConfig.lambda_std_dev 1 0 0
attr DiffLlamaConfig.head_dim 1 0 0
attr DiffLlamaConfig.rope_parameters 1 0 0
attr DiffLlamaConfig.tie_word_embeddings 1 0 0
attr DiffLlamaConfig.pad_token_id 1 0 0
attr DiffLlamaConfig.bos_token_id 1 0 0
attr DiffLlamaConfig.eos_token_id 1 0 0

transformers.models.diffllama.modeling_diffllama (15 missing, 0 any)

Symbol Typable Typed Any
meth DiffLlamaForCausalLM.init 2 0 0
attr DiffLlamaForCausalLM.model 1 0 0
attr DiffLlamaForCausalLM.vocab_size 1 0 0
attr DiffLlamaForCausalLM.lm_head 1 0 0
meth DiffLlamaPreTrainedModel._init_weights 2 0 0
meth DiffLlamaModel.init 2 1 0
attr DiffLlamaModel.padding_idx 1 0 0
attr DiffLlamaModel.vocab_size 1 0 0
attr DiffLlamaModel.embed_tokens 1 0 0
attr DiffLlamaModel.layers 1 0 0
attr DiffLlamaModel.norm 1 0 0
attr DiffLlamaModel.rotary_emb 1 0 0
attr DiffLlamaModel.gradient_checkpointing 1 0 0

transformers.models.diffllama.modular_diffllama (2 missing, 0 any)

Symbol Typable Typed Any
meth DiffLlamaPreTrainedModel._init_weights 2 0 0

transformers.models.dinat.configuration_dinat (39 missing, 0 any)

Symbol Typable Typed Any
meth DinatConfig.init 20 0 0
attr DinatConfig.patch_size 1 0 0
attr DinatConfig.num_channels 1 0 0
attr DinatConfig.embed_dim 1 0 0
attr DinatConfig.depths 1 0 0
attr DinatConfig.num_layers 1 0 0
attr DinatConfig.num_heads 1 0 0
attr DinatConfig.kernel_size 1 0 0
attr DinatConfig.dilations 1 0 0
attr DinatConfig.mlp_ratio 1 0 0
attr DinatConfig.qkv_bias 1 0 0
attr DinatConfig.hidden_dropout_prob 1 0 0
attr DinatConfig.attention_probs_dropout_prob 1 0 0
attr DinatConfig.drop_path_rate 1 0 0
attr DinatConfig.hidden_act 1 0 0
attr DinatConfig.layer_norm_eps 1 0 0
attr DinatConfig.initializer_range 1 0 0
attr DinatConfig.hidden_size 1 0 0
attr DinatConfig.layer_scale_init_value 1 0 0
attr DinatConfig.stage_names 1 0 0

transformers.models.dinat.modeling_dinat (25 missing, 0 any)

Symbol Typable Typed Any
meth DinatBackbone.init 2 0 0
meth DinatBackbone.get_input_embeddings 1 0 0
meth DinatBackbone.forward 6 5 0
attr DinatBackbone.embeddings 1 0 0
attr DinatBackbone.encoder 1 0 0
attr DinatBackbone.num_features 1 0 0
attr DinatBackbone.hidden_states_norms 1 0 0
meth DinatModel.init 3 0 0
meth DinatModel.get_input_embeddings 1 0 0
meth DinatModel.forward 6 5 0
attr DinatModel.num_levels 1 0 0
attr DinatModel.num_features 1 0 0
attr DinatModel.embeddings 1 0 0
attr DinatModel.encoder 1 0 0
attr DinatModel.layernorm 1 0 0
attr DinatModel.pooler 1 0 0
meth DinatForImageClassification.init 2 0 0
meth DinatForImageClassification.forward 7 6 0
attr DinatForImageClassification.num_labels 1 0 0
attr DinatForImageClassification.dinat 1 0 0
attr DinatForImageClassification.classifier 1 0 0

transformers.models.dinov2.configuration_dinov2 (43 missing, 0 any)

Symbol Typable Typed Any
meth Dinov2Config.init 23 0 0
attr Dinov2Config.hidden_size 1 0 0
attr Dinov2Config.num_hidden_layers 1 0 0
attr Dinov2Config.num_attention_heads 1 0 0
attr Dinov2Config.mlp_ratio 1 0 0
attr Dinov2Config.hidden_act 1 0 0
attr Dinov2Config.hidden_dropout_prob 1 0 0
attr Dinov2Config.attention_probs_dropout_prob 1 0 0
attr Dinov2Config.initializer_range 1 0 0
attr Dinov2Config.layer_norm_eps 1 0 0
attr Dinov2Config.image_size 1 0 0
attr Dinov2Config.patch_size 1 0 0
attr Dinov2Config.num_channels 1 0 0
attr Dinov2Config.qkv_bias 1 0 0
attr Dinov2Config.layerscale_value 1 0 0
attr Dinov2Config.drop_path_rate 1 0 0
attr Dinov2Config.use_swiglu_ffn 1 0 0
attr Dinov2Config.stage_names 1 0 0
attr Dinov2Config.apply_layernorm 1 0 0
attr Dinov2Config.reshape_hidden_states 1 0 0
attr Dinov2Config.use_mask_token 1 0 0

transformers.models.dinov2.modeling_dinov2 (15 missing, 0 any)

Symbol Typable Typed Any
meth Dinov2Backbone.init 2 0 0
meth Dinov2Backbone.forward 4 3 0
attr Dinov2Backbone.num_features 1 0 0
attr Dinov2Backbone.embeddings 1 0 0
attr Dinov2Backbone.encoder 1 0 0
attr Dinov2Backbone.layernorm 1 0 0
attr Dinov2ForImageClassification.num_labels 1 0 0
attr Dinov2ForImageClassification.dinov2 1 0 0
attr Dinov2ForImageClassification.classifier 1 0 0
meth Dinov2Model.init 2 1 0
meth Dinov2Model.forward 5 4 0
attr Dinov2Model.embeddings 1 0 0
attr Dinov2Model.encoder 1 0 0
attr Dinov2Model.layernorm 1 0 0

transformers.models.dinov2_with_registers.configuration_dinov2_with_registers (43 missing, 0 any)

Symbol Typable Typed Any
meth Dinov2WithRegistersConfig.init 23 0 0
attr Dinov2WithRegistersConfig.hidden_size 1 0 0
attr Dinov2WithRegistersConfig.num_hidden_layers 1 0 0
attr Dinov2WithRegistersConfig.num_attention_heads 1 0 0
attr Dinov2WithRegistersConfig.mlp_ratio 1 0 0
attr Dinov2WithRegistersConfig.hidden_act 1 0 0
attr Dinov2WithRegistersConfig.hidden_dropout_prob 1 0 0
attr Dinov2WithRegistersConfig.attention_probs_dropout_prob 1 0 0
attr Dinov2WithRegistersConfig.initializer_range 1 0 0
attr Dinov2WithRegistersConfig.layer_norm_eps 1 0 0
attr Dinov2WithRegistersConfig.image_size 1 0 0
attr Dinov2WithRegistersConfig.patch_size 1 0 0
attr Dinov2WithRegistersConfig.num_channels 1 0 0
attr Dinov2WithRegistersConfig.qkv_bias 1 0 0
attr Dinov2WithRegistersConfig.layerscale_value 1 0 0
attr Dinov2WithRegistersConfig.drop_path_rate 1 0 0
attr Dinov2WithRegistersConfig.use_swiglu_ffn 1 0 0
attr Dinov2WithRegistersConfig.num_register_tokens 1 0 0
attr Dinov2WithRegistersConfig.stage_names 1 0 0
attr Dinov2WithRegistersConfig.apply_layernorm 1 0 0
attr Dinov2WithRegistersConfig.reshape_hidden_states 1 0 0

transformers.models.dinov2_with_registers.modeling_dinov2_with_registers (16 missing, 0 any)

Symbol Typable Typed Any
meth Dinov2WithRegistersModel.init 2 1 0
meth Dinov2WithRegistersModel.forward 5 4 0
attr Dinov2WithRegistersModel.embeddings 1 0 0
attr Dinov2WithRegistersModel.encoder 1 0 0
attr Dinov2WithRegistersModel.layernorm 1 0 0
attr Dinov2WithRegistersForImageClassification.num_labels 1 0 0
attr Dinov2WithRegistersForImageClassification.dinov2_with_registers 1 0 0
attr Dinov2WithRegistersForImageClassification.classifier 1 0 0
meth Dinov2WithRegistersBackbone.init 2 0 0
meth Dinov2WithRegistersBackbone.forward 4 3 0
attr Dinov2WithRegistersBackbone.num_features 1 0 0
attr Dinov2WithRegistersBackbone.embeddings 1 0 0
attr Dinov2WithRegistersBackbone.encoder 1 0 0
attr Dinov2WithRegistersBackbone.layernorm 1 0 0
attr Dinov2WithRegistersBackbone.num_register_tokens 1 0 0

transformers.models.dinov2_with_registers.modular_dinov2_with_registers (51 missing, 0 any)

Symbol Typable Typed Any
meth Dinov2WithRegistersBackbone.init 2 0 0
meth Dinov2WithRegistersBackbone.forward 4 3 0
attr Dinov2WithRegistersBackbone.num_register_tokens 1 0 0
attr Dinov2WithRegistersBackbone.num_features 1 0 0
attr Dinov2WithRegistersBackbone.embeddings 1 0 0
attr Dinov2WithRegistersBackbone.encoder 1 0 0
attr Dinov2WithRegistersBackbone.layernorm 1 0 0
meth Dinov2WithRegistersConfig.init 23 0 0
attr Dinov2WithRegistersConfig.hidden_size 1 0 0
attr Dinov2WithRegistersConfig.num_hidden_layers 1 0 0
attr Dinov2WithRegistersConfig.num_attention_heads 1 0 0
attr Dinov2WithRegistersConfig.mlp_ratio 1 0 0
attr Dinov2WithRegistersConfig.hidden_act 1 0 0
attr Dinov2WithRegistersConfig.hidden_dropout_prob 1 0 0
attr Dinov2WithRegistersConfig.attention_probs_dropout_prob 1 0 0
attr Dinov2WithRegistersConfig.initializer_range 1 0 0
attr Dinov2WithRegistersConfig.layer_norm_eps 1 0 0
attr Dinov2WithRegistersConfig.image_size 1 0 0
attr Dinov2WithRegistersConfig.patch_size 1 0 0
attr Dinov2WithRegistersConfig.num_channels 1 0 0
attr Dinov2WithRegistersConfig.qkv_bias 1 0 0
attr Dinov2WithRegistersConfig.layerscale_value 1 0 0
attr Dinov2WithRegistersConfig.drop_path_rate 1 0 0
attr Dinov2WithRegistersConfig.use_swiglu_ffn 1 0 0
attr Dinov2WithRegistersConfig.num_register_tokens 1 0 0
attr Dinov2WithRegistersConfig.stage_names 1 0 0
attr Dinov2WithRegistersConfig.apply_layernorm 1 0 0
attr Dinov2WithRegistersConfig.reshape_hidden_states 1 0 0

transformers.models.dinov3_convnext.configuration_dinov3_convnext (12 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ConvNextConfig.init 13 11 0
attr DINOv3ConvNextConfig.num_channels 1 0 0
attr DINOv3ConvNextConfig.hidden_sizes 1 0 0
attr DINOv3ConvNextConfig.depths 1 0 0
attr DINOv3ConvNextConfig.hidden_act 1 0 0
attr DINOv3ConvNextConfig.initializer_range 1 0 0
attr DINOv3ConvNextConfig.layer_norm_eps 1 0 0
attr DINOv3ConvNextConfig.layer_scale_init_value 1 0 0
attr DINOv3ConvNextConfig.drop_path_rate 1 0 0
attr DINOv3ConvNextConfig.image_size 1 0 0
attr DINOv3ConvNextConfig.stage_names 1 0 0

transformers.models.dinov3_convnext.modeling_dinov3_convnext (12 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ConvNextPreTrainedModel._init_weights 2 0 0
meth DINOv3ConvNextModel.init 2 1 0
meth DINOv3ConvNextModel.forward 4 3 0
attr DINOv3ConvNextModel.stages 1 0 0
attr DINOv3ConvNextModel.layer_norm 1 0 0
attr DINOv3ConvNextModel.pool 1 0 0
meth DINOv3ConvNextBackbone.init 2 1 0
meth DINOv3ConvNextBackbone.get_input_embeddings 1 0 0
meth DINOv3ConvNextBackbone.forward 4 3 0
attr DINOv3ConvNextBackbone.num_features 1 0 0
attr DINOv3ConvNextBackbone.stages 1 0 0

transformers.models.dinov3_vit.configuration_dinov3_vit (29 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ViTConfig.init 30 28 0
attr DINOv3ViTConfig.image_size 1 0 0
attr DINOv3ViTConfig.patch_size 1 0 0
attr DINOv3ViTConfig.num_channels 1 0 0
attr DINOv3ViTConfig.hidden_size 1 0 0
attr DINOv3ViTConfig.intermediate_size 1 0 0
attr DINOv3ViTConfig.num_hidden_layers 1 0 0
attr DINOv3ViTConfig.num_attention_heads 1 0 0
attr DINOv3ViTConfig.hidden_act 1 0 0
attr DINOv3ViTConfig.attention_dropout 1 0 0
attr DINOv3ViTConfig.initializer_range 1 0 0
attr DINOv3ViTConfig.layer_norm_eps 1 0 0
attr DINOv3ViTConfig.layerscale_value 1 0 0
attr DINOv3ViTConfig.drop_path_rate 1 0 0
attr DINOv3ViTConfig.use_gated_mlp 1 0 0
attr DINOv3ViTConfig.rope_theta 1 0 0
attr DINOv3ViTConfig.query_bias 1 0 0
attr DINOv3ViTConfig.key_bias 1 0 0
attr DINOv3ViTConfig.value_bias 1 0 0
attr DINOv3ViTConfig.proj_bias 1 0 0
attr DINOv3ViTConfig.mlp_bias 1 0 0
attr DINOv3ViTConfig.num_register_tokens 1 0 0
attr DINOv3ViTConfig.pos_embed_shift 1 0 0
attr DINOv3ViTConfig.pos_embed_jitter 1 0 0
attr DINOv3ViTConfig.pos_embed_rescale 1 0 0
attr DINOv3ViTConfig.apply_layernorm 1 0 0
attr DINOv3ViTConfig.reshape_hidden_states 1 0 0
attr DINOv3ViTConfig.stage_names 1 0 0

transformers.models.dinov3_vit.image_processing_dinov3_vit_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ViTImageProcessorFast._preprocess 15 14 0

transformers.models.dinov3_vit.modeling_dinov3_vit (17 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ViTModel.init 2 1 0
meth DINOv3ViTModel.get_input_embeddings 1 0 0
attr DINOv3ViTModel.embeddings 1 0 0
attr DINOv3ViTModel.rope_embeddings 1 0 0
attr DINOv3ViTModel.layer 1 0 0
attr DINOv3ViTModel.norm 1 0 0
attr DINOv3ViTModel.gradient_checkpointing 1 0 0
meth DINOv3ViTPreTrainedModel._init_weights 2 1 0
meth DINOv3ViTBackbone.init 2 0 0
meth DINOv3ViTBackbone.get_input_embeddings 1 0 0
attr DINOv3ViTBackbone.embeddings 1 0 0
attr DINOv3ViTBackbone.rope_embeddings 1 0 0
attr DINOv3ViTBackbone.layer 1 0 0
attr DINOv3ViTBackbone.norm 1 0 0
attr DINOv3ViTBackbone.gradient_checkpointing 1 0 0
attr DINOv3ViTBackbone.num_features 1 0 0

transformers.models.dinov3_vit.modular_dinov3_vit (18 missing, 0 any)

Symbol Typable Typed Any
meth DINOv3ViTModel.init 2 1 0
meth DINOv3ViTModel.get_input_embeddings 1 0 0
attr DINOv3ViTModel.config 1 0 0
attr DINOv3ViTModel.embeddings 1 0 0
attr DINOv3ViTModel.rope_embeddings 1 0 0
attr DINOv3ViTModel.layer 1 0 0
attr DINOv3ViTModel.norm 1 0 0
attr DINOv3ViTModel.gradient_checkpointing 1 0 0
meth DINOv3ViTPreTrainedModel._init_weights 2 1 0
meth DINOv3ViTBackbone.init 2 0 0
meth DINOv3ViTBackbone.get_input_embeddings 1 0 0
attr DINOv3ViTBackbone.embeddings 1 0 0
attr DINOv3ViTBackbone.rope_embeddings 1 0 0
attr DINOv3ViTBackbone.layer 1 0 0
attr DINOv3ViTBackbone.norm 1 0 0
attr DINOv3ViTBackbone.gradient_checkpointing 1 0 0
attr DINOv3ViTBackbone.num_features 1 0 0

transformers.models.distilbert.configuration_distilbert (36 missing, 0 any)

Symbol Typable Typed Any
meth DistilBertConfig.init 19 0 0
attr DistilBertConfig.vocab_size 1 0 0
attr DistilBertConfig.max_position_embeddings 1 0 0
attr DistilBertConfig.sinusoidal_pos_embds 1 0 0
attr DistilBertConfig.n_layers 1 0 0
attr DistilBertConfig.n_heads 1 0 0
attr DistilBertConfig.dim 1 0 0
attr DistilBertConfig.hidden_dim 1 0 0
attr DistilBertConfig.dropout 1 0 0
attr DistilBertConfig.attention_dropout 1 0 0
attr DistilBertConfig.activation 1 0 0
attr DistilBertConfig.initializer_range 1 0 0
attr DistilBertConfig.qa_dropout 1 0 0
attr DistilBertConfig.seq_classif_dropout 1 0 0
attr DistilBertConfig.pad_token_id 1 0 0
attr DistilBertConfig.eos_token_id 1 0 0
attr DistilBertConfig.bos_token_id 1 0 0
attr DistilBertConfig.tie_word_embeddings 1 0 0

transformers.models.distilbert.modeling_distilbert (39 missing, 0 any)

Symbol Typable Typed Any
meth DistilBertForSequenceClassification.init 2 1 0
meth DistilBertForSequenceClassification.resize_position_embeddings 2 1 0
attr DistilBertForSequenceClassification.num_labels 1 0 0
attr DistilBertForSequenceClassification.distilbert 1 0 0
attr DistilBertForSequenceClassification.pre_classifier 1 0 0
attr DistilBertForSequenceClassification.classifier 1 0 0
attr DistilBertForSequenceClassification.dropout 1 0 0
meth DistilBertForMultipleChoice.init 2 1 0
meth DistilBertForMultipleChoice.resize_position_embeddings 2 1 0
attr DistilBertForMultipleChoice.distilbert 1 0 0
attr DistilBertForMultipleChoice.pre_classifier 1 0 0
attr DistilBertForMultipleChoice.classifier 1 0 0
attr DistilBertForMultipleChoice.dropout 1 0 0
meth DistilBertForQuestionAnswering.init 2 1 0
meth DistilBertForQuestionAnswering.resize_position_embeddings 2 1 0
attr DistilBertForQuestionAnswering.distilbert 1 0 0
attr DistilBertForQuestionAnswering.qa_outputs 1 0 0
attr DistilBertForQuestionAnswering.dropout 1 0 0
meth DistilBertForTokenClassification.init 2 1 0
meth DistilBertForTokenClassification.resize_position_embeddings 2 1 0
attr DistilBertForTokenClassification.num_labels 1 0 0
attr DistilBertForTokenClassification.distilbert 1 0 0
attr DistilBertForTokenClassification.dropout 1 0 0
attr DistilBertForTokenClassification.classifier 1 0 0
meth DistilBertPreTrainedModel._init_weights 2 1 0
meth DistilBertForMaskedLM.init 2 1 0
meth DistilBertForMaskedLM.resize_position_embeddings 2 1 0
meth DistilBertForMaskedLM.set_output_embeddings 2 1 0
attr DistilBertForMaskedLM.activation 1 0 0
attr DistilBertForMaskedLM.distilbert 1 0 0
attr DistilBertForMaskedLM.vocab_transform 1 0 0
attr DistilBertForMaskedLM.vocab_layer_norm 1 0 0
attr DistilBertForMaskedLM.vocab_projector 1 0 0
attr DistilBertForMaskedLM.mlm_loss_fct 1 0 0
meth DistilBertModel.init 2 1 0
meth DistilBertModel.resize_position_embeddings 2 1 0
meth DistilBertModel.set_input_embeddings 2 1 0
attr DistilBertModel.embeddings 1 0 0
attr DistilBertModel.transformer 1 0 0

transformers.models.distilbert.tokenization_distilbert (3 missing, 0 any)

Symbol Typable Typed Any
meth DistilBertTokenizer.init 4 1 0

transformers.models.doge.configuration_doge (30 missing, 0 any)

Symbol Typable Typed Any
meth DogeConfig.init 30 28 0
attr DogeConfig.vocab_size 1 0 0
attr DogeConfig.hidden_size 1 0 0
attr DogeConfig.intermediate_size 1 0 0
attr DogeConfig.num_hidden_layers 1 0 0
attr DogeConfig.hidden_dropout 1 0 0
attr DogeConfig.hidden_act 1 0 0
attr DogeConfig.initializer_range 1 0 0
attr DogeConfig.rms_norm_eps 1 0 0
attr DogeConfig.use_cache 1 0 0
attr DogeConfig.max_position_embeddings 1 0 0
attr DogeConfig.num_attention_heads 1 0 0
attr DogeConfig.num_key_value_heads 1 0 0
attr DogeConfig.attention_bias 1 0 0
attr DogeConfig.attention_dropout 1 0 0
attr DogeConfig.mlp_bias 1 0 0
attr DogeConfig.sliding_window 1 0 0
attr DogeConfig.keep_window_size 1 0 0
attr DogeConfig.is_moe 1 0 0
attr DogeConfig.num_experts 1 0 0
attr DogeConfig.num_experts_per_tok 1 0 0
attr DogeConfig.norm_topk_prob 1 0 0
attr DogeConfig.output_router_logits 1 0 0
attr DogeConfig.router_aux_loss_coef 1 0 0
attr DogeConfig.tie_word_embeddings 1 0 0
attr DogeConfig.pad_token_id 1 0 0
attr DogeConfig.bos_token_id 1 0 0
attr DogeConfig.eos_token_id 1 0 0
attr DogeConfig.rope_parameters 1 0 0

transformers.models.doge.modeling_doge (19 missing, 0 any)

Symbol Typable Typed Any
meth DogeForCausalLM.init 2 0 0
attr DogeForCausalLM.model 1 0 0
attr DogeForCausalLM.vocab_size 1 0 0
attr DogeForCausalLM.lm_head 1 0 0
attr DogeForCausalLM.router_aux_loss_coef 1 0 0
attr DogeForCausalLM.num_experts 1 0 0
attr DogeForCausalLM.num_experts_per_tok 1 0 0
meth DogePreTrainedModel._init_weights 2 0 0
attr DogePreTrainedModel._can_record_outputs 1 0 0
meth DogeModel.init 2 1 0
attr DogeModel.padding_idx 1 0 0
attr DogeModel.vocab_size 1 0 0
attr DogeModel.embed_tokens 1 0 0
attr DogeModel.layers 1 0 0
attr DogeModel.norm 1 0 0
attr DogeModel.rotary_emb 1 0 0
attr DogeModel.gradient_checkpointing 1 0 0

transformers.models.doge.modular_doge (37 missing, 0 any)

Symbol Typable Typed Any
meth DogePreTrainedModel._init_weights 2 0 0
attr DogePreTrainedModel._can_record_outputs 1 0 0
meth DogeForCausalLM.init 2 0 0
attr DogeForCausalLM.model 1 0 0
attr DogeForCausalLM.num_experts 1 0 0
meth DogeConfig.init 30 28 0
attr DogeConfig.vocab_size 1 0 0
attr DogeConfig.hidden_size 1 0 0
attr DogeConfig.intermediate_size 1 0 0
attr DogeConfig.num_hidden_layers 1 0 0
attr DogeConfig.hidden_dropout 1 0 0
attr DogeConfig.hidden_act 1 0 0
attr DogeConfig.initializer_range 1 0 0
attr DogeConfig.rms_norm_eps 1 0 0
attr DogeConfig.use_cache 1 0 0
attr DogeConfig.max_position_embeddings 1 0 0
attr DogeConfig.num_attention_heads 1 0 0
attr DogeConfig.num_key_value_heads 1 0 0
attr DogeConfig.attention_bias 1 0 0
attr DogeConfig.attention_dropout 1 0 0
attr DogeConfig.mlp_bias 1 0 0
attr DogeConfig.sliding_window 1 0 0
attr DogeConfig.keep_window_size 1 0 0
attr DogeConfig.is_moe 1 0 0
attr DogeConfig.num_experts 1 0 0
attr DogeConfig.num_experts_per_tok 1 0 0
attr DogeConfig.norm_topk_prob 1 0 0
attr DogeConfig.output_router_logits 1 0 0
attr DogeConfig.router_aux_loss_coef 1 0 0
attr DogeConfig.tie_word_embeddings 1 0 0
attr DogeConfig.pad_token_id 1 0 0
attr DogeConfig.bos_token_id 1 0 0
attr DogeConfig.eos_token_id 1 0 0
attr DogeConfig.rope_parameters 1 0 0

transformers.models.donut.configuration_donut_swin (36 missing, 0 any)

Symbol Typable Typed Any
meth DonutSwinConfig.init 18 0 0
attr DonutSwinConfig.image_size 1 0 0
attr DonutSwinConfig.patch_size 1 0 0
attr DonutSwinConfig.num_channels 1 0 0
attr DonutSwinConfig.embed_dim 1 0 0
attr DonutSwinConfig.depths 1 0 0
attr DonutSwinConfig.num_layers 1 0 0
attr DonutSwinConfig.num_heads 1 0 0
attr DonutSwinConfig.window_size 1 0 0
attr DonutSwinConfig.mlp_ratio 1 0 0
attr DonutSwinConfig.qkv_bias 1 0 0
attr DonutSwinConfig.hidden_dropout_prob 1 0 0
attr DonutSwinConfig.attention_probs_dropout_prob 1 0 0
attr DonutSwinConfig.drop_path_rate 1 0 0
attr DonutSwinConfig.hidden_act 1 0 0
attr DonutSwinConfig.use_absolute_embeddings 1 0 0
attr DonutSwinConfig.layer_norm_eps 1 0 0
attr DonutSwinConfig.initializer_range 1 0 0
attr DonutSwinConfig.hidden_size 1 0 0

transformers.models.donut.image_processing_donut (14 missing, 0 any)

Symbol Typable Typed Any
meth DonutImageProcessor.init 13 12 0
meth DonutImageProcessor.thumbnail 7 6 0
meth DonutImageProcessor.resize 7 6 0
attr DonutImageProcessor.do_resize 1 0 0
attr DonutImageProcessor.size 1 0 0
attr DonutImageProcessor.resample 1 0 0
attr DonutImageProcessor.do_thumbnail 1 0 0
attr DonutImageProcessor.do_align_long_axis 1 0 0
attr DonutImageProcessor.do_pad 1 0 0
attr DonutImageProcessor.do_rescale 1 0 0
attr DonutImageProcessor.rescale_factor 1 0 0
attr DonutImageProcessor.do_normalize 1 0 0
attr DonutImageProcessor.image_mean 1 0 0
attr DonutImageProcessor.image_std 1 0 0

transformers.models.donut.image_processing_donut_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth DonutImageProcessorFast.init 2 1 0
meth DonutImageProcessorFast._preprocess 18 17 0

transformers.models.donut.modeling_donut_swin (19 missing, 0 any)

Symbol Typable Typed Any
meth DonutSwinPreTrainedModel._init_weights 2 0 0
meth DonutSwinForImageClassification.init 2 0 0
meth DonutSwinForImageClassification.forward 8 7 0
attr DonutSwinForImageClassification.num_labels 1 0 0
attr DonutSwinForImageClassification.donut 1 0 0
attr DonutSwinForImageClassification.classifier 1 0 0
meth DonutSwinModel.init 4 0 0
meth DonutSwinModel.get_input_embeddings 1 0 0
meth DonutSwinModel.forward 8 7 0
attr DonutSwinModel.num_layers 1 0 0
attr DonutSwinModel.num_features 1 0 0
attr DonutSwinModel.embeddings 1 0 0
attr DonutSwinModel.encoder 1 0 0
attr DonutSwinModel.pooler 1 0 0

transformers.models.donut.processing_donut (10 missing, 0 any)

Symbol Typable Typed Any
meth DonutProcessor.init 4 0 0
meth DonutProcessor.call 4 3 0
meth DonutProcessor.token2json 4 0 0
prop DonutProcessor.model_input_names 1 0 0

transformers.models.dots1.configuration_dots1 (32 missing, 0 any)

Symbol Typable Typed Any
meth Dots1Config.init 32 30 0
attr Dots1Config.vocab_size 1 0 0
attr Dots1Config.max_position_embeddings 1 0 0
attr Dots1Config.hidden_size 1 0 0
attr Dots1Config.intermediate_size 1 0 0
attr Dots1Config.moe_intermediate_size 1 0 0
attr Dots1Config.num_hidden_layers 1 0 0
attr Dots1Config.num_attention_heads 1 0 0
attr Dots1Config.n_shared_experts 1 0 0
attr Dots1Config.n_routed_experts 1 0 0
attr Dots1Config.num_experts_per_tok 1 0 0
attr Dots1Config.first_k_dense_replace 1 0 0
attr Dots1Config.norm_topk_prob 1 0 0
attr Dots1Config.n_group 1 0 0
attr Dots1Config.topk_group 1 0 0
attr Dots1Config.num_key_value_heads 1 0 0
attr Dots1Config.hidden_act 1 0 0
attr Dots1Config.initializer_range 1 0 0
attr Dots1Config.rms_norm_eps 1 0 0
attr Dots1Config.use_cache 1 0 0
attr Dots1Config.attention_bias 1 0 0
attr Dots1Config.attention_dropout 1 0 0
attr Dots1Config.routed_scaling_factor 1 0 0
attr Dots1Config.sliding_window 1 0 0
attr Dots1Config.max_window_layers 1 0 0
attr Dots1Config.layer_types 1 0 0
attr Dots1Config.tie_word_embeddings 1 0 0
attr Dots1Config.pad_token_id 1 0 0
attr Dots1Config.bos_token_id 1 0 0
attr Dots1Config.eos_token_id 1 0 0
attr Dots1Config.rope_parameters 1 0 0

transformers.models.dots1.modeling_dots1 (16 missing, 0 any)

Symbol Typable Typed Any
meth Dots1PreTrainedModel._init_weights 2 0 0
meth Dots1Model.init 2 1 0
attr Dots1Model.padding_idx 1 0 0
attr Dots1Model.vocab_size 1 0 0
attr Dots1Model.embed_tokens 1 0 0
attr Dots1Model.layers 1 0 0
attr Dots1Model.norm 1 0 0
attr Dots1Model.rotary_emb 1 0 0
attr Dots1Model.gradient_checkpointing 1 0 0
attr Dots1Model.has_sliding_layers 1 0 0
meth Dots1ForCausalLM.init 2 0 0
attr Dots1ForCausalLM.model 1 0 0
attr Dots1ForCausalLM.vocab_size 1 0 0
attr Dots1ForCausalLM.lm_head 1 0 0

transformers.models.dpr.configuration_dpr (37 missing, 0 any)

Symbol Typable Typed Any
meth DPRConfig.init 20 1 0
attr DPRConfig.pad_token_id 1 0 0
attr DPRConfig.bos_token_id 1 0 0
attr DPRConfig.eos_token_id 1 0 0
attr DPRConfig.is_decoder 1 0 0
attr DPRConfig.add_cross_attention 1 0 0
attr DPRConfig.vocab_size 1 0 0
attr DPRConfig.hidden_size 1 0 0
attr DPRConfig.num_hidden_layers 1 0 0
attr DPRConfig.num_attention_heads 1 0 0
attr DPRConfig.hidden_act 1 0 0
attr DPRConfig.intermediate_size 1 0 0
attr DPRConfig.hidden_dropout_prob 1 0 0
attr DPRConfig.attention_probs_dropout_prob 1 0 0
attr DPRConfig.max_position_embeddings 1 0 0
attr DPRConfig.type_vocab_size 1 0 0
attr DPRConfig.initializer_range 1 0 0
attr DPRConfig.layer_norm_eps 1 0 0
attr DPRConfig.projection_dim 1 0 0

transformers.models.dpr.modeling_dpr (9 missing, 0 any)

Symbol Typable Typed Any
meth DPRContextEncoder.init 2 1 0
meth DPRContextEncoder.forward 9 8 0
attr DPRContextEncoder.ctx_encoder 1 0 0
meth DPRQuestionEncoder.init 2 1 0
meth DPRQuestionEncoder.forward 9 8 0
attr DPRQuestionEncoder.question_encoder 1 0 0
meth DPRReader.init 2 1 0
meth DPRReader.forward 8 7 0
attr DPRReader.span_predictor 1 0 0

transformers.models.dpr.tokenization_dpr (15 missing, 0 any)

Symbol Typable Typed Any
meth DPRReaderTokenizer.init 4 0 0
attr DPRReaderTokenizer.do_lower_case 1 0 0
meth DPRQuestionEncoderTokenizer.init 4 0 0
attr DPRQuestionEncoderTokenizer.do_lower_case 1 0 0
meth DPRContextEncoderTokenizer.init 4 0 0
attr DPRContextEncoderTokenizer.do_lower_case 1 0 0

transformers.models.dpt.configuration_dpt (66 missing, 0 any)

Symbol Typable Typed Any
meth DPTConfig.init 34 0 0
attr DPTConfig.hidden_size 1 0 0
attr DPTConfig.is_hybrid 1 0 0
attr DPTConfig.backbone_config 1 0 0
attr DPTConfig.num_hidden_layers 1 0 0
attr DPTConfig.num_attention_heads 1 0 0
attr DPTConfig.intermediate_size 1 0 0
attr DPTConfig.hidden_dropout_prob 1 0 0
attr DPTConfig.attention_probs_dropout_prob 1 0 0
attr DPTConfig.layer_norm_eps 1 0 0
attr DPTConfig.image_size 1 0 0
attr DPTConfig.patch_size 1 0 0
attr DPTConfig.num_channels 1 0 0
attr DPTConfig.qkv_bias 1 0 0
attr DPTConfig.backbone_out_indices 1 0 0
attr DPTConfig.backbone_featmap_shape 1 0 0
attr DPTConfig.neck_ignore_stages 1 0 0
attr DPTConfig.hidden_act 1 0 0
attr DPTConfig.initializer_range 1 0 0
attr DPTConfig.readout_type 1 0 0
attr DPTConfig.reassemble_factors 1 0 0
attr DPTConfig.neck_hidden_sizes 1 0 0
attr DPTConfig.fusion_hidden_size 1 0 0
attr DPTConfig.head_in_index 1 0 0
attr DPTConfig.use_batch_norm_in_fusion_residual 1 0 0
attr DPTConfig.use_bias_in_fusion_residual 1 0 0
attr DPTConfig.add_projection 1 0 0
attr DPTConfig.use_auxiliary_head 1 0 0
attr DPTConfig.auxiliary_loss_weight 1 0 0
attr DPTConfig.semantic_loss_ignore_index 1 0 0
attr DPTConfig.semantic_classifier_dropout 1 0 0
attr DPTConfig.pooler_output_size 1 0 0
attr DPTConfig.pooler_act 1 0 0

transformers.models.dpt.image_processing_dpt (24 missing, 0 any)

Symbol Typable Typed Any
meth DPTImageProcessor.init 15 14 0
meth DPTImageProcessor.resize 9 8 0
meth DPTImageProcessor.pad_image 5 4 0
meth DPTImageProcessor._preprocess 16 15 0
meth DPTImageProcessor._preprocess_segmentation_map 9 8 0
meth DPTImageProcessor.call 4 0 0
meth DPTImageProcessor.post_process_semantic_segmentation 3 1 0
attr DPTImageProcessor.do_resize 1 0 0
attr DPTImageProcessor.size 1 0 0
attr DPTImageProcessor.keep_aspect_ratio 1 0 0
attr DPTImageProcessor.ensure_multiple_of 1 0 0
attr DPTImageProcessor.resample 1 0 0
attr DPTImageProcessor.do_rescale 1 0 0
attr DPTImageProcessor.rescale_factor 1 0 0
attr DPTImageProcessor.do_normalize 1 0 0
attr DPTImageProcessor.image_mean 1 0 0
attr DPTImageProcessor.image_std 1 0 0
attr DPTImageProcessor.do_pad 1 0 0
attr DPTImageProcessor.size_divisor 1 0 0
attr DPTImageProcessor.do_reduce_labels 1 0 0

transformers.models.dpt.image_processing_dpt_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth DPTImageProcessorFast.init 2 1 0
meth DPTImageProcessorFast.reduce_label 2 1 0
meth DPTImageProcessorFast._preprocess 20 19 0
meth DPTImageProcessorFast.post_process_semantic_segmentation 3 1 0

transformers.models.dpt.modeling_dpt (22 missing, 0 any)

Symbol Typable Typed Any
meth DPTPreTrainedModel._init_weights 2 0 0
meth DPTModel.init 3 2 0
meth DPTModel.get_input_embeddings 1 0 0
meth DPTModel.forward 4 3 0
attr DPTModel.encoder 1 0 0
attr DPTModel.layernorm 1 0 0
attr DPTModel.pooler 1 0 0
attr DPTModel.embeddings 1 0 0
meth DPTForDepthEstimation.init 2 0 0
meth DPTForDepthEstimation.forward 5 4 0
attr DPTForDepthEstimation.backbone 1 0 0
attr DPTForDepthEstimation.neck 1 0 0
attr DPTForDepthEstimation.head 1 0 0
attr DPTForDepthEstimation.dpt 1 0 0
meth DPTForSemanticSegmentation.init 2 1 0
meth DPTForSemanticSegmentation.forward 5 4 0
attr DPTForSemanticSegmentation.dpt 1 0 0
attr DPTForSemanticSegmentation.neck 1 0 0
attr DPTForSemanticSegmentation.head 1 0 0
attr DPTForSemanticSegmentation.auxiliary_head 1 0 0

transformers.models.dpt.modular_dpt (1 missing, 0 any)

Symbol Typable Typed Any
meth DPTImageProcessorFast._preprocess 20 19 0

transformers.models.edgetam.configuration_edgetam (80 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamPromptEncoderConfig.init 10 0 0
attr EdgeTamPromptEncoderConfig.hidden_size 1 0 0
attr EdgeTamPromptEncoderConfig.image_size 1 0 0
attr EdgeTamPromptEncoderConfig.patch_size 1 0 0
attr EdgeTamPromptEncoderConfig.mask_input_channels 1 0 0
attr EdgeTamPromptEncoderConfig.num_point_embeddings 1 0 0
attr EdgeTamPromptEncoderConfig.hidden_act 1 0 0
attr EdgeTamPromptEncoderConfig.layer_norm_eps 1 0 0
attr EdgeTamPromptEncoderConfig.scale 1 0 0
meth EdgeTamMaskDecoderConfig.init 14 0 0
attr EdgeTamMaskDecoderConfig.hidden_size 1 0 0
attr EdgeTamMaskDecoderConfig.num_multimask_outputs 1 0 0
attr EdgeTamMaskDecoderConfig.hidden_act 1 0 0
attr EdgeTamMaskDecoderConfig.iou_head_depth 1 0 0
attr EdgeTamMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr EdgeTamMaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr EdgeTamMaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr EdgeTamMaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr EdgeTamMaskDecoderConfig.num_hidden_layers 1 0 0
attr EdgeTamMaskDecoderConfig.num_attention_heads 1 0 0
attr EdgeTamMaskDecoderConfig.mlp_dim 1 0 0
attr EdgeTamMaskDecoderConfig.attention_downsample_rate 1 0 0
meth EdgeTamConfig.init 6 0 0
attr EdgeTamConfig.vision_config 1 0 0
attr EdgeTamConfig.prompt_encoder_config 1 0 0
attr EdgeTamConfig.mask_decoder_config 1 0 0
attr EdgeTamConfig.initializer_range 1 0 0
meth EdgeTamVisionConfig.init 14 0 0
attr EdgeTamVisionConfig.backbone_config 1 0 0
attr EdgeTamVisionConfig.backbone_channel_list 1 0 0
attr EdgeTamVisionConfig.backbone_feature_sizes 1 0 0
attr EdgeTamVisionConfig.fpn_hidden_size 1 0 0
attr EdgeTamVisionConfig.fpn_kernel_size 1 0 0
attr EdgeTamVisionConfig.fpn_stride 1 0 0
attr EdgeTamVisionConfig.fpn_padding 1 0 0
attr EdgeTamVisionConfig.fpn_top_down_levels 1 0 0
attr EdgeTamVisionConfig.num_feature_levels 1 0 0
attr EdgeTamVisionConfig.hidden_act 1 0 0
attr EdgeTamVisionConfig.layer_norm_eps 1 0 0
attr EdgeTamVisionConfig.initializer_range 1 0 0

transformers.models.edgetam.modeling_edgetam (18 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamVisionModel.init 2 1 0
attr EdgeTamVisionModel.config 1 0 0
attr EdgeTamVisionModel.backbone 1 0 0
attr EdgeTamVisionModel.neck 1 0 0
attr EdgeTamVisionModel.num_feature_levels 1 0 0
meth EdgeTamModel.init 2 1 0
meth EdgeTamModel.get_prompt_embeddings 5 4 0
attr EdgeTamModel._can_record_outputs 1 0 0
attr EdgeTamModel.shared_image_embedding 1 0 0
attr EdgeTamModel.vision_encoder 1 0 0
attr EdgeTamModel.prompt_encoder 1 0 0
attr EdgeTamModel.mask_decoder 1 0 0
attr EdgeTamModel.num_feature_levels 1 0 0
attr EdgeTamModel.backbone_feature_sizes 1 0 0
attr EdgeTamModel.hidden_dim 1 0 0
attr EdgeTamModel.no_memory_embedding 1 0 0
meth EdgeTamPreTrainedModel._init_weights 2 0 0

transformers.models.edgetam.modular_edgetam (30 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamVisionConfig.init 14 0 0
attr EdgeTamVisionConfig.backbone_config 1 0 0
attr EdgeTamVisionConfig.backbone_channel_list 1 0 0
attr EdgeTamVisionConfig.backbone_feature_sizes 1 0 0
attr EdgeTamVisionConfig.fpn_hidden_size 1 0 0
attr EdgeTamVisionConfig.fpn_kernel_size 1 0 0
attr EdgeTamVisionConfig.fpn_stride 1 0 0
attr EdgeTamVisionConfig.fpn_padding 1 0 0
attr EdgeTamVisionConfig.fpn_top_down_levels 1 0 0
attr EdgeTamVisionConfig.num_feature_levels 1 0 0
attr EdgeTamVisionConfig.hidden_act 1 0 0
attr EdgeTamVisionConfig.layer_norm_eps 1 0 0
attr EdgeTamVisionConfig.initializer_range 1 0 0
meth EdgeTamVisionModel.get_input_embeddings 1 0 0
meth EdgeTamModel.get_input_embeddings 1 0 0
meth EdgeTamPreTrainedModel._init_weights 2 0 0

transformers.models.edgetam_video.configuration_edgetam_video (148 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamVideoConfig.init 53 0 0
attr EdgeTamVideoConfig.vision_config 1 0 0
attr EdgeTamVideoConfig.prompt_encoder_config 1 0 0
attr EdgeTamVideoConfig.mask_decoder_config 1 0 0
attr EdgeTamVideoConfig.initializer_range 1 0 0
attr EdgeTamVideoConfig.num_maskmem 1 0 0
attr EdgeTamVideoConfig.image_size 1 0 0
attr EdgeTamVideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr EdgeTamVideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr EdgeTamVideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr EdgeTamVideoConfig.multimask_output_in_sam 1 0 0
attr EdgeTamVideoConfig.multimask_min_pt_num 1 0 0
attr EdgeTamVideoConfig.multimask_max_pt_num 1 0 0
attr EdgeTamVideoConfig.multimask_output_for_tracking 1 0 0
attr EdgeTamVideoConfig.max_object_pointers_in_encoder 1 0 0
attr EdgeTamVideoConfig.max_cond_frame_num 1 0 0
attr EdgeTamVideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr EdgeTamVideoConfig.memory_attention_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_attention_num_layers 1 0 0
attr EdgeTamVideoConfig.memory_attention_num_attention_heads 1 0 0
attr EdgeTamVideoConfig.memory_attention_downsample_rate 1 0 0
attr EdgeTamVideoConfig.memory_attention_mlp_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_attention_mlp_hidden_act 1 0 0
attr EdgeTamVideoConfig.memory_attention_dropout 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_theta 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_k_sizes 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_dropout 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_latents 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_latents_2d 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_hidden_size 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_mlp_intermediate_size 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_attention_head_dim 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_attention_heads 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_layers 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_hidden_dropout 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_attention_dropout 1 0 0
attr EdgeTamVideoConfig.memory_encoder_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_encoder_output_channels 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_embed_dim 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_kernel_size 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_stride 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_padding 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_total_stride 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_hidden_act 1 0 0
attr EdgeTamVideoConfig.memory_fuser_num_layers 1 0 0
attr EdgeTamVideoConfig.memory_fuser_embed_dim 1 0 0
attr EdgeTamVideoConfig.memory_fuser_intermediate_dim 1 0 0
attr EdgeTamVideoConfig.memory_fuser_kernel_size 1 0 0
attr EdgeTamVideoConfig.memory_fuser_padding 1 0 0
attr EdgeTamVideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr EdgeTamVideoConfig.memory_fuser_hidden_act 1 0 0
meth EdgeTamVideoMaskDecoderConfig.init 14 0 0
attr EdgeTamVideoMaskDecoderConfig.hidden_size 1 0 0
attr EdgeTamVideoMaskDecoderConfig.num_multimask_outputs 1 0 0
attr EdgeTamVideoMaskDecoderConfig.hidden_act 1 0 0
attr EdgeTamVideoMaskDecoderConfig.iou_head_depth 1 0 0
attr EdgeTamVideoMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr EdgeTamVideoMaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr EdgeTamVideoMaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr EdgeTamVideoMaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr EdgeTamVideoMaskDecoderConfig.num_hidden_layers 1 0 0
attr EdgeTamVideoMaskDecoderConfig.num_attention_heads 1 0 0
attr EdgeTamVideoMaskDecoderConfig.mlp_dim 1 0 0
attr EdgeTamVideoMaskDecoderConfig.attention_downsample_rate 1 0 0
meth EdgeTamVideoPromptEncoderConfig.init 10 0 0
attr EdgeTamVideoPromptEncoderConfig.hidden_size 1 0 0
attr EdgeTamVideoPromptEncoderConfig.image_size 1 0 0
attr EdgeTamVideoPromptEncoderConfig.patch_size 1 0 0
attr EdgeTamVideoPromptEncoderConfig.mask_input_channels 1 0 0
attr EdgeTamVideoPromptEncoderConfig.num_point_embeddings 1 0 0
attr EdgeTamVideoPromptEncoderConfig.hidden_act 1 0 0
attr EdgeTamVideoPromptEncoderConfig.layer_norm_eps 1 0 0
attr EdgeTamVideoPromptEncoderConfig.scale 1 0 0

transformers.models.edgetam_video.modeling_edgetam_video (56 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamVideoModel.init 2 1 0
meth EdgeTamVideoModel.get_input_embeddings 1 0 0
meth EdgeTamVideoModel.forward 6 5 0
meth EdgeTamVideoModel._select_closest_cond_frames 4 0 0
attr EdgeTamVideoModel._can_record_outputs 1 0 0
attr EdgeTamVideoModel.shared_image_embedding 1 0 0
attr EdgeTamVideoModel.vision_encoder 1 0 0
attr EdgeTamVideoModel.prompt_encoder 1 0 0
attr EdgeTamVideoModel.mask_decoder 1 0 0
attr EdgeTamVideoModel.num_feature_levels 1 0 0
attr EdgeTamVideoModel.backbone_feature_sizes 1 0 0
attr EdgeTamVideoModel.hidden_dim 1 0 0
attr EdgeTamVideoModel.no_memory_embedding 1 0 0
attr EdgeTamVideoModel.config 1 0 0
attr EdgeTamVideoModel.image_size 1 0 0
attr EdgeTamVideoModel.memory_attention 1 0 0
attr EdgeTamVideoModel.memory_encoder 1 0 0
attr EdgeTamVideoModel.no_memory_positional_encoding 1 0 0
attr EdgeTamVideoModel.mem_dim 1 0 0
attr EdgeTamVideoModel.num_maskmem 1 0 0
attr EdgeTamVideoModel.memory_temporal_positional_encoding 1 0 0
attr EdgeTamVideoModel.no_object_pointer 1 0 0
attr EdgeTamVideoModel.mask_downsample 1 0 0
attr EdgeTamVideoModel.object_pointer_proj 1 0 0
attr EdgeTamVideoModel.occlusion_spatial_embedding_parameter 1 0 0
attr EdgeTamVideoModel.spatial_perceiver 1 0 0
attr EdgeTamVideoModel.temporal_positional_encoding_projection_layer 1 0 0
meth EdgeTamVideoInferenceSession.init 9 8 0
meth EdgeTamVideoInferenceSession.add_point_inputs 4 3 0
meth EdgeTamVideoInferenceSession.remove_point_inputs 3 2 0
meth EdgeTamVideoInferenceSession.add_mask_inputs 4 3 0
meth EdgeTamVideoInferenceSession.remove_mask_inputs 3 2 0
meth EdgeTamVideoInferenceSession.store_output 6 5 0
meth EdgeTamVideoInferenceSession.get_output 5 4 0
meth EdgeTamVideoInferenceSession.reset_tracking_data 1 0 0
meth EdgeTamVideoInferenceSession.reset_inference_session 1 0 0
attr EdgeTamVideoInferenceSession.processed_frames 1 0 0
attr EdgeTamVideoInferenceSession.video_height 1 0 0
attr EdgeTamVideoInferenceSession.video_width 1 0 0
attr EdgeTamVideoInferenceSession.inference_device 1 0 0
attr EdgeTamVideoInferenceSession.inference_state_device 1 0 0
attr EdgeTamVideoInferenceSession.video_storage_device 1 0 0
attr EdgeTamVideoInferenceSession.dtype 1 0 0
attr EdgeTamVideoInferenceSession.max_vision_features_cache_size 1 0 0
attr EdgeTamVideoInferenceSession.cache 1 0 0
attr EdgeTamVideoInferenceSession.obj_ids 1 0 0
attr EdgeTamVideoInferenceSession.point_inputs_per_obj 1 0 0
attr EdgeTamVideoInferenceSession.mask_inputs_per_obj 1 0 0
attr EdgeTamVideoInferenceSession.output_dict_per_obj 1 0 0
attr EdgeTamVideoInferenceSession.frames_tracked_per_obj 1 0 0
attr EdgeTamVideoInferenceSession.obj_with_new_inputs 1 0 0
meth EdgeTamVideoPreTrainedModel._init_weights 2 0 0

transformers.models.edgetam_video.modular_edgetam_video (111 missing, 0 any)

Symbol Typable Typed Any
meth EdgeTamVideoConfig.init 53 0 0
attr EdgeTamVideoConfig.vision_config 1 0 0
attr EdgeTamVideoConfig.prompt_encoder_config 1 0 0
attr EdgeTamVideoConfig.mask_decoder_config 1 0 0
attr EdgeTamVideoConfig.initializer_range 1 0 0
attr EdgeTamVideoConfig.num_maskmem 1 0 0
attr EdgeTamVideoConfig.image_size 1 0 0
attr EdgeTamVideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr EdgeTamVideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr EdgeTamVideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr EdgeTamVideoConfig.multimask_output_in_sam 1 0 0
attr EdgeTamVideoConfig.multimask_min_pt_num 1 0 0
attr EdgeTamVideoConfig.multimask_max_pt_num 1 0 0
attr EdgeTamVideoConfig.multimask_output_for_tracking 1 0 0
attr EdgeTamVideoConfig.max_object_pointers_in_encoder 1 0 0
attr EdgeTamVideoConfig.max_cond_frame_num 1 0 0
attr EdgeTamVideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr EdgeTamVideoConfig.memory_attention_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_attention_num_layers 1 0 0
attr EdgeTamVideoConfig.memory_attention_num_attention_heads 1 0 0
attr EdgeTamVideoConfig.memory_attention_downsample_rate 1 0 0
attr EdgeTamVideoConfig.memory_attention_mlp_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_attention_mlp_hidden_act 1 0 0
attr EdgeTamVideoConfig.memory_attention_dropout 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_theta 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_k_sizes 1 0 0
attr EdgeTamVideoConfig.memory_attention_rope_dropout 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_latents 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_latents_2d 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_hidden_size 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_mlp_intermediate_size 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_attention_head_dim 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_attention_heads 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_num_layers 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_hidden_dropout 1 0 0
attr EdgeTamVideoConfig.perceiver_resampler_attention_dropout 1 0 0
attr EdgeTamVideoConfig.memory_encoder_hidden_size 1 0 0
attr EdgeTamVideoConfig.memory_encoder_output_channels 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_embed_dim 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_kernel_size 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_stride 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_padding 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_total_stride 1 0 0
attr EdgeTamVideoConfig.mask_downsampler_hidden_act 1 0 0
attr EdgeTamVideoConfig.memory_fuser_num_layers 1 0 0
attr EdgeTamVideoConfig.memory_fuser_embed_dim 1 0 0
attr EdgeTamVideoConfig.memory_fuser_intermediate_dim 1 0 0
attr EdgeTamVideoConfig.memory_fuser_kernel_size 1 0 0
attr EdgeTamVideoConfig.memory_fuser_padding 1 0 0
attr EdgeTamVideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr EdgeTamVideoConfig.memory_fuser_hidden_act 1 0 0
meth EdgeTamVideoPreTrainedModel._init_weights 2 0 0
meth EdgeTamVideoModel.init 2 1 0
meth EdgeTamVideoModel.forward 6 5 0
meth EdgeTamVideoModel._batch_encode_memories 1 0 0
attr EdgeTamVideoModel._can_record_outputs 1 0 0
attr EdgeTamVideoModel.spatial_perceiver 1 0 0

transformers.models.efficientloftr.configuration_efficientloftr (33 missing, 0 any)

Symbol Typable Typed Any
meth EfficientLoFTRConfig.init 26 24 0
attr EfficientLoFTRConfig.stage_num_blocks 1 0 0
attr EfficientLoFTRConfig.stage_stride 1 0 0
attr EfficientLoFTRConfig.out_features 1 0 0
attr EfficientLoFTRConfig.stage_in_channels 1 0 0
attr EfficientLoFTRConfig.stage_block_stride 1 0 0
attr EfficientLoFTRConfig.stage_block_out_channels 1 0 0
attr EfficientLoFTRConfig.stage_block_in_channels 1 0 0
attr EfficientLoFTRConfig.fine_fusion_dims 1 0 0
attr EfficientLoFTRConfig.hidden_size 1 0 0
attr EfficientLoFTRConfig.activation_function 1 0 0
attr EfficientLoFTRConfig.q_aggregation_kernel_size 1 0 0
attr EfficientLoFTRConfig.kv_aggregation_kernel_size 1 0 0
attr EfficientLoFTRConfig.q_aggregation_stride 1 0 0
attr EfficientLoFTRConfig.kv_aggregation_stride 1 0 0
attr EfficientLoFTRConfig.num_attention_layers 1 0 0
attr EfficientLoFTRConfig.num_attention_heads 1 0 0
attr EfficientLoFTRConfig.attention_dropout 1 0 0
attr EfficientLoFTRConfig.attention_bias 1 0 0
attr EfficientLoFTRConfig.intermediate_size 1 0 0
attr EfficientLoFTRConfig.mlp_activation_function 1 0 0
attr EfficientLoFTRConfig.coarse_matching_skip_softmax 1 0 0
attr EfficientLoFTRConfig.coarse_matching_threshold 1 0 0
attr EfficientLoFTRConfig.coarse_matching_temperature 1 0 0
attr EfficientLoFTRConfig.coarse_matching_border_removal 1 0 0
attr EfficientLoFTRConfig.fine_kernel_size 1 0 0
attr EfficientLoFTRConfig.batch_norm_eps 1 0 0
attr EfficientLoFTRConfig.fine_matching_slice_dim 1 0 0
attr EfficientLoFTRConfig.fine_matching_regress_temperature 1 0 0
attr EfficientLoFTRConfig.num_key_value_heads 1 0 0
attr EfficientLoFTRConfig.initializer_range 1 0 0
attr EfficientLoFTRConfig.rope_parameters 1 0 0

transformers.models.efficientloftr.image_processing_efficientloftr (13 missing, 0 any)

Symbol Typable Typed Any
meth EfficientLoFTRImageProcessor.init 8 7 0
meth EfficientLoFTRImageProcessor.resize 6 4 0
meth EfficientLoFTRImageProcessor.preprocess 12 10 0
meth EfficientLoFTRImageProcessor._get_color 2 0 0
attr EfficientLoFTRImageProcessor.do_resize 1 0 0
attr EfficientLoFTRImageProcessor.size 1 0 0
attr EfficientLoFTRImageProcessor.resample 1 0 0
attr EfficientLoFTRImageProcessor.do_rescale 1 0 0
attr EfficientLoFTRImageProcessor.rescale_factor 1 0 0
attr EfficientLoFTRImageProcessor.do_grayscale 1 0 0

transformers.models.efficientloftr.image_processing_efficientloftr_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth EfficientLoFTRImageProcessorFast.init 2 1 0
meth EfficientLoFTRImageProcessorFast._prepare_images_structure 3 2 0
meth EfficientLoFTRImageProcessorFast._preprocess 11 10 0
meth EfficientLoFTRImageProcessorFast.visualize_keypoint_matching 3 2 0
meth EfficientLoFTRImageProcessorFast._get_color 2 0 0

transformers.models.efficientloftr.modeling_efficientloftr (9 missing, 0 any)

Symbol Typable Typed Any
meth EfficientLoFTRModel.init 2 1 0
attr EfficientLoFTRModel.config 1 0 0
attr EfficientLoFTRModel.backbone 1 0 0
attr EfficientLoFTRModel.local_feature_transformer 1 0 0
attr EfficientLoFTRModel.rotary_emb 1 0 0
meth EfficientLoFTRForKeypointMatching.init 2 1 0
attr EfficientLoFTRForKeypointMatching.config 1 0 0
attr EfficientLoFTRForKeypointMatching.efficientloftr 1 0 0
attr EfficientLoFTRForKeypointMatching.refinement_layer 1 0 0

transformers.models.efficientnet.configuration_efficientnet (24 missing, 0 any)

Symbol Typable Typed Any
meth EfficientNetConfig.init 23 21 0
attr EfficientNetConfig.num_channels 1 0 0
attr EfficientNetConfig.image_size 1 0 0
attr EfficientNetConfig.width_coefficient 1 0 0
attr EfficientNetConfig.depth_coefficient 1 0 0
attr EfficientNetConfig.depth_divisor 1 0 0
attr EfficientNetConfig.kernel_sizes 1 0 0
attr EfficientNetConfig.in_channels 1 0 0
attr EfficientNetConfig.out_channels 1 0 0
attr EfficientNetConfig.depthwise_padding 1 0 0
attr EfficientNetConfig.strides 1 0 0
attr EfficientNetConfig.num_block_repeats 1 0 0
attr EfficientNetConfig.expand_ratios 1 0 0
attr EfficientNetConfig.squeeze_expansion_ratio 1 0 0
attr EfficientNetConfig.hidden_act 1 0 0
attr EfficientNetConfig.hidden_dim 1 0 0
attr EfficientNetConfig.pooling_type 1 0 0
attr EfficientNetConfig.initializer_range 1 0 0
attr EfficientNetConfig.batch_norm_eps 1 0 0
attr EfficientNetConfig.batch_norm_momentum 1 0 0
attr EfficientNetConfig.dropout_rate 1 0 0
attr EfficientNetConfig.drop_connect_rate 1 0 0
attr EfficientNetConfig.num_hidden_layers 1 0 0

transformers.models.efficientnet.image_processing_efficientnet (17 missing, 0 any)

Symbol Typable Typed Any
meth EfficientNetImageProcessor.init 14 13 0
meth EfficientNetImageProcessor.resize 7 6 0
meth EfficientNetImageProcessor.rescale 7 5 0
meth EfficientNetImageProcessor.preprocess 17 16 0
attr EfficientNetImageProcessor.do_resize 1 0 0
attr EfficientNetImageProcessor.size 1 0 0
attr EfficientNetImageProcessor.resample 1 0 0
attr EfficientNetImageProcessor.do_center_crop 1 0 0
attr EfficientNetImageProcessor.crop_size 1 0 0
attr EfficientNetImageProcessor.do_rescale 1 0 0
attr EfficientNetImageProcessor.rescale_factor 1 0 0
attr EfficientNetImageProcessor.rescale_offset 1 0 0
attr EfficientNetImageProcessor.do_normalize 1 0 0
attr EfficientNetImageProcessor.image_mean 1 0 0
attr EfficientNetImageProcessor.image_std 1 0 0
attr EfficientNetImageProcessor.include_top 1 0 0

transformers.models.efficientnet.image_processing_efficientnet_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth EfficientNetImageProcessorFast.init 2 1 0
meth EfficientNetImageProcessorFast.rescale 5 4 0
meth EfficientNetImageProcessorFast._preprocess 17 16 0

transformers.models.efficientnet.modeling_efficientnet (13 missing, 0 any)

Symbol Typable Typed Any
meth EfficientNetModel.init 2 1 0
meth EfficientNetModel.forward 5 4 0
attr EfficientNetModel.embeddings 1 0 0
attr EfficientNetModel.encoder 1 0 0
attr EfficientNetModel.pooler 1 0 0
meth EfficientNetPreTrainedModel._init_weights 2 1 0
meth EfficientNetForImageClassification.init 2 0 0
meth EfficientNetForImageClassification.forward 6 5 0
attr EfficientNetForImageClassification.num_labels 1 0 0
attr EfficientNetForImageClassification.efficientnet 1 0 0
attr EfficientNetForImageClassification.dropout 1 0 0
attr EfficientNetForImageClassification.classifier 1 0 0

transformers.models.electra.configuration_electra (52 missing, 0 any)

Symbol Typable Typed Any
meth ElectraConfig.init 27 0 0
attr ElectraConfig.pad_token_id 1 0 0
attr ElectraConfig.bos_token_id 1 0 0
attr ElectraConfig.eos_token_id 1 0 0
attr ElectraConfig.tie_word_embeddings 1 0 0
attr ElectraConfig.is_decoder 1 0 0
attr ElectraConfig.add_cross_attention 1 0 0
attr ElectraConfig.vocab_size 1 0 0
attr ElectraConfig.embedding_size 1 0 0
attr ElectraConfig.hidden_size 1 0 0
attr ElectraConfig.num_hidden_layers 1 0 0
attr ElectraConfig.num_attention_heads 1 0 0
attr ElectraConfig.intermediate_size 1 0 0
attr ElectraConfig.hidden_act 1 0 0
attr ElectraConfig.hidden_dropout_prob 1 0 0
attr ElectraConfig.attention_probs_dropout_prob 1 0 0
attr ElectraConfig.max_position_embeddings 1 0 0
attr ElectraConfig.type_vocab_size 1 0 0
attr ElectraConfig.initializer_range 1 0 0
attr ElectraConfig.layer_norm_eps 1 0 0
attr ElectraConfig.summary_type 1 0 0
attr ElectraConfig.summary_use_proj 1 0 0
attr ElectraConfig.summary_activation 1 0 0
attr ElectraConfig.summary_last_dropout 1 0 0
attr ElectraConfig.use_cache 1 0 0
attr ElectraConfig.classifier_dropout 1 0 0

transformers.models.electra.modeling_electra (61 missing, 0 any)

Symbol Typable Typed Any
meth ElectraForPreTraining.init 2 0 0
attr ElectraForPreTraining.electra 1 0 0
attr ElectraForPreTraining.discriminator_predictions 1 0 0
meth ElectraForTokenClassification.init 2 0 0
attr ElectraForTokenClassification.num_labels 1 0 0
attr ElectraForTokenClassification.electra 1 0 0
attr ElectraForTokenClassification.dropout 1 0 0
attr ElectraForTokenClassification.classifier 1 0 0
meth ElectraForSequenceClassification.init 2 0 0
attr ElectraForSequenceClassification.num_labels 1 0 0
attr ElectraForSequenceClassification.config 1 0 0
attr ElectraForSequenceClassification.electra 1 0 0
attr ElectraForSequenceClassification.classifier 1 0 0
meth ElectraForMultipleChoice.init 2 0 0
attr ElectraForMultipleChoice.electra 1 0 0
attr ElectraForMultipleChoice.sequence_summary 1 0 0
attr ElectraForMultipleChoice.classifier 1 0 0
meth ElectraForMaskedLM.init 2 0 0
meth ElectraForMaskedLM.get_output_embeddings 1 0 0
meth ElectraForMaskedLM.set_output_embeddings 2 0 0
attr ElectraForMaskedLM.electra 1 0 0
attr ElectraForMaskedLM.generator_predictions 1 0 0
attr ElectraForMaskedLM.generator_lm_head 1 0 0
meth ElectraPreTrainedModel._init_weights 2 0 0
meth ElectraForQuestionAnswering.init 2 0 0
attr ElectraForQuestionAnswering.num_labels 1 0 0
attr ElectraForQuestionAnswering.electra 1 0 0
attr ElectraForQuestionAnswering.qa_outputs 1 0 0
meth ElectraForCausalLM.init 2 0 0
meth ElectraForCausalLM.get_output_embeddings 1 0 0
meth ElectraForCausalLM.set_output_embeddings 2 0 0
attr ElectraForCausalLM.electra 1 0 0
attr ElectraForCausalLM.generator_predictions 1 0 0
attr ElectraForCausalLM.generator_lm_head 1 0 0
meth ElectraModel.init 2 0 0
meth ElectraModel.get_input_embeddings 1 0 0
meth ElectraModel.set_input_embeddings 2 0 0
meth ElectraModel._create_attention_masks 7 0 0
attr ElectraModel.embeddings 1 0 0
attr ElectraModel.encoder 1 0 0
attr ElectraModel.config 1 0 0
attr ElectraModel.gradient_checkpointing 1 0 0
attr ElectraModel.embeddings_project 1 0 0

transformers.models.emu3.configuration_emu3 (46 missing, 0 any)

Symbol Typable Typed Any
meth Emu3TextConfig.init 21 17 0
attr Emu3TextConfig.vocab_size 1 0 0
attr Emu3TextConfig.max_position_embeddings 1 0 0
attr Emu3TextConfig.hidden_size 1 0 0
attr Emu3TextConfig.intermediate_size 1 0 0
attr Emu3TextConfig.num_hidden_layers 1 0 0
attr Emu3TextConfig.num_attention_heads 1 0 0
attr Emu3TextConfig.num_key_value_heads 1 0 0
attr Emu3TextConfig.hidden_act 1 0 0
attr Emu3TextConfig.rms_norm_eps 1 0 0
attr Emu3TextConfig.use_cache 1 0 0
attr Emu3TextConfig.mlp_bias 1 0 0
attr Emu3TextConfig.attention_bias 1 0 0
attr Emu3TextConfig.initializer_range 1 0 0
attr Emu3TextConfig.attention_dropout 1 0 0
attr Emu3TextConfig.rope_parameters 1 0 0
attr Emu3TextConfig.pad_token_id 1 0 0
attr Emu3TextConfig.bos_token_id 1 0 0
attr Emu3TextConfig.eos_token_id 1 0 0
attr Emu3TextConfig.tie_word_embeddings 1 0 0
meth Emu3VQVAEConfig.init 16 14 0
attr Emu3VQVAEConfig.codebook_size 1 0 0
attr Emu3VQVAEConfig.embed_dim 1 0 0
attr Emu3VQVAEConfig.latent_channels 1 0 0
attr Emu3VQVAEConfig.double_latent 1 0 0
attr Emu3VQVAEConfig.in_channels 1 0 0
attr Emu3VQVAEConfig.out_channels 1 0 0
attr Emu3VQVAEConfig.temporal_downsample_factor 1 0 0
attr Emu3VQVAEConfig.base_channels 1 0 0
attr Emu3VQVAEConfig.channel_multiplier 1 0 0
attr Emu3VQVAEConfig.num_res_blocks 1 0 0
attr Emu3VQVAEConfig.attn_resolutions 1 0 0
attr Emu3VQVAEConfig.hidden_size 1 0 0
attr Emu3VQVAEConfig.num_attention_heads 1 0 0
attr Emu3VQVAEConfig.attention_dropout 1 0 0
meth Emu3Config.init 6 4 0
attr Emu3Config.vq_config 1 0 0
attr Emu3Config.text_config 1 0 0
attr Emu3Config.vocabulary_map 1 0 0
attr Emu3Config.image_token_id 1 0 0
attr Emu3Config.tie_word_embeddings 1 0 0

transformers.models.emu3.image_processing_emu3 (17 missing, 0 any)

Symbol Typable Typed Any
meth Emu3ImageProcessor.init 14 13 0
meth Emu3ImageProcessor._preprocess 12 11 0
meth Emu3ImageProcessor._pad_for_batching 5 4 0
meth Emu3ImageProcessor.preprocess 15 14 0
meth Emu3ImageProcessor.postprocess 9 8 0
attr Emu3ImageProcessor.do_resize 1 0 0
attr Emu3ImageProcessor.resample 1 0 0
attr Emu3ImageProcessor.do_rescale 1 0 0
attr Emu3ImageProcessor.rescale_factor 1 0 0
attr Emu3ImageProcessor.do_normalize 1 0 0
attr Emu3ImageProcessor.image_mean 1 0 0
attr Emu3ImageProcessor.image_std 1 0 0
attr Emu3ImageProcessor.min_pixels 1 0 0
attr Emu3ImageProcessor.max_pixels 1 0 0
attr Emu3ImageProcessor.spatial_factor 1 0 0
attr Emu3ImageProcessor.size 1 0 0
attr Emu3ImageProcessor.do_convert_rgb 1 0 0

transformers.models.emu3.modeling_emu3 (54 missing, 0 any)

Symbol Typable Typed Any
meth Emu3TextModel.init 2 1 0
attr Emu3TextModel.padding_idx 1 0 0
attr Emu3TextModel.vocab_size 1 0 0
attr Emu3TextModel.embed_tokens 1 0 0
attr Emu3TextModel.layers 1 0 0
attr Emu3TextModel.norm 1 0 0
attr Emu3TextModel.rotary_emb 1 0 0
attr Emu3TextModel.gradient_checkpointing 1 0 0
meth Emu3ForCausalLM.init 2 0 0
attr Emu3ForCausalLM.model 1 0 0
attr Emu3ForCausalLM.vocab_size 1 0 0
attr Emu3ForCausalLM.lm_head 1 0 0
meth Emu3Model.init 2 0 0
meth Emu3Model.get_input_embeddings 1 0 0
meth Emu3Model.set_input_embeddings 2 0 0
meth Emu3Model.decode_image_tokens 4 3 0
meth Emu3Model.get_placeholder_mask 4 3 0
attr Emu3Model.text_model 1 0 0
attr Emu3Model.vqmodel 1 0 0
attr Emu3Model.vocabulary_mapping 1 0 0
meth Emu3VQVAE._init_weights 2 0 0
meth Emu3VQVAE.init 2 1 0
meth Emu3VQVAE.decode 2 1 0
attr Emu3VQVAE.encoder 1 0 0
attr Emu3VQVAE.decoder 1 0 0
attr Emu3VQVAE.quantize 1 0 0
attr Emu3VQVAE.vision_spatial_factor 1 0 0
attr Emu3VQVAE.quant_conv 1 0 0
attr Emu3VQVAE.post_quant_conv 1 0 0
attr Emu3VQVAE.spatial_scale_factor 1 0 0
meth Emu3ForConditionalGeneration.init 2 0 0
meth Emu3ForConditionalGeneration.get_input_embeddings 1 0 0
meth Emu3ForConditionalGeneration.set_input_embeddings 2 0 0
meth Emu3ForConditionalGeneration.decode_image_tokens 2 0 0
meth Emu3ForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr Emu3ForConditionalGeneration.model 1 0 0
attr Emu3ForConditionalGeneration.lm_head 1 0 0

transformers.models.emu3.modular_emu3 (48 missing, 0 any)

Symbol Typable Typed Any
meth Emu3TextModel.init 2 1 0
attr Emu3TextModel.layers 1 0 0
meth Emu3ForCausalLM.init 2 0 0
meth Emu3ForCausalLM.forward 2 0 0
attr Emu3ForCausalLM.model 1 0 0
meth Emu3Model.init 2 0 0
meth Emu3Model.get_input_embeddings 1 0 0
meth Emu3Model.set_input_embeddings 2 0 0
meth Emu3Model.decode_image_tokens 4 3 0
meth Emu3Model.get_placeholder_mask 4 3 0
attr Emu3Model.text_model 1 0 0
attr Emu3Model.vqmodel 1 0 0
attr Emu3Model.vocabulary_mapping 1 0 0
meth Emu3VQVAE._init_weights 2 0 0
meth Emu3VQVAE.init 2 1 0
meth Emu3VQVAE.decode 2 1 0
attr Emu3VQVAE.encoder 1 0 0
attr Emu3VQVAE.decoder 1 0 0
attr Emu3VQVAE.quantize 1 0 0
attr Emu3VQVAE.vision_spatial_factor 1 0 0
attr Emu3VQVAE.quant_conv 1 0 0
attr Emu3VQVAE.post_quant_conv 1 0 0
attr Emu3VQVAE.spatial_scale_factor 1 0 0
meth Emu3ForConditionalGeneration.init 2 0 0
meth Emu3ForConditionalGeneration.get_input_embeddings 1 0 0
meth Emu3ForConditionalGeneration.set_input_embeddings 2 0 0
meth Emu3ForConditionalGeneration.decode_image_tokens 2 0 0
meth Emu3ForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr Emu3ForConditionalGeneration.model 1 0 0
attr Emu3ForConditionalGeneration.lm_head 1 0 0

transformers.models.emu3.processing_emu3 (27 missing, 0 any)

Symbol Typable Typed Any
meth Emu3Processor.init 5 0 0
meth Emu3Processor._get_num_multimodal_tokens 3 0 0
meth Emu3Processor.calculate_generate_size 4 0 0
meth Emu3Processor.postprocess 3 1 0
meth Emu3Processor.post_process_multimodal_output 5 0 0
attr Emu3Processor.image_token 1 0 0
attr Emu3Processor.image_token_id 1 0 0
attr Emu3Processor.image_start_token 1 0 0
attr Emu3Processor.image_end_token 1 0 0
attr Emu3Processor.fake_token_around_image 1 0 0
attr Emu3Processor.eof_token 1 0 0
attr Emu3Processor.bos_token 1 0 0
attr Emu3Processor.downsample_ratio 1 0 0

transformers.models.encodec.configuration_encodec (48 missing, 0 any)

Symbol Typable Typed Any
meth EncodecConfig.init 25 0 0
attr EncodecConfig.target_bandwidths 1 0 0
attr EncodecConfig.sampling_rate 1 0 0
attr EncodecConfig.audio_channels 1 0 0
attr EncodecConfig.normalize 1 0 0
attr EncodecConfig.chunk_length_s 1 0 0
attr EncodecConfig.overlap 1 0 0
attr EncodecConfig.hidden_size 1 0 0
attr EncodecConfig.num_filters 1 0 0
attr EncodecConfig.num_residual_layers 1 0 0
attr EncodecConfig.upsampling_ratios 1 0 0
attr EncodecConfig.norm_type 1 0 0
attr EncodecConfig.kernel_size 1 0 0
attr EncodecConfig.last_kernel_size 1 0 0
attr EncodecConfig.residual_kernel_size 1 0 0
attr EncodecConfig.dilation_growth_rate 1 0 0
attr EncodecConfig.use_causal_conv 1 0 0
attr EncodecConfig.pad_mode 1 0 0
attr EncodecConfig.compress 1 0 0
attr EncodecConfig.num_lstm_layers 1 0 0
attr EncodecConfig.trim_right_ratio 1 0 0
attr EncodecConfig.codebook_size 1 0 0
attr EncodecConfig.codebook_dim 1 0 0
attr EncodecConfig.use_conv_shortcut 1 0 0

transformers.models.encodec.feature_extraction_encodec (4 missing, 0 any)

Symbol Typable Typed Any
meth EncodecFeatureExtractor.init 7 5 0
attr EncodecFeatureExtractor.chunk_length_s 1 0 0
attr EncodecFeatureExtractor.overlap 1 0 0

transformers.models.encodec.modeling_encodec (8 missing, 0 any)

Symbol Typable Typed Any
meth EncodecPreTrainedModel._init_weights 2 0 0
meth EncodecModel.init 2 1 0
meth EncodecModel._linear_overlap_add 3 2 0
attr EncodecModel.encoder 1 0 0
attr EncodecModel.decoder 1 0 0
attr EncodecModel.quantizer 1 0 0
attr EncodecModel.bits_per_codebook 1 0 0

transformers.models.encoder_decoder.configuration_encoder_decoder (10 missing, 0 any)

Symbol Typable Typed Any
meth EncoderDecoderConfig.init 4 0 0
meth EncoderDecoderConfig.from_encoder_decoder_configs 4 3 0
attr EncoderDecoderConfig.encoder 1 0 0
attr EncoderDecoderConfig.decoder 1 0 0
attr EncoderDecoderConfig.is_encoder_decoder 1 0 0
attr EncoderDecoderConfig.pad_token_id 1 0 0
attr EncoderDecoderConfig.decoder_start_token_id 1 0 0

transformers.models.encoder_decoder.modeling_encoder_decoder (17 missing, 0 any)

Symbol Typable Typed Any
meth EncoderDecoderModel.init 4 3 0
meth EncoderDecoderModel._init_weights 2 0 0
meth EncoderDecoderModel.get_input_embeddings 1 0 0
meth EncoderDecoderModel.get_output_embeddings 1 0 0
meth EncoderDecoderModel.set_output_embeddings 2 0 0
meth EncoderDecoderModel.from_encoder_decoder_pretrained 5 3 0
meth EncoderDecoderModel.forward 13 12 0
meth EncoderDecoderModel.prepare_decoder_input_ids_from_labels 2 1 0
meth EncoderDecoderModel.resize_token_embeddings 3 0 0
attr EncoderDecoderModel.encoder 1 0 0
attr EncoderDecoderModel.decoder 1 0 0
attr EncoderDecoderModel.enc_to_dec_proj 1 0 0

transformers.models.eomt.configuration_eomt (47 missing, 0 any)

Symbol Typable Typed Any
meth EomtConfig.init 28 7 0
attr EomtConfig.mlp_ratio 1 0 0
attr EomtConfig.attention_dropout 1 0 0
attr EomtConfig.layerscale_value 1 0 0
attr EomtConfig.drop_path_rate 1 0 0
attr EomtConfig.num_upscale_blocks 1 0 0
attr EomtConfig.use_swiglu_ffn 1 0 0
attr EomtConfig.num_blocks 1 0 0
attr EomtConfig.no_object_weight 1 0 0
attr EomtConfig.class_weight 1 0 0
attr EomtConfig.mask_weight 1 0 0
attr EomtConfig.dice_weight 1 0 0
attr EomtConfig.train_num_points 1 0 0
attr EomtConfig.oversample_ratio 1 0 0
attr EomtConfig.importance_sample_ratio 1 0 0
attr EomtConfig.num_queries 1 0 0
attr EomtConfig.num_register_tokens 1 0 0
attr EomtConfig.hidden_size 1 0 0
attr EomtConfig.num_hidden_layers 1 0 0
attr EomtConfig.num_attention_heads 1 0 0
attr EomtConfig.hidden_act 1 0 0
attr EomtConfig.hidden_dropout_prob 1 0 0
attr EomtConfig.initializer_range 1 0 0
attr EomtConfig.layer_norm_eps 1 0 0
attr EomtConfig.image_size 1 0 0
attr EomtConfig.patch_size 1 0 0
attr EomtConfig.num_channels 1 0 0

transformers.models.eomt.image_processing_eomt (22 missing, 0 any)

Symbol Typable Typed Any
meth EomtImageProcessor.init 14 12 0
meth EomtImageProcessor.resize 7 5 0
meth EomtImageProcessor.encode_inputs 7 6 0
meth EomtImageProcessor.post_process_semantic_segmentation 4 3 0
meth EomtImageProcessor.post_process_panoptic_segmentation 8 6 0
meth EomtImageProcessor.post_process_instance_segmentation 5 3 0
attr EomtImageProcessor.do_resize 1 0 0
attr EomtImageProcessor.size 1 0 0
attr EomtImageProcessor.resample 1 0 0
attr EomtImageProcessor.do_rescale 1 0 0
attr EomtImageProcessor.rescale_factor 1 0 0
attr EomtImageProcessor.do_normalize 1 0 0
attr EomtImageProcessor.do_split_image 1 0 0
attr EomtImageProcessor.do_pad 1 0 0
attr EomtImageProcessor.image_mean 1 0 0
attr EomtImageProcessor.image_std 1 0 0
attr EomtImageProcessor.ignore_index 1 0 0
attr EomtImageProcessor.num_labels 1 0 0

transformers.models.eomt.image_processing_eomt_fast (8 missing, 0 any)

Symbol Typable Typed Any
meth EomtImageProcessorFast.init 2 1 0
meth EomtImageProcessorFast._preprocess 15 13 0
meth EomtImageProcessorFast.post_process_semantic_segmentation 4 3 0
meth EomtImageProcessorFast.post_process_panoptic_segmentation 8 6 0
meth EomtImageProcessorFast.post_process_instance_segmentation 5 3 0

transformers.models.eomt.modeling_eomt (19 missing, 0 any)

Symbol Typable Typed Any
meth EomtForUniversalSegmentation.init 2 1 0
meth EomtForUniversalSegmentation.get_input_embeddings 1 0 0
meth EomtForUniversalSegmentation.predict 2 1 0
meth EomtForUniversalSegmentation._disable_attention_mask 6 0 0
attr EomtForUniversalSegmentation.num_hidden_layers 1 0 0
attr EomtForUniversalSegmentation.embeddings 1 0 0
attr EomtForUniversalSegmentation.layernorm 1 0 0
attr EomtForUniversalSegmentation.query 1 0 0
attr EomtForUniversalSegmentation.layers 1 0 0
attr EomtForUniversalSegmentation.upscale_block 1 0 0
attr EomtForUniversalSegmentation.mask_head 1 0 0
attr EomtForUniversalSegmentation.class_predictor 1 0 0
attr EomtForUniversalSegmentation.grid_size 1 0 0
attr EomtForUniversalSegmentation.criterion 1 0 0

transformers.models.eomt.modular_eomt (58 missing, 0 any)

Symbol Typable Typed Any
meth EomtForUniversalSegmentation.init 2 1 0
meth EomtForUniversalSegmentation.get_input_embeddings 1 0 0
meth EomtForUniversalSegmentation.get_auxiliary_logits 1 0 0
meth EomtForUniversalSegmentation.predict 2 1 0
meth EomtForUniversalSegmentation._disable_attention_mask 6 0 0
attr EomtForUniversalSegmentation.config 1 0 0
attr EomtForUniversalSegmentation.num_hidden_layers 1 0 0
attr EomtForUniversalSegmentation.embeddings 1 0 0
attr EomtForUniversalSegmentation.layernorm 1 0 0
attr EomtForUniversalSegmentation.query 1 0 0
attr EomtForUniversalSegmentation.layers 1 0 0
attr EomtForUniversalSegmentation.upscale_block 1 0 0
attr EomtForUniversalSegmentation.mask_head 1 0 0
attr EomtForUniversalSegmentation.class_predictor 1 0 0
attr EomtForUniversalSegmentation.grid_size 1 0 0
attr EomtForUniversalSegmentation.criterion 1 0 0
meth EomtConfig.init 28 7 0
attr EomtConfig.mlp_ratio 1 0 0
attr EomtConfig.attention_dropout 1 0 0
attr EomtConfig.layerscale_value 1 0 0
attr EomtConfig.drop_path_rate 1 0 0
attr EomtConfig.num_upscale_blocks 1 0 0
attr EomtConfig.use_swiglu_ffn 1 0 0
attr EomtConfig.num_blocks 1 0 0
attr EomtConfig.no_object_weight 1 0 0
attr EomtConfig.class_weight 1 0 0
attr EomtConfig.mask_weight 1 0 0
attr EomtConfig.dice_weight 1 0 0
attr EomtConfig.train_num_points 1 0 0
attr EomtConfig.oversample_ratio 1 0 0
attr EomtConfig.importance_sample_ratio 1 0 0
attr EomtConfig.num_queries 1 0 0
attr EomtConfig.num_register_tokens 1 0 0

transformers.models.eomt_dinov3.configuration_eomt_dinov3 (55 missing, 0 any)

Symbol Typable Typed Any
meth EomtDinov3Config.init 37 17 0
attr EomtDinov3Config.intermediate_size 1 0 0
attr EomtDinov3Config.attention_dropout 1 0 0
attr EomtDinov3Config.layerscale_value 1 0 0
attr EomtDinov3Config.drop_path_rate 1 0 0
attr EomtDinov3Config.num_upscale_blocks 1 0 0
attr EomtDinov3Config.num_blocks 1 0 0
attr EomtDinov3Config.no_object_weight 1 0 0
attr EomtDinov3Config.class_weight 1 0 0
attr EomtDinov3Config.mask_weight 1 0 0
attr EomtDinov3Config.dice_weight 1 0 0
attr EomtDinov3Config.train_num_points 1 0 0
attr EomtDinov3Config.oversample_ratio 1 0 0
attr EomtDinov3Config.importance_sample_ratio 1 0 0
attr EomtDinov3Config.num_queries 1 0 0
attr EomtDinov3Config.num_register_tokens 1 0 0
attr EomtDinov3Config.rope_parameters 1 0 0
attr EomtDinov3Config.query_bias 1 0 0
attr EomtDinov3Config.key_bias 1 0 0
attr EomtDinov3Config.value_bias 1 0 0
attr EomtDinov3Config.proj_bias 1 0 0
attr EomtDinov3Config.mlp_bias 1 0 0
attr EomtDinov3Config.use_gated_mlp 1 0 0
attr EomtDinov3Config.pos_embed_shift 1 0 0
attr EomtDinov3Config.pos_embed_jitter 1 0 0
attr EomtDinov3Config.pos_embed_rescale 1 0 0
attr EomtDinov3Config.hidden_size 1 0 0
attr EomtDinov3Config.num_hidden_layers 1 0 0
attr EomtDinov3Config.num_attention_heads 1 0 0
attr EomtDinov3Config.hidden_act 1 0 0
attr EomtDinov3Config.hidden_dropout_prob 1 0 0
attr EomtDinov3Config.initializer_range 1 0 0
attr EomtDinov3Config.layer_norm_eps 1 0 0
attr EomtDinov3Config.image_size 1 0 0
attr EomtDinov3Config.patch_size 1 0 0
attr EomtDinov3Config.num_channels 1 0 0

transformers.models.eomt_dinov3.modeling_eomt_dinov3 (22 missing, 0 any)

Symbol Typable Typed Any
meth EomtDinov3ForUniversalSegmentation.init 2 1 0
meth EomtDinov3ForUniversalSegmentation.get_input_embeddings 1 0 0
meth EomtDinov3ForUniversalSegmentation.predict 2 1 0
meth EomtDinov3ForUniversalSegmentation._disable_attention_mask 6 0 0
attr EomtDinov3ForUniversalSegmentation.num_hidden_layers 1 0 0
attr EomtDinov3ForUniversalSegmentation.embeddings 1 0 0
attr EomtDinov3ForUniversalSegmentation.layernorm 1 0 0
attr EomtDinov3ForUniversalSegmentation.query 1 0 0
attr EomtDinov3ForUniversalSegmentation.layers 1 0 0
attr EomtDinov3ForUniversalSegmentation.upscale_block 1 0 0
attr EomtDinov3ForUniversalSegmentation.mask_head 1 0 0
attr EomtDinov3ForUniversalSegmentation.class_predictor 1 0 0
attr EomtDinov3ForUniversalSegmentation.grid_size 1 0 0
attr EomtDinov3ForUniversalSegmentation.criterion 1 0 0
attr EomtDinov3ForUniversalSegmentation.num_prefix_tokens 1 0 0
attr EomtDinov3ForUniversalSegmentation.dropout 1 0 0
attr EomtDinov3ForUniversalSegmentation.rope_embeddings 1 0 0

transformers.models.eomt_dinov3.modular_eomt_dinov3 (51 missing, 0 any)

Symbol Typable Typed Any
meth EomtDinov3Config.init 37 17 0
attr EomtDinov3Config.intermediate_size 1 0 0
attr EomtDinov3Config.attention_dropout 1 0 0
attr EomtDinov3Config.layerscale_value 1 0 0
attr EomtDinov3Config.drop_path_rate 1 0 0
attr EomtDinov3Config.num_upscale_blocks 1 0 0
attr EomtDinov3Config.num_blocks 1 0 0
attr EomtDinov3Config.no_object_weight 1 0 0
attr EomtDinov3Config.class_weight 1 0 0
attr EomtDinov3Config.mask_weight 1 0 0
attr EomtDinov3Config.dice_weight 1 0 0
attr EomtDinov3Config.train_num_points 1 0 0
attr EomtDinov3Config.oversample_ratio 1 0 0
attr EomtDinov3Config.importance_sample_ratio 1 0 0
attr EomtDinov3Config.num_queries 1 0 0
attr EomtDinov3Config.num_register_tokens 1 0 0
attr EomtDinov3Config.rope_parameters 1 0 0
attr EomtDinov3Config.query_bias 1 0 0
attr EomtDinov3Config.key_bias 1 0 0
attr EomtDinov3Config.value_bias 1 0 0
attr EomtDinov3Config.proj_bias 1 0 0
attr EomtDinov3Config.mlp_bias 1 0 0
attr EomtDinov3Config.use_gated_mlp 1 0 0
attr EomtDinov3Config.pos_embed_shift 1 0 0
attr EomtDinov3Config.pos_embed_jitter 1 0 0
attr EomtDinov3Config.pos_embed_rescale 1 0 0
meth EomtDinov3ForUniversalSegmentation.init 2 1 0
attr EomtDinov3ForUniversalSegmentation.num_prefix_tokens 1 0 0
attr EomtDinov3ForUniversalSegmentation.dropout 1 0 0
attr EomtDinov3ForUniversalSegmentation.embeddings 1 0 0
attr EomtDinov3ForUniversalSegmentation.rope_embeddings 1 0 0
attr EomtDinov3ForUniversalSegmentation.layers 1 0 0

transformers.models.ernie.configuration_ernie (46 missing, 0 any)

Symbol Typable Typed Any
meth ErnieConfig.init 24 0 0
attr ErnieConfig.pad_token_id 1 0 0
attr ErnieConfig.bos_token_id 1 0 0
attr ErnieConfig.eos_token_id 1 0 0
attr ErnieConfig.tie_word_embeddings 1 0 0
attr ErnieConfig.is_decoder 1 0 0
attr ErnieConfig.add_cross_attention 1 0 0
attr ErnieConfig.vocab_size 1 0 0
attr ErnieConfig.hidden_size 1 0 0
attr ErnieConfig.num_hidden_layers 1 0 0
attr ErnieConfig.num_attention_heads 1 0 0
attr ErnieConfig.hidden_act 1 0 0
attr ErnieConfig.intermediate_size 1 0 0
attr ErnieConfig.hidden_dropout_prob 1 0 0
attr ErnieConfig.attention_probs_dropout_prob 1 0 0
attr ErnieConfig.max_position_embeddings 1 0 0
attr ErnieConfig.type_vocab_size 1 0 0
attr ErnieConfig.task_type_vocab_size 1 0 0
attr ErnieConfig.use_task_id 1 0 0
attr ErnieConfig.initializer_range 1 0 0
attr ErnieConfig.layer_norm_eps 1 0 0
attr ErnieConfig.use_cache 1 0 0
attr ErnieConfig.classifier_dropout 1 0 0

transformers.models.ernie.modeling_ernie (68 missing, 0 any)

Symbol Typable Typed Any
meth ErnieModel.init 3 0 0
meth ErnieModel.get_input_embeddings 1 0 0
meth ErnieModel.set_input_embeddings 2 0 0
meth ErnieModel._create_attention_masks 7 0 0
attr ErnieModel.config 1 0 0
attr ErnieModel.gradient_checkpointing 1 0 0
attr ErnieModel.embeddings 1 0 0
attr ErnieModel.encoder 1 0 0
attr ErnieModel.pooler 1 0 0
meth ErniePreTrainedModel._init_weights 2 0 0
meth ErnieForMaskedLM.init 2 0 0
meth ErnieForMaskedLM.get_output_embeddings 1 0 0
meth ErnieForMaskedLM.set_output_embeddings 2 0 0
attr ErnieForMaskedLM.ernie 1 0 0
attr ErnieForMaskedLM.cls 1 0 0
meth ErnieForMultipleChoice.init 2 0 0
attr ErnieForMultipleChoice.ernie 1 0 0
attr ErnieForMultipleChoice.dropout 1 0 0
attr ErnieForMultipleChoice.classifier 1 0 0
meth ErnieForTokenClassification.init 2 0 0
attr ErnieForTokenClassification.num_labels 1 0 0
attr ErnieForTokenClassification.ernie 1 0 0
attr ErnieForTokenClassification.dropout 1 0 0
attr ErnieForTokenClassification.classifier 1 0 0
meth ErnieForPreTraining.init 2 0 0
meth ErnieForPreTraining.get_output_embeddings 1 0 0
meth ErnieForPreTraining.set_output_embeddings 2 0 0
attr ErnieForPreTraining.ernie 1 0 0
attr ErnieForPreTraining.cls 1 0 0
meth ErnieForSequenceClassification.init 2 0 0
attr ErnieForSequenceClassification.num_labels 1 0 0
attr ErnieForSequenceClassification.config 1 0 0
attr ErnieForSequenceClassification.ernie 1 0 0
attr ErnieForSequenceClassification.dropout 1 0 0
attr ErnieForSequenceClassification.classifier 1 0 0
meth ErnieForNextSentencePrediction.init 2 0 0
attr ErnieForNextSentencePrediction.ernie 1 0 0
attr ErnieForNextSentencePrediction.cls 1 0 0
meth ErnieForQuestionAnswering.init 2 0 0
attr ErnieForQuestionAnswering.num_labels 1 0 0
attr ErnieForQuestionAnswering.ernie 1 0 0
attr ErnieForQuestionAnswering.qa_outputs 1 0 0
meth ErnieForCausalLM.init 2 0 0
meth ErnieForCausalLM.get_output_embeddings 1 0 0
meth ErnieForCausalLM.set_output_embeddings 2 0 0
attr ErnieForCausalLM.ernie 1 0 0
attr ErnieForCausalLM.cls 1 0 0

transformers.models.ernie.modular_ernie (17 missing, 0 any)

Symbol Typable Typed Any
meth ErnieModel.init 3 0 0
meth ErnieModel._create_attention_masks 7 0 0
attr ErnieModel.config 1 0 0
attr ErnieModel.gradient_checkpointing 1 0 0
attr ErnieModel.embeddings 1 0 0
attr ErnieModel.encoder 1 0 0
attr ErnieModel.pooler 1 0 0
meth ErniePreTrainedModel._init_weights 2 0 0

transformers.models.ernie4_5.configuration_ernie4_5 (20 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5Config.init 20 18 0
attr Ernie4_5Config.vocab_size 1 0 0
attr Ernie4_5Config.max_position_embeddings 1 0 0
attr Ernie4_5Config.hidden_size 1 0 0
attr Ernie4_5Config.intermediate_size 1 0 0
attr Ernie4_5Config.num_hidden_layers 1 0 0
attr Ernie4_5Config.num_attention_heads 1 0 0
attr Ernie4_5Config.num_key_value_heads 1 0 0
attr Ernie4_5Config.hidden_act 1 0 0
attr Ernie4_5Config.initializer_range 1 0 0
attr Ernie4_5Config.rms_norm_eps 1 0 0
attr Ernie4_5Config.use_cache 1 0 0
attr Ernie4_5Config.use_bias 1 0 0
attr Ernie4_5Config.head_dim 1 0 0
attr Ernie4_5Config.rope_parameters 1 0 0
attr Ernie4_5Config.tie_word_embeddings 1 0 0
attr Ernie4_5Config.pad_token_id 1 0 0
attr Ernie4_5Config.bos_token_id 1 0 0
attr Ernie4_5Config.eos_token_id 1 0 0

transformers.models.ernie4_5.modeling_ernie4_5 (13 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5Model.init 2 1 0
attr Ernie4_5Model.padding_idx 1 0 0
attr Ernie4_5Model.vocab_size 1 0 0
attr Ernie4_5Model.embed_tokens 1 0 0
attr Ernie4_5Model.layers 1 0 0
attr Ernie4_5Model.norm 1 0 0
attr Ernie4_5Model.rotary_emb 1 0 0
attr Ernie4_5Model.gradient_checkpointing 1 0 0
meth Ernie4_5ForCausalLM.init 2 0 0
attr Ernie4_5ForCausalLM.model 1 0 0
attr Ernie4_5ForCausalLM.vocab_size 1 0 0
attr Ernie4_5ForCausalLM.lm_head 1 0 0

transformers.models.ernie4_5.modular_ernie4_5 (4 missing, 0 any)

Symbol Typable Typed Any
attr Ernie4_5PreTrainedModel 1 0 0
attr Ernie4_5Model 1 0 0
meth Ernie4_5ForCausalLM.forward 2 0 0

transformers.models.ernie4_5_moe.configuration_ernie4_5_moe (29 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_MoeConfig.init 29 27 0
attr Ernie4_5_MoeConfig.vocab_size 1 0 0
attr Ernie4_5_MoeConfig.hidden_size 1 0 0
attr Ernie4_5_MoeConfig.intermediate_size 1 0 0
attr Ernie4_5_MoeConfig.num_hidden_layers 1 0 0
attr Ernie4_5_MoeConfig.num_attention_heads 1 0 0
attr Ernie4_5_MoeConfig.num_key_value_heads 1 0 0
attr Ernie4_5_MoeConfig.hidden_act 1 0 0
attr Ernie4_5_MoeConfig.max_position_embeddings 1 0 0
attr Ernie4_5_MoeConfig.initializer_range 1 0 0
attr Ernie4_5_MoeConfig.rms_norm_eps 1 0 0
attr Ernie4_5_MoeConfig.use_cache 1 0 0
attr Ernie4_5_MoeConfig.use_bias 1 0 0
attr Ernie4_5_MoeConfig.moe_intermediate_size 1 0 0
attr Ernie4_5_MoeConfig.moe_k 1 0 0
attr Ernie4_5_MoeConfig.moe_num_experts 1 0 0
attr Ernie4_5_MoeConfig.moe_num_shared_experts 1 0 0
attr Ernie4_5_MoeConfig.moe_layer_start_index 1 0 0
attr Ernie4_5_MoeConfig.moe_layer_end_index 1 0 0
attr Ernie4_5_MoeConfig.moe_layer_interval 1 0 0
attr Ernie4_5_MoeConfig.moe_norm_min 1 0 0
attr Ernie4_5_MoeConfig.output_router_logits 1 0 0
attr Ernie4_5_MoeConfig.router_aux_loss_coef 1 0 0
attr Ernie4_5_MoeConfig.rope_parameters 1 0 0
attr Ernie4_5_MoeConfig.tie_word_embeddings 1 0 0
attr Ernie4_5_MoeConfig.pad_token_id 1 0 0
attr Ernie4_5_MoeConfig.bos_token_id 1 0 0
attr Ernie4_5_MoeConfig.eos_token_id 1 0 0

transformers.models.ernie4_5_moe.modeling_ernie4_5_moe (19 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_MoeModel.init 2 1 0
attr Ernie4_5_MoeModel.padding_idx 1 0 0
attr Ernie4_5_MoeModel.vocab_size 1 0 0
attr Ernie4_5_MoeModel.embed_tokens 1 0 0
attr Ernie4_5_MoeModel.layers 1 0 0
attr Ernie4_5_MoeModel.norm 1 0 0
attr Ernie4_5_MoeModel.rotary_emb 1 0 0
attr Ernie4_5_MoeModel.gradient_checkpointing 1 0 0
meth Ernie4_5_MoePreTrainedModel._init_weights 2 0 0
attr Ernie4_5_MoePreTrainedModel._can_record_outputs 1 0 0
meth Ernie4_5_MoeForCausalLM.init 2 0 0
attr Ernie4_5_MoeForCausalLM.model 1 0 0
attr Ernie4_5_MoeForCausalLM.vocab_size 1 0 0
attr Ernie4_5_MoeForCausalLM.lm_head 1 0 0
attr Ernie4_5_MoeForCausalLM.router_aux_loss_coef 1 0 0
attr Ernie4_5_MoeForCausalLM.num_experts 1 0 0
attr Ernie4_5_MoeForCausalLM.num_experts_per_tok 1 0 0

transformers.models.ernie4_5_moe.modular_ernie4_5_moe (21 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_MoeModel.init 2 1 0
attr Ernie4_5_MoeModel.padding_idx 1 0 0
attr Ernie4_5_MoeModel.vocab_size 1 0 0
attr Ernie4_5_MoeModel.embed_tokens 1 0 0
attr Ernie4_5_MoeModel.layers 1 0 0
attr Ernie4_5_MoeModel.norm 1 0 0
attr Ernie4_5_MoeModel.rotary_emb 1 0 0
attr Ernie4_5_MoeModel.gradient_checkpointing 1 0 0
meth Ernie4_5_MoePreTrainedModel._init_weights 2 0 0
attr Ernie4_5_MoePreTrainedModel._can_record_outputs 1 0 0
meth Ernie4_5_MoeForCausalLM.init 2 0 0
meth Ernie4_5_MoeForCausalLM.forward 2 0 0
attr Ernie4_5_MoeForCausalLM.model 1 0 0
attr Ernie4_5_MoeForCausalLM.vocab_size 1 0 0
attr Ernie4_5_MoeForCausalLM.lm_head 1 0 0
attr Ernie4_5_MoeForCausalLM.router_aux_loss_coef 1 0 0
attr Ernie4_5_MoeForCausalLM.num_experts 1 0 0
attr Ernie4_5_MoeForCausalLM.num_experts_per_tok 1 0 0

transformers.models.ernie4_5_vl_moe.configuration_ernie4_5_vl_moe (103 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VL_MoeVisionConfig.init 3 0 0
meth Ernie4_5_VLMoeConfig.init 11 0 0
attr Ernie4_5_VLMoeConfig.image_start_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.image_end_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.image_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_start_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_end_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.tie_word_embeddings 1 0 0
attr Ernie4_5_VLMoeConfig.vision_config 1 0 0
attr Ernie4_5_VLMoeConfig.text_config 1 0 0
meth Ernie4_5_VLMoeTextConfig.init 26 0 0
attr Ernie4_5_VLMoeTextConfig.vocab_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.hidden_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.intermediate_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_hidden_layers 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_attention_heads 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_key_value_heads 1 0 0
attr Ernie4_5_VLMoeTextConfig.hidden_act 1 0 0
attr Ernie4_5_VLMoeTextConfig.max_position_embeddings 1 0 0
attr Ernie4_5_VLMoeTextConfig.initializer_range 1 0 0
attr Ernie4_5_VLMoeTextConfig.rms_norm_eps 1 0 0
attr Ernie4_5_VLMoeTextConfig.use_cache 1 0 0
attr Ernie4_5_VLMoeTextConfig.use_bias 1 0 0
attr Ernie4_5_VLMoeTextConfig.rope_parameters 1 0 0
attr Ernie4_5_VLMoeTextConfig.mlp_layer_types 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_intermediate_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_k 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_num_experts 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_num_shared_experts 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_norm_min 1 0 0
attr Ernie4_5_VLMoeTextConfig.output_router_logits 1 0 0
attr Ernie4_5_VLMoeTextConfig.router_aux_loss_coef 1 0 0
attr Ernie4_5_VLMoeTextConfig.pad_token_id 1 0 0
attr Ernie4_5_VLMoeTextConfig.eos_token_id 1 0 0
attr Ernie4_5_VLMoeTextConfig.bos_token_id 1 0 0
meth Ernie4_5_VL_MoeConfig.init 3 0 0
meth Ernie4_5_VLMoeVisionConfig.init 13 0 0
attr Ernie4_5_VLMoeVisionConfig.depth 1 0 0
attr Ernie4_5_VLMoeVisionConfig.hidden_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.hidden_act 1 0 0
attr Ernie4_5_VLMoeVisionConfig.num_heads 1 0 0
attr Ernie4_5_VLMoeVisionConfig.in_channels 1 0 0
attr Ernie4_5_VLMoeVisionConfig.patch_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.spatial_merge_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.initializer_range 1 0 0
attr Ernie4_5_VLMoeVisionConfig.intermediate_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.temporal_merge_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.rms_norm_eps 1 0 0
meth Ernie4_5_VL_MoeTextConfig.init 3 0 0

transformers.models.ernie4_5_vl_moe.image_processing_ernie4_5_vl_moe (20 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VL_MoeImageProcessor.init 3 0 0
meth Ernie4_5_VLMoeImageProcessor.init 14 13 0
meth Ernie4_5_VLMoeImageProcessor._preprocess 16 15 0
meth Ernie4_5_VLMoeImageProcessor.preprocess 17 16 0
meth Ernie4_5_VLMoeImageProcessor.get_number_of_image_patches 4 2 0
attr Ernie4_5_VLMoeImageProcessor.size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_resize 1 0 0
attr Ernie4_5_VLMoeImageProcessor.resample 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_rescale 1 0 0
attr Ernie4_5_VLMoeImageProcessor.rescale_factor 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_normalize 1 0 0
attr Ernie4_5_VLMoeImageProcessor.image_mean 1 0 0
attr Ernie4_5_VLMoeImageProcessor.image_std 1 0 0
attr Ernie4_5_VLMoeImageProcessor.patch_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.temporal_patch_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.merge_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_convert_rgb 1 0 0

transformers.models.ernie4_5_vl_moe.image_processing_ernie4_5_vl_moe_fast (8 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VLMoeImageProcessorFast.init 2 1 0
meth Ernie4_5_VLMoeImageProcessorFast._further_process_kwargs 3 2 0
meth Ernie4_5_VLMoeImageProcessorFast._preprocess 15 14 0
meth Ernie4_5_VLMoeImageProcessorFast.get_number_of_image_patches 4 2 0
meth Ernie4_5_VL_MoeImageProcessorFast.init 3 0 0

transformers.models.ernie4_5_vl_moe.modeling_ernie4_5_vl_moe (92 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VL_MoeVisionTransformerPretrainedModel.init 3 0 0
meth Ernie4_5_VLMoeTextModel.init 2 1 0
attr Ernie4_5_VLMoeTextModel.padding_idx 1 0 0
attr Ernie4_5_VLMoeTextModel.vocab_size 1 0 0
attr Ernie4_5_VLMoeTextModel.embed_tokens 1 0 0
attr Ernie4_5_VLMoeTextModel.layers 1 0 0
attr Ernie4_5_VLMoeTextModel.norm 1 0 0
attr Ernie4_5_VLMoeTextModel.rotary_emb 1 0 0
attr Ernie4_5_VLMoeTextModel.gradient_checkpointing 1 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.init 2 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.get_input_embeddings 1 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.set_input_embeddings 2 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.prepare_inputs_for_generation 12 0 0
meth Ernie4_5_VLMoeForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Ernie4_5_VLMoeForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Ernie4_5_VLMoeForConditionalGeneration.model 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.lm_head 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.router_aux_loss_coef 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.num_experts 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.num_experts_per_tok 1 0 0
meth Ernie4_5_VL_MoeTextModel.init 3 0 0
meth Ernie4_5_VL_MoeVariableResolutionResamplerModel.init 3 0 0
meth Ernie4_5_VLMoeModel.init 2 1 0
meth Ernie4_5_VLMoeModel.get_input_embeddings 1 0 0
meth Ernie4_5_VLMoeModel.set_input_embeddings 2 0 0
meth Ernie4_5_VLMoeModel.get_vision_position_ids 7 6 0
meth Ernie4_5_VLMoeModel.get_rope_index 7 6 0
meth Ernie4_5_VLMoeModel.get_placeholder_mask 5 4 0
attr Ernie4_5_VLMoeModel.language_model 1 0 0
attr Ernie4_5_VLMoeModel.rope_deltas 1 0 0
attr Ernie4_5_VLMoeModel.vision_tower 1 0 0
attr Ernie4_5_VLMoeModel.resampler_model 1 0 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel.init 2 1 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel._temporal_slicing 3 0 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel.forward 3 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.config 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.in_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.out_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_merge_size 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_merge_size 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_linear 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_linear 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.mlp 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.after_norm 1 0 0
meth Ernie4_5_VL_MoeModel.init 3 0 0
meth Ernie4_5_VL_MoePreTrainedModel.post_init 1 0 0
meth Ernie4_5_VLMoePreTrainedModel._init_weights 2 0 0
attr Ernie4_5_VLMoePreTrainedModel._can_record_outputs 1 0 0
meth Ernie4_5_VL_MoeForConditionalGeneration.init 3 0 0
meth Ernie4_5_VLMoeVisionTransformerPretrainedModel.init 2 1 0
meth Ernie4_5_VLMoeVisionTransformerPretrainedModel.rot_pos_emb 2 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel._can_record_outputs 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.spatial_merge_size 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.patch_embed 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.rotary_pos_emb 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.blocks 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.gradient_checkpointing 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.ln 1 0 0

transformers.models.ernie4_5_vl_moe.modular_ernie4_5_vl_moe (192 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VLMoeImageProcessorFast._preprocess 15 13 0
meth Ernie4_5_VLMoeImageProcessorFast.get_number_of_image_patches 4 2 0
meth Ernie4_5_VL_MoeVisionTransformerPretrainedModel.init 3 0 0
meth Ernie4_5_VLMoeTextModel.init 2 1 0
attr Ernie4_5_VLMoeTextModel.rotary_emb 1 0 0
meth Ernie4_5_VLMoeConfig.init 11 0 0
attr Ernie4_5_VLMoeConfig.image_start_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.image_end_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.image_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_start_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_end_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.video_token_id 1 0 0
attr Ernie4_5_VLMoeConfig.tie_word_embeddings 1 0 0
attr Ernie4_5_VLMoeConfig.vision_config 1 0 0
attr Ernie4_5_VLMoeConfig.text_config 1 0 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel.init 2 1 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel._temporal_slicing 3 0 0
meth Ernie4_5_VLMoeVariableResolutionResamplerModel.forward 3 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.config 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.in_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.out_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_merge_size 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_merge_size 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_dim 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.spatial_linear 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.temporal_linear 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.mlp 1 0 0
attr Ernie4_5_VLMoeVariableResolutionResamplerModel.after_norm 1 0 0
meth Ernie4_5_VL_MoeTextConfig.init 3 0 0
meth Ernie4_5_VL_MoeModel.init 3 0 0
meth Ernie4_5_VL_MoeImageProcessor.init 3 0 0
meth Ernie4_5_VL_MoeVisionConfig.init 3 0 0
meth Ernie4_5_VLMoeTextConfig.init 26 0 0
attr Ernie4_5_VLMoeTextConfig.vocab_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.hidden_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.intermediate_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_hidden_layers 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_attention_heads 1 0 0
attr Ernie4_5_VLMoeTextConfig.num_key_value_heads 1 0 0
attr Ernie4_5_VLMoeTextConfig.hidden_act 1 0 0
attr Ernie4_5_VLMoeTextConfig.max_position_embeddings 1 0 0
attr Ernie4_5_VLMoeTextConfig.initializer_range 1 0 0
attr Ernie4_5_VLMoeTextConfig.rms_norm_eps 1 0 0
attr Ernie4_5_VLMoeTextConfig.use_cache 1 0 0
attr Ernie4_5_VLMoeTextConfig.use_bias 1 0 0
attr Ernie4_5_VLMoeTextConfig.rope_parameters 1 0 0
attr Ernie4_5_VLMoeTextConfig.mlp_layer_types 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_intermediate_size 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_k 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_num_experts 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_num_shared_experts 1 0 0
attr Ernie4_5_VLMoeTextConfig.moe_norm_min 1 0 0
attr Ernie4_5_VLMoeTextConfig.output_router_logits 1 0 0
attr Ernie4_5_VLMoeTextConfig.router_aux_loss_coef 1 0 0
attr Ernie4_5_VLMoeTextConfig.pad_token_id 1 0 0
attr Ernie4_5_VLMoeTextConfig.eos_token_id 1 0 0
attr Ernie4_5_VLMoeTextConfig.bos_token_id 1 0 0
meth Ernie4_5_VLMoeImageProcessor.init 14 13 0
meth Ernie4_5_VLMoeImageProcessor._preprocess 16 15 0
meth Ernie4_5_VLMoeImageProcessor.get_number_of_image_patches 4 2 0
attr Ernie4_5_VLMoeImageProcessor.size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_resize 1 0 0
attr Ernie4_5_VLMoeImageProcessor.resample 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_rescale 1 0 0
attr Ernie4_5_VLMoeImageProcessor.rescale_factor 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_normalize 1 0 0
attr Ernie4_5_VLMoeImageProcessor.image_mean 1 0 0
attr Ernie4_5_VLMoeImageProcessor.image_std 1 0 0
attr Ernie4_5_VLMoeImageProcessor.patch_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.temporal_patch_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.merge_size 1 0 0
attr Ernie4_5_VLMoeImageProcessor.do_convert_rgb 1 0 0
meth Ernie4_5_VLMoeVisionConfig.init 13 0 0
attr Ernie4_5_VLMoeVisionConfig.intermediate_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.temporal_merge_size 1 0 0
attr Ernie4_5_VLMoeVisionConfig.rms_norm_eps 1 0 0
meth Ernie4_5_VLMoeVisionTransformerPretrainedModel.init 2 1 0
meth Ernie4_5_VLMoeVisionTransformerPretrainedModel.get_dtype 1 0 0
meth Ernie4_5_VLMoeVisionTransformerPretrainedModel.get_device 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel._can_record_outputs 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.patch_embed 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.rotary_pos_emb 1 0 0
attr Ernie4_5_VLMoeVisionTransformerPretrainedModel.ln 1 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.init 2 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.get_video_features 2 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.get_image_features 2 0 0
meth Ernie4_5_VLMoeForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.router_aux_loss_coef 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.num_experts 1 0 0
attr Ernie4_5_VLMoeForConditionalGeneration.num_experts_per_tok 1 0 0
meth Ernie4_5_VL_MoeTextModel.init 3 0 0
meth Ernie4_5_VL_MoeVariableResolutionResamplerModel.init 3 0 0
meth Ernie4_5_VLMoeModel.init 2 1 0
meth Ernie4_5_VLMoeModel.get_rope_index 7 6 0
attr Ernie4_5_VLMoeModel.vision_tower 1 0 0
attr Ernie4_5_VLMoeModel.resampler_model 1 0 0
meth Ernie4_5_VL_MoeImageProcessorFast.init 3 0 0
meth Ernie4_5_VL_MoePreTrainedModel.post_init 1 0 0
meth Ernie4_5_VLMoePreTrainedModel._init_weights 2 0 0
attr Ernie4_5_VLMoePreTrainedModel._can_record_outputs 1 0 0
meth Ernie4_5_VL_MoeForConditionalGeneration.init 3 0 0
meth Ernie4_5_VL_MoeConfig.init 3 0 0

transformers.models.ernie4_5_vl_moe.processing_ernie4_5_vl_moe (26 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VLMoeProcessor.init 6 0 0
meth Ernie4_5_VLMoeProcessor.save_pretrained 4 1 0
meth Ernie4_5_VLMoeProcessor._get_num_multimodal_tokens 4 0 0
prop Ernie4_5_VLMoeProcessor.model_input_names 1 0 0
attr Ernie4_5_VLMoeProcessor.image_token 1 0 0
attr Ernie4_5_VLMoeProcessor.image_end_token 1 0 0
attr Ernie4_5_VLMoeProcessor.image_start_token 1 0 0
attr Ernie4_5_VLMoeProcessor.video_token 1 0 0
attr Ernie4_5_VLMoeProcessor.video_end_token 1 0 0
attr Ernie4_5_VLMoeProcessor.video_start_token 1 0 0
attr Ernie4_5_VLMoeProcessor.image_token_id 1 0 0
attr Ernie4_5_VLMoeProcessor.image_end_token_id 1 0 0
attr Ernie4_5_VLMoeProcessor.image_start_token_id 1 0 0
attr Ernie4_5_VLMoeProcessor.video_token_id 1 0 0
attr Ernie4_5_VLMoeProcessor.video_end_token_id 1 0 0
attr Ernie4_5_VLMoeProcessor.video_start_token_id 1 0 0

transformers.models.ernie4_5_vl_moe.video_processing_ernie4_5_vl_moe (12 missing, 0 any)

Symbol Typable Typed Any
meth Ernie4_5_VLMoeVideoProcessor.init 2 1 0
meth Ernie4_5_VLMoeVideoProcessor.get_video_processor_dict 3 2 0
meth Ernie4_5_VLMoeVideoProcessor.save_pretrained 4 2 0
meth Ernie4_5_VLMoeVideoProcessor._further_process_kwargs 3 2 0
meth Ernie4_5_VLMoeVideoProcessor.sample_frames 7 5 0
meth Ernie4_5_VLMoeVideoProcessor._convert_timestamp 2 0 0
meth Ernie4_5_VLMoeVideoProcessor._render_image_with_timestamp 4 3 0
meth Ernie4_5_VLMoeVideoProcessor._preprocess 15 13 0

transformers.models.esm.configuration_esm (47 missing, 0 any)

Symbol Typable Typed Any
meth EsmConfig.init 24 0 0
meth EsmConfig.to_dict 1 0 0
attr EsmConfig.is_decoder 1 0 0
attr EsmConfig.add_cross_attention 1 0 0
attr EsmConfig.tie_word_embeddings 1 0 0
attr EsmConfig.pad_token_id 1 0 0
attr EsmConfig.mask_token_id 1 0 0
attr EsmConfig.vocab_size 1 0 0
attr EsmConfig.hidden_size 1 0 0
attr EsmConfig.num_hidden_layers 1 0 0
attr EsmConfig.num_attention_heads 1 0 0
attr EsmConfig.intermediate_size 1 0 0
attr EsmConfig.hidden_dropout_prob 1 0 0
attr EsmConfig.attention_probs_dropout_prob 1 0 0
attr EsmConfig.max_position_embeddings 1 0 0
attr EsmConfig.initializer_range 1 0 0
attr EsmConfig.layer_norm_eps 1 0 0
attr EsmConfig.position_embedding_type 1 0 0
attr EsmConfig.use_cache 1 0 0
attr EsmConfig.emb_layer_norm_before 1 0 0
attr EsmConfig.token_dropout 1 0 0
attr EsmConfig.is_folding_model 1 0 0
attr EsmConfig.esmfold_config 1 0 0
attr EsmConfig.vocab_list 1 0 0

transformers.models.esm.modeling_esm (45 missing, 0 any)

Symbol Typable Typed Any
meth EsmModel.init 3 0 0
meth EsmModel.get_input_embeddings 1 0 0
meth EsmModel.set_input_embeddings 2 0 0
meth EsmModel._create_attention_masks 7 0 0
meth EsmModel.predict_contacts 3 0 0
attr EsmModel.embeddings 1 0 0
attr EsmModel.encoder 1 0 0
attr EsmModel.pooler 1 0 0
attr EsmModel.contact_head 1 0 0
meth EsmForTokenClassification.init 2 0 0
attr EsmForTokenClassification.num_labels 1 0 0
attr EsmForTokenClassification.esm 1 0 0
attr EsmForTokenClassification.dropout 1 0 0
attr EsmForTokenClassification.classifier 1 0 0
meth EsmForMaskedLM.init 2 0 0
meth EsmForMaskedLM.get_output_embeddings 1 0 0
meth EsmForMaskedLM.set_output_embeddings 2 0 0
meth EsmForMaskedLM.predict_contacts 3 0 0
attr EsmForMaskedLM.esm 1 0 0
attr EsmForMaskedLM.lm_head 1 0 0
meth EsmPreTrainedModel._init_weights 2 0 0
meth EsmPreTrainedModel.get_output_embeddings 1 0 0
attr EsmPreTrainedModel._can_record_outputs 1 0 0
meth EsmForSequenceClassification.init 2 0 0
attr EsmForSequenceClassification.num_labels 1 0 0
attr EsmForSequenceClassification.esm 1 0 0
attr EsmForSequenceClassification.classifier 1 0 0

transformers.models.esm.modeling_esmfold (45 missing, 0 any)

Symbol Typable Typed Any
meth EsmFoldPreTrainedModel._init_weights 2 0 0
meth EsmForProteinFolding._init_weights 2 0 0
meth EsmForProteinFolding.init 2 0 0
meth EsmForProteinFolding.forward 8 7 0
meth EsmForProteinFolding.af2_idx_to_esm_idx 3 0 0
meth EsmForProteinFolding.bert_mask 5 0 0
meth EsmForProteinFolding.infer 3 1 0
meth EsmForProteinFolding.infer_pdb 4 1 0
meth EsmForProteinFolding.infer_pdbs 4 2 0
attr EsmForProteinFolding.config 1 0 0
attr EsmForProteinFolding.distogram_bins 1 0 0
attr EsmForProteinFolding.esm 1 0 0
attr EsmForProteinFolding.esm_feats 1 0 0
attr EsmForProteinFolding.esm_attns 1 0 0
attr EsmForProteinFolding.esm_layers 1 0 0
attr EsmForProteinFolding.esm_s_combine 1 0 0
attr EsmForProteinFolding.esm_s_mlp 1 0 0
attr EsmForProteinFolding.n_tokens_embed 1 0 0
attr EsmForProteinFolding.pad_idx 1 0 0
attr EsmForProteinFolding.unk_idx 1 0 0
attr EsmForProteinFolding.mask_idx 1 0 0
attr EsmForProteinFolding.esm_dict_cls_idx 1 0 0
attr EsmForProteinFolding.esm_dict_mask_idx 1 0 0
attr EsmForProteinFolding.esm_dict_eos_idx 1 0 0
attr EsmForProteinFolding.esm_dict_padding_idx 1 0 0
attr EsmForProteinFolding.trunk 1 0 0
attr EsmForProteinFolding.distogram_head 1 0 0
attr EsmForProteinFolding.ptm_head 1 0 0
attr EsmForProteinFolding.lm_head 1 0 0
attr EsmForProteinFolding.lddt_bins 1 0 0
attr EsmForProteinFolding.lddt_head 1 0 0
attr EsmForProteinFolding.embedding 1 0 0

transformers.models.esm.openfold_utils.chunk_utils (2 missing, 2 any)

Symbol Typable Typed Any
meth ChunkSizeTuner.init 2 1 0
attr ChunkSizeTuner.max_chunk_size 1 0 0
func chunk_layer 8 8 2

transformers.models.esm.openfold_utils.loss (2 missing, 0 any)

Symbol Typable Typed Any
func compute_tm 7 6 0
func compute_predicted_aligned_error 5 4 0

transformers.models.esm.openfold_utils.residue_constants (14 missing, 0 any)

Symbol Typable Typed Any
attr restype_num 1 0 0
attr restype_atom37_to_rigid_group 1 0 0
attr restype_atom37_mask 1 0 0
attr restype_atom14_ambiguous_atoms 1 0 0
attr chi_atom_2_one_hot 1 0 0
attr STANDARD_ATOM_MASK 1 0 0
attr restype_rigid_group_default_frame 1 0 0
attr restype_atom14_mask 1 0 0
attr restype_atom37_rigid_group_positions 1 0 0
attr restype_atom14_to_rigid_group 1 0 0
attr restype_atom14_rigid_group_positions 1 0 0
attr chi_atom_1_one_hot 1 0 0
attr chi_angles_atom_indices 1 0 0
attr atom_type_num 1 0 0

transformers.models.esm.openfold_utils.rigid_utils (3 missing, 2 any)

Symbol Typable Typed Any
meth Rotation.init 4 3 0
meth Rotation.identity 6 5 0
meth Rotation.getitem 2 2 1
meth Rigid.init 3 2 0
meth Rigid.getitem 2 2 1

transformers.models.esm.openfold_utils.tensor_utils (1 missing, 1 any)

Symbol Typable Typed Any
attr tensor_tree_map 1 0 0
func tree_map 4 4 1

transformers.models.esm.tokenization_esm (17 missing, 0 any)

Symbol Typable Typed Any
meth EsmTokenizer.init 8 0 0
meth EsmTokenizer._tokenize 3 0 0
meth EsmTokenizer.get_vocab 1 0 0
meth EsmTokenizer.save_vocabulary 3 0 0
attr EsmTokenizer.all_tokens 1 0 0
attr EsmTokenizer.unique_no_split_tokens 1 0 0

transformers.models.eurobert.configuration_eurobert (26 missing, 0 any)

Symbol Typable Typed Any
meth EuroBertConfig.init 24 1 0
attr EuroBertConfig.mask_token_id 1 0 0
attr EuroBertConfig.classifier_pooling 1 0 0
attr EuroBertConfig.is_causal 1 0 0

transformers.models.eurobert.modeling_eurobert (25 missing, 0 any)

Symbol Typable Typed Any
meth EuroBertForTokenClassification.init 2 1 0
meth EuroBertForTokenClassification.get_input_embeddings 1 0 0
meth EuroBertForTokenClassification.set_input_embeddings 2 0 0
attr EuroBertForTokenClassification.num_labels 1 0 0
attr EuroBertForTokenClassification.model 1 0 0
attr EuroBertForTokenClassification.classifier 1 0 0
meth EuroBertForMaskedLM.init 2 1 0
attr EuroBertForMaskedLM.model 1 0 0
attr EuroBertForMaskedLM.lm_head 1 0 0
meth EuroBertModel.init 2 1 0
attr EuroBertModel.padding_idx 1 0 0
attr EuroBertModel.vocab_size 1 0 0
attr EuroBertModel.embed_tokens 1 0 0
attr EuroBertModel.layers 1 0 0
attr EuroBertModel.norm 1 0 0
attr EuroBertModel.rotary_emb 1 0 0
attr EuroBertModel.gradient_checkpointing 1 0 0
meth EuroBertForSequenceClassification.init 2 1 0
attr EuroBertForSequenceClassification.num_labels 1 0 0
attr EuroBertForSequenceClassification.classifier_pooling 1 0 0
attr EuroBertForSequenceClassification.model 1 0 0
attr EuroBertForSequenceClassification.dense 1 0 0
attr EuroBertForSequenceClassification.activation 1 0 0
attr EuroBertForSequenceClassification.classifier 1 0 0

transformers.models.eurobert.modular_eurobert (43 missing, 0 any)

Symbol Typable Typed Any
meth EuroBertForTokenClassification.init 2 1 0
meth EuroBertForTokenClassification.get_input_embeddings 1 0 0
meth EuroBertForTokenClassification.set_input_embeddings 2 0 0
attr EuroBertForTokenClassification.num_labels 1 0 0
attr EuroBertForTokenClassification.model 1 0 0
attr EuroBertForTokenClassification.classifier 1 0 0
meth EuroBertForMaskedLM.init 2 1 0
attr EuroBertForMaskedLM.model 1 0 0
attr EuroBertForMaskedLM.lm_head 1 0 0
meth EuroBertForSequenceClassification.init 2 1 0
attr EuroBertForSequenceClassification.num_labels 1 0 0
attr EuroBertForSequenceClassification.classifier_pooling 1 0 0
attr EuroBertForSequenceClassification.model 1 0 0
attr EuroBertForSequenceClassification.dense 1 0 0
attr EuroBertForSequenceClassification.activation 1 0 0
attr EuroBertForSequenceClassification.classifier 1 0 0
meth EuroBertConfig.init 24 1 0
attr EuroBertConfig.mask_token_id 1 0 0
attr EuroBertConfig.classifier_pooling 1 0 0
attr EuroBertConfig.is_causal 1 0 0

transformers.models.evolla.configuration_evolla (33 missing, 0 any)

Symbol Typable Typed Any
meth EvollaConfig.init 33 31 0
attr EvollaConfig.is_decoder 1 0 0
attr EvollaConfig.add_cross_attention 1 0 0
attr EvollaConfig.vocab_size 1 0 0
attr EvollaConfig.hidden_size 1 0 0
attr EvollaConfig.intermediate_size 1 0 0
attr EvollaConfig.num_hidden_layers 1 0 0
attr EvollaConfig.num_attention_heads 1 0 0
attr EvollaConfig.num_key_value_heads 1 0 0
attr EvollaConfig.hidden_act 1 0 0
attr EvollaConfig.max_position_embeddings 1 0 0
attr EvollaConfig.rms_norm_eps 1 0 0
attr EvollaConfig.tie_word_embeddings 1 0 0
attr EvollaConfig.attention_bias 1 0 0
attr EvollaConfig.attention_dropout 1 0 0
attr EvollaConfig.mlp_bias 1 0 0
attr EvollaConfig.aligner_ffn_mult 1 0 0
attr EvollaConfig.aligner_enable_bias 1 0 0
attr EvollaConfig.aligner_attention_probs_dropout_prob 1 0 0
attr EvollaConfig.aligner_num_add_layers 1 0 0
attr EvollaConfig.use_cache 1 0 0
attr EvollaConfig.initializer_range 1 0 0
attr EvollaConfig.resampler_depth 1 0 0
attr EvollaConfig.resampler_dim_head 1 0 0
attr EvollaConfig.resampler_heads 1 0 0
attr EvollaConfig.resampler_num_latents 1 0 0
attr EvollaConfig.resampler_ff_mult 1 0 0
attr EvollaConfig.rope_parameters 1 0 0
attr EvollaConfig.protein_encoder_config 1 0 0
attr EvollaConfig.pad_token_id 1 0 0
attr EvollaConfig.bos_token_id 1 0 0
attr EvollaConfig.eos_token_id 1 0 0

transformers.models.evolla.modeling_evolla (25 missing, 0 any)

Symbol Typable Typed Any
meth EvollaForProteinText2Text.init 2 0 0
meth EvollaForProteinText2Text.get_input_embeddings 1 0 0
meth EvollaForProteinText2Text.set_input_embeddings 2 0 0
meth EvollaForProteinText2Text.forward 10 8 0
attr EvollaForProteinText2Text.model 1 0 0
attr EvollaForProteinText2Text.vocab_size 1 0 0
attr EvollaForProteinText2Text.lm_head 1 0 0
meth EvollaPreTrainedModel._init_weights 2 0 0
meth EvollaModel.init 2 1 0
meth EvollaModel.get_input_embeddings 1 0 0
meth EvollaModel.set_input_embeddings 2 0 0
meth EvollaModel.forward 15 14 0
attr EvollaModel.padding_idx 1 0 0
attr EvollaModel.vocab_size 1 0 0
attr EvollaModel.embed_tokens 1 0 0
attr EvollaModel.protein_encoder 1 0 0
attr EvollaModel.layers 1 0 0
attr EvollaModel.norm 1 0 0
attr EvollaModel.gradient_checkpointing 1 0 0
attr EvollaModel.rotary_emb 1 0 0

transformers.models.evolla.modular_evolla (25 missing, 0 any)

Symbol Typable Typed Any
meth EvollaForProteinText2Text.init 2 0 0
meth EvollaForProteinText2Text.get_input_embeddings 1 0 0
meth EvollaForProteinText2Text.set_input_embeddings 2 0 0
meth EvollaForProteinText2Text.forward 10 8 0
attr EvollaForProteinText2Text.model 1 0 0
attr EvollaForProteinText2Text.vocab_size 1 0 0
attr EvollaForProteinText2Text.lm_head 1 0 0
meth EvollaPreTrainedModel._init_weights 2 0 0
meth EvollaModel.init 2 1 0
meth EvollaModel.get_input_embeddings 1 0 0
meth EvollaModel.set_input_embeddings 2 0 0
meth EvollaModel.forward 15 14 0
attr EvollaModel.padding_idx 1 0 0
attr EvollaModel.vocab_size 1 0 0
attr EvollaModel.embed_tokens 1 0 0
attr EvollaModel.protein_encoder 1 0 0
attr EvollaModel.layers 1 0 0
attr EvollaModel.norm 1 0 0
attr EvollaModel.gradient_checkpointing 1 0 0
attr EvollaModel.rotary_emb 1 0 0

transformers.models.evolla.processing_evolla (27 missing, 0 any)

Symbol Typable Typed Any
meth EvollaProcessor.init 6 0 0
meth EvollaProcessor.process_proteins 3 0 0
meth EvollaProcessor.process_text 3 1 0
meth EvollaProcessor.call 6 4 0
meth EvollaProcessor.batch_decode 3 0 0
meth EvollaProcessor.decode 3 0 0
meth EvollaProcessor.protein_batch_decode 3 0 0
meth EvollaProcessor.protein_decode 3 0 0
attr EvollaProcessor.protein_max_length 1 0 0
attr EvollaProcessor.text_max_length 1 0 0

transformers.models.exaone4.configuration_exaone4 (22 missing, 0 any)

Symbol Typable Typed Any
meth Exaone4Config.init 22 20 0
attr Exaone4Config.vocab_size 1 0 0
attr Exaone4Config.hidden_size 1 0 0
attr Exaone4Config.num_hidden_layers 1 0 0
attr Exaone4Config.num_attention_heads 1 0 0
attr Exaone4Config.num_key_value_heads 1 0 0
attr Exaone4Config.intermediate_size 1 0 0
attr Exaone4Config.hidden_act 1 0 0
attr Exaone4Config.max_position_embeddings 1 0 0
attr Exaone4Config.initializer_range 1 0 0
attr Exaone4Config.rms_norm_eps 1 0 0
attr Exaone4Config.use_cache 1 0 0
attr Exaone4Config.attention_dropout 1 0 0
attr Exaone4Config.sliding_window 1 0 0
attr Exaone4Config.sliding_window_pattern 1 0 0
attr Exaone4Config.bos_token_id 1 0 0
attr Exaone4Config.eos_token_id 1 0 0
attr Exaone4Config.pad_token_id 1 0 0
attr Exaone4Config.tie_word_embeddings 1 0 0
attr Exaone4Config.layer_types 1 0 0
attr Exaone4Config.rope_parameters 1 0 0

transformers.models.exaone4.modeling_exaone4 (13 missing, 0 any)

Symbol Typable Typed Any
meth Exaone4Model.init 2 1 0
attr Exaone4Model.padding_idx 1 0 0
attr Exaone4Model.vocab_size 1 0 0
attr Exaone4Model.embed_tokens 1 0 0
attr Exaone4Model.layers 1 0 0
attr Exaone4Model.norm 1 0 0
attr Exaone4Model.rotary_emb 1 0 0
attr Exaone4Model.gradient_checkpointing 1 0 0
meth Exaone4ForCausalLM.init 2 0 0
attr Exaone4ForCausalLM.model 1 0 0
attr Exaone4ForCausalLM.vocab_size 1 0 0
attr Exaone4ForCausalLM.lm_head 1 0 0

transformers.models.exaone4.modular_exaone4 (25 missing, 0 any)

Symbol Typable Typed Any
meth Exaone4Model.init 2 1 0
attr Exaone4Model.layers 1 0 0
attr Exaone4Model.norm 1 0 0
meth Exaone4Config.init 22 20 0
attr Exaone4Config.vocab_size 1 0 0
attr Exaone4Config.hidden_size 1 0 0
attr Exaone4Config.num_hidden_layers 1 0 0
attr Exaone4Config.num_attention_heads 1 0 0
attr Exaone4Config.num_key_value_heads 1 0 0
attr Exaone4Config.intermediate_size 1 0 0
attr Exaone4Config.hidden_act 1 0 0
attr Exaone4Config.max_position_embeddings 1 0 0
attr Exaone4Config.initializer_range 1 0 0
attr Exaone4Config.rms_norm_eps 1 0 0
attr Exaone4Config.use_cache 1 0 0
attr Exaone4Config.attention_dropout 1 0 0
attr Exaone4Config.sliding_window 1 0 0
attr Exaone4Config.sliding_window_pattern 1 0 0
attr Exaone4Config.bos_token_id 1 0 0
attr Exaone4Config.eos_token_id 1 0 0
attr Exaone4Config.pad_token_id 1 0 0
attr Exaone4Config.tie_word_embeddings 1 0 0
attr Exaone4Config.layer_types 1 0 0
attr Exaone4Config.rope_parameters 1 0 0

transformers.models.exaone_moe.configuration_exaone_moe (62 missing, 0 any)

Symbol Typable Typed Any
meth ExaoneMoeConfig.init 32 0 0
attr ExaoneMoeConfig.vocab_size 1 0 0
attr ExaoneMoeConfig.hidden_size 1 0 0
attr ExaoneMoeConfig.num_hidden_layers 1 0 0
attr ExaoneMoeConfig.num_attention_heads 1 0 0
attr ExaoneMoeConfig.num_key_value_heads 1 0 0
attr ExaoneMoeConfig.intermediate_size 1 0 0
attr ExaoneMoeConfig.hidden_act 1 0 0
attr ExaoneMoeConfig.max_position_embeddings 1 0 0
attr ExaoneMoeConfig.initializer_range 1 0 0
attr ExaoneMoeConfig.rms_norm_eps 1 0 0
attr ExaoneMoeConfig.use_cache 1 0 0
attr ExaoneMoeConfig.attention_dropout 1 0 0
attr ExaoneMoeConfig.sliding_window 1 0 0
attr ExaoneMoeConfig.sliding_window_pattern 1 0 0
attr ExaoneMoeConfig.first_k_dense_replace 1 0 0
attr ExaoneMoeConfig.moe_intermediate_size 1 0 0
attr ExaoneMoeConfig.num_experts 1 0 0
attr ExaoneMoeConfig.num_experts_per_tok 1 0 0
attr ExaoneMoeConfig.num_shared_experts 1 0 0
attr ExaoneMoeConfig.norm_topk_prob 1 0 0
attr ExaoneMoeConfig.routed_scaling_factor 1 0 0
attr ExaoneMoeConfig.n_group 1 0 0
attr ExaoneMoeConfig.topk_group 1 0 0
attr ExaoneMoeConfig.rope_parameters 1 0 0
attr ExaoneMoeConfig.layer_types 1 0 0
attr ExaoneMoeConfig.mlp_layer_types 1 0 0
attr ExaoneMoeConfig.bos_token_id 1 0 0
attr ExaoneMoeConfig.eos_token_id 1 0 0
attr ExaoneMoeConfig.pad_token_id 1 0 0
attr ExaoneMoeConfig.tie_word_embeddings 1 0 0

transformers.models.exaone_moe.modeling_exaone_moe (15 missing, 0 any)

Symbol Typable Typed Any
meth ExaoneMoeForCausalLM.init 2 0 0
attr ExaoneMoeForCausalLM.model 1 0 0
attr ExaoneMoeForCausalLM.vocab_size 1 0 0
attr ExaoneMoeForCausalLM.lm_head 1 0 0
meth ExaoneMoeModel.init 2 1 0
attr ExaoneMoeModel.padding_idx 1 0 0
attr ExaoneMoeModel.vocab_size 1 0 0
attr ExaoneMoeModel.embed_tokens 1 0 0
attr ExaoneMoeModel.layers 1 0 0
attr ExaoneMoeModel.norm 1 0 0
attr ExaoneMoeModel.rotary_emb 1 0 0
attr ExaoneMoeModel.gradient_checkpointing 1 0 0
meth ExaoneMoePreTrainedModel._init_weights 2 0 0

transformers.models.exaone_moe.modular_exaone_moe (64 missing, 0 any)

Symbol Typable Typed Any
meth ExaoneMoePreTrainedModel._init_weights 2 0 0
meth ExaoneMoeConfig.init 32 0 0
attr ExaoneMoeConfig.vocab_size 1 0 0
attr ExaoneMoeConfig.hidden_size 1 0 0
attr ExaoneMoeConfig.num_hidden_layers 1 0 0
attr ExaoneMoeConfig.num_attention_heads 1 0 0
attr ExaoneMoeConfig.num_key_value_heads 1 0 0
attr ExaoneMoeConfig.intermediate_size 1 0 0
attr ExaoneMoeConfig.hidden_act 1 0 0
attr ExaoneMoeConfig.max_position_embeddings 1 0 0
attr ExaoneMoeConfig.initializer_range 1 0 0
attr ExaoneMoeConfig.rms_norm_eps 1 0 0
attr ExaoneMoeConfig.use_cache 1 0 0
attr ExaoneMoeConfig.attention_dropout 1 0 0
attr ExaoneMoeConfig.sliding_window 1 0 0
attr ExaoneMoeConfig.sliding_window_pattern 1 0 0
attr ExaoneMoeConfig.first_k_dense_replace 1 0 0
attr ExaoneMoeConfig.moe_intermediate_size 1 0 0
attr ExaoneMoeConfig.num_experts 1 0 0
attr ExaoneMoeConfig.num_experts_per_tok 1 0 0
attr ExaoneMoeConfig.num_shared_experts 1 0 0
attr ExaoneMoeConfig.norm_topk_prob 1 0 0
attr ExaoneMoeConfig.routed_scaling_factor 1 0 0
attr ExaoneMoeConfig.n_group 1 0 0
attr ExaoneMoeConfig.topk_group 1 0 0
attr ExaoneMoeConfig.rope_parameters 1 0 0
attr ExaoneMoeConfig.layer_types 1 0 0
attr ExaoneMoeConfig.mlp_layer_types 1 0 0
attr ExaoneMoeConfig.bos_token_id 1 0 0
attr ExaoneMoeConfig.eos_token_id 1 0 0
attr ExaoneMoeConfig.pad_token_id 1 0 0
attr ExaoneMoeConfig.tie_word_embeddings 1 0 0

transformers.models.falcon.configuration_falcon (28 missing, 0 any)

Symbol Typable Typed Any
meth FalconConfig.init 26 24 0
prop FalconConfig.head_dim 1 0 0
prop FalconConfig.rotary 1 0 0
attr FalconConfig.vocab_size 1 0 0
attr FalconConfig.hidden_size 1 0 0
attr FalconConfig.num_hidden_layers 1 0 0
attr FalconConfig.num_attention_heads 1 0 0
attr FalconConfig.layer_norm_epsilon 1 0 0
attr FalconConfig.initializer_range 1 0 0
attr FalconConfig.use_cache 1 0 0
attr FalconConfig.hidden_dropout 1 0 0
attr FalconConfig.attention_dropout 1 0 0
attr FalconConfig.bos_token_id 1 0 0
attr FalconConfig.eos_token_id 1 0 0
attr FalconConfig.pad_token_id 1 0 0
attr FalconConfig.num_kv_heads 1 0 0
attr FalconConfig.alibi 1 0 0
attr FalconConfig.new_decoder_architecture 1 0 0
attr FalconConfig.multi_query 1 0 0
attr FalconConfig.parallel_attn 1 0 0
attr FalconConfig.bias 1 0 0
attr FalconConfig.num_ln_in_parallel_attn 1 0 0
attr FalconConfig.max_position_embeddings 1 0 0
attr FalconConfig.activation 1 0 0
attr FalconConfig.tie_word_embeddings 1 0 0
attr FalconConfig.rope_parameters 1 0 0
attr FalconConfig.ffn_hidden_size 1 0 0

transformers.models.falcon.modeling_falcon (36 missing, 0 any)

Symbol Typable Typed Any
meth FalconForCausalLM.init 2 1 0
meth FalconForCausalLM.set_output_embeddings 2 1 0
meth FalconForCausalLM.forward 14 13 0
attr FalconForCausalLM.transformer 1 0 0
attr FalconForCausalLM.lm_head 1 0 0
meth FalconPreTrainedModel._init_weights 2 1 0
meth FalconPreTrainedModel._check_and_enable_sdpa 3 1 0
meth FalconModel.init 2 1 0
meth FalconModel.get_input_embeddings 1 0 0
meth FalconModel.set_input_embeddings 2 1 0
meth FalconModel.forward 12 11 0
attr FalconModel.embed_dim 1 0 0
attr FalconModel.num_heads 1 0 0
attr FalconModel.use_alibi 1 0 0
attr FalconModel.word_embeddings 1 0 0
attr FalconModel.h 1 0 0
attr FalconModel.ln_f 1 0 0
attr FalconModel.gradient_checkpointing 1 0 0
attr FalconModel.rotary_emb 1 0 0
meth FalconForTokenClassification.init 2 1 0
meth FalconForTokenClassification.forward 11 10 0
attr FalconForTokenClassification.num_labels 1 0 0
attr FalconForTokenClassification.transformer 1 0 0
attr FalconForTokenClassification.dropout 1 0 0
attr FalconForTokenClassification.classifier 1 0 0
meth FalconForSequenceClassification.init 2 1 0
meth FalconForSequenceClassification.forward 11 10 0
attr FalconForSequenceClassification.num_labels 1 0 0
attr FalconForSequenceClassification.transformer 1 0 0
attr FalconForSequenceClassification.score 1 0 0
meth FalconForQuestionAnswering.init 2 0 0
meth FalconForQuestionAnswering.forward 10 9 0
attr FalconForQuestionAnswering.transformer 1 0 0
attr FalconForQuestionAnswering.qa_outputs 1 0 0

transformers.models.falcon_h1.configuration_falcon_h1 (48 missing, 0 any)

Symbol Typable Typed Any
meth FalconH1Config.init 45 43 0
prop FalconH1Config.layers_block_type 1 0 0
attr FalconH1Config.vocab_size 1 0 0
attr FalconH1Config.hidden_size 1 0 0
attr FalconH1Config.intermediate_size 1 0 0
attr FalconH1Config.num_hidden_layers 1 0 0
attr FalconH1Config.num_attention_heads 1 0 0
attr FalconH1Config.max_position_embeddings 1 0 0
attr FalconH1Config.attention_dropout 1 0 0
attr FalconH1Config.attention_bias 1 0 0
attr FalconH1Config.mlp_bias 1 0 0
attr FalconH1Config.num_key_value_heads 1 0 0
attr FalconH1Config.hidden_act 1 0 0
attr FalconH1Config.initializer_range 1 0 0
attr FalconH1Config.rms_norm_eps 1 0 0
attr FalconH1Config.use_cache 1 0 0
attr FalconH1Config.num_logits_to_keep 1 0 0
attr FalconH1Config.projectors_bias 1 0 0
attr FalconH1Config.mamba_d_ssm 1 0 0
attr FalconH1Config.mamba_n_heads 1 0 0
attr FalconH1Config.mamba_d_head 1 0 0
attr FalconH1Config.mamba_n_groups 1 0 0
attr FalconH1Config.mamba_d_state 1 0 0
attr FalconH1Config.mamba_d_conv 1 0 0
attr FalconH1Config.mamba_expand 1 0 0
attr FalconH1Config.mamba_chunk_size 1 0 0
attr FalconH1Config.mamba_conv_bias 1 0 0
attr FalconH1Config.mamba_proj_bias 1 0 0
attr FalconH1Config.mamba_norm_before_gate 1 0 0
attr FalconH1Config.mamba_rms_norm 1 0 0
attr FalconH1Config.time_step_min 1 0 0
attr FalconH1Config.time_step_max 1 0 0
attr FalconH1Config.time_step_limit 1 0 0
attr FalconH1Config.lm_head_multiplier 1 0 0
attr FalconH1Config.embedding_multiplier 1 0 0
attr FalconH1Config.tie_word_embeddings 1 0 0
attr FalconH1Config.pad_token_id 1 0 0
attr FalconH1Config.bos_token_id 1 0 0
attr FalconH1Config.eos_token_id 1 0 0
attr FalconH1Config.rope_parameters 1 0 0
attr FalconH1Config.mlp_multipliers 1 0 0
attr FalconH1Config.attention_out_multiplier 1 0 0
attr FalconH1Config.attention_in_multiplier 1 0 0
attr FalconH1Config.key_multiplier 1 0 0
attr FalconH1Config.ssm_multipliers 1 0 0
attr FalconH1Config.ssm_in_multiplier 1 0 0
attr FalconH1Config.ssm_out_multiplier 1 0 0

transformers.models.falcon_h1.modeling_falcon_h1 (32 missing, 0 any)

Symbol Typable Typed Any
meth FalconH1Model.init 2 1 0
meth FalconH1Model.forward 11 10 0
meth FalconH1Model._update_mamba_mask 3 0 0
attr FalconH1Model.padding_idx 1 0 0
attr FalconH1Model.vocab_size 1 0 0
attr FalconH1Model.embed_tokens 1 0 0
attr FalconH1Model.layers 1 0 0
attr FalconH1Model.final_layernorm 1 0 0
attr FalconH1Model.rotary_emb 1 0 0
attr FalconH1Model.embedding_multiplier 1 0 0
attr FalconH1Model.lm_head_multiplier 1 0 0
attr FalconH1Model.gradient_checkpointing 1 0 0
meth FalconH1ForCausalLM.init 2 0 0
meth FalconH1ForCausalLM.forward 13 12 0
meth FalconH1ForCausalLM.prepare_inputs_for_generation 10 0 0
attr FalconH1ForCausalLM.model 1 0 0
attr FalconH1ForCausalLM.vocab_size 1 0 0
attr FalconH1ForCausalLM.lm_head 1 0 0
meth FalconH1PreTrainedModel._init_weights 2 0 0

transformers.models.falcon_h1.modular_falcon_h1 (27 missing, 0 any)

Symbol Typable Typed Any
meth FalconH1Model.init 2 1 0
meth FalconH1Model.forward 11 10 0
meth FalconH1Model._update_mamba_mask 3 0 0
attr FalconH1Model.padding_idx 1 0 0
attr FalconH1Model.vocab_size 1 0 0
attr FalconH1Model.embed_tokens 1 0 0
attr FalconH1Model.layers 1 0 0
attr FalconH1Model.final_layernorm 1 0 0
attr FalconH1Model.rotary_emb 1 0 0
attr FalconH1Model.embedding_multiplier 1 0 0
attr FalconH1Model.lm_head_multiplier 1 0 0
attr FalconH1Model.gradient_checkpointing 1 0 0
meth FalconH1ForCausalLM.forward 13 12 0
meth FalconH1ForCausalLM.prepare_inputs_for_generation 10 0 0
meth FalconH1PreTrainedModel._init_weights 2 0 0

transformers.models.falcon_mamba.configuration_falcon_mamba (57 missing, 0 any)

Symbol Typable Typed Any
meth FalconMambaConfig.init 29 0 0
attr FalconMambaConfig.vocab_size 1 0 0
attr FalconMambaConfig.hidden_size 1 0 0
attr FalconMambaConfig.state_size 1 0 0
attr FalconMambaConfig.num_hidden_layers 1 0 0
attr FalconMambaConfig.layer_norm_epsilon 1 0 0
attr FalconMambaConfig.conv_kernel 1 0 0
attr FalconMambaConfig.expand 1 0 0
attr FalconMambaConfig.intermediate_size 1 0 0
attr FalconMambaConfig.bos_token_id 1 0 0
attr FalconMambaConfig.eos_token_id 1 0 0
attr FalconMambaConfig.pad_token_id 1 0 0
attr FalconMambaConfig.use_bias 1 0 0
attr FalconMambaConfig.use_conv_bias 1 0 0
attr FalconMambaConfig.hidden_act 1 0 0
attr FalconMambaConfig.initializer_range 1 0 0
attr FalconMambaConfig.time_step_rank 1 0 0
attr FalconMambaConfig.time_step_scale 1 0 0
attr FalconMambaConfig.time_step_min 1 0 0
attr FalconMambaConfig.time_step_max 1 0 0
attr FalconMambaConfig.time_step_init_scheme 1 0 0
attr FalconMambaConfig.time_step_floor 1 0 0
attr FalconMambaConfig.rescale_prenorm_residual 1 0 0
attr FalconMambaConfig.residual_in_fp32 1 0 0
attr FalconMambaConfig.use_cache 1 0 0
attr FalconMambaConfig.use_falcon_mambapy 1 0 0
attr FalconMambaConfig.use_associative_scan 1 0 0
attr FalconMambaConfig.tie_word_embeddings 1 0 0
attr FalconMambaConfig.mixer_rms_eps 1 0 0

transformers.models.falcon_mamba.modeling_falcon_mamba (33 missing, 0 any)

Symbol Typable Typed Any
meth FalconMambaForCausalLM.init 2 0 0
meth FalconMambaForCausalLM.get_input_embeddings 1 0 0
meth FalconMambaForCausalLM.set_input_embeddings 2 0 0
meth FalconMambaForCausalLM._update_model_kwargs_for_generation 5 4 0
meth FalconMambaForCausalLM.prepare_inputs_for_generation 9 4 0
meth FalconMambaForCausalLM.forward 12 11 0
attr FalconMambaForCausalLM.backbone 1 0 0
attr FalconMambaForCausalLM.lm_head 1 0 0
meth FalconMambaModel.init 2 0 0
meth FalconMambaModel.get_input_embeddings 1 0 0
meth FalconMambaModel.set_input_embeddings 2 0 0
meth FalconMambaModel.forward 10 9 0
attr FalconMambaModel.embeddings 1 0 0
attr FalconMambaModel.layers 1 0 0
attr FalconMambaModel.gradient_checkpointing 1 0 0
attr FalconMambaModel.norm_f 1 0 0
meth FalconMambaCache.init 5 4 0
meth FalconMambaCache.update_ssm_state 3 2 0
meth FalconMambaCache.reset 1 0 0
attr FalconMambaCache.max_batch_size 1 0 0
attr FalconMambaCache.intermediate_size 1 0 0
attr FalconMambaCache.ssm_state_size 1 0 0
attr FalconMambaCache.conv_kernel_size 1 0 0
meth FalconMambaPreTrainedModel._init_weights 2 0 0

transformers.models.falcon_mamba.modular_falcon_mamba (41 missing, 0 any)

Symbol Typable Typed Any
meth FalconMambaModel.init 2 0 0
meth FalconMambaModel.load_hook 4 0 0
attr FalconMambaModel.embeddings 1 0 0
attr FalconMambaModel.layers 1 0 0
attr FalconMambaModel.gradient_checkpointing 1 0 0
attr FalconMambaModel.norm_f 1 0 0
meth FalconMambaConfig.init 29 0 0
attr FalconMambaConfig.mixer_rms_eps 1 0 0
attr FalconMambaConfig.intermediate_size 1 0 0

transformers.models.fast_vlm.configuration_fast_vlm (18 missing, 0 any)

Symbol Typable Typed Any
meth FastVlmConfig.init 10 0 0
attr FastVlmConfig.image_token_id 1 0 0
attr FastVlmConfig.projector_hidden_act 1 0 0
attr FastVlmConfig.vision_feature_select_strategy 1 0 0
attr FastVlmConfig.vision_feature_layer 1 0 0
attr FastVlmConfig.vision_config 1 0 0
attr FastVlmConfig.text_config 1 0 0
attr FastVlmConfig.multimodal_projector_bias 1 0 0
attr FastVlmConfig.tie_word_embeddings 1 0 0

transformers.models.fast_vlm.modeling_fast_vlm (24 missing, 0 any)

Symbol Typable Typed Any
meth FastVlmModel.init 2 1 0
meth FastVlmModel.get_input_embeddings 1 0 0
meth FastVlmModel.set_input_embeddings 2 0 0
meth FastVlmModel.get_placeholder_mask 4 3 0
attr FastVlmModel.vision_tower 1 0 0
attr FastVlmModel.multi_modal_projector 1 0 0
attr FastVlmModel.language_model 1 0 0
meth FastVlmForConditionalGeneration.init 2 1 0
meth FastVlmForConditionalGeneration.get_input_embeddings 1 0 0
meth FastVlmForConditionalGeneration.set_input_embeddings 2 0 0
meth FastVlmForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr FastVlmForConditionalGeneration.model 1 0 0
attr FastVlmForConditionalGeneration.lm_head 1 0 0

transformers.models.fast_vlm.modular_fast_vlm (19 missing, 0 any)

Symbol Typable Typed Any
meth FastVlmConfig.init 10 0 0
attr FastVlmConfig.image_token_id 1 0 0
attr FastVlmConfig.projector_hidden_act 1 0 0
attr FastVlmConfig.vision_feature_select_strategy 1 0 0
attr FastVlmConfig.vision_feature_layer 1 0 0
attr FastVlmConfig.vision_config 1 0 0
attr FastVlmConfig.text_config 1 0 0
attr FastVlmConfig.multimodal_projector_bias 1 0 0
attr FastVlmConfig.tie_word_embeddings 1 0 0
meth FastVlmModel.init 2 1 0

transformers.models.fastspeech2_conformer.configuration_fastspeech2_conformer (123 missing, 0 any)

Symbol Typable Typed Any
meth FastSpeech2ConformerConfig.init 58 0 0
attr FastSpeech2ConformerConfig.hidden_size 1 0 0
attr FastSpeech2ConformerConfig.vocab_size 1 0 0
attr FastSpeech2ConformerConfig.num_mel_bins 1 0 0
attr FastSpeech2ConformerConfig.encoder_config 1 0 0
attr FastSpeech2ConformerConfig.decoder_config 1 0 0
attr FastSpeech2ConformerConfig.encoder_num_attention_heads 1 0 0
attr FastSpeech2ConformerConfig.encoder_layers 1 0 0
attr FastSpeech2ConformerConfig.duration_predictor_channels 1 0 0
attr FastSpeech2ConformerConfig.duration_predictor_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.duration_predictor_layers 1 0 0
attr FastSpeech2ConformerConfig.energy_embed_dropout 1 0 0
attr FastSpeech2ConformerConfig.energy_embed_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.energy_predictor_channels 1 0 0
attr FastSpeech2ConformerConfig.energy_predictor_dropout 1 0 0
attr FastSpeech2ConformerConfig.energy_predictor_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.energy_predictor_layers 1 0 0
attr FastSpeech2ConformerConfig.pitch_embed_dropout 1 0 0
attr FastSpeech2ConformerConfig.pitch_embed_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.pitch_predictor_channels 1 0 0
attr FastSpeech2ConformerConfig.pitch_predictor_dropout 1 0 0
attr FastSpeech2ConformerConfig.pitch_predictor_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.pitch_predictor_layers 1 0 0
attr FastSpeech2ConformerConfig.positionwise_conv_kernel_size 1 0 0
attr FastSpeech2ConformerConfig.speech_decoder_postnet_units 1 0 0
attr FastSpeech2ConformerConfig.speech_decoder_postnet_dropout 1 0 0
attr FastSpeech2ConformerConfig.speech_decoder_postnet_kernel 1 0 0
attr FastSpeech2ConformerConfig.speech_decoder_postnet_layers 1 0 0
attr FastSpeech2ConformerConfig.reduction_factor 1 0 0
attr FastSpeech2ConformerConfig.speaking_speed 1 0 0
attr FastSpeech2ConformerConfig.stop_gradient_from_energy_predictor 1 0 0
attr FastSpeech2ConformerConfig.stop_gradient_from_pitch_predictor 1 0 0
attr FastSpeech2ConformerConfig.max_source_positions 1 0 0
attr FastSpeech2ConformerConfig.use_cnn_in_conformer 1 0 0
attr FastSpeech2ConformerConfig.use_macaron_style_in_conformer 1 0 0
attr FastSpeech2ConformerConfig.use_masking 1 0 0
attr FastSpeech2ConformerConfig.use_weighted_masking 1 0 0
attr FastSpeech2ConformerConfig.num_speakers 1 0 0
attr FastSpeech2ConformerConfig.num_languages 1 0 0
attr FastSpeech2ConformerConfig.speaker_embed_dim 1 0 0
attr FastSpeech2ConformerConfig.duration_predictor_dropout_rate 1 0 0
attr FastSpeech2ConformerConfig.convolution_bias 1 0 0
meth FastSpeech2ConformerHifiGanConfig.init 11 0 0
attr FastSpeech2ConformerHifiGanConfig.model_in_dim 1 0 0
attr FastSpeech2ConformerHifiGanConfig.upsample_initial_channel 1 0 0
attr FastSpeech2ConformerHifiGanConfig.upsample_rates 1 0 0
attr FastSpeech2ConformerHifiGanConfig.upsample_kernel_sizes 1 0 0
attr FastSpeech2ConformerHifiGanConfig.resblock_kernel_sizes 1 0 0
attr FastSpeech2ConformerHifiGanConfig.resblock_dilation_sizes 1 0 0
attr FastSpeech2ConformerHifiGanConfig.initializer_range 1 0 0
attr FastSpeech2ConformerHifiGanConfig.leaky_relu_slope 1 0 0
attr FastSpeech2ConformerHifiGanConfig.normalize_before 1 0 0
meth FastSpeech2ConformerWithHifiGanConfig.init 4 2 0
attr FastSpeech2ConformerWithHifiGanConfig.model_config 1 0 0
attr FastSpeech2ConformerWithHifiGanConfig.vocoder_config 1 0 0

transformers.models.fastspeech2_conformer.modeling_fastspeech2_conformer (44 missing, 0 any)

Symbol Typable Typed Any
meth FastSpeech2ConformerWithHifiGan.init 2 1 0
meth FastSpeech2ConformerWithHifiGan.forward 14 13 0
attr FastSpeech2ConformerWithHifiGan.model 1 0 0
attr FastSpeech2ConformerWithHifiGan.vocoder 1 0 0
meth FastSpeech2ConformerPreTrainedModel._init_weights 2 0 0
meth FastSpeech2ConformerPreTrainedModel._set_gradient_checkpointing 3 0 0
meth FastSpeech2ConformerHifiGan.init 2 1 0
meth FastSpeech2ConformerHifiGan._init_weights 2 0 0
meth FastSpeech2ConformerHifiGan.apply_weight_norm 1 0 0
meth FastSpeech2ConformerHifiGan.remove_weight_norm 1 0 0
meth FastSpeech2ConformerHifiGan.forward 3 2 0
attr FastSpeech2ConformerHifiGan.num_kernels 1 0 0
attr FastSpeech2ConformerHifiGan.num_upsamples 1 0 0
attr FastSpeech2ConformerHifiGan.conv_pre 1 0 0
attr FastSpeech2ConformerHifiGan.upsampler 1 0 0
attr FastSpeech2ConformerHifiGan.resblocks 1 0 0
attr FastSpeech2ConformerHifiGan.conv_post 1 0 0
meth FastSpeech2ConformerModel.init 2 1 0
meth FastSpeech2ConformerModel.forward 14 13 0
attr FastSpeech2ConformerModel.vocab_size 1 0 0
attr FastSpeech2ConformerModel.num_mel_bins 1 0 0
attr FastSpeech2ConformerModel.hidden_size 1 0 0
attr FastSpeech2ConformerModel.reduction_factor 1 0 0
attr FastSpeech2ConformerModel.stop_gradient_from_pitch_predictor 1 0 0
attr FastSpeech2ConformerModel.stop_gradient_from_energy_predictor 1 0 0
attr FastSpeech2ConformerModel.multilingual_model 1 0 0
attr FastSpeech2ConformerModel.multispeaker_model 1 0 0
attr FastSpeech2ConformerModel.speaker_embed_dim 1 0 0
attr FastSpeech2ConformerModel.encoder 1 0 0
attr FastSpeech2ConformerModel.duration_predictor 1 0 0
attr FastSpeech2ConformerModel.pitch_predictor 1 0 0
attr FastSpeech2ConformerModel.pitch_embed 1 0 0
attr FastSpeech2ConformerModel.energy_predictor 1 0 0
attr FastSpeech2ConformerModel.energy_embed 1 0 0
attr FastSpeech2ConformerModel.decoder 1 0 0
attr FastSpeech2ConformerModel.speech_decoder_postnet 1 0 0
attr FastSpeech2ConformerModel.criterion 1 0 0
attr FastSpeech2ConformerModel.language_id_embedding 1 0 0
attr FastSpeech2ConformerModel.speaker_id_embedding 1 0 0
attr FastSpeech2ConformerModel.projection 1 0 0

transformers.models.fastspeech2_conformer.tokenization_fastspeech2_conformer (33 missing, 0 any)

Symbol Typable Typed Any
meth FastSpeech2ConformerTokenizer.init 8 0 0
meth FastSpeech2ConformerTokenizer.get_vocab 1 0 0
meth FastSpeech2ConformerTokenizer.prepare_for_tokenization 4 0 0
meth FastSpeech2ConformerTokenizer._tokenize 2 0 0
meth FastSpeech2ConformerTokenizer._convert_token_to_id 2 0 0
meth FastSpeech2ConformerTokenizer._convert_id_to_token 2 0 0
meth FastSpeech2ConformerTokenizer.decode 3 0 0
meth FastSpeech2ConformerTokenizer.convert_tokens_to_string 3 0 0
meth FastSpeech2ConformerTokenizer.getstate 1 0 0
meth FastSpeech2ConformerTokenizer.setstate 2 0 0
prop FastSpeech2ConformerTokenizer.vocab_size 1 0 0
attr FastSpeech2ConformerTokenizer.g2p 1 0 0
attr FastSpeech2ConformerTokenizer.decoder 1 0 0
attr FastSpeech2ConformerTokenizer.should_strip_spaces 1 0 0
attr FastSpeech2ConformerTokenizer.encoder 1 0 0

transformers.models.flaubert.configuration_flaubert (74 missing, 0 any)

Symbol Typable Typed Any
meth FlaubertConfig.init 39 0 0
attr FlaubertConfig.pre_norm 1 0 0
attr FlaubertConfig.layerdrop 1 0 0
attr FlaubertConfig.vocab_size 1 0 0
attr FlaubertConfig.emb_dim 1 0 0
attr FlaubertConfig.n_layers 1 0 0
attr FlaubertConfig.n_heads 1 0 0
attr FlaubertConfig.dropout 1 0 0
attr FlaubertConfig.attention_dropout 1 0 0
attr FlaubertConfig.gelu_activation 1 0 0
attr FlaubertConfig.sinusoidal_embeddings 1 0 0
attr FlaubertConfig.causal 1 0 0
attr FlaubertConfig.asm 1 0 0
attr FlaubertConfig.n_langs 1 0 0
attr FlaubertConfig.use_lang_emb 1 0 0
attr FlaubertConfig.layer_norm_eps 1 0 0
attr FlaubertConfig.unk_index 1 0 0
attr FlaubertConfig.mask_index 1 0 0
attr FlaubertConfig.is_encoder 1 0 0
attr FlaubertConfig.max_position_embeddings 1 0 0
attr FlaubertConfig.embed_init_std 1 0 0
attr FlaubertConfig.init_std 1 0 0
attr FlaubertConfig.summary_type 1 0 0
attr FlaubertConfig.summary_use_proj 1 0 0
attr FlaubertConfig.summary_activation 1 0 0
attr FlaubertConfig.summary_proj_to_labels 1 0 0
attr FlaubertConfig.summary_first_dropout 1 0 0
attr FlaubertConfig.start_n_top 1 0 0
attr FlaubertConfig.end_n_top 1 0 0
attr FlaubertConfig.mask_token_id 1 0 0
attr FlaubertConfig.lang_id 1 0 0
attr FlaubertConfig.pad_token_id 1 0 0
attr FlaubertConfig.bos_token_id 1 0 0
attr FlaubertConfig.eos_token_id 1 0 0
attr FlaubertConfig.tie_word_embeddings 1 0 0
attr FlaubertConfig.n_words 1 0 0

transformers.models.flaubert.modeling_flaubert (75 missing, 0 any)

Symbol Typable Typed Any
meth FlaubertModel.init 2 0 0
meth FlaubertModel.get_input_embeddings 1 0 0
meth FlaubertModel.set_input_embeddings 2 0 0
meth FlaubertModel.forward 14 13 0
attr FlaubertModel.is_encoder 1 0 0
attr FlaubertModel.is_decoder 1 0 0
attr FlaubertModel.causal 1 0 0
attr FlaubertModel.n_langs 1 0 0
attr FlaubertModel.use_lang_emb 1 0 0
attr FlaubertModel.n_words 1 0 0
attr FlaubertModel.eos_index 1 0 0
attr FlaubertModel.pad_index 1 0 0
attr FlaubertModel.dim 1 0 0
attr FlaubertModel.hidden_dim 1 0 0
attr FlaubertModel.n_heads 1 0 0
attr FlaubertModel.n_layers 1 0 0
attr FlaubertModel.dropout 1 0 0
attr FlaubertModel.attention_dropout 1 0 0
attr FlaubertModel.position_embeddings 1 0 0
attr FlaubertModel.embeddings 1 0 0
attr FlaubertModel.layer_norm_emb 1 0 0
attr FlaubertModel.attentions 1 0 0
attr FlaubertModel.layer_norm1 1 0 0
attr FlaubertModel.ffns 1 0 0
attr FlaubertModel.layer_norm2 1 0 0
attr FlaubertModel.layerdrop 1 0 0
attr FlaubertModel.pre_norm 1 0 0
attr FlaubertModel.lang_embeddings 1 0 0
meth FlaubertPreTrainedModel._init_weights 2 0 0
prop FlaubertPreTrainedModel.dummy_inputs 1 0 0
meth FlaubertForQuestionAnswering.init 2 0 0
meth FlaubertForQuestionAnswering.forward 18 17 0
attr FlaubertForQuestionAnswering.transformer 1 0 0
attr FlaubertForQuestionAnswering.qa_outputs 1 0 0
meth FlaubertWithLMHeadModel.init 2 0 0
meth FlaubertWithLMHeadModel.get_output_embeddings 1 0 0
meth FlaubertWithLMHeadModel.set_output_embeddings 2 0 0
meth FlaubertWithLMHeadModel.prepare_inputs_for_generation 3 0 0
meth FlaubertWithLMHeadModel.forward 14 13 0
attr FlaubertWithLMHeadModel.transformer 1 0 0
attr FlaubertWithLMHeadModel.pred_layer 1 0 0
meth FlaubertForSequenceClassification.init 2 0 0
meth FlaubertForSequenceClassification.forward 14 13 0
attr FlaubertForSequenceClassification.num_labels 1 0 0
attr FlaubertForSequenceClassification.transformer 1 0 0
attr FlaubertForSequenceClassification.sequence_summary 1 0 0
meth FlaubertForQuestionAnsweringSimple.init 2 0 0
meth FlaubertForQuestionAnsweringSimple.forward 15 14 0
attr FlaubertForQuestionAnsweringSimple.transformer 1 0 0
attr FlaubertForQuestionAnsweringSimple.qa_outputs 1 0 0
meth FlaubertForTokenClassification.init 2 0 0
meth FlaubertForTokenClassification.forward 14 13 0
attr FlaubertForTokenClassification.num_labels 1 0 0
attr FlaubertForTokenClassification.transformer 1 0 0
attr FlaubertForTokenClassification.dropout 1 0 0
attr FlaubertForTokenClassification.classifier 1 0 0
meth FlaubertForMultipleChoice.init 4 0 0
meth FlaubertForMultipleChoice.forward 14 13 0
attr FlaubertForMultipleChoice.transformer 1 0 0
attr FlaubertForMultipleChoice.sequence_summary 1 0 0
attr FlaubertForMultipleChoice.logits_proj 1 0 0

transformers.models.flaubert.tokenization_flaubert (58 missing, 0 any)

Symbol Typable Typed Any
meth FlaubertTokenizer.init 14 0 0
meth FlaubertTokenizer.moses_punct_norm 3 0 0
meth FlaubertTokenizer.moses_tokenize 3 0 0
meth FlaubertTokenizer.moses_pipeline 3 0 0
meth FlaubertTokenizer.ja_tokenize 2 0 0
meth FlaubertTokenizer.get_vocab 1 0 0
meth FlaubertTokenizer.bpe 2 0 0
meth FlaubertTokenizer.preprocess_text 2 0 0
meth FlaubertTokenizer._tokenize 3 0 0
meth FlaubertTokenizer._convert_token_to_id 2 0 0
meth FlaubertTokenizer._convert_id_to_token 2 0 0
meth FlaubertTokenizer.convert_tokens_to_string 2 0 0
meth FlaubertTokenizer.getstate 1 0 0
meth FlaubertTokenizer.setstate 2 0 0
prop FlaubertTokenizer.do_lower_case 1 0 0
prop FlaubertTokenizer.vocab_size 1 0 0
attr FlaubertTokenizer.do_lowercase_and_remove_accent 1 0 0
attr FlaubertTokenizer.do_lowercase 1 0 0
attr FlaubertTokenizer.sm 1 0 0
attr FlaubertTokenizer.cache_moses_punct_normalizer 1 0 0
attr FlaubertTokenizer.cache_moses_tokenizer 1 0 0
attr FlaubertTokenizer.lang_with_custom_tokenizer 1 0 0
attr FlaubertTokenizer.lang2id 1 0 0
attr FlaubertTokenizer.id2lang 1 0 0
attr FlaubertTokenizer.ja_word_tokenizer 1 0 0
attr FlaubertTokenizer.zh_word_tokenizer 1 0 0
attr FlaubertTokenizer.decoder 1 0 0
attr FlaubertTokenizer.bpe_ranks 1 0 0
attr FlaubertTokenizer.cache 1 0 0
attr FlaubertTokenizer.encoder 1 0 0

transformers.models.flava.configuration_flava (79 missing, 0 any)

Symbol Typable Typed Any
meth FlavaImageConfig.init 17 15 0
attr FlavaImageConfig.hidden_size 1 0 0
attr FlavaImageConfig.num_hidden_layers 1 0 0
attr FlavaImageConfig.num_attention_heads 1 0 0
attr FlavaImageConfig.intermediate_size 1 0 0
attr FlavaImageConfig.hidden_act 1 0 0
attr FlavaImageConfig.hidden_dropout_prob 1 0 0
attr FlavaImageConfig.attention_probs_dropout_prob 1 0 0
attr FlavaImageConfig.initializer_range 1 0 0
attr FlavaImageConfig.layer_norm_eps 1 0 0
attr FlavaImageConfig.image_size 1 0 0
attr FlavaImageConfig.patch_size 1 0 0
attr FlavaImageConfig.num_channels 1 0 0
attr FlavaImageConfig.qkv_bias 1 0 0
attr FlavaImageConfig.mask_token 1 0 0
attr FlavaImageConfig.vocab_size 1 0 0
meth FlavaImageCodebookConfig.init 9 7 0
attr FlavaImageCodebookConfig.num_groups 1 0 0
attr FlavaImageCodebookConfig.input_channels 1 0 0
attr FlavaImageCodebookConfig.num_blocks_per_group 1 0 0
attr FlavaImageCodebookConfig.hidden_size 1 0 0
attr FlavaImageCodebookConfig.vocab_size 1 0 0
attr FlavaImageCodebookConfig.freeze 1 0 0
attr FlavaImageCodebookConfig.initializer_range 1 0 0
meth FlavaTextConfig.init 16 14 0
attr FlavaTextConfig.vocab_size 1 0 0
attr FlavaTextConfig.type_vocab_size 1 0 0
attr FlavaTextConfig.max_position_embeddings 1 0 0
attr FlavaTextConfig.hidden_size 1 0 0
attr FlavaTextConfig.num_hidden_layers 1 0 0
attr FlavaTextConfig.num_attention_heads 1 0 0
attr FlavaTextConfig.intermediate_size 1 0 0
attr FlavaTextConfig.hidden_act 1 0 0
attr FlavaTextConfig.hidden_dropout_prob 1 0 0
attr FlavaTextConfig.attention_probs_dropout_prob 1 0 0
attr FlavaTextConfig.initializer_range 1 0 0
attr FlavaTextConfig.layer_norm_eps 1 0 0
attr FlavaTextConfig.qkv_bias 1 0 0
attr FlavaTextConfig.pad_token_id 1 0 0
meth FlavaMultimodalConfig.init 13 11 0
attr FlavaMultimodalConfig.hidden_size 1 0 0
attr FlavaMultimodalConfig.num_hidden_layers 1 0 0
attr FlavaMultimodalConfig.num_attention_heads 1 0 0
attr FlavaMultimodalConfig.intermediate_size 1 0 0
attr FlavaMultimodalConfig.hidden_act 1 0 0
attr FlavaMultimodalConfig.hidden_dropout_prob 1 0 0
attr FlavaMultimodalConfig.attention_probs_dropout_prob 1 0 0
attr FlavaMultimodalConfig.initializer_range 1 0 0
attr FlavaMultimodalConfig.layer_norm_eps 1 0 0
attr FlavaMultimodalConfig.qkv_bias 1 0 0
attr FlavaMultimodalConfig.use_cls_token 1 0 0
meth FlavaConfig.init 23 21 0
attr FlavaConfig.text_config 1 0 0
attr FlavaConfig.image_config 1 0 0
attr FlavaConfig.multimodal_config 1 0 0
attr FlavaConfig.image_codebook_config 1 0 0
attr FlavaConfig.projection_dim 1 0 0
attr FlavaConfig.init_codebook 1 0 0
attr FlavaConfig.hidden_size 1 0 0
attr FlavaConfig.layer_norm_eps 1 0 0
attr FlavaConfig.initializer_range 1 0 0
attr FlavaConfig.logit_scale_init_value 1 0 0
attr FlavaConfig.initializer_factor 1 0 0
attr FlavaConfig.ce_ignore_index 1 0 0
attr FlavaConfig.mim_weight 1 0 0
attr FlavaConfig.mlm_weight 1 0 0
attr FlavaConfig.global_contrastive_weight 1 0 0
attr FlavaConfig.itm_weight 1 0 0
attr FlavaConfig.mmm_image_weight 1 0 0
attr FlavaConfig.mmm_text_weight 1 0 0
attr FlavaConfig.global_backprop_contrastive 1 0 0
attr FlavaConfig.skip_unmasked_multimodal_encoder 1 0 0
attr FlavaConfig.return_loss 1 0 0
attr FlavaConfig.tie_word_embeddings 1 0 0

transformers.models.flava.image_processing_flava (39 missing, 0 any)

Symbol Typable Typed Any
meth FlavaImageProcessor.init 31 30 0
meth FlavaImageProcessor.from_dict 3 1 0
meth FlavaImageProcessor.masking_generator 7 1 0
meth FlavaImageProcessor.resize 7 6 0
attr FlavaImageProcessor.do_resize 1 0 0
attr FlavaImageProcessor.size 1 0 0
attr FlavaImageProcessor.resample 1 0 0
attr FlavaImageProcessor.do_rescale 1 0 0
attr FlavaImageProcessor.rescale_factor 1 0 0
attr FlavaImageProcessor.do_center_crop 1 0 0
attr FlavaImageProcessor.crop_size 1 0 0
attr FlavaImageProcessor.do_normalize 1 0 0
attr FlavaImageProcessor.image_mean 1 0 0
attr FlavaImageProcessor.image_std 1 0 0
attr FlavaImageProcessor.return_image_mask 1 0 0
attr FlavaImageProcessor.input_size_patches 1 0 0
attr FlavaImageProcessor.total_mask_patches 1 0 0
attr FlavaImageProcessor.mask_group_min_patches 1 0 0
attr FlavaImageProcessor.mask_group_max_patches 1 0 0
attr FlavaImageProcessor.mask_group_min_aspect_ratio 1 0 0
attr FlavaImageProcessor.mask_group_max_aspect_ratio 1 0 0
attr FlavaImageProcessor.return_codebook_pixels 1 0 0
attr FlavaImageProcessor.codebook_do_resize 1 0 0
attr FlavaImageProcessor.codebook_size 1 0 0
attr FlavaImageProcessor.codebook_resample 1 0 0
attr FlavaImageProcessor.codebook_do_center_crop 1 0 0
attr FlavaImageProcessor.codebook_crop_size 1 0 0
attr FlavaImageProcessor.codebook_do_rescale 1 0 0
attr FlavaImageProcessor.codebook_rescale_factor 1 0 0
attr FlavaImageProcessor.codebook_do_map_pixels 1 0 0
attr FlavaImageProcessor.codebook_do_normalize 1 0 0
attr FlavaImageProcessor.codebook_image_mean 1 0 0
attr FlavaImageProcessor.codebook_image_std 1 0 0

transformers.models.flava.image_processing_flava_fast (11 missing, 0 any)

Symbol Typable Typed Any
meth FlavaImageProcessorFast.init 2 1 0
meth FlavaImageProcessorFast.from_dict 3 1 0
meth FlavaImageProcessorFast.masking_generator 7 1 0
meth FlavaImageProcessorFast._further_process_kwargs 13 12 0
meth FlavaImageProcessorFast._preprocess 34 33 0

transformers.models.flava.modeling_flava (65 missing, 1 any)

Symbol Typable Typed Any
meth FlavaTextModel.init 3 2 0
meth FlavaTextModel.set_input_embeddings 2 1 0
meth FlavaTextModel.forward 9 8 0
attr FlavaTextModel.embeddings 1 0 0
attr FlavaTextModel.encoder 1 0 0
attr FlavaTextModel.layernorm 1 0 0
attr FlavaTextModel.pooler 1 0 0
meth FlavaMultimodalModel.init 3 1 0
meth FlavaMultimodalModel.forward 7 6 0
attr FlavaMultimodalModel.use_cls_token 1 0 0
attr FlavaMultimodalModel.encoder 1 0 0
attr FlavaMultimodalModel.layernorm 1 0 0
attr FlavaMultimodalModel.pooler 1 0 0
attr FlavaMultimodalModel.cls_token 1 0 0
meth FlavaImageModel.init 3 2 0
meth FlavaImageModel.set_input_embeddings 2 1 0
meth FlavaImageModel.forward 9 8 0
attr FlavaImageModel.embeddings 1 0 0
attr FlavaImageModel.encoder 1 0 0
attr FlavaImageModel.layernorm 1 0 0
attr FlavaImageModel.pooler 1 0 0
meth FlavaForPreTraining.init 3 2 0
meth FlavaForPreTraining._resize_to_2d 2 1 0
meth FlavaForPreTraining.forward 19 18 0
attr FlavaForPreTraining.flava 1 0 0
attr FlavaForPreTraining.image_codebook 1 0 0
attr FlavaForPreTraining.mim_head 1 0 0
attr FlavaForPreTraining.mlm_head 1 0 0
attr FlavaForPreTraining.itm_head 1 0 0
attr FlavaForPreTraining.mmm_image_head 1 0 0
attr FlavaForPreTraining.mmm_text_head 1 0 0
attr FlavaForPreTraining.global_contrastive_head 1 0 0
attr FlavaForPreTraining.image_vocab_size 1 0 0
attr FlavaForPreTraining.text_vocab_size 1 0 0
attr FlavaForPreTraining.mlm_weight 1 0 0
attr FlavaForPreTraining.mim_weight 1 0 0
attr FlavaForPreTraining.global_contrastive_weight 1 0 0
attr FlavaForPreTraining.ce_ignore_index 1 0 0
attr FlavaForPreTraining.itm_weight 1 0 0
attr FlavaForPreTraining.mmm_image_weight 1 0 0
attr FlavaForPreTraining.mmm_text_weight 1 0 0
attr FlavaForPreTraining.skip_unmasked_multimodal_encoder 1 0 0
meth FlavaImageCodebook.init 3 2 1
meth FlavaImageCodebook.forward 3 2 0
attr FlavaImageCodebook.num_groups 1 0 0
attr FlavaImageCodebook.input_channels 1 0 0
attr FlavaImageCodebook.num_blocks_per_group 1 0 0
attr FlavaImageCodebook.hidden_size 1 0 0
attr FlavaImageCodebook.vocab_size 1 0 0
attr FlavaImageCodebook.blocks 1 0 0
meth FlavaModel.init 2 1 0
meth FlavaModel.forward 13 12 0
attr FlavaModel.projection_dim 1 0 0
attr FlavaModel.text_hidden_size 1 0 0
attr FlavaModel.image_hidden_size 1 0 0
attr FlavaModel.mm_hidden_size 1 0 0
attr FlavaModel.text_model 1 0 0
attr FlavaModel.image_model 1 0 0
attr FlavaModel.multimodal_model 1 0 0
attr FlavaModel.image_projection 1 0 0
attr FlavaModel.text_projection 1 0 0
attr FlavaModel.logit_scale 1 0 0
attr FlavaModel.image_to_mm_projection 1 0 0
attr FlavaModel.text_to_mm_projection 1 0 0

transformers.models.flava.processing_flava (4 missing, 0 any)

Symbol Typable Typed Any
meth FlavaProcessor.init 4 0 0

transformers.models.flex_olmo.configuration_flex_olmo (25 missing, 0 any)

Symbol Typable Typed Any
meth FlexOlmoConfig.init 25 23 0
attr FlexOlmoConfig.vocab_size 1 0 0
attr FlexOlmoConfig.max_position_embeddings 1 0 0
attr FlexOlmoConfig.hidden_size 1 0 0
attr FlexOlmoConfig.intermediate_size 1 0 0
attr FlexOlmoConfig.num_hidden_layers 1 0 0
attr FlexOlmoConfig.num_attention_heads 1 0 0
attr FlexOlmoConfig.num_key_value_heads 1 0 0
attr FlexOlmoConfig.hidden_act 1 0 0
attr FlexOlmoConfig.initializer_range 1 0 0
attr FlexOlmoConfig.rms_norm_eps 1 0 0
attr FlexOlmoConfig.use_cache 1 0 0
attr FlexOlmoConfig.attention_bias 1 0 0
attr FlexOlmoConfig.attention_dropout 1 0 0
attr FlexOlmoConfig.num_experts_per_tok 1 0 0
attr FlexOlmoConfig.num_experts 1 0 0
attr FlexOlmoConfig.output_router_logits 1 0 0
attr FlexOlmoConfig.router_aux_loss_coef 1 0 0
attr FlexOlmoConfig.norm_topk_prob 1 0 0
attr FlexOlmoConfig.rope_parameters 1 0 0
attr FlexOlmoConfig.tie_word_embeddings 1 0 0
attr FlexOlmoConfig.pad_token_id 1 0 0
attr FlexOlmoConfig.bos_token_id 1 0 0
attr FlexOlmoConfig.eos_token_id 1 0 0

transformers.models.flex_olmo.modeling_flex_olmo (19 missing, 0 any)

Symbol Typable Typed Any
meth FlexOlmoModel.init 2 1 0
attr FlexOlmoModel.padding_idx 1 0 0
attr FlexOlmoModel.vocab_size 1 0 0
attr FlexOlmoModel.embed_tokens 1 0 0
attr FlexOlmoModel.layers 1 0 0
attr FlexOlmoModel.norm 1 0 0
attr FlexOlmoModel.rotary_emb 1 0 0
attr FlexOlmoModel.gradient_checkpointing 1 0 0
meth FlexOlmoPreTrainedModel._init_weights 2 0 0
attr FlexOlmoPreTrainedModel._can_record_outputs 1 0 0
meth FlexOlmoForCausalLM.init 2 0 0
attr FlexOlmoForCausalLM.model 1 0 0
attr FlexOlmoForCausalLM.vocab_size 1 0 0
attr FlexOlmoForCausalLM.lm_head 1 0 0
attr FlexOlmoForCausalLM.router_aux_loss_coef 1 0 0
attr FlexOlmoForCausalLM.num_experts 1 0 0
attr FlexOlmoForCausalLM.num_experts_per_tok 1 0 0

transformers.models.flex_olmo.modular_flex_olmo (26 missing, 0 any)

Symbol Typable Typed Any
meth FlexOlmoConfig.init 25 23 0
attr FlexOlmoConfig.vocab_size 1 0 0
attr FlexOlmoConfig.max_position_embeddings 1 0 0
attr FlexOlmoConfig.hidden_size 1 0 0
attr FlexOlmoConfig.intermediate_size 1 0 0
attr FlexOlmoConfig.num_hidden_layers 1 0 0
attr FlexOlmoConfig.num_attention_heads 1 0 0
attr FlexOlmoConfig.num_key_value_heads 1 0 0
attr FlexOlmoConfig.hidden_act 1 0 0
attr FlexOlmoConfig.initializer_range 1 0 0
attr FlexOlmoConfig.rms_norm_eps 1 0 0
attr FlexOlmoConfig.use_cache 1 0 0
attr FlexOlmoConfig.attention_bias 1 0 0
attr FlexOlmoConfig.attention_dropout 1 0 0
attr FlexOlmoConfig.num_experts_per_tok 1 0 0
attr FlexOlmoConfig.num_experts 1 0 0
attr FlexOlmoConfig.output_router_logits 1 0 0
attr FlexOlmoConfig.router_aux_loss_coef 1 0 0
attr FlexOlmoConfig.norm_topk_prob 1 0 0
attr FlexOlmoConfig.rope_parameters 1 0 0
attr FlexOlmoConfig.tie_word_embeddings 1 0 0
attr FlexOlmoConfig.pad_token_id 1 0 0
attr FlexOlmoConfig.bos_token_id 1 0 0
attr FlexOlmoConfig.eos_token_id 1 0 0
attr FlexOlmoPreTrainedModel._can_record_outputs 1 0 0

transformers.models.florence2.configuration_florence2 (49 missing, 0 any)

Symbol Typable Typed Any
meth Florence2VisionConfig.init 20 0 0
attr Florence2VisionConfig.in_channels 1 0 0
attr Florence2VisionConfig.depths 1 0 0
attr Florence2VisionConfig.patch_size 1 0 0
attr Florence2VisionConfig.patch_stride 1 0 0
attr Florence2VisionConfig.patch_padding 1 0 0
attr Florence2VisionConfig.patch_prenorm 1 0 0
attr Florence2VisionConfig.embed_dim 1 0 0
attr Florence2VisionConfig.num_heads 1 0 0
attr Florence2VisionConfig.num_groups 1 0 0
attr Florence2VisionConfig.window_size 1 0 0
attr Florence2VisionConfig.drop_path_rate 1 0 0
attr Florence2VisionConfig.mlp_ratio 1 0 0
attr Florence2VisionConfig.qkv_bias 1 0 0
attr Florence2VisionConfig.projection_dim 1 0 0
attr Florence2VisionConfig.max_temporal_embeddings 1 0 0
attr Florence2VisionConfig.max_position_embeddings 1 0 0
attr Florence2VisionConfig.initializer_range 1 0 0
attr Florence2VisionConfig.activation_function 1 0 0
meth Florence2Config.init 7 0 0
attr Florence2Config.text_config 1 0 0
attr Florence2Config.vision_config 1 0 0
attr Florence2Config.image_token_id 1 0 0
attr Florence2Config.tie_word_embeddings 1 0 0

transformers.models.florence2.modeling_florence2 (40 missing, 0 any)

Symbol Typable Typed Any
meth Florence2VisionBackbone.init 2 1 0
attr Florence2VisionBackbone.config 1 0 0
attr Florence2VisionBackbone.embed_dim 1 0 0
attr Florence2VisionBackbone.num_heads 1 0 0
attr Florence2VisionBackbone.num_groups 1 0 0
attr Florence2VisionBackbone.num_stages 1 0 0
attr Florence2VisionBackbone.convs 1 0 0
attr Florence2VisionBackbone.blocks 1 0 0
meth Florence2PreTrainedModel._init_weights 2 0 0
meth Florence2Model.init 2 1 0
meth Florence2Model.get_input_embeddings 1 0 0
meth Florence2Model.set_input_embeddings 2 0 0
meth Florence2Model.get_placeholder_mask 4 3 0
meth Florence2Model.forward 16 15 0
meth Florence2Model.get_encoder 2 0 0
attr Florence2Model.vision_tower 1 0 0
attr Florence2Model.multi_modal_projector 1 0 0
attr Florence2Model.language_model 1 0 0
meth Florence2ForConditionalGeneration.init 2 1 0
meth Florence2ForConditionalGeneration.get_input_embeddings 1 0 0
meth Florence2ForConditionalGeneration.set_input_embeddings 2 0 0
meth Florence2ForConditionalGeneration.prepare_inputs_for_generation 10 0 0
meth Florence2ForConditionalGeneration.get_placeholder_mask 4 3 0
meth Florence2ForConditionalGeneration._prepare_encoder_decoder_kwargs_for_generation 5 3 0
attr Florence2ForConditionalGeneration.model 1 0 0
attr Florence2ForConditionalGeneration.lm_head 1 0 0

transformers.models.florence2.modular_florence2 (98 missing, 0 any)

Symbol Typable Typed Any
meth Florence2Config.init 7 0 0
attr Florence2Config.text_config 1 0 0
attr Florence2Config.vision_config 1 0 0
attr Florence2Config.image_token_id 1 0 0
attr Florence2Config.tie_word_embeddings 1 0 0
meth Florence2VisionConfig.init 20 0 0
attr Florence2VisionConfig.in_channels 1 0 0
attr Florence2VisionConfig.depths 1 0 0
attr Florence2VisionConfig.patch_size 1 0 0
attr Florence2VisionConfig.patch_stride 1 0 0
attr Florence2VisionConfig.patch_padding 1 0 0
attr Florence2VisionConfig.patch_prenorm 1 0 0
attr Florence2VisionConfig.embed_dim 1 0 0
attr Florence2VisionConfig.num_heads 1 0 0
attr Florence2VisionConfig.num_groups 1 0 0
attr Florence2VisionConfig.window_size 1 0 0
attr Florence2VisionConfig.drop_path_rate 1 0 0
attr Florence2VisionConfig.mlp_ratio 1 0 0
attr Florence2VisionConfig.qkv_bias 1 0 0
attr Florence2VisionConfig.projection_dim 1 0 0
attr Florence2VisionConfig.max_temporal_embeddings 1 0 0
attr Florence2VisionConfig.max_position_embeddings 1 0 0
attr Florence2VisionConfig.initializer_range 1 0 0
attr Florence2VisionConfig.activation_function 1 0 0
meth Florence2VisionBackbone.init 2 1 0
attr Florence2VisionBackbone.config 1 0 0
attr Florence2VisionBackbone.embed_dim 1 0 0
attr Florence2VisionBackbone.num_heads 1 0 0
attr Florence2VisionBackbone.num_groups 1 0 0
attr Florence2VisionBackbone.num_stages 1 0 0
attr Florence2VisionBackbone.convs 1 0 0
attr Florence2VisionBackbone.blocks 1 0 0
meth Florence2PreTrainedModel._init_weights 2 0 0
meth Florence2Processor.init 6 2 0
meth Florence2Processor.batch_decode 3 0 0
meth Florence2Processor.decode 3 0 0
meth Florence2Processor._get_num_multimodal_tokens 3 0 0
meth Florence2Processor.post_process_image_text_to_text 4 0 0
meth Florence2Processor.post_process_generation 5 1 0
prop Florence2Processor.model_input_names 1 0 0
attr Florence2Processor.tasks_answer_post_processing_type 1 0 0
attr Florence2Processor.task_prompts_without_inputs 1 0 0
attr Florence2Processor.task_prompts_with_input 1 0 0
attr Florence2Processor.num_image_tokens 1 0 0
attr Florence2Processor.num_additional_image_tokens 1 0 0
attr Florence2Processor.post_processor_config 1 0 0
attr Florence2Processor.post_processor 1 0 0
attr Florence2Processor.image_token 1 0 0
attr Florence2Processor.image_token_id 1 0 0
meth Florence2Model.init 2 1 0
meth Florence2Model.get_encoder 2 0 0
meth Florence2Model.forward 16 15 0
attr Florence2Model.vision_tower 1 0 0
meth Florence2ForConditionalGeneration.get_placeholder_mask 4 3 0
meth Florence2ForConditionalGeneration._prepare_encoder_decoder_kwargs_for_generation 5 3 0

transformers.models.florence2.processing_florence2 (31 missing, 0 any)

Symbol Typable Typed Any
meth Florence2Processor.init 6 2 0
meth Florence2Processor.batch_decode 3 0 0
meth Florence2Processor.decode 3 0 0
meth Florence2Processor._get_num_multimodal_tokens 3 0 0
meth Florence2Processor.post_process_image_text_to_text 4 0 0
meth Florence2Processor.post_process_generation 5 1 0
prop Florence2Processor.model_input_names 1 0 0
attr Florence2Processor.tasks_answer_post_processing_type 1 0 0
attr Florence2Processor.task_prompts_without_inputs 1 0 0
attr Florence2Processor.task_prompts_with_input 1 0 0
attr Florence2Processor.num_image_tokens 1 0 0
attr Florence2Processor.num_additional_image_tokens 1 0 0
attr Florence2Processor.post_processor_config 1 0 0
attr Florence2Processor.post_processor 1 0 0
attr Florence2Processor.image_token 1 0 0
attr Florence2Processor.image_token_id 1 0 0

transformers.models.fnet.configuration_fnet (34 missing, 0 any)

Symbol Typable Typed Any
meth FNetConfig.init 18 0 0
attr FNetConfig.pad_token_id 1 0 0
attr FNetConfig.bos_token_id 1 0 0
attr FNetConfig.eos_token_id 1 0 0
attr FNetConfig.tie_word_embeddings 1 0 0
attr FNetConfig.vocab_size 1 0 0
attr FNetConfig.max_position_embeddings 1 0 0
attr FNetConfig.hidden_size 1 0 0
attr FNetConfig.num_hidden_layers 1 0 0
attr FNetConfig.intermediate_size 1 0 0
attr FNetConfig.hidden_act 1 0 0
attr FNetConfig.hidden_dropout_prob 1 0 0
attr FNetConfig.initializer_range 1 0 0
attr FNetConfig.type_vocab_size 1 0 0
attr FNetConfig.layer_norm_eps 1 0 0
attr FNetConfig.use_tpu_fourier_optimizations 1 0 0
attr FNetConfig.tpu_short_seq_length 1 0 0

transformers.models.fnet.modeling_fnet (70 missing, 0 any)

Symbol Typable Typed Any
meth FNetForNextSentencePrediction.init 2 0 0
meth FNetForNextSentencePrediction.forward 9 8 0
attr FNetForNextSentencePrediction.fnet 1 0 0
attr FNetForNextSentencePrediction.cls 1 0 0
meth FNetModel.init 3 0 0
meth FNetModel.get_input_embeddings 1 0 0
meth FNetModel.set_input_embeddings 2 0 0
meth FNetModel.forward 8 7 0
attr FNetModel.embeddings 1 0 0
attr FNetModel.encoder 1 0 0
attr FNetModel.pooler 1 0 0
meth FNetForMultipleChoice.init 2 0 0
meth FNetForMultipleChoice.forward 9 8 0
attr FNetForMultipleChoice.fnet 1 0 0
attr FNetForMultipleChoice.dropout 1 0 0
attr FNetForMultipleChoice.classifier 1 0 0
meth FNetForSequenceClassification.init 2 0 0
meth FNetForSequenceClassification.forward 9 8 0
attr FNetForSequenceClassification.num_labels 1 0 0
attr FNetForSequenceClassification.fnet 1 0 0
attr FNetForSequenceClassification.dropout 1 0 0
attr FNetForSequenceClassification.classifier 1 0 0
meth FNetLayer.init 2 0 0
meth FNetLayer.forward 2 0 0
meth FNetLayer.feed_forward_chunk 2 0 0
attr FNetLayer.chunk_size_feed_forward 1 0 0
attr FNetLayer.seq_len_dim 1 0 0
attr FNetLayer.fourier 1 0 0
attr FNetLayer.intermediate 1 0 0
attr FNetLayer.output 1 0 0
meth FNetForTokenClassification.init 2 0 0
meth FNetForTokenClassification.forward 9 8 0
attr FNetForTokenClassification.num_labels 1 0 0
attr FNetForTokenClassification.fnet 1 0 0
attr FNetForTokenClassification.dropout 1 0 0
attr FNetForTokenClassification.classifier 1 0 0
meth FNetForMaskedLM.init 2 0 0
meth FNetForMaskedLM.get_output_embeddings 1 0 0
meth FNetForMaskedLM.set_output_embeddings 2 0 0
meth FNetForMaskedLM.forward 9 8 0
attr FNetForMaskedLM.fnet 1 0 0
attr FNetForMaskedLM.cls 1 0 0
meth FNetPreTrainedModel._init_weights 2 0 0
meth FNetForQuestionAnswering.init 2 0 0
meth FNetForQuestionAnswering.forward 10 9 0
attr FNetForQuestionAnswering.num_labels 1 0 0
attr FNetForQuestionAnswering.fnet 1 0 0
attr FNetForQuestionAnswering.qa_outputs 1 0 0
meth FNetForPreTraining.init 2 0 0
meth FNetForPreTraining.get_output_embeddings 1 0 0
meth FNetForPreTraining.set_output_embeddings 2 0 0
meth FNetForPreTraining.forward 10 9 0
attr FNetForPreTraining.fnet 1 0 0
attr FNetForPreTraining.cls 1 0 0

transformers.models.focalnet.configuration_focalnet (47 missing, 0 any)

Symbol Typable Typed Any
meth FocalNetConfig.init 25 0 0
attr FocalNetConfig.image_size 1 0 0
attr FocalNetConfig.patch_size 1 0 0
attr FocalNetConfig.num_channels 1 0 0
attr FocalNetConfig.embed_dim 1 0 0
attr FocalNetConfig.use_conv_embed 1 0 0
attr FocalNetConfig.hidden_sizes 1 0 0
attr FocalNetConfig.depths 1 0 0
attr FocalNetConfig.focal_levels 1 0 0
attr FocalNetConfig.focal_windows 1 0 0
attr FocalNetConfig.hidden_act 1 0 0
attr FocalNetConfig.mlp_ratio 1 0 0
attr FocalNetConfig.hidden_dropout_prob 1 0 0
attr FocalNetConfig.drop_path_rate 1 0 0
attr FocalNetConfig.use_layerscale 1 0 0
attr FocalNetConfig.layerscale_value 1 0 0
attr FocalNetConfig.use_post_layernorm 1 0 0
attr FocalNetConfig.use_post_layernorm_in_modulation 1 0 0
attr FocalNetConfig.normalize_modulator 1 0 0
attr FocalNetConfig.initializer_range 1 0 0
attr FocalNetConfig.layer_norm_eps 1 0 0
attr FocalNetConfig.encoder_stride 1 0 0
attr FocalNetConfig.stage_names 1 0 0

transformers.models.focalnet.modeling_focalnet (30 missing, 0 any)

Symbol Typable Typed Any
meth FocalNetPreTrainedModel._init_weights 2 0 0
meth FocalNetForMaskedImageModeling.init 2 0 0
meth FocalNetForMaskedImageModeling.forward 6 5 0
attr FocalNetForMaskedImageModeling.focalnet 1 0 0
attr FocalNetForMaskedImageModeling.num_stages 1 0 0
attr FocalNetForMaskedImageModeling.decoder 1 0 0
meth FocalNetForImageClassification.init 2 0 0
meth FocalNetForImageClassification.forward 6 5 0
attr FocalNetForImageClassification.num_labels 1 0 0
attr FocalNetForImageClassification.focalnet 1 0 0
attr FocalNetForImageClassification.classifier 1 0 0
meth FocalNetModel.init 4 0 0
meth FocalNetModel.get_input_embeddings 1 0 0
meth FocalNetModel.forward 6 5 0
attr FocalNetModel.num_stages 1 0 0
attr FocalNetModel.num_features 1 0 0
attr FocalNetModel.embeddings 1 0 0
attr FocalNetModel.encoder 1 0 0
attr FocalNetModel.layernorm 1 0 0
attr FocalNetModel.pooler 1 0 0
meth FocalNetBackbone.init 2 1 0
meth FocalNetBackbone.forward 5 4 0
attr FocalNetBackbone.num_features 1 0 0
attr FocalNetBackbone.focalnet 1 0 0

transformers.models.fsmt.configuration_fsmt (59 missing, 0 any)

Symbol Typable Typed Any
meth FSMTConfig.init 33 0 0
attr FSMTConfig.langs 1 0 0
attr FSMTConfig.src_vocab_size 1 0 0
attr FSMTConfig.tgt_vocab_size 1 0 0
attr FSMTConfig.d_model 1 0 0
attr FSMTConfig.encoder_ffn_dim 1 0 0
attr FSMTConfig.encoder_layers 1 0 0
attr FSMTConfig.num_hidden_layers 1 0 0
attr FSMTConfig.encoder_attention_heads 1 0 0
attr FSMTConfig.encoder_layerdrop 1 0 0
attr FSMTConfig.decoder_layerdrop 1 0 0
attr FSMTConfig.decoder_ffn_dim 1 0 0
attr FSMTConfig.decoder_layers 1 0 0
attr FSMTConfig.decoder_attention_heads 1 0 0
attr FSMTConfig.max_position_embeddings 1 0 0
attr FSMTConfig.init_std 1 0 0
attr FSMTConfig.activation_function 1 0 0
attr FSMTConfig.scale_embedding 1 0 0
attr FSMTConfig.attention_dropout 1 0 0
attr FSMTConfig.activation_dropout 1 0 0
attr FSMTConfig.dropout 1 0 0
attr FSMTConfig.use_cache 1 0 0
attr FSMTConfig.pad_token_id 1 0 0
attr FSMTConfig.bos_token_id 1 0 0
attr FSMTConfig.eos_token_id 1 0 0
attr FSMTConfig.decoder_start_token_id 1 0 0
attr FSMTConfig.tie_word_embeddings 1 0 0

transformers.models.fsmt.modeling_fsmt (20 missing, 0 any)

Symbol Typable Typed Any
meth FSMTModel.init 2 1 0
meth FSMTModel.forward 15 14 0
meth FSMTModel.get_input_embeddings 1 0 0
meth FSMTModel.set_input_embeddings 2 0 0
meth FSMTModel.get_output_embeddings 1 0 0
meth FSMTModel.set_output_embeddings 2 0 0
attr FSMTModel.encoder 1 0 0
attr FSMTModel.decoder 1 0 0
meth PretrainedFSMTModel._init_weights 2 0 0
prop PretrainedFSMTModel.dummy_inputs 1 0 0
meth FSMTForConditionalGeneration.init 2 1 0
meth FSMTForConditionalGeneration.forward 16 15 0
meth FSMTForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
meth FSMTForConditionalGeneration.get_output_embeddings 1 0 0
meth FSMTForConditionalGeneration.set_output_embeddings 2 0 0
attr FSMTForConditionalGeneration.model 1 0 0

transformers.models.fsmt.tokenization_fsmt (54 missing, 0 any)

Symbol Typable Typed Any
meth FSMTTokenizer.init 11 0 0
meth FSMTTokenizer.moses_punct_norm 3 0 0
meth FSMTTokenizer.moses_tokenize 3 0 0
meth FSMTTokenizer.moses_detokenize 3 0 0
meth FSMTTokenizer.moses_pipeline 3 0 0
meth FSMTTokenizer.get_src_vocab 1 0 0
meth FSMTTokenizer.get_tgt_vocab 1 0 0
meth FSMTTokenizer.bpe 2 0 0
meth FSMTTokenizer._tokenize 4 0 0
meth FSMTTokenizer._convert_token_to_id 2 0 0
meth FSMTTokenizer._convert_id_to_token 2 0 0
meth FSMTTokenizer.convert_tokens_to_string 2 0 0
meth FSMTTokenizer.getstate 1 0 0
meth FSMTTokenizer.setstate 2 0 0
prop FSMTTokenizer.src_vocab_size 1 0 0
prop FSMTTokenizer.tgt_vocab_size 1 0 0
attr FSMTTokenizer.sm 1 0 0
attr FSMTTokenizer.src_vocab_file 1 0 0
attr FSMTTokenizer.tgt_vocab_file 1 0 0
attr FSMTTokenizer.merges_file 1 0 0
attr FSMTTokenizer.do_lower_case 1 0 0
attr FSMTTokenizer.cache_moses_punct_normalizer 1 0 0
attr FSMTTokenizer.cache_moses_tokenizer 1 0 0
attr FSMTTokenizer.cache_moses_detokenizer 1 0 0
attr FSMTTokenizer.bpe_ranks 1 0 0
attr FSMTTokenizer.cache 1 0 0
attr FSMTTokenizer.encoder 1 0 0
attr FSMTTokenizer.decoder 1 0 0

transformers.models.funnel.configuration_funnel (50 missing, 0 any)

Symbol Typable Typed Any
meth FunnelConfig.init 24 0 0
prop FunnelConfig.num_hidden_layers 2 0 0
prop FunnelConfig.num_blocks 2 0 0
attr FunnelConfig.pad_token_id 1 0 0
attr FunnelConfig.tie_word_embeddings 1 0 0
attr FunnelConfig.vocab_size 1 0 0
attr FunnelConfig.block_sizes 1 0 0
attr FunnelConfig.block_repeats 1 0 0
attr FunnelConfig.num_decoder_layers 1 0 0
attr FunnelConfig.d_model 1 0 0
attr FunnelConfig.n_head 1 0 0
attr FunnelConfig.d_head 1 0 0
attr FunnelConfig.d_inner 1 0 0
attr FunnelConfig.hidden_act 1 0 0
attr FunnelConfig.hidden_dropout 1 0 0
attr FunnelConfig.attention_dropout 1 0 0
attr FunnelConfig.activation_dropout 1 0 0
attr FunnelConfig.initializer_range 1 0 0
attr FunnelConfig.initializer_std 1 0 0
attr FunnelConfig.layer_norm_eps 1 0 0
attr FunnelConfig.pooling_type 1 0 0
attr FunnelConfig.attention_type 1 0 0
attr FunnelConfig.separate_cls 1 0 0
attr FunnelConfig.truncate_seq 1 0 0
attr FunnelConfig.pool_q_only 1 0 0

transformers.models.funnel.modeling_funnel (31 missing, 0 any)

Symbol Typable Typed Any
meth FunnelForPreTraining.forward 10 9 0
attr FunnelForPreTraining.funnel 1 0 0
attr FunnelForPreTraining.discriminator_predictions 1 0 0
meth FunnelPreTrainedModel._init_weights 2 0 0
meth FunnelForMultipleChoice.forward 10 9 0
attr FunnelForMultipleChoice.funnel 1 0 0
attr FunnelForMultipleChoice.classifier 1 0 0
meth FunnelForQuestionAnswering.forward 11 10 0
attr FunnelForQuestionAnswering.num_labels 1 0 0
attr FunnelForQuestionAnswering.funnel 1 0 0
attr FunnelForQuestionAnswering.qa_outputs 1 0 0
meth FunnelModel.forward 9 8 0
attr FunnelModel.embeddings 1 0 0
attr FunnelModel.encoder 1 0 0
attr FunnelModel.decoder 1 0 0
meth FunnelForSequenceClassification.forward 10 9 0
attr FunnelForSequenceClassification.num_labels 1 0 0
attr FunnelForSequenceClassification.funnel 1 0 0
attr FunnelForSequenceClassification.classifier 1 0 0
meth FunnelBaseModel.forward 10 9 0
attr FunnelBaseModel.embeddings 1 0 0
attr FunnelBaseModel.encoder 1 0 0
meth FunnelForMaskedLM.forward 10 9 0
attr FunnelForMaskedLM.funnel 1 0 0
attr FunnelForMaskedLM.lm_head 1 0 0
meth FunnelForTokenClassification.forward 10 9 0
attr FunnelForTokenClassification.num_labels 1 0 0
attr FunnelForTokenClassification.funnel 1 0 0
attr FunnelForTokenClassification.dropout 1 0 0
attr FunnelForTokenClassification.classifier 1 0 0

transformers.models.funnel.tokenization_funnel (7 missing, 0 any)

Symbol Typable Typed Any
meth FunnelTokenizer.init 15 13 0
attr FunnelTokenizer.do_lower_case 1 0 0
attr FunnelTokenizer.tokenize_chinese_chars 1 0 0
attr FunnelTokenizer.strip_accents 1 0 0
attr FunnelTokenizer.clean_text 1 0 0
attr FunnelTokenizer.wordpieces_prefix 1 0 0

transformers.models.fuyu.configuration_fuyu (24 missing, 0 any)

Symbol Typable Typed Any
meth FuyuConfig.init 25 23 0
attr FuyuConfig.text_config 1 0 0
attr FuyuConfig.max_position_embeddings 1 0 0
attr FuyuConfig.image_size 1 0 0
attr FuyuConfig.patch_size 1 0 0
attr FuyuConfig.num_channels 1 0 0
attr FuyuConfig.hidden_size 1 0 0
attr FuyuConfig.intermediate_size 1 0 0
attr FuyuConfig.num_hidden_layers 1 0 0
attr FuyuConfig.num_attention_heads 1 0 0
attr FuyuConfig.hidden_act 1 0 0
attr FuyuConfig.initializer_range 1 0 0
attr FuyuConfig.layer_norm_eps 1 0 0
attr FuyuConfig.use_cache 1 0 0
attr FuyuConfig.qk_layernorm 1 0 0
attr FuyuConfig.hidden_dropout 1 0 0
attr FuyuConfig.attention_dropout 1 0 0
attr FuyuConfig.image_token_id 1 0 0
attr FuyuConfig.rope_parameters 1 0 0
attr FuyuConfig.tie_word_embeddings 1 0 0
attr FuyuConfig.pad_token_id 1 0 0
attr FuyuConfig.bos_token_id 1 0 0
attr FuyuConfig.eos_token_id 1 0 0

transformers.models.fuyu.image_processing_fuyu (17 missing, 0 any)

Symbol Typable Typed Any
meth FuyuImageProcessor.init 14 12 0
meth FuyuImageProcessor.resize 7 6 0
meth FuyuImageProcessor.preprocess 17 15 0
attr FuyuImageProcessor.do_resize 1 0 0
attr FuyuImageProcessor.size 1 0 0
attr FuyuImageProcessor.resample 1 0 0
attr FuyuImageProcessor.do_pad 1 0 0
attr FuyuImageProcessor.padding_value 1 0 0
attr FuyuImageProcessor.padding_mode 1 0 0
attr FuyuImageProcessor.do_normalize 1 0 0
attr FuyuImageProcessor.image_mean 1 0 0
attr FuyuImageProcessor.image_std 1 0 0
attr FuyuImageProcessor.do_rescale 1 0 0
attr FuyuImageProcessor.rescale_factor 1 0 0
attr FuyuImageProcessor.patch_size 1 0 0

transformers.models.fuyu.image_processing_fuyu_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth FuyuImageProcessorFast.resize 6 5 0
meth FuyuImageProcessorFast._preprocess 16 15 0
meth FuyuImageProcessorFast._further_process_kwargs 3 2 0

transformers.models.fuyu.modeling_fuyu (28 missing, 0 any)

Symbol Typable Typed Any
meth FuyuForCausalLM.init 2 1 0
meth FuyuForCausalLM.get_input_embeddings 1 0 0
meth FuyuForCausalLM.set_input_embeddings 2 0 0
meth FuyuForCausalLM.forward 15 14 0
meth FuyuForCausalLM.prepare_inputs_for_generation 10 0 0
attr FuyuForCausalLM.model 1 0 0
attr FuyuForCausalLM.lm_head 1 0 0
meth FuyuModel.init 2 1 0
meth FuyuModel.get_input_embeddings 1 0 0
meth FuyuModel.set_input_embeddings 2 0 0
meth FuyuModel.get_placeholder_mask 4 3 0
meth FuyuModel.forward 13 12 0
attr FuyuModel.padding_idx 1 0 0
attr FuyuModel.vocab_size 1 0 0
attr FuyuModel.language_model 1 0 0
attr FuyuModel.vision_embed_tokens 1 0 0
attr FuyuModel.gradient_checkpointing 1 0 0

transformers.models.fuyu.processing_fuyu (37 missing, 0 any)

Symbol Typable Typed Any
meth FuyuProcessor._load_tokenizer_from_pretrained 5 0 0
meth FuyuProcessor.init 4 0 0
meth FuyuProcessor._left_pad_inputs_with_attention_mask 3 2 0
meth FuyuProcessor.get_sample_encoding 8 0 0
meth FuyuProcessor._get_num_multimodal_tokens 3 0 0
meth FuyuProcessor.post_process_box_coordinates 3 0 0
meth FuyuProcessor.post_process_image_text_to_text 4 0 0
prop FuyuProcessor.model_input_names 1 0 0
attr FuyuProcessor.image_processor 1 0 0
attr FuyuProcessor.tokenizer 1 0 0
attr FuyuProcessor.max_tokens_to_generate 1 0 0
attr FuyuProcessor.max_position_embeddings 1 0 0
attr FuyuProcessor.pad_token_id 1 0 0
attr FuyuProcessor.dummy_image_index 1 0 0
attr FuyuProcessor.image_token_id 1 0 0
attr FuyuProcessor.image_newline_id 1 0 0

transformers.models.gemma.configuration_gemma (22 missing, 0 any)

Symbol Typable Typed Any
meth GemmaConfig.init 22 20 0
attr GemmaConfig.vocab_size 1 0 0
attr GemmaConfig.max_position_embeddings 1 0 0
attr GemmaConfig.hidden_size 1 0 0
attr GemmaConfig.intermediate_size 1 0 0
attr GemmaConfig.num_hidden_layers 1 0 0
attr GemmaConfig.num_attention_heads 1 0 0
attr GemmaConfig.head_dim 1 0 0
attr GemmaConfig.num_key_value_heads 1 0 0
attr GemmaConfig.hidden_act 1 0 0
attr GemmaConfig.initializer_range 1 0 0
attr GemmaConfig.rms_norm_eps 1 0 0
attr GemmaConfig.use_cache 1 0 0
attr GemmaConfig.attention_bias 1 0 0
attr GemmaConfig.attention_dropout 1 0 0
attr GemmaConfig.use_bidirectional_attention 1 0 0
attr GemmaConfig.pad_token_id 1 0 0
attr GemmaConfig.bos_token_id 1 0 0
attr GemmaConfig.eos_token_id 1 0 0
attr GemmaConfig.tie_word_embeddings 1 0 0
attr GemmaConfig.rope_parameters 1 0 0

transformers.models.gemma.modeling_gemma (15 missing, 0 any)

Symbol Typable Typed Any
meth GemmaModel.init 2 1 0
attr GemmaModel.padding_idx 1 0 0
attr GemmaModel.vocab_size 1 0 0
attr GemmaModel.embed_tokens 1 0 0
attr GemmaModel.layers 1 0 0
attr GemmaModel.norm 1 0 0
attr GemmaModel.rotary_emb 1 0 0
attr GemmaModel.gradient_checkpointing 1 0 0
meth GemmaPreTrainedModel._init_weights 2 0 0
meth GemmaForCausalLM.init 2 0 0
attr GemmaForCausalLM.model 1 0 0
attr GemmaForCausalLM.vocab_size 1 0 0
attr GemmaForCausalLM.lm_head 1 0 0

transformers.models.gemma.modular_gemma (26 missing, 0 any)

Symbol Typable Typed Any
meth GemmaPreTrainedModel._init_weights 2 0 0
meth GemmaForCausalLM.forward 2 0 0
meth GemmaConfig.init 22 20 0
attr GemmaConfig.vocab_size 1 0 0
attr GemmaConfig.max_position_embeddings 1 0 0
attr GemmaConfig.hidden_size 1 0 0
attr GemmaConfig.intermediate_size 1 0 0
attr GemmaConfig.num_hidden_layers 1 0 0
attr GemmaConfig.num_attention_heads 1 0 0
attr GemmaConfig.head_dim 1 0 0
attr GemmaConfig.num_key_value_heads 1 0 0
attr GemmaConfig.hidden_act 1 0 0
attr GemmaConfig.initializer_range 1 0 0
attr GemmaConfig.rms_norm_eps 1 0 0
attr GemmaConfig.use_cache 1 0 0
attr GemmaConfig.attention_bias 1 0 0
attr GemmaConfig.attention_dropout 1 0 0
attr GemmaConfig.use_bidirectional_attention 1 0 0
attr GemmaConfig.pad_token_id 1 0 0
attr GemmaConfig.bos_token_id 1 0 0
attr GemmaConfig.eos_token_id 1 0 0
attr GemmaConfig.tie_word_embeddings 1 0 0
attr GemmaConfig.rope_parameters 1 0 0

transformers.models.gemma.tokenization_gemma (2 missing, 0 any)

Symbol Typable Typed Any
meth GemmaTokenizer.init 9 7 0

transformers.models.gemma2.configuration_gemma2 (27 missing, 0 any)

Symbol Typable Typed Any
meth Gemma2Config.init 27 25 0
attr Gemma2Config.pad_token_id 1 0 0
attr Gemma2Config.bos_token_id 1 0 0
attr Gemma2Config.eos_token_id 1 0 0
attr Gemma2Config.tie_word_embeddings 1 0 0
attr Gemma2Config.vocab_size 1 0 0
attr Gemma2Config.max_position_embeddings 1 0 0
attr Gemma2Config.hidden_size 1 0 0
attr Gemma2Config.intermediate_size 1 0 0
attr Gemma2Config.num_hidden_layers 1 0 0
attr Gemma2Config.num_attention_heads 1 0 0
attr Gemma2Config.head_dim 1 0 0
attr Gemma2Config.num_key_value_heads 1 0 0
attr Gemma2Config.initializer_range 1 0 0
attr Gemma2Config.rms_norm_eps 1 0 0
attr Gemma2Config.use_cache 1 0 0
attr Gemma2Config.attention_bias 1 0 0
attr Gemma2Config.attention_dropout 1 0 0
attr Gemma2Config.hidden_activation 1 0 0
attr Gemma2Config.query_pre_attn_scalar 1 0 0
attr Gemma2Config.sliding_window 1 0 0
attr Gemma2Config.final_logit_softcapping 1 0 0
attr Gemma2Config.attn_logit_softcapping 1 0 0
attr Gemma2Config.layer_types 1 0 0
attr Gemma2Config.use_bidirectional_attention 1 0 0
attr Gemma2Config.rope_parameters 1 0 0

transformers.models.gemma2.modeling_gemma2 (15 missing, 0 any)

Symbol Typable Typed Any
meth Gemma2PreTrainedModel._init_weights 2 0 0
meth Gemma2Model.init 2 1 0
attr Gemma2Model.padding_idx 1 0 0
attr Gemma2Model.vocab_size 1 0 0
attr Gemma2Model.embed_tokens 1 0 0
attr Gemma2Model.layers 1 0 0
attr Gemma2Model.norm 1 0 0
attr Gemma2Model.rotary_emb 1 0 0
attr Gemma2Model.gradient_checkpointing 1 0 0
meth Gemma2ForCausalLM.init 2 0 0
attr Gemma2ForCausalLM.model 1 0 0
attr Gemma2ForCausalLM.vocab_size 1 0 0
attr Gemma2ForCausalLM.lm_head 1 0 0

transformers.models.gemma2.modular_gemma2 (33 missing, 0 any)

Symbol Typable Typed Any
meth Gemma2Config.init 27 25 0
attr Gemma2Config.pad_token_id 1 0 0
attr Gemma2Config.bos_token_id 1 0 0
attr Gemma2Config.eos_token_id 1 0 0
attr Gemma2Config.tie_word_embeddings 1 0 0
attr Gemma2Config.vocab_size 1 0 0
attr Gemma2Config.max_position_embeddings 1 0 0
attr Gemma2Config.hidden_size 1 0 0
attr Gemma2Config.intermediate_size 1 0 0
attr Gemma2Config.num_hidden_layers 1 0 0
attr Gemma2Config.num_attention_heads 1 0 0
attr Gemma2Config.head_dim 1 0 0
attr Gemma2Config.num_key_value_heads 1 0 0
attr Gemma2Config.initializer_range 1 0 0
attr Gemma2Config.rms_norm_eps 1 0 0
attr Gemma2Config.use_cache 1 0 0
attr Gemma2Config.attention_bias 1 0 0
attr Gemma2Config.attention_dropout 1 0 0
attr Gemma2Config.hidden_activation 1 0 0
attr Gemma2Config.query_pre_attn_scalar 1 0 0
attr Gemma2Config.sliding_window 1 0 0
attr Gemma2Config.final_logit_softcapping 1 0 0
attr Gemma2Config.attn_logit_softcapping 1 0 0
attr Gemma2Config.layer_types 1 0 0
attr Gemma2Config.use_bidirectional_attention 1 0 0
attr Gemma2Config.rope_parameters 1 0 0
meth Gemma2Model.init 2 1 0
attr Gemma2Model.layers 1 0 0
attr Gemma2Model.rotary_emb 1 0 0
meth Gemma2ForCausalLM.init 2 0 0
attr Gemma2ForCausalLM.model 1 0 0

transformers.models.gemma3.configuration_gemma3 (40 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3TextConfig.init 27 25 0
meth Gemma3TextConfig.convert_rope_params_to_dict 3 0 0
attr Gemma3TextConfig.pad_token_id 1 0 0
attr Gemma3TextConfig.bos_token_id 1 0 0
attr Gemma3TextConfig.eos_token_id 1 0 0
attr Gemma3TextConfig.tie_word_embeddings 1 0 0
attr Gemma3TextConfig.vocab_size 1 0 0
attr Gemma3TextConfig.max_position_embeddings 1 0 0
attr Gemma3TextConfig.hidden_size 1 0 0
attr Gemma3TextConfig.intermediate_size 1 0 0
attr Gemma3TextConfig.num_hidden_layers 1 0 0
attr Gemma3TextConfig.num_attention_heads 1 0 0
attr Gemma3TextConfig.head_dim 1 0 0
attr Gemma3TextConfig.num_key_value_heads 1 0 0
attr Gemma3TextConfig.initializer_range 1 0 0
attr Gemma3TextConfig.rms_norm_eps 1 0 0
attr Gemma3TextConfig.use_cache 1 0 0
attr Gemma3TextConfig.attention_bias 1 0 0
attr Gemma3TextConfig.attention_dropout 1 0 0
attr Gemma3TextConfig.hidden_activation 1 0 0
attr Gemma3TextConfig.query_pre_attn_scalar 1 0 0
attr Gemma3TextConfig.sliding_window 1 0 0
attr Gemma3TextConfig.final_logit_softcapping 1 0 0
attr Gemma3TextConfig.attn_logit_softcapping 1 0 0
attr Gemma3TextConfig.layer_types 1 0 0
attr Gemma3TextConfig.use_bidirectional_attention 1 0 0
attr Gemma3TextConfig.rope_parameters 1 0 0
meth Gemma3Config.init 10 8 0
attr Gemma3Config.text_config 1 0 0
attr Gemma3Config.vision_config 1 0 0
attr Gemma3Config.mm_tokens_per_image 1 0 0
attr Gemma3Config.boi_token_index 1 0 0
attr Gemma3Config.eoi_token_index 1 0 0
attr Gemma3Config.image_token_index 1 0 0
attr Gemma3Config.initializer_range 1 0 0
attr Gemma3Config.tie_word_embeddings 1 0 0

transformers.models.gemma3.image_processing_gemma3 (16 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3ImageProcessor.init 15 14 0
meth Gemma3ImageProcessor.pan_and_scan 7 6 0
meth Gemma3ImageProcessor._process_images_for_pan_and_scan 8 7 0
attr Gemma3ImageProcessor.do_resize 1 0 0
attr Gemma3ImageProcessor.size 1 0 0
attr Gemma3ImageProcessor.resample 1 0 0
attr Gemma3ImageProcessor.do_rescale 1 0 0
attr Gemma3ImageProcessor.rescale_factor 1 0 0
attr Gemma3ImageProcessor.do_normalize 1 0 0
attr Gemma3ImageProcessor.image_mean 1 0 0
attr Gemma3ImageProcessor.image_std 1 0 0
attr Gemma3ImageProcessor.do_convert_rgb 1 0 0
attr Gemma3ImageProcessor.do_pan_and_scan 1 0 0
attr Gemma3ImageProcessor.pan_and_scan_min_crop_size 1 0 0
attr Gemma3ImageProcessor.pan_and_scan_max_num_crops 1 0 0
attr Gemma3ImageProcessor.pan_and_scan_min_ratio_to_activate 1 0 0

transformers.models.gemma3.image_processing_gemma3_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3ImageProcessorFast.init 2 1 0
meth Gemma3ImageProcessorFast.pan_and_scan_batched 5 4 0
meth Gemma3ImageProcessorFast._process_images_for_pan_and_scan 6 5 0
meth Gemma3ImageProcessorFast._preprocess 17 16 0

transformers.models.gemma3.modeling_gemma3 (53 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3ForConditionalGeneration.init 2 1 0
meth Gemma3ForConditionalGeneration.get_input_embeddings 1 0 0
meth Gemma3ForConditionalGeneration.set_input_embeddings 2 0 0
meth Gemma3ForConditionalGeneration.get_image_features 3 2 0
meth Gemma3ForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Gemma3ForConditionalGeneration.create_masks_for_generate 10 9 0
attr Gemma3ForConditionalGeneration.model 1 0 0
attr Gemma3ForConditionalGeneration.lm_head 1 0 0
meth Gemma3TextModel.init 2 1 0
attr Gemma3TextModel.padding_idx 1 0 0
attr Gemma3TextModel.vocab_size 1 0 0
attr Gemma3TextModel.embed_tokens 1 0 0
attr Gemma3TextModel.layers 1 0 0
attr Gemma3TextModel.norm 1 0 0
attr Gemma3TextModel.rotary_emb 1 0 0
attr Gemma3TextModel.gradient_checkpointing 1 0 0
meth Gemma3Model.init 2 1 0
meth Gemma3Model.get_input_embeddings 1 0 0
meth Gemma3Model.set_input_embeddings 2 0 0
meth Gemma3Model.get_placeholder_mask 4 3 0
attr Gemma3Model.vision_tower 1 0 0
attr Gemma3Model.multi_modal_projector 1 0 0
attr Gemma3Model.vocab_size 1 0 0
attr Gemma3Model.language_model 1 0 0
meth Gemma3ForSequenceClassification.init 2 0 0
meth Gemma3ForSequenceClassification.get_input_embeddings 1 0 0
meth Gemma3ForSequenceClassification.set_input_embeddings 2 0 0
attr Gemma3ForSequenceClassification.num_labels 1 0 0
attr Gemma3ForSequenceClassification.model 1 0 0
attr Gemma3ForSequenceClassification.score 1 0 0
meth Gemma3ForCausalLM.init 2 1 0
attr Gemma3ForCausalLM.model 1 0 0
attr Gemma3ForCausalLM.vocab_size 1 0 0
attr Gemma3ForCausalLM.lm_head 1 0 0
meth Gemma3PreTrainedModel._init_weights 2 0 0

transformers.models.gemma3.modular_gemma3 (69 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3TextConfig.init 27 25 0
meth Gemma3TextConfig.convert_rope_params_to_dict 3 0 0
attr Gemma3TextConfig.pad_token_id 1 0 0
attr Gemma3TextConfig.bos_token_id 1 0 0
attr Gemma3TextConfig.eos_token_id 1 0 0
attr Gemma3TextConfig.tie_word_embeddings 1 0 0
attr Gemma3TextConfig.vocab_size 1 0 0
attr Gemma3TextConfig.max_position_embeddings 1 0 0
attr Gemma3TextConfig.hidden_size 1 0 0
attr Gemma3TextConfig.intermediate_size 1 0 0
attr Gemma3TextConfig.num_hidden_layers 1 0 0
attr Gemma3TextConfig.num_attention_heads 1 0 0
attr Gemma3TextConfig.head_dim 1 0 0
attr Gemma3TextConfig.num_key_value_heads 1 0 0
attr Gemma3TextConfig.initializer_range 1 0 0
attr Gemma3TextConfig.rms_norm_eps 1 0 0
attr Gemma3TextConfig.use_cache 1 0 0
attr Gemma3TextConfig.attention_bias 1 0 0
attr Gemma3TextConfig.attention_dropout 1 0 0
attr Gemma3TextConfig.hidden_activation 1 0 0
attr Gemma3TextConfig.query_pre_attn_scalar 1 0 0
attr Gemma3TextConfig.sliding_window 1 0 0
attr Gemma3TextConfig.final_logit_softcapping 1 0 0
attr Gemma3TextConfig.attn_logit_softcapping 1 0 0
attr Gemma3TextConfig.layer_types 1 0 0
attr Gemma3TextConfig.use_bidirectional_attention 1 0 0
attr Gemma3TextConfig.rope_parameters 1 0 0
meth Gemma3Config.init 10 8 0
attr Gemma3Config.text_config 1 0 0
attr Gemma3Config.vision_config 1 0 0
attr Gemma3Config.mm_tokens_per_image 1 0 0
attr Gemma3Config.boi_token_index 1 0 0
attr Gemma3Config.eoi_token_index 1 0 0
attr Gemma3Config.image_token_index 1 0 0
attr Gemma3Config.initializer_range 1 0 0
attr Gemma3Config.tie_word_embeddings 1 0 0
meth Gemma3Model.init 2 1 0
meth Gemma3ForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Gemma3TextModel.init 2 1 0
attr Gemma3TextModel.embed_tokens 1 0 0
meth Gemma3ForSequenceClassification.init 2 0 0
meth Gemma3ForSequenceClassification.get_input_embeddings 1 0 0
meth Gemma3ForSequenceClassification.set_input_embeddings 2 0 0
attr Gemma3ForSequenceClassification.num_labels 1 0 0
attr Gemma3ForSequenceClassification.model 1 0 0
attr Gemma3ForSequenceClassification.score 1 0 0
meth Gemma3ForCausalLM.init 2 1 0
attr Gemma3ForCausalLM.model 1 0 0
meth Gemma3PreTrainedModel._init_weights 2 0 0

transformers.models.gemma3.processing_gemma3 (14 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3Processor.init 6 1 0
meth Gemma3Processor._get_num_multimodal_tokens 3 0 0
prop Gemma3Processor.model_input_names 1 0 0
attr Gemma3Processor.image_seq_length 1 0 0
attr Gemma3Processor.image_token_id 1 0 0
attr Gemma3Processor.boi_token 1 0 0
attr Gemma3Processor.image_token 1 0 0
attr Gemma3Processor.full_image_sequence 1 0 0

transformers.models.gemma3n.configuration_gemma3n (84 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3nVisionConfig.init 10 8 0
meth Gemma3nVisionConfig.from_dict 3 1 0
attr Gemma3nVisionConfig.architecture 1 0 0
attr Gemma3nVisionConfig.initializer_range 1 0 0
attr Gemma3nVisionConfig.do_pooling 1 0 0
attr Gemma3nVisionConfig.hidden_size 1 0 0
attr Gemma3nVisionConfig.vocab_size 1 0 0
attr Gemma3nVisionConfig.vocab_offset 1 0 0
attr Gemma3nVisionConfig.rms_norm_eps 1 0 0
attr Gemma3nVisionConfig.model_args 1 0 0
meth Gemma3nTextConfig.init 33 31 0
meth Gemma3nTextConfig.convert_rope_params_to_dict 3 0 0
attr Gemma3nTextConfig.pad_token_id 1 0 0
attr Gemma3nTextConfig.bos_token_id 1 0 0
attr Gemma3nTextConfig.eos_token_id 1 0 0
attr Gemma3nTextConfig.vocab_size 1 0 0
attr Gemma3nTextConfig.vocab_size_per_layer_input 1 0 0
attr Gemma3nTextConfig.max_position_embeddings 1 0 0
attr Gemma3nTextConfig.hidden_size 1 0 0
attr Gemma3nTextConfig.intermediate_size 1 0 0
attr Gemma3nTextConfig.num_hidden_layers 1 0 0
attr Gemma3nTextConfig.num_attention_heads 1 0 0
attr Gemma3nTextConfig.head_dim 1 0 0
attr Gemma3nTextConfig.num_key_value_heads 1 0 0
attr Gemma3nTextConfig.initializer_range 1 0 0
attr Gemma3nTextConfig.rms_norm_eps 1 0 0
attr Gemma3nTextConfig.use_cache 1 0 0
attr Gemma3nTextConfig.attention_bias 1 0 0
attr Gemma3nTextConfig.attention_dropout 1 0 0
attr Gemma3nTextConfig.hidden_activation 1 0 0
attr Gemma3nTextConfig.sliding_window 1 0 0
attr Gemma3nTextConfig.final_logit_softcapping 1 0 0
attr Gemma3nTextConfig.layer_types 1 0 0
attr Gemma3nTextConfig.hidden_size_per_layer_input 1 0 0
attr Gemma3nTextConfig.num_kv_shared_layers 1 0 0
attr Gemma3nTextConfig.altup_active_idx 1 0 0
attr Gemma3nTextConfig.altup_coef_clip 1 0 0
attr Gemma3nTextConfig.altup_correct_scale 1 0 0
attr Gemma3nTextConfig.altup_num_inputs 1 0 0
attr Gemma3nTextConfig.laurel_rank 1 0 0
attr Gemma3nTextConfig.activation_sparsity_pattern 1 0 0
attr Gemma3nTextConfig.rope_parameters 1 0 0
attr Gemma3nTextConfig.tie_word_embeddings 1 0 0
meth Gemma3nConfig.init 15 13 0
attr Gemma3nConfig.text_config 1 0 0
attr Gemma3nConfig.vision_config 1 0 0
attr Gemma3nConfig.audio_config 1 0 0
attr Gemma3nConfig.audio_soft_tokens_per_image 1 0 0
attr Gemma3nConfig.vision_soft_tokens_per_image 1 0 0
attr Gemma3nConfig.boi_token_id 1 0 0
attr Gemma3nConfig.eoi_token_id 1 0 0
attr Gemma3nConfig.image_token_id 1 0 0
attr Gemma3nConfig.boa_token_id 1 0 0
attr Gemma3nConfig.eoa_token_id 1 0 0
attr Gemma3nConfig.audio_token_id 1 0 0
attr Gemma3nConfig.initializer_range 1 0 0
attr Gemma3nConfig.tie_word_embeddings 1 0 0
meth Gemma3nAudioConfig.init 21 19 0
attr Gemma3nAudioConfig.input_feat_size 1 0 0
attr Gemma3nAudioConfig.hidden_size 1 0 0
attr Gemma3nAudioConfig.rms_norm_eps 1 0 0
attr Gemma3nAudioConfig.vocab_size 1 0 0
attr Gemma3nAudioConfig.vocab_offset 1 0 0
attr Gemma3nAudioConfig.gradient_clipping 1 0 0
attr Gemma3nAudioConfig.conf_attention_chunk_size 1 0 0
attr Gemma3nAudioConfig.conf_attention_context_left 1 0 0
attr Gemma3nAudioConfig.conf_attention_context_right 1 0 0
attr Gemma3nAudioConfig.conf_attention_logit_cap 1 0 0
attr Gemma3nAudioConfig.conf_num_attention_heads 1 0 0
attr Gemma3nAudioConfig.conf_num_hidden_layers 1 0 0
attr Gemma3nAudioConfig.conf_conv_kernel_size 1 0 0
attr Gemma3nAudioConfig.conf_reduction_factor 1 0 0
attr Gemma3nAudioConfig.conf_residual_weight 1 0 0
attr Gemma3nAudioConfig.sscp_conv_channel_size 1 0 0
attr Gemma3nAudioConfig.sscp_conv_group_norm_eps 1 0 0
attr Gemma3nAudioConfig.sscp_conv_kernel_size 1 0 0
attr Gemma3nAudioConfig.sscp_conv_stride_size 1 0 0

transformers.models.gemma3n.feature_extraction_gemma3n (18 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3nAudioFeatureExtractor.init 18 16 0
meth Gemma3nAudioFeatureExtractor.call 9 8 0
attr Gemma3nAudioFeatureExtractor.min_frequency 1 0 0
attr Gemma3nAudioFeatureExtractor.max_frequency 1 0 0
attr Gemma3nAudioFeatureExtractor.preemphasis 1 0 0
attr Gemma3nAudioFeatureExtractor.preemphasis_htk_flavor 1 0 0
attr Gemma3nAudioFeatureExtractor.fft_overdrive 1 0 0
attr Gemma3nAudioFeatureExtractor.dither 1 0 0
attr Gemma3nAudioFeatureExtractor.input_scale_factor 1 0 0
attr Gemma3nAudioFeatureExtractor.frame_length 1 0 0
attr Gemma3nAudioFeatureExtractor.hop_length 1 0 0
attr Gemma3nAudioFeatureExtractor.mel_floor 1 0 0
attr Gemma3nAudioFeatureExtractor.fft_length 1 0 0
attr Gemma3nAudioFeatureExtractor.window 1 0 0
attr Gemma3nAudioFeatureExtractor.mel_filters 1 0 0
attr Gemma3nAudioFeatureExtractor.per_bin_mean 1 0 0
attr Gemma3nAudioFeatureExtractor.per_bin_stddev 1 0 0

transformers.models.gemma3n.modeling_gemma3n (59 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3nPreTrainedModel._init_weights 2 0 0
meth Gemma3nModel.init 2 1 0
meth Gemma3nModel.get_input_embeddings 1 0 0
meth Gemma3nModel.set_input_embeddings 2 0 0
meth Gemma3nModel.get_placeholder_mask 5 4 0
attr Gemma3nModel.vision_tower 1 0 0
attr Gemma3nModel.vocab_size 1 0 0
attr Gemma3nModel.language_model 1 0 0
attr Gemma3nModel.vocab_size_per_layer_input 1 0 0
attr Gemma3nModel.audio_tower 1 0 0
attr Gemma3nModel.embed_vision 1 0 0
attr Gemma3nModel.embed_audio 1 0 0
meth Gemma3nForCausalLM.init 2 1 0
attr Gemma3nForCausalLM.model 1 0 0
attr Gemma3nForCausalLM.vocab_size 1 0 0
attr Gemma3nForCausalLM.lm_head 1 0 0
meth Gemma3nAudioEncoder.init 2 1 0
attr Gemma3nAudioEncoder.subsample_conv_projection 1 0 0
attr Gemma3nAudioEncoder.conformer 1 0 0
meth Gemma3nTextModel.init 2 1 0
attr Gemma3nTextModel.padding_idx 1 0 0
attr Gemma3nTextModel.vocab_size 1 0 0
attr Gemma3nTextModel.embed_tokens 1 0 0
attr Gemma3nTextModel.layers 1 0 0
attr Gemma3nTextModel.norm 1 0 0
attr Gemma3nTextModel.rotary_emb 1 0 0
attr Gemma3nTextModel.gradient_checkpointing 1 0 0
attr Gemma3nTextModel.hidden_size 1 0 0
attr Gemma3nTextModel.hidden_size_per_layer_input 1 0 0
attr Gemma3nTextModel.embed_tokens_per_layer 1 0 0
attr Gemma3nTextModel.per_layer_model_projection 1 0 0
attr Gemma3nTextModel.per_layer_projection_norm 1 0 0
attr Gemma3nTextModel.altup_projections 1 0 0
attr Gemma3nTextModel.altup_unembed_projections 1 0 0
meth Gemma3nForConditionalGeneration.init 2 1 0
meth Gemma3nForConditionalGeneration.get_input_embeddings 1 0 0
meth Gemma3nForConditionalGeneration.set_input_embeddings 2 0 0
meth Gemma3nForConditionalGeneration.get_image_features 3 2 0
meth Gemma3nForConditionalGeneration.prepare_inputs_for_generation 16 0 0
attr Gemma3nForConditionalGeneration.model 1 0 0
attr Gemma3nForConditionalGeneration.lm_head 1 0 0

transformers.models.gemma3n.modular_gemma3n (120 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3nAudioEncoder.init 2 1 0
attr Gemma3nAudioEncoder.subsample_conv_projection 1 0 0
attr Gemma3nAudioEncoder.conformer 1 0 0
meth Gemma3nTextModel.init 2 1 0
attr Gemma3nTextModel.hidden_size 1 0 0
attr Gemma3nTextModel.hidden_size_per_layer_input 1 0 0
attr Gemma3nTextModel.embed_tokens_per_layer 1 0 0
attr Gemma3nTextModel.per_layer_model_projection 1 0 0
attr Gemma3nTextModel.per_layer_projection_norm 1 0 0
attr Gemma3nTextModel.layers 1 0 0
attr Gemma3nTextModel.norm 1 0 0
attr Gemma3nTextModel.altup_projections 1 0 0
attr Gemma3nTextModel.altup_unembed_projections 1 0 0
meth Gemma3nForConditionalGeneration.prepare_inputs_for_generation 16 0 0
meth Gemma3nForConditionalGeneration.create_masks_for_generate 2 0 0
meth Gemma3nTextConfig.init 33 31 0
meth Gemma3nTextConfig.convert_rope_params_to_dict 3 0 0
attr Gemma3nTextConfig.pad_token_id 1 0 0
attr Gemma3nTextConfig.bos_token_id 1 0 0
attr Gemma3nTextConfig.eos_token_id 1 0 0
attr Gemma3nTextConfig.vocab_size 1 0 0
attr Gemma3nTextConfig.vocab_size_per_layer_input 1 0 0
attr Gemma3nTextConfig.max_position_embeddings 1 0 0
attr Gemma3nTextConfig.hidden_size 1 0 0
attr Gemma3nTextConfig.intermediate_size 1 0 0
attr Gemma3nTextConfig.num_hidden_layers 1 0 0
attr Gemma3nTextConfig.num_attention_heads 1 0 0
attr Gemma3nTextConfig.head_dim 1 0 0
attr Gemma3nTextConfig.num_key_value_heads 1 0 0
attr Gemma3nTextConfig.initializer_range 1 0 0
attr Gemma3nTextConfig.rms_norm_eps 1 0 0
attr Gemma3nTextConfig.use_cache 1 0 0
attr Gemma3nTextConfig.attention_bias 1 0 0
attr Gemma3nTextConfig.attention_dropout 1 0 0
attr Gemma3nTextConfig.hidden_activation 1 0 0
attr Gemma3nTextConfig.sliding_window 1 0 0
attr Gemma3nTextConfig.final_logit_softcapping 1 0 0
attr Gemma3nTextConfig.layer_types 1 0 0
attr Gemma3nTextConfig.hidden_size_per_layer_input 1 0 0
attr Gemma3nTextConfig.num_kv_shared_layers 1 0 0
attr Gemma3nTextConfig.altup_active_idx 1 0 0
attr Gemma3nTextConfig.altup_coef_clip 1 0 0
attr Gemma3nTextConfig.altup_correct_scale 1 0 0
attr Gemma3nTextConfig.altup_num_inputs 1 0 0
attr Gemma3nTextConfig.laurel_rank 1 0 0
attr Gemma3nTextConfig.activation_sparsity_pattern 1 0 0
attr Gemma3nTextConfig.rope_parameters 1 0 0
attr Gemma3nTextConfig.tie_word_embeddings 1 0 0
meth Gemma3nPreTrainedModel._init_weights 2 0 0
meth Gemma3nConfig.init 15 13 0
attr Gemma3nConfig.text_config 1 0 0
attr Gemma3nConfig.vision_config 1 0 0
attr Gemma3nConfig.audio_config 1 0 0
attr Gemma3nConfig.audio_soft_tokens_per_image 1 0 0
attr Gemma3nConfig.vision_soft_tokens_per_image 1 0 0
attr Gemma3nConfig.boi_token_id 1 0 0
attr Gemma3nConfig.eoi_token_id 1 0 0
attr Gemma3nConfig.image_token_id 1 0 0
attr Gemma3nConfig.boa_token_id 1 0 0
attr Gemma3nConfig.eoa_token_id 1 0 0
attr Gemma3nConfig.audio_token_id 1 0 0
attr Gemma3nConfig.initializer_range 1 0 0
attr Gemma3nConfig.tie_word_embeddings 1 0 0
meth Gemma3nModel.init 2 1 0
meth Gemma3nModel.get_placeholder_mask 5 4 0
attr Gemma3nModel.vocab_size_per_layer_input 1 0 0
attr Gemma3nModel.audio_tower 1 0 0
attr Gemma3nModel.embed_vision 1 0 0
attr Gemma3nModel.embed_audio 1 0 0
meth Gemma3nVisionConfig.init 10 8 0
attr Gemma3nVisionConfig.architecture 1 0 0
attr Gemma3nVisionConfig.initializer_range 1 0 0
attr Gemma3nVisionConfig.do_pooling 1 0 0
attr Gemma3nVisionConfig.hidden_size 1 0 0
attr Gemma3nVisionConfig.vocab_size 1 0 0
attr Gemma3nVisionConfig.vocab_offset 1 0 0
attr Gemma3nVisionConfig.rms_norm_eps 1 0 0
meth Gemma3nAudioConfig.init 21 19 0
attr Gemma3nAudioConfig.input_feat_size 1 0 0
attr Gemma3nAudioConfig.hidden_size 1 0 0
attr Gemma3nAudioConfig.rms_norm_eps 1 0 0
attr Gemma3nAudioConfig.vocab_size 1 0 0
attr Gemma3nAudioConfig.vocab_offset 1 0 0
attr Gemma3nAudioConfig.gradient_clipping 1 0 0
attr Gemma3nAudioConfig.conf_attention_chunk_size 1 0 0
attr Gemma3nAudioConfig.conf_attention_context_left 1 0 0
attr Gemma3nAudioConfig.conf_attention_context_right 1 0 0
attr Gemma3nAudioConfig.conf_attention_logit_cap 1 0 0
attr Gemma3nAudioConfig.conf_num_attention_heads 1 0 0
attr Gemma3nAudioConfig.conf_num_hidden_layers 1 0 0
attr Gemma3nAudioConfig.conf_conv_kernel_size 1 0 0
attr Gemma3nAudioConfig.conf_reduction_factor 1 0 0
attr Gemma3nAudioConfig.conf_residual_weight 1 0 0
attr Gemma3nAudioConfig.sscp_conv_channel_size 1 0 0
attr Gemma3nAudioConfig.sscp_conv_group_norm_eps 1 0 0
attr Gemma3nAudioConfig.sscp_conv_kernel_size 1 0 0
attr Gemma3nAudioConfig.sscp_conv_stride_size 1 0 0

transformers.models.gemma3n.processing_gemma3n (17 missing, 0 any)

Symbol Typable Typed Any
meth Gemma3nProcessor.init 8 2 0
prop Gemma3nProcessor.model_input_names 1 0 0
attr Gemma3nProcessor.audio_seq_length 1 0 0
attr Gemma3nProcessor.audio_token_id 1 0 0
attr Gemma3nProcessor.boa_token 1 0 0
attr Gemma3nProcessor.audio_token 1 0 0
attr Gemma3nProcessor.full_audio_sequence 1 0 0
attr Gemma3nProcessor.image_seq_length 1 0 0
attr Gemma3nProcessor.image_token_id 1 0 0
attr Gemma3nProcessor.boi_token 1 0 0
attr Gemma3nProcessor.image_token 1 0 0
attr Gemma3nProcessor.full_image_sequence 1 0 0

transformers.models.git.configuration_git (62 missing, 0 any)

Symbol Typable Typed Any
meth GitConfig.init 20 0 0
attr GitConfig.vision_config 1 0 0
attr GitConfig.vocab_size 1 0 0
attr GitConfig.hidden_size 1 0 0
attr GitConfig.num_hidden_layers 1 0 0
attr GitConfig.num_attention_heads 1 0 0
attr GitConfig.hidden_act 1 0 0
attr GitConfig.intermediate_size 1 0 0
attr GitConfig.hidden_dropout_prob 1 0 0
attr GitConfig.attention_probs_dropout_prob 1 0 0
attr GitConfig.max_position_embeddings 1 0 0
attr GitConfig.initializer_range 1 0 0
attr GitConfig.layer_norm_eps 1 0 0
attr GitConfig.use_cache 1 0 0
attr GitConfig.num_image_with_embedding 1 0 0
attr GitConfig.bos_token_id 1 0 0
attr GitConfig.eos_token_id 1 0 0
attr GitConfig.pad_token_id 1 0 0
attr GitConfig.tie_word_embeddings 1 0 0
meth GitVisionConfig.init 13 0 0
attr GitVisionConfig.hidden_size 1 0 0
attr GitVisionConfig.intermediate_size 1 0 0
attr GitVisionConfig.num_hidden_layers 1 0 0
attr GitVisionConfig.num_attention_heads 1 0 0
attr GitVisionConfig.num_channels 1 0 0
attr GitVisionConfig.patch_size 1 0 0
attr GitVisionConfig.image_size 1 0 0
attr GitVisionConfig.initializer_range 1 0 0
attr GitVisionConfig.attention_dropout 1 0 0
attr GitVisionConfig.layer_norm_eps 1 0 0
attr GitVisionConfig.hidden_act 1 0 0

transformers.models.git.modeling_git (33 missing, 0 any)

Symbol Typable Typed Any
meth GitModel.init 2 0 0
meth GitModel.get_input_embeddings 1 0 0
meth GitModel.set_input_embeddings 2 0 0
meth GitModel.forward 14 13 0
attr GitModel.embeddings 1 0 0
attr GitModel.image_encoder 1 0 0
attr GitModel.encoder 1 0 0
attr GitModel.visual_projection 1 0 0
attr GitModel.img_temporal_embedding 1 0 0
meth GitPreTrainedModel._init_weights 2 0 0
meth GitForCausalLM.init 2 0 0
meth GitForCausalLM.get_output_embeddings 1 0 0
meth GitForCausalLM.set_output_embeddings 2 0 0
meth GitForCausalLM.forward 16 15 0
meth GitForCausalLM.prepare_inputs_for_generation 9 0 0
attr GitForCausalLM.git 1 0 0
attr GitForCausalLM.output 1 0 0
meth GitVisionModel.init 2 1 0
meth GitVisionModel.forward 7 6 0
attr GitVisionModel.vision_model 1 0 0

transformers.models.git.processing_git (3 missing, 0 any)

Symbol Typable Typed Any
meth GitProcessor.init 3 0 0

transformers.models.glm.configuration_glm (21 missing, 0 any)

Symbol Typable Typed Any
meth GlmConfig.init 21 19 0
attr GlmConfig.vocab_size 1 0 0
attr GlmConfig.max_position_embeddings 1 0 0
attr GlmConfig.hidden_size 1 0 0
attr GlmConfig.intermediate_size 1 0 0
attr GlmConfig.num_hidden_layers 1 0 0
attr GlmConfig.num_attention_heads 1 0 0
attr GlmConfig.head_dim 1 0 0
attr GlmConfig.num_key_value_heads 1 0 0
attr GlmConfig.hidden_act 1 0 0
attr GlmConfig.initializer_range 1 0 0
attr GlmConfig.rms_norm_eps 1 0 0
attr GlmConfig.use_cache 1 0 0
attr GlmConfig.attention_bias 1 0 0
attr GlmConfig.attention_dropout 1 0 0
attr GlmConfig.rope_parameters 1 0 0
attr GlmConfig.tie_word_embeddings 1 0 0
attr GlmConfig.pad_token_id 1 0 0
attr GlmConfig.bos_token_id 1 0 0
attr GlmConfig.eos_token_id 1 0 0

transformers.models.glm.modeling_glm (13 missing, 0 any)

Symbol Typable Typed Any
meth GlmForCausalLM.init 2 0 0
attr GlmForCausalLM.model 1 0 0
attr GlmForCausalLM.vocab_size 1 0 0
attr GlmForCausalLM.lm_head 1 0 0
meth GlmModel.init 2 1 0
attr GlmModel.padding_idx 1 0 0
attr GlmModel.vocab_size 1 0 0
attr GlmModel.embed_tokens 1 0 0
attr GlmModel.layers 1 0 0
attr GlmModel.norm 1 0 0
attr GlmModel.rotary_emb 1 0 0
attr GlmModel.gradient_checkpointing 1 0 0

transformers.models.glm.modular_glm (2 missing, 0 any)

Symbol Typable Typed Any
attr GlmPreTrainedModel 1 0 0
attr GlmModel 1 0 0

transformers.models.glm4.configuration_glm4 (21 missing, 0 any)

Symbol Typable Typed Any
meth Glm4Config.init 21 19 0
attr Glm4Config.vocab_size 1 0 0
attr Glm4Config.max_position_embeddings 1 0 0
attr Glm4Config.hidden_size 1 0 0
attr Glm4Config.intermediate_size 1 0 0
attr Glm4Config.num_hidden_layers 1 0 0
attr Glm4Config.num_attention_heads 1 0 0
attr Glm4Config.head_dim 1 0 0
attr Glm4Config.num_key_value_heads 1 0 0
attr Glm4Config.hidden_act 1 0 0
attr Glm4Config.initializer_range 1 0 0
attr Glm4Config.rms_norm_eps 1 0 0
attr Glm4Config.use_cache 1 0 0
attr Glm4Config.attention_bias 1 0 0
attr Glm4Config.attention_dropout 1 0 0
attr Glm4Config.rope_parameters 1 0 0
attr Glm4Config.tie_word_embeddings 1 0 0
attr Glm4Config.pad_token_id 1 0 0
attr Glm4Config.bos_token_id 1 0 0
attr Glm4Config.eos_token_id 1 0 0

transformers.models.glm4.modeling_glm4 (13 missing, 0 any)

Symbol Typable Typed Any
meth Glm4Model.init 2 1 0
attr Glm4Model.padding_idx 1 0 0
attr Glm4Model.vocab_size 1 0 0
attr Glm4Model.embed_tokens 1 0 0
attr Glm4Model.layers 1 0 0
attr Glm4Model.norm 1 0 0
attr Glm4Model.rotary_emb 1 0 0
attr Glm4Model.gradient_checkpointing 1 0 0
meth Glm4ForCausalLM.init 2 0 0
attr Glm4ForCausalLM.model 1 0 0
attr Glm4ForCausalLM.vocab_size 1 0 0
attr Glm4ForCausalLM.lm_head 1 0 0

transformers.models.glm4.modular_glm4 (2 missing, 0 any)

Symbol Typable Typed Any
attr Glm4Model 1 0 0
attr Glm4PreTrainedModel 1 0 0

transformers.models.glm46v.configuration_glm46v (20 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VConfig.init 11 0 0
attr Glm46VConfig.image_token_id 1 0 0
attr Glm46VConfig.video_token_id 1 0 0
attr Glm46VConfig.video_start_token_id 1 0 0
attr Glm46VConfig.video_end_token_id 1 0 0
attr Glm46VConfig.image_start_token_id 1 0 0
attr Glm46VConfig.image_end_token_id 1 0 0
attr Glm46VConfig.tie_word_embeddings 1 0 0
attr Glm46VConfig.vision_config 1 0 0
attr Glm46VConfig.text_config 1 0 0

transformers.models.glm46v.image_processing_glm46v (17 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VImageProcessor.init 14 13 0
meth Glm46VImageProcessor._preprocess 16 15 0
meth Glm46VImageProcessor.preprocess 17 16 0
meth Glm46VImageProcessor.get_number_of_image_patches 4 2 0
attr Glm46VImageProcessor.size 1 0 0
attr Glm46VImageProcessor.do_resize 1 0 0
attr Glm46VImageProcessor.resample 1 0 0
attr Glm46VImageProcessor.do_rescale 1 0 0
attr Glm46VImageProcessor.rescale_factor 1 0 0
attr Glm46VImageProcessor.do_normalize 1 0 0
attr Glm46VImageProcessor.image_mean 1 0 0
attr Glm46VImageProcessor.image_std 1 0 0
attr Glm46VImageProcessor.patch_size 1 0 0
attr Glm46VImageProcessor.temporal_patch_size 1 0 0
attr Glm46VImageProcessor.merge_size 1 0 0
attr Glm46VImageProcessor.do_convert_rgb 1 0 0

transformers.models.glm46v.image_processing_glm46v_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VImageProcessorFast.init 2 1 0
meth Glm46VImageProcessorFast._further_process_kwargs 3 2 0
meth Glm46VImageProcessorFast._preprocess 16 15 0
meth Glm46VImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.glm46v.modeling_glm46v (36 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VForConditionalGeneration.init 2 0 0
meth Glm46VForConditionalGeneration.get_input_embeddings 1 0 0
meth Glm46VForConditionalGeneration.set_input_embeddings 2 0 0
meth Glm46VForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Glm46VForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Glm46VForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Glm46VForConditionalGeneration.model 1 0 0
attr Glm46VForConditionalGeneration.lm_head 1 0 0
meth Glm46VModel.init 2 0 0
meth Glm46VModel.get_input_embeddings 1 0 0
meth Glm46VModel.set_input_embeddings 2 0 0
meth Glm46VModel.get_vision_position_ids 7 6 0
meth Glm46VModel.get_rope_index 7 6 0
meth Glm46VModel.get_placeholder_mask 5 4 0
attr Glm46VModel.visual 1 0 0
attr Glm46VModel.language_model 1 0 0
attr Glm46VModel.rope_deltas 1 0 0

transformers.models.glm46v.modular_glm46v (30 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VConfig.init 11 0 0
attr Glm46VConfig.image_token_id 1 0 0
attr Glm46VConfig.video_token_id 1 0 0
attr Glm46VConfig.video_start_token_id 1 0 0
attr Glm46VConfig.video_end_token_id 1 0 0
attr Glm46VConfig.image_start_token_id 1 0 0
attr Glm46VConfig.image_end_token_id 1 0 0
attr Glm46VConfig.tie_word_embeddings 1 0 0
attr Glm46VConfig.vision_config 1 0 0
attr Glm46VConfig.text_config 1 0 0
meth Glm46VVideoProcessor.sample_frames 4 2 0
meth Glm46VProcessor.replace_frame_token_id 2 0 0
meth Glm46VPreTrainedModel._init_weights 2 0 0
meth Glm46VModel.init 2 0 0
attr Glm46VModel.visual 1 0 0
attr Glm46VModel.language_model 1 0 0

transformers.models.glm46v.processing_glm46v (24 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VProcessor.init 6 0 0
meth Glm46VProcessor._get_num_multimodal_tokens 4 0 0
meth Glm46VProcessor.post_process_image_text_to_text 5 0 0
meth Glm46VProcessor.replace_frame_token_id 2 0 0
prop Glm46VProcessor.model_input_names 1 0 0
attr Glm46VProcessor.image_token 1 0 0
attr Glm46VProcessor.video_token 1 0 0
attr Glm46VProcessor.image_token_id 1 0 0
attr Glm46VProcessor.video_token_id 1 0 0
attr Glm46VProcessor.video_start_id 1 0 0
attr Glm46VProcessor.video_end_id 1 0 0

transformers.models.glm46v.video_processing_glm46v (6 missing, 0 any)

Symbol Typable Typed Any
meth Glm46VVideoProcessor.init 2 1 0
meth Glm46VVideoProcessor._further_process_kwargs 3 2 0
meth Glm46VVideoProcessor.sample_frames 4 2 0
meth Glm46VVideoProcessor._preprocess 16 14 0

transformers.models.glm4_moe.configuration_glm4_moe (30 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeConfig.init 30 28 0
attr Glm4MoeConfig.vocab_size 1 0 0
attr Glm4MoeConfig.max_position_embeddings 1 0 0
attr Glm4MoeConfig.hidden_size 1 0 0
attr Glm4MoeConfig.intermediate_size 1 0 0
attr Glm4MoeConfig.num_hidden_layers 1 0 0
attr Glm4MoeConfig.num_attention_heads 1 0 0
attr Glm4MoeConfig.num_key_value_heads 1 0 0
attr Glm4MoeConfig.hidden_act 1 0 0
attr Glm4MoeConfig.initializer_range 1 0 0
attr Glm4MoeConfig.rms_norm_eps 1 0 0
attr Glm4MoeConfig.use_cache 1 0 0
attr Glm4MoeConfig.attention_bias 1 0 0
attr Glm4MoeConfig.attention_dropout 1 0 0
attr Glm4MoeConfig.rope_parameters 1 0 0
attr Glm4MoeConfig.moe_intermediate_size 1 0 0
attr Glm4MoeConfig.num_experts_per_tok 1 0 0
attr Glm4MoeConfig.n_group 1 0 0
attr Glm4MoeConfig.topk_group 1 0 0
attr Glm4MoeConfig.n_shared_experts 1 0 0
attr Glm4MoeConfig.n_routed_experts 1 0 0
attr Glm4MoeConfig.routed_scaling_factor 1 0 0
attr Glm4MoeConfig.first_k_dense_replace 1 0 0
attr Glm4MoeConfig.norm_topk_prob 1 0 0
attr Glm4MoeConfig.use_qk_norm 1 0 0
attr Glm4MoeConfig.tie_word_embeddings 1 0 0
attr Glm4MoeConfig.bos_token_id 1 0 0
attr Glm4MoeConfig.eos_token_id 1 0 0
attr Glm4MoeConfig.pad_token_id 1 0 0

transformers.models.glm4_moe.modeling_glm4_moe (15 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeModel.init 2 1 0
attr Glm4MoeModel.padding_idx 1 0 0
attr Glm4MoeModel.vocab_size 1 0 0
attr Glm4MoeModel.embed_tokens 1 0 0
attr Glm4MoeModel.layers 1 0 0
attr Glm4MoeModel.norm 1 0 0
attr Glm4MoeModel.rotary_emb 1 0 0
attr Glm4MoeModel.gradient_checkpointing 1 0 0
meth Glm4MoeForCausalLM.init 2 0 0
attr Glm4MoeForCausalLM.model 1 0 0
attr Glm4MoeForCausalLM.vocab_size 1 0 0
attr Glm4MoeForCausalLM.lm_head 1 0 0
meth Glm4MoePreTrainedModel._init_weights 2 0 0

transformers.models.glm4_moe.modular_glm4_moe (30 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeConfig.init 30 28 0
attr Glm4MoeConfig.vocab_size 1 0 0
attr Glm4MoeConfig.max_position_embeddings 1 0 0
attr Glm4MoeConfig.hidden_size 1 0 0
attr Glm4MoeConfig.intermediate_size 1 0 0
attr Glm4MoeConfig.num_hidden_layers 1 0 0
attr Glm4MoeConfig.num_attention_heads 1 0 0
attr Glm4MoeConfig.num_key_value_heads 1 0 0
attr Glm4MoeConfig.hidden_act 1 0 0
attr Glm4MoeConfig.initializer_range 1 0 0
attr Glm4MoeConfig.rms_norm_eps 1 0 0
attr Glm4MoeConfig.use_cache 1 0 0
attr Glm4MoeConfig.attention_bias 1 0 0
attr Glm4MoeConfig.attention_dropout 1 0 0
attr Glm4MoeConfig.rope_parameters 1 0 0
attr Glm4MoeConfig.moe_intermediate_size 1 0 0
attr Glm4MoeConfig.num_experts_per_tok 1 0 0
attr Glm4MoeConfig.n_group 1 0 0
attr Glm4MoeConfig.topk_group 1 0 0
attr Glm4MoeConfig.n_shared_experts 1 0 0
attr Glm4MoeConfig.n_routed_experts 1 0 0
attr Glm4MoeConfig.routed_scaling_factor 1 0 0
attr Glm4MoeConfig.first_k_dense_replace 1 0 0
attr Glm4MoeConfig.norm_topk_prob 1 0 0
attr Glm4MoeConfig.use_qk_norm 1 0 0
attr Glm4MoeConfig.tie_word_embeddings 1 0 0
attr Glm4MoeConfig.bos_token_id 1 0 0
attr Glm4MoeConfig.eos_token_id 1 0 0
attr Glm4MoeConfig.pad_token_id 1 0 0

transformers.models.glm4_moe_lite.configuration_glm4_moe_lite (39 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeLiteConfig.init 36 33 0
attr Glm4MoeLiteConfig.vocab_size 1 0 0
attr Glm4MoeLiteConfig.max_position_embeddings 1 0 0
attr Glm4MoeLiteConfig.hidden_size 1 0 0
attr Glm4MoeLiteConfig.intermediate_size 1 0 0
attr Glm4MoeLiteConfig.num_hidden_layers 1 0 0
attr Glm4MoeLiteConfig.mlp_layer_types 1 0 0
attr Glm4MoeLiteConfig.moe_intermediate_size 1 0 0
attr Glm4MoeLiteConfig.num_attention_heads 1 0 0
attr Glm4MoeLiteConfig.n_shared_experts 1 0 0
attr Glm4MoeLiteConfig.n_routed_experts 1 0 0
attr Glm4MoeLiteConfig.routed_scaling_factor 1 0 0
attr Glm4MoeLiteConfig.kv_lora_rank 1 0 0
attr Glm4MoeLiteConfig.q_lora_rank 1 0 0
attr Glm4MoeLiteConfig.qk_rope_head_dim 1 0 0
attr Glm4MoeLiteConfig.v_head_dim 1 0 0
attr Glm4MoeLiteConfig.qk_nope_head_dim 1 0 0
attr Glm4MoeLiteConfig.qk_head_dim 1 0 0
attr Glm4MoeLiteConfig.head_dim 1 0 0
attr Glm4MoeLiteConfig.n_group 1 0 0
attr Glm4MoeLiteConfig.topk_group 1 0 0
attr Glm4MoeLiteConfig.num_experts_per_tok 1 0 0
attr Glm4MoeLiteConfig.norm_topk_prob 1 0 0
attr Glm4MoeLiteConfig.rope_interleave 1 0 0
attr Glm4MoeLiteConfig.num_key_value_heads 1 0 0
attr Glm4MoeLiteConfig.hidden_act 1 0 0
attr Glm4MoeLiteConfig.initializer_range 1 0 0
attr Glm4MoeLiteConfig.rms_norm_eps 1 0 0
attr Glm4MoeLiteConfig.pretraining_tp 1 0 0
attr Glm4MoeLiteConfig.use_cache 1 0 0
attr Glm4MoeLiteConfig.attention_bias 1 0 0
attr Glm4MoeLiteConfig.attention_dropout 1 0 0
attr Glm4MoeLiteConfig.rope_parameters 1 0 0
attr Glm4MoeLiteConfig.pad_token_id 1 0 0
attr Glm4MoeLiteConfig.bos_token_id 1 0 0
attr Glm4MoeLiteConfig.eos_token_id 1 0 0
attr Glm4MoeLiteConfig.tie_word_embeddings 1 0 0

transformers.models.glm4_moe_lite.modeling_glm4_moe_lite (15 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeLiteForCausalLM.init 2 0 0
attr Glm4MoeLiteForCausalLM.model 1 0 0
attr Glm4MoeLiteForCausalLM.vocab_size 1 0 0
attr Glm4MoeLiteForCausalLM.lm_head 1 0 0
meth Glm4MoeLiteModel.init 2 1 0
attr Glm4MoeLiteModel.padding_idx 1 0 0
attr Glm4MoeLiteModel.vocab_size 1 0 0
attr Glm4MoeLiteModel.embed_tokens 1 0 0
attr Glm4MoeLiteModel.layers 1 0 0
attr Glm4MoeLiteModel.norm 1 0 0
attr Glm4MoeLiteModel.rotary_emb 1 0 0
attr Glm4MoeLiteModel.gradient_checkpointing 1 0 0
meth Glm4MoeLitePreTrainedModel._init_weights 2 0 0

transformers.models.glm4_moe_lite.modular_glm4_moe_lite (39 missing, 0 any)

Symbol Typable Typed Any
meth Glm4MoeLiteConfig.init 36 33 0
attr Glm4MoeLiteConfig.vocab_size 1 0 0
attr Glm4MoeLiteConfig.max_position_embeddings 1 0 0
attr Glm4MoeLiteConfig.hidden_size 1 0 0
attr Glm4MoeLiteConfig.intermediate_size 1 0 0
attr Glm4MoeLiteConfig.num_hidden_layers 1 0 0
attr Glm4MoeLiteConfig.mlp_layer_types 1 0 0
attr Glm4MoeLiteConfig.moe_intermediate_size 1 0 0
attr Glm4MoeLiteConfig.num_attention_heads 1 0 0
attr Glm4MoeLiteConfig.n_shared_experts 1 0 0
attr Glm4MoeLiteConfig.n_routed_experts 1 0 0
attr Glm4MoeLiteConfig.routed_scaling_factor 1 0 0
attr Glm4MoeLiteConfig.kv_lora_rank 1 0 0
attr Glm4MoeLiteConfig.q_lora_rank 1 0 0
attr Glm4MoeLiteConfig.qk_rope_head_dim 1 0 0
attr Glm4MoeLiteConfig.v_head_dim 1 0 0
attr Glm4MoeLiteConfig.qk_nope_head_dim 1 0 0
attr Glm4MoeLiteConfig.qk_head_dim 1 0 0
attr Glm4MoeLiteConfig.head_dim 1 0 0
attr Glm4MoeLiteConfig.n_group 1 0 0
attr Glm4MoeLiteConfig.topk_group 1 0 0
attr Glm4MoeLiteConfig.num_experts_per_tok 1 0 0
attr Glm4MoeLiteConfig.norm_topk_prob 1 0 0
attr Glm4MoeLiteConfig.rope_interleave 1 0 0
attr Glm4MoeLiteConfig.num_key_value_heads 1 0 0
attr Glm4MoeLiteConfig.hidden_act 1 0 0
attr Glm4MoeLiteConfig.initializer_range 1 0 0
attr Glm4MoeLiteConfig.rms_norm_eps 1 0 0
attr Glm4MoeLiteConfig.pretraining_tp 1 0 0
attr Glm4MoeLiteConfig.use_cache 1 0 0
attr Glm4MoeLiteConfig.attention_bias 1 0 0
attr Glm4MoeLiteConfig.attention_dropout 1 0 0
attr Glm4MoeLiteConfig.rope_parameters 1 0 0
attr Glm4MoeLiteConfig.pad_token_id 1 0 0
attr Glm4MoeLiteConfig.bos_token_id 1 0 0
attr Glm4MoeLiteConfig.eos_token_id 1 0 0
attr Glm4MoeLiteConfig.tie_word_embeddings 1 0 0

transformers.models.glm4v.configuration_glm4v (68 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vConfig.init 11 0 0
attr Glm4vConfig.image_token_id 1 0 0
attr Glm4vConfig.video_token_id 1 0 0
attr Glm4vConfig.video_start_token_id 1 0 0
attr Glm4vConfig.video_end_token_id 1 0 0
attr Glm4vConfig.image_start_token_id 1 0 0
attr Glm4vConfig.image_end_token_id 1 0 0
attr Glm4vConfig.tie_word_embeddings 1 0 0
attr Glm4vConfig.vision_config 1 0 0
attr Glm4vConfig.text_config 1 0 0
meth Glm4vVisionConfig.init 17 0 0
attr Glm4vVisionConfig.depth 1 0 0
attr Glm4vVisionConfig.hidden_size 1 0 0
attr Glm4vVisionConfig.hidden_act 1 0 0
attr Glm4vVisionConfig.num_heads 1 0 0
attr Glm4vVisionConfig.in_channels 1 0 0
attr Glm4vVisionConfig.image_size 1 0 0
attr Glm4vVisionConfig.patch_size 1 0 0
attr Glm4vVisionConfig.spatial_merge_size 1 0 0
attr Glm4vVisionConfig.temporal_patch_size 1 0 0
attr Glm4vVisionConfig.out_hidden_size 1 0 0
attr Glm4vVisionConfig.intermediate_size 1 0 0
attr Glm4vVisionConfig.initializer_range 1 0 0
attr Glm4vVisionConfig.rms_norm_eps 1 0 0
attr Glm4vVisionConfig.attention_bias 1 0 0
attr Glm4vVisionConfig.attention_dropout 1 0 0
meth Glm4vTextConfig.init 16 14 0
attr Glm4vTextConfig.vocab_size 1 0 0
attr Glm4vTextConfig.max_position_embeddings 1 0 0
attr Glm4vTextConfig.hidden_size 1 0 0
attr Glm4vTextConfig.intermediate_size 1 0 0
attr Glm4vTextConfig.num_hidden_layers 1 0 0
attr Glm4vTextConfig.num_attention_heads 1 0 0
attr Glm4vTextConfig.num_key_value_heads 1 0 0
attr Glm4vTextConfig.hidden_act 1 0 0
attr Glm4vTextConfig.initializer_range 1 0 0
attr Glm4vTextConfig.rms_norm_eps 1 0 0
attr Glm4vTextConfig.use_cache 1 0 0
attr Glm4vTextConfig.attention_dropout 1 0 0
attr Glm4vTextConfig.rope_parameters 1 0 0
attr Glm4vTextConfig.pad_token_id 1 0 0

transformers.models.glm4v.image_processing_glm4v (17 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vImageProcessor.init 14 13 0
meth Glm4vImageProcessor._preprocess 16 15 0
meth Glm4vImageProcessor.preprocess 17 16 0
meth Glm4vImageProcessor.get_number_of_image_patches 4 2 0
attr Glm4vImageProcessor.size 1 0 0
attr Glm4vImageProcessor.do_resize 1 0 0
attr Glm4vImageProcessor.resample 1 0 0
attr Glm4vImageProcessor.do_rescale 1 0 0
attr Glm4vImageProcessor.rescale_factor 1 0 0
attr Glm4vImageProcessor.do_normalize 1 0 0
attr Glm4vImageProcessor.image_mean 1 0 0
attr Glm4vImageProcessor.image_std 1 0 0
attr Glm4vImageProcessor.patch_size 1 0 0
attr Glm4vImageProcessor.temporal_patch_size 1 0 0
attr Glm4vImageProcessor.merge_size 1 0 0
attr Glm4vImageProcessor.do_convert_rgb 1 0 0

transformers.models.glm4v.image_processing_glm4v_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vImageProcessorFast.init 2 1 0
meth Glm4vImageProcessorFast._further_process_kwargs 3 2 0
meth Glm4vImageProcessorFast._preprocess 16 15 0
meth Glm4vImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.glm4v.modeling_glm4v (60 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vModel.init 2 0 0
meth Glm4vModel.get_input_embeddings 1 0 0
meth Glm4vModel.set_input_embeddings 2 0 0
meth Glm4vModel.get_vision_position_ids 7 6 0
meth Glm4vModel.get_rope_index 7 6 0
meth Glm4vModel.get_placeholder_mask 5 4 0
attr Glm4vModel.visual 1 0 0
attr Glm4vModel.language_model 1 0 0
attr Glm4vModel.rope_deltas 1 0 0
meth Glm4vTextModel.init 2 1 0
attr Glm4vTextModel.padding_idx 1 0 0
attr Glm4vTextModel.vocab_size 1 0 0
attr Glm4vTextModel.embed_tokens 1 0 0
attr Glm4vTextModel.layers 1 0 0
attr Glm4vTextModel.norm 1 0 0
attr Glm4vTextModel.rotary_emb 1 0 0
attr Glm4vTextModel.gradient_checkpointing 1 0 0
meth Glm4vForConditionalGeneration.init 2 0 0
meth Glm4vForConditionalGeneration.get_input_embeddings 1 0 0
meth Glm4vForConditionalGeneration.set_input_embeddings 2 0 0
meth Glm4vForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Glm4vForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Glm4vForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Glm4vForConditionalGeneration.model 1 0 0
attr Glm4vForConditionalGeneration.lm_head 1 0 0
meth Glm4vVisionModel.init 2 1 0
meth Glm4vVisionModel.rot_pos_emb 2 0 0
attr Glm4vVisionModel.spatial_merge_size 1 0 0
attr Glm4vVisionModel.patch_size 1 0 0
attr Glm4vVisionModel.embeddings 1 0 0
attr Glm4vVisionModel.patch_embed 1 0 0
attr Glm4vVisionModel.rotary_pos_emb 1 0 0
attr Glm4vVisionModel.blocks 1 0 0
attr Glm4vVisionModel.merger 1 0 0
attr Glm4vVisionModel.post_conv_layernorm 1 0 0
attr Glm4vVisionModel.downsample 1 0 0
attr Glm4vVisionModel.post_layernorm 1 0 0
attr Glm4vVisionModel.gradient_checkpointing 1 0 0
meth Glm4vPreTrainedModel._init_weights 2 0 0

transformers.models.glm4v.modular_glm4v (119 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vVisionConfig.init 17 0 0
attr Glm4vVisionConfig.depth 1 0 0
attr Glm4vVisionConfig.hidden_size 1 0 0
attr Glm4vVisionConfig.hidden_act 1 0 0
attr Glm4vVisionConfig.num_heads 1 0 0
attr Glm4vVisionConfig.in_channels 1 0 0
attr Glm4vVisionConfig.image_size 1 0 0
attr Glm4vVisionConfig.patch_size 1 0 0
attr Glm4vVisionConfig.spatial_merge_size 1 0 0
attr Glm4vVisionConfig.temporal_patch_size 1 0 0
attr Glm4vVisionConfig.out_hidden_size 1 0 0
attr Glm4vVisionConfig.intermediate_size 1 0 0
attr Glm4vVisionConfig.initializer_range 1 0 0
attr Glm4vVisionConfig.rms_norm_eps 1 0 0
attr Glm4vVisionConfig.attention_bias 1 0 0
attr Glm4vVisionConfig.attention_dropout 1 0 0
meth Glm4vTextModel.init 2 1 0
attr Glm4vTextModel.layers 1 0 0
attr Glm4vTextModel.norm 1 0 0
attr Glm4vTextModel.rotary_emb 1 0 0
meth Glm4vProcessor.init 6 0 0
meth Glm4vProcessor.replace_frame_token_id 2 0 0
attr Glm4vProcessor.image_token 1 0 0
attr Glm4vProcessor.video_token 1 0 0
attr Glm4vProcessor.video_start_id 1 0 0
attr Glm4vProcessor.video_end_id 1 0 0
meth Glm4vVisionModel.init 2 1 0
meth Glm4vVisionModel.rot_pos_emb 2 0 0
attr Glm4vVisionModel.spatial_merge_size 1 0 0
attr Glm4vVisionModel.patch_size 1 0 0
attr Glm4vVisionModel.embeddings 1 0 0
attr Glm4vVisionModel.patch_embed 1 0 0
attr Glm4vVisionModel.rotary_pos_emb 1 0 0
attr Glm4vVisionModel.blocks 1 0 0
attr Glm4vVisionModel.merger 1 0 0
attr Glm4vVisionModel.post_conv_layernorm 1 0 0
attr Glm4vVisionModel.downsample 1 0 0
attr Glm4vVisionModel.post_layernorm 1 0 0
attr Glm4vVisionModel.gradient_checkpointing 1 0 0
meth Glm4vPreTrainedModel._init_weights 2 0 0
meth Glm4vModel.init 2 0 0
meth Glm4vModel.get_placeholder_mask 5 4 0
meth Glm4vModel.get_rope_index 7 6 0
attr Glm4vModel.visual 1 0 0
meth Glm4vTextConfig.init 16 14 0
attr Glm4vTextConfig.vocab_size 1 0 0
attr Glm4vTextConfig.max_position_embeddings 1 0 0
attr Glm4vTextConfig.hidden_size 1 0 0
attr Glm4vTextConfig.intermediate_size 1 0 0
attr Glm4vTextConfig.num_hidden_layers 1 0 0
attr Glm4vTextConfig.num_attention_heads 1 0 0
attr Glm4vTextConfig.num_key_value_heads 1 0 0
attr Glm4vTextConfig.hidden_act 1 0 0
attr Glm4vTextConfig.initializer_range 1 0 0
attr Glm4vTextConfig.rms_norm_eps 1 0 0
attr Glm4vTextConfig.use_cache 1 0 0
attr Glm4vTextConfig.attention_dropout 1 0 0
attr Glm4vTextConfig.rope_parameters 1 0 0
attr Glm4vTextConfig.pad_token_id 1 0 0
meth Glm4vForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Glm4vConfig.init 11 0 0
attr Glm4vConfig.image_token_id 1 0 0
attr Glm4vConfig.video_token_id 1 0 0
attr Glm4vConfig.video_start_token_id 1 0 0
attr Glm4vConfig.video_end_token_id 1 0 0
attr Glm4vConfig.image_start_token_id 1 0 0
attr Glm4vConfig.image_end_token_id 1 0 0
attr Glm4vConfig.tie_word_embeddings 1 0 0
attr Glm4vConfig.vision_config 1 0 0
attr Glm4vConfig.text_config 1 0 0

transformers.models.glm4v.processing_glm4v (24 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vProcessor.init 6 0 0
meth Glm4vProcessor._get_num_multimodal_tokens 4 0 0
meth Glm4vProcessor.post_process_image_text_to_text 5 0 0
meth Glm4vProcessor.replace_frame_token_id 2 0 0
prop Glm4vProcessor.model_input_names 1 0 0
attr Glm4vProcessor.image_token 1 0 0
attr Glm4vProcessor.video_token 1 0 0
attr Glm4vProcessor.image_token_id 1 0 0
attr Glm4vProcessor.video_token_id 1 0 0
attr Glm4vProcessor.video_start_id 1 0 0
attr Glm4vProcessor.video_end_id 1 0 0

transformers.models.glm4v.video_processing_glm4v (6 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vVideoProcessor.init 2 1 0
meth Glm4vVideoProcessor._further_process_kwargs 3 2 0
meth Glm4vVideoProcessor.sample_frames 4 2 0
meth Glm4vVideoProcessor._preprocess 16 14 0

transformers.models.glm4v_moe.configuration_glm4v_moe (81 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vMoeConfig.init 11 0 0
attr Glm4vMoeConfig.image_token_id 1 0 0
attr Glm4vMoeConfig.video_token_id 1 0 0
attr Glm4vMoeConfig.video_start_token_id 1 0 0
attr Glm4vMoeConfig.video_end_token_id 1 0 0
attr Glm4vMoeConfig.image_start_token_id 1 0 0
attr Glm4vMoeConfig.image_end_token_id 1 0 0
attr Glm4vMoeConfig.tie_word_embeddings 1 0 0
attr Glm4vMoeConfig.vision_config 1 0 0
attr Glm4vMoeConfig.text_config 1 0 0
meth Glm4vMoeVisionConfig.init 17 0 0
attr Glm4vMoeVisionConfig.depth 1 0 0
attr Glm4vMoeVisionConfig.hidden_size 1 0 0
attr Glm4vMoeVisionConfig.hidden_act 1 0 0
attr Glm4vMoeVisionConfig.num_heads 1 0 0
attr Glm4vMoeVisionConfig.in_channels 1 0 0
attr Glm4vMoeVisionConfig.image_size 1 0 0
attr Glm4vMoeVisionConfig.patch_size 1 0 0
attr Glm4vMoeVisionConfig.spatial_merge_size 1 0 0
attr Glm4vMoeVisionConfig.temporal_patch_size 1 0 0
attr Glm4vMoeVisionConfig.out_hidden_size 1 0 0
attr Glm4vMoeVisionConfig.intermediate_size 1 0 0
attr Glm4vMoeVisionConfig.initializer_range 1 0 0
attr Glm4vMoeVisionConfig.rms_norm_eps 1 0 0
attr Glm4vMoeVisionConfig.attention_bias 1 0 0
attr Glm4vMoeVisionConfig.attention_dropout 1 0 0
meth Glm4vMoeTextConfig.init 29 27 0
attr Glm4vMoeTextConfig.pad_token_id 1 0 0
attr Glm4vMoeTextConfig.eos_token_id 1 0 0
attr Glm4vMoeTextConfig.bos_token_id 1 0 0
attr Glm4vMoeTextConfig.vocab_size 1 0 0
attr Glm4vMoeTextConfig.max_position_embeddings 1 0 0
attr Glm4vMoeTextConfig.hidden_size 1 0 0
attr Glm4vMoeTextConfig.intermediate_size 1 0 0
attr Glm4vMoeTextConfig.num_hidden_layers 1 0 0
attr Glm4vMoeTextConfig.num_attention_heads 1 0 0
attr Glm4vMoeTextConfig.num_key_value_heads 1 0 0
attr Glm4vMoeTextConfig.hidden_act 1 0 0
attr Glm4vMoeTextConfig.initializer_range 1 0 0
attr Glm4vMoeTextConfig.rms_norm_eps 1 0 0
attr Glm4vMoeTextConfig.use_cache 1 0 0
attr Glm4vMoeTextConfig.attention_bias 1 0 0
attr Glm4vMoeTextConfig.attention_dropout 1 0 0
attr Glm4vMoeTextConfig.rope_parameters 1 0 0
attr Glm4vMoeTextConfig.moe_intermediate_size 1 0 0
attr Glm4vMoeTextConfig.num_experts_per_tok 1 0 0
attr Glm4vMoeTextConfig.n_group 1 0 0
attr Glm4vMoeTextConfig.topk_group 1 0 0
attr Glm4vMoeTextConfig.n_shared_experts 1 0 0
attr Glm4vMoeTextConfig.n_routed_experts 1 0 0
attr Glm4vMoeTextConfig.routed_scaling_factor 1 0 0
attr Glm4vMoeTextConfig.first_k_dense_replace 1 0 0
attr Glm4vMoeTextConfig.norm_topk_prob 1 0 0
attr Glm4vMoeTextConfig.router_aux_loss_coef 1 0 0

transformers.models.glm4v_moe.modeling_glm4v_moe (62 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vMoeForConditionalGeneration.init 2 0 0
meth Glm4vMoeForConditionalGeneration.get_input_embeddings 1 0 0
meth Glm4vMoeForConditionalGeneration.set_input_embeddings 2 0 0
meth Glm4vMoeForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Glm4vMoeForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Glm4vMoeForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Glm4vMoeForConditionalGeneration.model 1 0 0
attr Glm4vMoeForConditionalGeneration.lm_head 1 0 0
attr Glm4vMoeForConditionalGeneration.num_experts 1 0 0
attr Glm4vMoeForConditionalGeneration.num_experts_per_tok 1 0 0
meth Glm4vMoeVisionModel.init 2 1 0
meth Glm4vMoeVisionModel.rot_pos_emb 2 0 0
attr Glm4vMoeVisionModel.spatial_merge_size 1 0 0
attr Glm4vMoeVisionModel.patch_size 1 0 0
attr Glm4vMoeVisionModel.embeddings 1 0 0
attr Glm4vMoeVisionModel.patch_embed 1 0 0
attr Glm4vMoeVisionModel.rotary_pos_emb 1 0 0
attr Glm4vMoeVisionModel.blocks 1 0 0
attr Glm4vMoeVisionModel.merger 1 0 0
attr Glm4vMoeVisionModel.post_conv_layernorm 1 0 0
attr Glm4vMoeVisionModel.downsample 1 0 0
attr Glm4vMoeVisionModel.post_layernorm 1 0 0
attr Glm4vMoeVisionModel.gradient_checkpointing 1 0 0
meth Glm4vMoeTextModel.init 2 1 0
attr Glm4vMoeTextModel.padding_idx 1 0 0
attr Glm4vMoeTextModel.vocab_size 1 0 0
attr Glm4vMoeTextModel.embed_tokens 1 0 0
attr Glm4vMoeTextModel.layers 1 0 0
attr Glm4vMoeTextModel.norm 1 0 0
attr Glm4vMoeTextModel.rotary_emb 1 0 0
attr Glm4vMoeTextModel.gradient_checkpointing 1 0 0
meth Glm4vMoePreTrainedModel._init_weights 2 0 0
meth Glm4vMoeModel.init 2 0 0
meth Glm4vMoeModel.get_input_embeddings 1 0 0
meth Glm4vMoeModel.set_input_embeddings 2 0 0
meth Glm4vMoeModel.get_vision_position_ids 7 6 0
meth Glm4vMoeModel.get_rope_index 7 6 0
meth Glm4vMoeModel.get_placeholder_mask 5 4 0
attr Glm4vMoeModel.visual 1 0 0
attr Glm4vMoeModel.language_model 1 0 0
attr Glm4vMoeModel.rope_deltas 1 0 0

transformers.models.glm4v_moe.modular_glm4v_moe (48 missing, 0 any)

Symbol Typable Typed Any
meth Glm4vMoeConfig.init 11 0 0
meth Glm4vMoeForConditionalGeneration.init 2 0 0
attr Glm4vMoeForConditionalGeneration.num_experts 1 0 0
attr Glm4vMoeForConditionalGeneration.num_experts_per_tok 1 0 0
attr Glm4vMoeVisionConfig 1 0 0
attr Glm4vMoeModel 1 0 0
meth Glm4vMoeTextConfig.init 29 27 0
attr Glm4vMoeTextConfig.pad_token_id 1 0 0
attr Glm4vMoeTextConfig.eos_token_id 1 0 0
attr Glm4vMoeTextConfig.bos_token_id 1 0 0
attr Glm4vMoeTextConfig.vocab_size 1 0 0
attr Glm4vMoeTextConfig.max_position_embeddings 1 0 0
attr Glm4vMoeTextConfig.hidden_size 1 0 0
attr Glm4vMoeTextConfig.intermediate_size 1 0 0
attr Glm4vMoeTextConfig.num_hidden_layers 1 0 0
attr Glm4vMoeTextConfig.num_attention_heads 1 0 0
attr Glm4vMoeTextConfig.num_key_value_heads 1 0 0
attr Glm4vMoeTextConfig.hidden_act 1 0 0
attr Glm4vMoeTextConfig.initializer_range 1 0 0
attr Glm4vMoeTextConfig.rms_norm_eps 1 0 0
attr Glm4vMoeTextConfig.use_cache 1 0 0
attr Glm4vMoeTextConfig.attention_bias 1 0 0
attr Glm4vMoeTextConfig.attention_dropout 1 0 0
attr Glm4vMoeTextConfig.rope_parameters 1 0 0
attr Glm4vMoeTextConfig.moe_intermediate_size 1 0 0
attr Glm4vMoeTextConfig.num_experts_per_tok 1 0 0
attr Glm4vMoeTextConfig.n_group 1 0 0
attr Glm4vMoeTextConfig.topk_group 1 0 0
attr Glm4vMoeTextConfig.n_shared_experts 1 0 0
attr Glm4vMoeTextConfig.n_routed_experts 1 0 0
attr Glm4vMoeTextConfig.routed_scaling_factor 1 0 0
attr Glm4vMoeTextConfig.first_k_dense_replace 1 0 0
attr Glm4vMoeTextConfig.norm_topk_prob 1 0 0
attr Glm4vMoeTextConfig.router_aux_loss_coef 1 0 0
meth Glm4vMoePreTrainedModel._init_weights 2 0 0

transformers.models.glm_image.configuration_glm_image (70 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageTextConfig.init 19 17 0
attr GlmImageTextConfig.vocab_size 1 0 0
attr GlmImageTextConfig.max_position_embeddings 1 0 0
attr GlmImageTextConfig.hidden_size 1 0 0
attr GlmImageTextConfig.intermediate_size 1 0 0
attr GlmImageTextConfig.num_hidden_layers 1 0 0
attr GlmImageTextConfig.num_attention_heads 1 0 0
attr GlmImageTextConfig.num_key_value_heads 1 0 0
attr GlmImageTextConfig.hidden_act 1 0 0
attr GlmImageTextConfig.initializer_range 1 0 0
attr GlmImageTextConfig.rms_norm_eps 1 0 0
attr GlmImageTextConfig.use_cache 1 0 0
attr GlmImageTextConfig.attention_dropout 1 0 0
attr GlmImageTextConfig.rope_parameters 1 0 0
attr GlmImageTextConfig.pad_token_id 1 0 0
attr GlmImageTextConfig.vision_vocab_size 1 0 0
attr GlmImageTextConfig.attention_bias 1 0 0
attr GlmImageTextConfig.eos_token_id 1 0 0
meth GlmImageVisionConfig.init 15 0 0
attr GlmImageVisionConfig.depth 1 0 0
attr GlmImageVisionConfig.hidden_size 1 0 0
attr GlmImageVisionConfig.hidden_act 1 0 0
attr GlmImageVisionConfig.num_heads 1 0 0
attr GlmImageVisionConfig.in_channels 1 0 0
attr GlmImageVisionConfig.image_size 1 0 0
attr GlmImageVisionConfig.patch_size 1 0 0
attr GlmImageVisionConfig.spatial_merge_size 1 0 0
attr GlmImageVisionConfig.intermediate_size 1 0 0
attr GlmImageVisionConfig.initializer_range 1 0 0
attr GlmImageVisionConfig.attention_bias 1 0 0
attr GlmImageVisionConfig.attention_dropout 1 0 0
attr GlmImageVisionConfig.layer_norm_eps 1 0 0
meth GlmImageConfig.init 9 1 0
attr GlmImageConfig.image_token_id 1 0 0
attr GlmImageConfig.image_start_token_id 1 0 0
attr GlmImageConfig.image_end_token_id 1 0 0
attr GlmImageConfig.text_config 1 0 0
attr GlmImageConfig.vision_config 1 0 0
attr GlmImageConfig.vq_config 1 0 0
attr GlmImageConfig.tie_word_embeddings 1 0 0
meth GlmImageVQVAEConfig.init 7 4 0
attr GlmImageVQVAEConfig.embed_dim 1 0 0
attr GlmImageVQVAEConfig.num_embeddings 1 0 0
attr GlmImageVQVAEConfig.latent_channels 1 0 0
attr GlmImageVQVAEConfig.in_channels 1 0 0
attr GlmImageVQVAEConfig.initializer_range 1 0 0

transformers.models.glm_image.image_processing_glm_image (19 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageImageProcessor.init 16 15 0
meth GlmImageImageProcessor._preprocess 16 15 0
meth GlmImageImageProcessor.preprocess 19 18 0
meth GlmImageImageProcessor.get_number_of_image_patches 4 2 0
attr GlmImageImageProcessor.min_pixels 1 0 0
attr GlmImageImageProcessor.max_pixels 1 0 0
attr GlmImageImageProcessor.size 1 0 0
attr GlmImageImageProcessor.do_resize 1 0 0
attr GlmImageImageProcessor.resample 1 0 0
attr GlmImageImageProcessor.do_rescale 1 0 0
attr GlmImageImageProcessor.rescale_factor 1 0 0
attr GlmImageImageProcessor.do_normalize 1 0 0
attr GlmImageImageProcessor.image_mean 1 0 0
attr GlmImageImageProcessor.image_std 1 0 0
attr GlmImageImageProcessor.patch_size 1 0 0
attr GlmImageImageProcessor.temporal_patch_size 1 0 0
attr GlmImageImageProcessor.merge_size 1 0 0
attr GlmImageImageProcessor.do_convert_rgb 1 0 0

transformers.models.glm_image.image_processing_glm_image_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageImageProcessorFast.init 2 1 0
meth GlmImageImageProcessorFast._further_process_kwargs 5 4 0
meth GlmImageImageProcessorFast._preprocess 16 14 0
meth GlmImageImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.glm_image.modeling_glm_image (55 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageForConditionalGeneration.init 2 0 0
meth GlmImageForConditionalGeneration.get_image_tokens 3 2 0
meth GlmImageForConditionalGeneration.prepare_inputs_for_generation 13 0 0
meth GlmImageForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr GlmImageForConditionalGeneration.model 1 0 0
attr GlmImageForConditionalGeneration.lm_head 1 0 0
meth GlmImageTextModel.init 2 1 0
attr GlmImageTextModel.padding_idx 1 0 0
attr GlmImageTextModel.vocab_size 1 0 0
attr GlmImageTextModel.embed_tokens 1 0 0
attr GlmImageTextModel.layers 1 0 0
attr GlmImageTextModel.norm 1 0 0
attr GlmImageTextModel.rotary_emb 1 0 0
attr GlmImageTextModel.gradient_checkpointing 1 0 0
meth GlmImageVQVAE.init 2 1 0
meth GlmImageVQVAE.encode 2 1 0
attr GlmImageVQVAE.quantize 1 0 0
attr GlmImageVQVAE.quant_conv 1 0 0
attr GlmImageVQVAE.post_quant_conv 1 0 0
meth GlmImagePreTrainedModel._init_weights 2 0 0
meth GlmImageVisionModel.rot_pos_emb 2 0 0
attr GlmImageVisionModel.spatial_merge_size 1 0 0
attr GlmImageVisionModel.patch_size 1 0 0
attr GlmImageVisionModel.embeddings 1 0 0
attr GlmImageVisionModel.patch_embed 1 0 0
attr GlmImageVisionModel.blocks 1 0 0
attr GlmImageVisionModel.gradient_checkpointing 1 0 0
attr GlmImageVisionModel.head_dim 1 0 0
meth GlmImageModel.init 2 0 0
meth GlmImageModel.get_input_embeddings 1 0 0
meth GlmImageModel.set_input_embeddings 2 0 0
meth GlmImageModel.get_vision_position_ids 7 6 0
meth GlmImageModel.get_rope_index 6 5 0
meth GlmImageModel.get_placeholder_mask 3 2 0
attr GlmImageModel.visual 1 0 0
attr GlmImageModel.language_model 1 0 0
attr GlmImageModel.rope_deltas 1 0 0
attr GlmImageModel.vqmodel 1 0 0

transformers.models.glm_image.modular_glm_image (92 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageTextConfig.init 8 6 0
attr GlmImageTextConfig.vision_vocab_size 1 0 0
attr GlmImageTextConfig.attention_bias 1 0 0
attr GlmImageTextConfig.eos_token_id 1 0 0
meth GlmImageForConditionalGeneration.init 2 0 0
meth GlmImageForConditionalGeneration.get_image_tokens 3 2 0
meth GlmImageForConditionalGeneration.prepare_inputs_for_generation 13 0 0
meth GlmImageForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr GlmImageForConditionalGeneration.model 1 0 0
attr GlmImageForConditionalGeneration.lm_head 1 0 0
meth GlmImageVisionModel.init 2 1 0
meth GlmImageVisionModel.rot_pos_emb 2 0 0
attr GlmImageVisionModel.head_dim 1 0 0
meth GlmImageVisionConfig.init 15 0 0
attr GlmImageVisionConfig.layer_norm_eps 1 0 0
meth GlmImageVQVAE.init 2 1 0
meth GlmImageVQVAE.encode 2 0 0
meth GlmImagePreTrainedModel._init_weights 2 0 0
meth GlmImageModel.init 2 0 0
meth GlmImageModel.get_rope_index 6 5 0
meth GlmImageModel.get_video_features 1 0 0
meth GlmImageModel.get_placeholder_mask 3 2 0
attr GlmImageModel.visual 1 0 0
attr GlmImageModel.language_model 1 0 0
attr GlmImageModel.vqmodel 1 0 0
attr GlmImageModel.rope_deltas 1 0 0
meth GlmImageProcessor.init 5 0 0
meth GlmImageProcessor._build_target_image_grid_thw 6 5 0
attr GlmImageProcessor.image_token 1 0 0
attr GlmImageProcessor.grid_bos_token 1 0 0
attr GlmImageProcessor.grid_eos_token 1 0 0
attr GlmImageProcessor.bos_token 1 0 0
attr GlmImageProcessor.image_token_id 1 0 0
meth GlmImageConfig.init 9 1 0
attr GlmImageConfig.image_token_id 1 0 0
attr GlmImageConfig.image_start_token_id 1 0 0
attr GlmImageConfig.image_end_token_id 1 0 0
attr GlmImageConfig.text_config 1 0 0
attr GlmImageConfig.vision_config 1 0 0
attr GlmImageConfig.vq_config 1 0 0
attr GlmImageConfig.tie_word_embeddings 1 0 0
meth GlmImageVQVAEConfig.init 7 4 0
attr GlmImageVQVAEConfig.embed_dim 1 0 0
attr GlmImageVQVAEConfig.num_embeddings 1 0 0
attr GlmImageVQVAEConfig.latent_channels 1 0 0
attr GlmImageVQVAEConfig.in_channels 1 0 0
attr GlmImageVQVAEConfig.initializer_range 1 0 0

transformers.models.glm_image.processing_glm_image (11 missing, 0 any)

Symbol Typable Typed Any
meth GlmImageProcessor.init 5 0 0
meth GlmImageProcessor._build_target_image_grid_thw 6 5 0
attr GlmImageProcessor.image_token 1 0 0
attr GlmImageProcessor.grid_bos_token 1 0 0
attr GlmImageProcessor.grid_eos_token 1 0 0
attr GlmImageProcessor.bos_token 1 0 0
attr GlmImageProcessor.image_token_id 1 0 0

transformers.models.glm_moe_dsa.configuration_glm_moe_dsa (36 missing, 0 any)

Symbol Typable Typed Any
meth GlmMoeDsaConfig.init 37 34 0
attr GlmMoeDsaConfig.vocab_size 1 0 0
attr GlmMoeDsaConfig.hidden_size 1 0 0
attr GlmMoeDsaConfig.intermediate_size 1 0 0
attr GlmMoeDsaConfig.moe_intermediate_size 1 0 0
attr GlmMoeDsaConfig.num_hidden_layers 1 0 0
attr GlmMoeDsaConfig.max_position_embeddings 1 0 0
attr GlmMoeDsaConfig.num_attention_heads 1 0 0
attr GlmMoeDsaConfig.num_key_value_heads 1 0 0
attr GlmMoeDsaConfig.kv_lora_rank 1 0 0
attr GlmMoeDsaConfig.q_lora_rank 1 0 0
attr GlmMoeDsaConfig.qk_rope_head_dim 1 0 0
attr GlmMoeDsaConfig.qk_nope_head_dim 1 0 0
attr GlmMoeDsaConfig.qk_head_dim 1 0 0
attr GlmMoeDsaConfig.v_head_dim 1 0 0
attr GlmMoeDsaConfig.head_dim 1 0 0
attr GlmMoeDsaConfig.n_shared_experts 1 0 0
attr GlmMoeDsaConfig.n_routed_experts 1 0 0
attr GlmMoeDsaConfig.routed_scaling_factor 1 0 0
attr GlmMoeDsaConfig.n_group 1 0 0
attr GlmMoeDsaConfig.topk_group 1 0 0
attr GlmMoeDsaConfig.num_experts_per_tok 1 0 0
attr GlmMoeDsaConfig.norm_topk_prob 1 0 0
attr GlmMoeDsaConfig.mlp_layer_types 1 0 0
attr GlmMoeDsaConfig.index_topk 1 0 0
attr GlmMoeDsaConfig.index_head_dim 1 0 0
attr GlmMoeDsaConfig.index_n_heads 1 0 0
attr GlmMoeDsaConfig.hidden_act 1 0 0
attr GlmMoeDsaConfig.initializer_range 1 0 0
attr GlmMoeDsaConfig.rms_norm_eps 1 0 0
attr GlmMoeDsaConfig.use_cache 1 0 0
attr GlmMoeDsaConfig.attention_bias 1 0 0
attr GlmMoeDsaConfig.attention_dropout 1 0 0
attr GlmMoeDsaConfig.rope_parameters 1 0 0

transformers.models.glm_moe_dsa.modeling_glm_moe_dsa (15 missing, 0 any)

Symbol Typable Typed Any
meth GlmMoeDsaModel.init 2 1 0
attr GlmMoeDsaModel.padding_idx 1 0 0
attr GlmMoeDsaModel.vocab_size 1 0 0
attr GlmMoeDsaModel.embed_tokens 1 0 0
attr GlmMoeDsaModel.layers 1 0 0
attr GlmMoeDsaModel.norm 1 0 0
attr GlmMoeDsaModel.rotary_emb 1 0 0
attr GlmMoeDsaModel.gradient_checkpointing 1 0 0
meth GlmMoeDsaPreTrainedModel._init_weights 2 0 0
meth GlmMoeDsaForCausalLM.init 2 0 0
attr GlmMoeDsaForCausalLM.model 1 0 0
attr GlmMoeDsaForCausalLM.vocab_size 1 0 0
attr GlmMoeDsaForCausalLM.lm_head 1 0 0

transformers.models.glm_moe_dsa.modular_glm_moe_dsa (36 missing, 0 any)

Symbol Typable Typed Any
meth GlmMoeDsaConfig.init 37 34 0
attr GlmMoeDsaConfig.vocab_size 1 0 0
attr GlmMoeDsaConfig.hidden_size 1 0 0
attr GlmMoeDsaConfig.intermediate_size 1 0 0
attr GlmMoeDsaConfig.moe_intermediate_size 1 0 0
attr GlmMoeDsaConfig.num_hidden_layers 1 0 0
attr GlmMoeDsaConfig.max_position_embeddings 1 0 0
attr GlmMoeDsaConfig.num_attention_heads 1 0 0
attr GlmMoeDsaConfig.num_key_value_heads 1 0 0
attr GlmMoeDsaConfig.kv_lora_rank 1 0 0
attr GlmMoeDsaConfig.q_lora_rank 1 0 0
attr GlmMoeDsaConfig.qk_rope_head_dim 1 0 0
attr GlmMoeDsaConfig.qk_nope_head_dim 1 0 0
attr GlmMoeDsaConfig.qk_head_dim 1 0 0
attr GlmMoeDsaConfig.v_head_dim 1 0 0
attr GlmMoeDsaConfig.head_dim 1 0 0
attr GlmMoeDsaConfig.n_shared_experts 1 0 0
attr GlmMoeDsaConfig.n_routed_experts 1 0 0
attr GlmMoeDsaConfig.routed_scaling_factor 1 0 0
attr GlmMoeDsaConfig.n_group 1 0 0
attr GlmMoeDsaConfig.topk_group 1 0 0
attr GlmMoeDsaConfig.num_experts_per_tok 1 0 0
attr GlmMoeDsaConfig.norm_topk_prob 1 0 0
attr GlmMoeDsaConfig.mlp_layer_types 1 0 0
attr GlmMoeDsaConfig.index_topk 1 0 0
attr GlmMoeDsaConfig.index_head_dim 1 0 0
attr GlmMoeDsaConfig.index_n_heads 1 0 0
attr GlmMoeDsaConfig.hidden_act 1 0 0
attr GlmMoeDsaConfig.initializer_range 1 0 0
attr GlmMoeDsaConfig.rms_norm_eps 1 0 0
attr GlmMoeDsaConfig.use_cache 1 0 0
attr GlmMoeDsaConfig.attention_bias 1 0 0
attr GlmMoeDsaConfig.attention_dropout 1 0 0
attr GlmMoeDsaConfig.rope_parameters 1 0 0

transformers.models.glm_ocr.configuration_glm_ocr (68 missing, 0 any)

Symbol Typable Typed Any
meth GlmOcrConfig.init 11 0 0
attr GlmOcrConfig.image_token_id 1 0 0
attr GlmOcrConfig.video_token_id 1 0 0
attr GlmOcrConfig.video_start_token_id 1 0 0
attr GlmOcrConfig.video_end_token_id 1 0 0
attr GlmOcrConfig.image_start_token_id 1 0 0
attr GlmOcrConfig.image_end_token_id 1 0 0
attr GlmOcrConfig.tie_word_embeddings 1 0 0
attr GlmOcrConfig.vision_config 1 0 0
attr GlmOcrConfig.text_config 1 0 0
meth GlmOcrTextConfig.init 16 14 0
attr GlmOcrTextConfig.vocab_size 1 0 0
attr GlmOcrTextConfig.max_position_embeddings 1 0 0
attr GlmOcrTextConfig.hidden_size 1 0 0
attr GlmOcrTextConfig.intermediate_size 1 0 0
attr GlmOcrTextConfig.num_hidden_layers 1 0 0
attr GlmOcrTextConfig.num_attention_heads 1 0 0
attr GlmOcrTextConfig.num_key_value_heads 1 0 0
attr GlmOcrTextConfig.hidden_act 1 0 0
attr GlmOcrTextConfig.initializer_range 1 0 0
attr GlmOcrTextConfig.rms_norm_eps 1 0 0
attr GlmOcrTextConfig.use_cache 1 0 0
attr GlmOcrTextConfig.attention_dropout 1 0 0
attr GlmOcrTextConfig.rope_parameters 1 0 0
attr GlmOcrTextConfig.pad_token_id 1 0 0
meth GlmOcrVisionConfig.init 17 0 0
attr GlmOcrVisionConfig.depth 1 0 0
attr GlmOcrVisionConfig.hidden_size 1 0 0
attr GlmOcrVisionConfig.hidden_act 1 0 0
attr GlmOcrVisionConfig.num_heads 1 0 0
attr GlmOcrVisionConfig.in_channels 1 0 0
attr GlmOcrVisionConfig.image_size 1 0 0
attr GlmOcrVisionConfig.patch_size 1 0 0
attr GlmOcrVisionConfig.spatial_merge_size 1 0 0
attr GlmOcrVisionConfig.temporal_patch_size 1 0 0
attr GlmOcrVisionConfig.out_hidden_size 1 0 0
attr GlmOcrVisionConfig.intermediate_size 1 0 0
attr GlmOcrVisionConfig.initializer_range 1 0 0
attr GlmOcrVisionConfig.rms_norm_eps 1 0 0
attr GlmOcrVisionConfig.attention_bias 1 0 0
attr GlmOcrVisionConfig.attention_dropout 1 0 0

transformers.models.glm_ocr.modeling_glm_ocr (59 missing, 0 any)

Symbol Typable Typed Any
meth GlmOcrModel.init 2 0 0
meth GlmOcrModel.get_input_embeddings 1 0 0
meth GlmOcrModel.set_input_embeddings 2 0 0
meth GlmOcrModel.get_vision_position_ids 7 6 0
meth GlmOcrModel.get_rope_index 7 6 0
meth GlmOcrModel.get_placeholder_mask 5 4 0
attr GlmOcrModel.visual 1 0 0
attr GlmOcrModel.language_model 1 0 0
attr GlmOcrModel.rope_deltas 1 0 0
meth GlmOcrForConditionalGeneration.init 2 0 0
meth GlmOcrForConditionalGeneration.get_input_embeddings 1 0 0
meth GlmOcrForConditionalGeneration.set_input_embeddings 2 0 0
meth GlmOcrForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth GlmOcrForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth GlmOcrForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr GlmOcrForConditionalGeneration.model 1 0 0
attr GlmOcrForConditionalGeneration.lm_head 1 0 0
meth GlmOcrTextModel.init 2 1 0
attr GlmOcrTextModel.padding_idx 1 0 0
attr GlmOcrTextModel.vocab_size 1 0 0
attr GlmOcrTextModel.embed_tokens 1 0 0
attr GlmOcrTextModel.layers 1 0 0
attr GlmOcrTextModel.norm 1 0 0
attr GlmOcrTextModel.rotary_emb 1 0 0
attr GlmOcrTextModel.gradient_checkpointing 1 0 0
meth GlmOcrVisionModel.init 2 1 0
meth GlmOcrVisionModel.rot_pos_emb 2 0 0
meth GlmOcrVisionModel.forward 4 3 0
attr GlmOcrVisionModel.spatial_merge_size 1 0 0
attr GlmOcrVisionModel.patch_size 1 0 0
attr GlmOcrVisionModel.patch_embed 1 0 0
attr GlmOcrVisionModel.rotary_pos_emb 1 0 0
attr GlmOcrVisionModel.blocks 1 0 0
attr GlmOcrVisionModel.merger 1 0 0
attr GlmOcrVisionModel.downsample 1 0 0
attr GlmOcrVisionModel.post_layernorm 1 0 0
attr GlmOcrVisionModel.gradient_checkpointing 1 0 0
meth GlmOcrPreTrainedModel._init_weights 2 0 0

transformers.models.glm_ocr.modular_glm_ocr (27 missing, 0 any)

Symbol Typable Typed Any
meth GlmOcrConfig.init 11 0 0
meth GlmOcrVisionConfig.init 10 0 0
attr GlmOcrTextModel 1 0 0
meth GlmOcrVisionModel.init 2 1 0
meth GlmOcrVisionModel.forward 4 3 0
attr GlmOcrVisionModel.merger 1 0 0
meth GlmOcrTextConfig.init 9 7 0

transformers.models.glmasr.configuration_glmasr (37 missing, 0 any)

Symbol Typable Typed Any
meth GlmAsrConfig.init 6 0 0
attr GlmAsrConfig.audio_config 1 0 0
attr GlmAsrConfig.text_config 1 0 0
attr GlmAsrConfig.vocab_size 1 0 0
attr GlmAsrConfig.hidden_size 1 0 0
attr GlmAsrConfig.audio_token_id 1 0 0
attr GlmAsrConfig.projector_hidden_act 1 0 0
meth GlmAsrEncoderConfig.init 13 0 0
attr GlmAsrEncoderConfig.hidden_size 1 0 0
attr GlmAsrEncoderConfig.intermediate_size 1 0 0
attr GlmAsrEncoderConfig.num_hidden_layers 1 0 0
attr GlmAsrEncoderConfig.num_attention_heads 1 0 0
attr GlmAsrEncoderConfig.num_key_value_heads 1 0 0
attr GlmAsrEncoderConfig.hidden_act 1 0 0
attr GlmAsrEncoderConfig.initializer_range 1 0 0
attr GlmAsrEncoderConfig.head_dim 1 0 0
attr GlmAsrEncoderConfig.max_position_embeddings 1 0 0
attr GlmAsrEncoderConfig.rope_parameters 1 0 0
attr GlmAsrEncoderConfig.attention_dropout 1 0 0
attr GlmAsrEncoderConfig.num_mel_bins 1 0 0

transformers.models.glmasr.modeling_glmasr (27 missing, 0 any)

Symbol Typable Typed Any
meth GlmAsrForConditionalGeneration.init 2 0 0
meth GlmAsrForConditionalGeneration.get_input_embeddings 1 0 0
meth GlmAsrForConditionalGeneration.set_input_embeddings 2 0 0
meth GlmAsrForConditionalGeneration.get_output_embeddings 1 0 0
meth GlmAsrForConditionalGeneration.set_output_embeddings 2 0 0
meth GlmAsrForConditionalGeneration.set_decoder 2 0 0
meth GlmAsrForConditionalGeneration.get_decoder 1 0 0
meth GlmAsrForConditionalGeneration.prepare_inputs_for_generation 3 0 0
attr GlmAsrForConditionalGeneration.vocab_size 1 0 0
attr GlmAsrForConditionalGeneration.audio_tower 1 0 0
attr GlmAsrForConditionalGeneration.language_model 1 0 0
attr GlmAsrForConditionalGeneration.multi_modal_projector 1 0 0
meth GlmAsrEncoder.init 2 1 0
meth GlmAsrEncoder.forward 3 1 0
attr GlmAsrEncoder.conv1 1 0 0
attr GlmAsrEncoder.conv2 1 0 0
attr GlmAsrEncoder.layers 1 0 0
attr GlmAsrEncoder.norm 1 0 0
attr GlmAsrEncoder.rotary_emb 1 0 0
attr GlmAsrEncoder.gradient_checkpointing 1 0 0

transformers.models.glmasr.modular_glmasr (16 missing, 0 any)

Symbol Typable Typed Any
meth GlmAsrProcessor.init 7 0 0
meth GlmAsrEncoder.init 2 1 0
meth GlmAsrEncoder.forward 3 1 0
attr GlmAsrEncoder.conv1 1 0 0
attr GlmAsrEncoder.conv2 1 0 0
attr GlmAsrEncoder.layers 1 0 0
attr GlmAsrEncoder.norm 1 0 0
attr GlmAsrEncoder.rotary_emb 1 0 0
attr GlmAsrEncoder.gradient_checkpointing 1 0 0

transformers.models.glmasr.processing_glmasr (15 missing, 0 any)

Symbol Typable Typed Any
meth GlmAsrProcessor.init 7 0 0
meth GlmAsrProcessor.batch_decode 4 0 0
attr GlmAsrProcessor.audio_token 1 0 0
attr GlmAsrProcessor.audio_token_id 1 0 0
attr GlmAsrProcessor.default_transcription_prompt 1 0 0
attr GlmAsrProcessor.max_audio_len 1 0 0

transformers.models.glpn.configuration_glpn (38 missing, 0 any)

Symbol Typable Typed Any
meth GLPNConfig.init 20 0 0
attr GLPNConfig.num_channels 1 0 0
attr GLPNConfig.num_encoder_blocks 1 0 0
attr GLPNConfig.depths 1 0 0
attr GLPNConfig.sr_ratios 1 0 0
attr GLPNConfig.hidden_sizes 1 0 0
attr GLPNConfig.patch_sizes 1 0 0
attr GLPNConfig.strides 1 0 0
attr GLPNConfig.mlp_ratios 1 0 0
attr GLPNConfig.num_attention_heads 1 0 0
attr GLPNConfig.hidden_act 1 0 0
attr GLPNConfig.hidden_dropout_prob 1 0 0
attr GLPNConfig.attention_probs_dropout_prob 1 0 0
attr GLPNConfig.initializer_range 1 0 0
attr GLPNConfig.drop_path_rate 1 0 0
attr GLPNConfig.layer_norm_eps 1 0 0
attr GLPNConfig.decoder_hidden_size 1 0 0
attr GLPNConfig.max_depth 1 0 0
attr GLPNConfig.head_in_index 1 0 0

transformers.models.glpn.image_processing_glpn (9 missing, 0 any)

Symbol Typable Typed Any
meth GLPNImageProcessor.init 7 5 0
meth GLPNImageProcessor.resize 7 6 0
meth GLPNImageProcessor.preprocess 10 9 0
attr GLPNImageProcessor.do_resize 1 0 0
attr GLPNImageProcessor.do_rescale 1 0 0
attr GLPNImageProcessor.size_divisor 1 0 0
attr GLPNImageProcessor.resample 1 0 0
attr GLPNImageProcessor.rescale_factor 1 0 0

transformers.models.glpn.image_processing_glpn_fast (7 missing, 0 any)

Symbol Typable Typed Any
meth GLPNImageProcessorFast._validate_preprocess_kwargs 2 0 0
meth GLPNImageProcessorFast.resize 6 5 0
meth GLPNImageProcessorFast._preprocess 14 13 0
meth GLPNImageProcessorFast.post_process_depth_estimation 3 0 0

transformers.models.glpn.modeling_glpn (27 missing, 0 any)

Symbol Typable Typed Any
meth GLPNModel.init 2 0 0
meth GLPNModel.forward 6 5 0
attr GLPNModel.encoder 1 0 0
meth GLPNLayer.init 7 0 0
meth GLPNLayer.forward 5 0 0
attr GLPNLayer.layer_norm_1 1 0 0
attr GLPNLayer.attention 1 0 0
attr GLPNLayer.drop_path 1 0 0
attr GLPNLayer.layer_norm_2 1 0 0
attr GLPNLayer.mlp 1 0 0
meth GLPNForDepthEstimation.init 2 0 0
meth GLPNForDepthEstimation.forward 7 6 0
attr GLPNForDepthEstimation.glpn 1 0 0
attr GLPNForDepthEstimation.decoder 1 0 0
attr GLPNForDepthEstimation.head 1 0 0

transformers.models.got_ocr2.configuration_got_ocr2 (43 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2Config.init 7 5 0
attr GotOcr2Config.image_token_index 1 0 0
attr GotOcr2Config.image_seq_length 1 0 0
attr GotOcr2Config.text_config 1 0 0
attr GotOcr2Config.tie_word_embeddings 1 0 0
attr GotOcr2Config.vision_config 1 0 0
meth GotOcr2VisionConfig.init 19 0 0
attr GotOcr2VisionConfig.hidden_size 1 0 0
attr GotOcr2VisionConfig.output_channels 1 0 0
attr GotOcr2VisionConfig.num_hidden_layers 1 0 0
attr GotOcr2VisionConfig.num_attention_heads 1 0 0
attr GotOcr2VisionConfig.num_channels 1 0 0
attr GotOcr2VisionConfig.image_size 1 0 0
attr GotOcr2VisionConfig.patch_size 1 0 0
attr GotOcr2VisionConfig.hidden_act 1 0 0
attr GotOcr2VisionConfig.layer_norm_eps 1 0 0
attr GotOcr2VisionConfig.attention_dropout 1 0 0
attr GotOcr2VisionConfig.initializer_range 1 0 0
attr GotOcr2VisionConfig.qkv_bias 1 0 0
attr GotOcr2VisionConfig.use_abs_pos 1 0 0
attr GotOcr2VisionConfig.use_rel_pos 1 0 0
attr GotOcr2VisionConfig.window_size 1 0 0
attr GotOcr2VisionConfig.global_attn_indexes 1 0 0
attr GotOcr2VisionConfig.mlp_dim 1 0 0

transformers.models.got_ocr2.image_processing_got_ocr2 (17 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2ImageProcessor.init 14 13 0
meth GotOcr2ImageProcessor.resize 7 6 0
meth GotOcr2ImageProcessor.crop_image_to_patches 7 6 0
meth GotOcr2ImageProcessor.get_number_of_image_patches 4 2 0
attr GotOcr2ImageProcessor.do_resize 1 0 0
attr GotOcr2ImageProcessor.size 1 0 0
attr GotOcr2ImageProcessor.crop_to_patches 1 0 0
attr GotOcr2ImageProcessor.min_patches 1 0 0
attr GotOcr2ImageProcessor.max_patches 1 0 0
attr GotOcr2ImageProcessor.resample 1 0 0
attr GotOcr2ImageProcessor.do_rescale 1 0 0
attr GotOcr2ImageProcessor.rescale_factor 1 0 0
attr GotOcr2ImageProcessor.do_normalize 1 0 0
attr GotOcr2ImageProcessor.image_mean 1 0 0
attr GotOcr2ImageProcessor.image_std 1 0 0
attr GotOcr2ImageProcessor.do_convert_rgb 1 0 0

transformers.models.got_ocr2.image_processing_got_ocr2_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2ImageProcessorFast.init 2 1 0
meth GotOcr2ImageProcessorFast.crop_image_to_patches 7 6 0
meth GotOcr2ImageProcessorFast._preprocess 18 17 0
meth GotOcr2ImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.got_ocr2.modeling_got_ocr2 (26 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2ForConditionalGeneration.init 2 1 0
meth GotOcr2ForConditionalGeneration.get_input_embeddings 1 0 0
meth GotOcr2ForConditionalGeneration.set_input_embeddings 2 0 0
meth GotOcr2ForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr GotOcr2ForConditionalGeneration.model 1 0 0
attr GotOcr2ForConditionalGeneration.lm_head 1 0 0
meth GotOcr2Model.init 2 1 0
meth GotOcr2Model.get_input_embeddings 1 0 0
meth GotOcr2Model.set_input_embeddings 2 0 0
meth GotOcr2Model.get_placeholder_mask 4 3 0
attr GotOcr2Model.vision_tower 1 0 0
attr GotOcr2Model.multi_modal_projector 1 0 0
attr GotOcr2Model.language_model 1 0 0
meth GotOcr2PreTrainedModel._init_weights 2 0 0

transformers.models.got_ocr2.modular_got_ocr2 (45 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2VisionConfig.init 19 0 0
attr GotOcr2VisionConfig.hidden_size 1 0 0
attr GotOcr2VisionConfig.output_channels 1 0 0
attr GotOcr2VisionConfig.num_hidden_layers 1 0 0
attr GotOcr2VisionConfig.num_attention_heads 1 0 0
attr GotOcr2VisionConfig.num_channels 1 0 0
attr GotOcr2VisionConfig.image_size 1 0 0
attr GotOcr2VisionConfig.patch_size 1 0 0
attr GotOcr2VisionConfig.hidden_act 1 0 0
attr GotOcr2VisionConfig.layer_norm_eps 1 0 0
attr GotOcr2VisionConfig.attention_dropout 1 0 0
attr GotOcr2VisionConfig.initializer_range 1 0 0
attr GotOcr2VisionConfig.qkv_bias 1 0 0
attr GotOcr2VisionConfig.use_abs_pos 1 0 0
attr GotOcr2VisionConfig.use_rel_pos 1 0 0
attr GotOcr2VisionConfig.window_size 1 0 0
attr GotOcr2VisionConfig.global_attn_indexes 1 0 0
attr GotOcr2VisionConfig.mlp_dim 1 0 0
meth GotOcr2Config.init 7 5 0
attr GotOcr2Config.image_token_index 1 0 0
attr GotOcr2Config.image_seq_length 1 0 0
attr GotOcr2Config.text_config 1 0 0
attr GotOcr2Config.tie_word_embeddings 1 0 0
attr GotOcr2Config.vision_config 1 0 0
meth GotOcr2Model.init 2 1 0
attr GotOcr2Model.vision_tower 1 0 0

transformers.models.got_ocr2.processing_got_ocr2 (19 missing, 0 any)

Symbol Typable Typed Any
meth GotOcr2Processor.init 5 0 0
meth GotOcr2Processor._make_list_of_inputs 6 0 0
attr GotOcr2Processor.message_start_token 1 0 0
attr GotOcr2Processor.message_end_token 1 0 0
attr GotOcr2Processor.img_start_token 1 0 0
attr GotOcr2Processor.img_end_token 1 0 0
attr GotOcr2Processor.img_pad_token 1 0 0
attr GotOcr2Processor.image_token 1 0 0
attr GotOcr2Processor.image_token_id 1 0 0
attr GotOcr2Processor.system_query 1 0 0

transformers.models.gpt2.configuration_gpt2 (54 missing, 0 any)

Symbol Typable Typed Any
meth GPT2Config.init 28 0 0
attr GPT2Config.add_cross_attention 1 0 0
attr GPT2Config.tie_word_embeddings 1 0 0
attr GPT2Config.vocab_size 1 0 0
attr GPT2Config.n_positions 1 0 0
attr GPT2Config.n_embd 1 0 0
attr GPT2Config.n_layer 1 0 0
attr GPT2Config.n_head 1 0 0
attr GPT2Config.n_inner 1 0 0
attr GPT2Config.activation_function 1 0 0
attr GPT2Config.resid_pdrop 1 0 0
attr GPT2Config.embd_pdrop 1 0 0
attr GPT2Config.attn_pdrop 1 0 0
attr GPT2Config.layer_norm_epsilon 1 0 0
attr GPT2Config.initializer_range 1 0 0
attr GPT2Config.summary_type 1 0 0
attr GPT2Config.summary_use_proj 1 0 0
attr GPT2Config.summary_activation 1 0 0
attr GPT2Config.summary_first_dropout 1 0 0
attr GPT2Config.summary_proj_to_labels 1 0 0
attr GPT2Config.scale_attn_weights 1 0 0
attr GPT2Config.use_cache 1 0 0
attr GPT2Config.scale_attn_by_inverse_layer_idx 1 0 0
attr GPT2Config.reorder_and_upcast_attn 1 0 0
attr GPT2Config.bos_token_id 1 0 0
attr GPT2Config.eos_token_id 1 0 0
attr GPT2Config.pad_token_id 1 0 0

transformers.models.gpt2.modeling_gpt2 (46 missing, 0 any)

Symbol Typable Typed Any
meth GPT2LMHeadModel.init 2 0 0
meth GPT2LMHeadModel.forward 14 13 0
attr GPT2LMHeadModel.transformer 1 0 0
attr GPT2LMHeadModel.lm_head 1 0 0
meth GPT2Model.init 2 0 0
meth GPT2Model.get_input_embeddings 1 0 0
meth GPT2Model.set_input_embeddings 2 0 0
meth GPT2Model.forward 12 11 0
attr GPT2Model.embed_dim 1 0 0
attr GPT2Model.wte 1 0 0
attr GPT2Model.wpe 1 0 0
attr GPT2Model.drop 1 0 0
attr GPT2Model.h 1 0 0
attr GPT2Model.ln_f 1 0 0
attr GPT2Model.gradient_checkpointing 1 0 0
meth GPT2DoubleHeadsModel.init 2 0 0
meth GPT2DoubleHeadsModel.forward 13 12 0
attr GPT2DoubleHeadsModel.transformer 1 0 0
attr GPT2DoubleHeadsModel.lm_head 1 0 0
attr GPT2DoubleHeadsModel.multiple_choice_head 1 0 0
meth GPT2ForQuestionAnswering.init 2 0 0
meth GPT2ForQuestionAnswering.forward 9 8 0
attr GPT2ForQuestionAnswering.num_labels 1 0 0
attr GPT2ForQuestionAnswering.transformer 1 0 0
attr GPT2ForQuestionAnswering.qa_outputs 1 0 0
meth GPT2PreTrainedModel._init_weights 2 0 0
attr GPT2PreTrainedModel._can_record_outputs 1 0 0
meth GPT2ForTokenClassification.init 2 0 0
meth GPT2ForTokenClassification.forward 10 9 0
attr GPT2ForTokenClassification.num_labels 1 0 0
attr GPT2ForTokenClassification.transformer 1 0 0
attr GPT2ForTokenClassification.dropout 1 0 0
attr GPT2ForTokenClassification.classifier 1 0 0
meth GPT2ForSequenceClassification.init 2 0 0
meth GPT2ForSequenceClassification.forward 10 9 0
attr GPT2ForSequenceClassification.num_labels 1 0 0
attr GPT2ForSequenceClassification.transformer 1 0 0
attr GPT2ForSequenceClassification.score 1 0 0

transformers.models.gpt2.tokenization_gpt2 (4 missing, 0 any)

Symbol Typable Typed Any
meth GPT2Tokenizer.init 10 7 0
attr GPT2Tokenizer.add_prefix_space 1 0 0

transformers.models.gpt_bigcode.configuration_gpt_bigcode (47 missing, 0 any)

Symbol Typable Typed Any
meth GPTBigCodeConfig.init 24 0 0
attr GPTBigCodeConfig.add_cross_attention 1 0 0
attr GPTBigCodeConfig.tie_word_embeddings 1 0 0
attr GPTBigCodeConfig.vocab_size 1 0 0
attr GPTBigCodeConfig.n_positions 1 0 0
attr GPTBigCodeConfig.n_embd 1 0 0
attr GPTBigCodeConfig.n_layer 1 0 0
attr GPTBigCodeConfig.n_head 1 0 0
attr GPTBigCodeConfig.n_inner 1 0 0
attr GPTBigCodeConfig.activation_function 1 0 0
attr GPTBigCodeConfig.resid_pdrop 1 0 0
attr GPTBigCodeConfig.embd_pdrop 1 0 0
attr GPTBigCodeConfig.attn_pdrop 1 0 0
attr GPTBigCodeConfig.layer_norm_epsilon 1 0 0
attr GPTBigCodeConfig.initializer_range 1 0 0
attr GPTBigCodeConfig.scale_attn_weights 1 0 0
attr GPTBigCodeConfig.use_cache 1 0 0
attr GPTBigCodeConfig.attention_softmax_in_fp32 1 0 0
attr GPTBigCodeConfig.scale_attention_softmax_in_fp32 1 0 0
attr GPTBigCodeConfig.multi_query 1 0 0
attr GPTBigCodeConfig.num_key_value_heads 1 0 0
attr GPTBigCodeConfig.bos_token_id 1 0 0
attr GPTBigCodeConfig.eos_token_id 1 0 0
attr GPTBigCodeConfig.pad_token_id 1 0 0

transformers.models.gpt_bigcode.modeling_gpt_bigcode (34 missing, 0 any)

Symbol Typable Typed Any
meth GPTBigCodeForTokenClassification.init 2 0 0
meth GPTBigCodeForTokenClassification.forward 13 12 0
attr GPTBigCodeForTokenClassification.num_labels 1 0 0
attr GPTBigCodeForTokenClassification.transformer 1 0 0
attr GPTBigCodeForTokenClassification.dropout 1 0 0
attr GPTBigCodeForTokenClassification.classifier 1 0 0
meth GPTBigCodeForSequenceClassification.init 2 0 0
meth GPTBigCodeForSequenceClassification.forward 13 12 0
attr GPTBigCodeForSequenceClassification.num_labels 1 0 0
attr GPTBigCodeForSequenceClassification.transformer 1 0 0
attr GPTBigCodeForSequenceClassification.score 1 0 0
meth GPTBigCodeForCausalLM.init 2 0 0
meth GPTBigCodeForCausalLM.forward 17 16 0
attr GPTBigCodeForCausalLM.transformer 1 0 0
attr GPTBigCodeForCausalLM.lm_head 1 0 0
meth GPTBigCodePreTrainedModel._init_weights 2 0 0
meth GPTBigCodeModel.init 2 0 0
meth GPTBigCodeModel.get_input_embeddings 1 0 0
meth GPTBigCodeModel.set_input_embeddings 2 0 0
meth GPTBigCodeModel.forward 15 14 0
attr GPTBigCodeModel.multi_query 1 0 0
attr GPTBigCodeModel.embed_dim 1 0 0
attr GPTBigCodeModel.wte 1 0 0
attr GPTBigCodeModel.wpe 1 0 0
attr GPTBigCodeModel.drop 1 0 0
attr GPTBigCodeModel.h 1 0 0
attr GPTBigCodeModel.ln_f 1 0 0
attr GPTBigCodeModel.gradient_checkpointing 1 0 0

transformers.models.gpt_neo.configuration_gpt_neo (45 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoConfig.init 22 0 0
meth GPTNeoConfig.expand_attention_types_params 2 0 0
attr GPTNeoConfig.vocab_size 1 0 0
attr GPTNeoConfig.max_position_embeddings 1 0 0
attr GPTNeoConfig.hidden_size 1 0 0
attr GPTNeoConfig.num_layers 1 0 0
attr GPTNeoConfig.num_heads 1 0 0
attr GPTNeoConfig.intermediate_size 1 0 0
attr GPTNeoConfig.window_size 1 0 0
attr GPTNeoConfig.activation_function 1 0 0
attr GPTNeoConfig.resid_dropout 1 0 0
attr GPTNeoConfig.embed_dropout 1 0 0
attr GPTNeoConfig.attention_dropout 1 0 0
attr GPTNeoConfig.classifier_dropout 1 0 0
attr GPTNeoConfig.layer_norm_epsilon 1 0 0
attr GPTNeoConfig.initializer_range 1 0 0
attr GPTNeoConfig.use_cache 1 0 0
attr GPTNeoConfig.bos_token_id 1 0 0
attr GPTNeoConfig.eos_token_id 1 0 0
attr GPTNeoConfig.pad_token_id 1 0 0
attr GPTNeoConfig.tie_word_embeddings 1 0 0
attr GPTNeoConfig.attention_types 1 0 0
attr GPTNeoConfig.attention_layers 1 0 0

transformers.models.gpt_neo.modeling_gpt_neo (39 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoPreTrainedModel._init_weights 2 0 0
meth GPTNeoForCausalLM.init 2 0 0
meth GPTNeoForCausalLM.forward 15 14 0
attr GPTNeoForCausalLM.transformer 1 0 0
attr GPTNeoForCausalLM.lm_head 1 0 0
meth GPTNeoModel.init 2 0 0
meth GPTNeoModel.get_input_embeddings 1 0 0
meth GPTNeoModel.set_input_embeddings 2 0 0
meth GPTNeoModel.forward 13 12 0
attr GPTNeoModel.embed_dim 1 0 0
attr GPTNeoModel.wte 1 0 0
attr GPTNeoModel.wpe 1 0 0
attr GPTNeoModel.drop 1 0 0
attr GPTNeoModel.h 1 0 0
attr GPTNeoModel.ln_f 1 0 0
attr GPTNeoModel.gradient_checkpointing 1 0 0
meth GPTNeoForSequenceClassification.init 2 0 0
meth GPTNeoForSequenceClassification.forward 13 12 0
attr GPTNeoForSequenceClassification.num_labels 1 0 0
attr GPTNeoForSequenceClassification.transformer 1 0 0
attr GPTNeoForSequenceClassification.score 1 0 0
meth GPTNeoForQuestionAnswering.init 2 0 0
meth GPTNeoForQuestionAnswering.forward 12 11 0
attr GPTNeoForQuestionAnswering.num_labels 1 0 0
attr GPTNeoForQuestionAnswering.transformer 1 0 0
attr GPTNeoForQuestionAnswering.qa_outputs 1 0 0
meth GPTNeoForTokenClassification.init 2 0 0
meth GPTNeoForTokenClassification.forward 13 12 0
attr GPTNeoForTokenClassification.num_labels 1 0 0
attr GPTNeoForTokenClassification.transformer 1 0 0
attr GPTNeoForTokenClassification.dropout 1 0 0
attr GPTNeoForTokenClassification.classifier 1 0 0

transformers.models.gpt_neox.configuration_gpt_neox (26 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXConfig.init 23 21 0
meth GPTNeoXConfig.convert_rope_params_to_dict 3 0 0
attr GPTNeoXConfig.is_decoder 1 0 0
attr GPTNeoXConfig.bos_token_id 1 0 0
attr GPTNeoXConfig.eos_token_id 1 0 0
attr GPTNeoXConfig.pad_token_id 1 0 0
attr GPTNeoXConfig.vocab_size 1 0 0
attr GPTNeoXConfig.max_position_embeddings 1 0 0
attr GPTNeoXConfig.hidden_size 1 0 0
attr GPTNeoXConfig.num_hidden_layers 1 0 0
attr GPTNeoXConfig.num_attention_heads 1 0 0
attr GPTNeoXConfig.intermediate_size 1 0 0
attr GPTNeoXConfig.hidden_act 1 0 0
attr GPTNeoXConfig.attention_dropout 1 0 0
attr GPTNeoXConfig.hidden_dropout 1 0 0
attr GPTNeoXConfig.classifier_dropout 1 0 0
attr GPTNeoXConfig.initializer_range 1 0 0
attr GPTNeoXConfig.layer_norm_eps 1 0 0
attr GPTNeoXConfig.use_cache 1 0 0
attr GPTNeoXConfig.use_parallel_residual 1 0 0
attr GPTNeoXConfig.attention_bias 1 0 0
attr GPTNeoXConfig.rope_parameters 1 0 0
attr GPTNeoXConfig.tie_word_embeddings 1 0 0

transformers.models.gpt_neox.modeling_gpt_neox (48 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXModel.init 2 0 0
meth GPTNeoXModel.get_input_embeddings 1 0 0
meth GPTNeoXModel.set_input_embeddings 2 0 0
attr GPTNeoXModel.embed_in 1 0 0
attr GPTNeoXModel.emb_dropout 1 0 0
attr GPTNeoXModel.layers 1 0 0
attr GPTNeoXModel.final_layer_norm 1 0 0
attr GPTNeoXModel.rotary_emb 1 0 0
attr GPTNeoXModel.gradient_checkpointing 1 0 0
meth GPTNeoXLayer.init 3 0 0
meth GPTNeoXLayer.forward 9 8 0
attr GPTNeoXLayer.use_parallel_residual 1 0 0
attr GPTNeoXLayer.input_layernorm 1 0 0
attr GPTNeoXLayer.post_attention_layernorm 1 0 0
attr GPTNeoXLayer.post_attention_dropout 1 0 0
attr GPTNeoXLayer.post_mlp_dropout 1 0 0
attr GPTNeoXLayer.attention 1 0 0
attr GPTNeoXLayer.mlp 1 0 0
meth GPTNeoXForSequenceClassification.init 2 0 0
meth GPTNeoXForSequenceClassification.forward 9 8 0
attr GPTNeoXForSequenceClassification.num_labels 1 0 0
attr GPTNeoXForSequenceClassification.gpt_neox 1 0 0
attr GPTNeoXForSequenceClassification.score 1 0 0
meth GPTNeoXForCausalLM.init 2 0 0
meth GPTNeoXForCausalLM.get_output_embeddings 1 0 0
meth GPTNeoXForCausalLM.set_output_embeddings 2 0 0
attr GPTNeoXForCausalLM.gpt_neox 1 0 0
attr GPTNeoXForCausalLM.embed_out 1 0 0
meth GPTNeoXForQuestionAnswering.init 2 0 0
meth GPTNeoXForQuestionAnswering.forward 9 8 0
attr GPTNeoXForQuestionAnswering.num_labels 1 0 0
attr GPTNeoXForQuestionAnswering.gpt_neox 1 0 0
attr GPTNeoXForQuestionAnswering.qa_outputs 1 0 0
meth GPTNeoXForTokenClassification.init 2 0 0
meth GPTNeoXForTokenClassification.forward 10 9 0
attr GPTNeoXForTokenClassification.num_labels 1 0 0
attr GPTNeoXForTokenClassification.gpt_neox 1 0 0
attr GPTNeoXForTokenClassification.dropout 1 0 0
attr GPTNeoXForTokenClassification.classifier 1 0 0

transformers.models.gpt_neox.modular_gpt_neox (49 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXModel.init 2 0 0
meth GPTNeoXModel.get_input_embeddings 1 0 0
meth GPTNeoXModel.set_input_embeddings 2 0 0
attr GPTNeoXModel.config 1 0 0
attr GPTNeoXModel.embed_in 1 0 0
attr GPTNeoXModel.emb_dropout 1 0 0
attr GPTNeoXModel.layers 1 0 0
attr GPTNeoXModel.final_layer_norm 1 0 0
attr GPTNeoXModel.rotary_emb 1 0 0
attr GPTNeoXModel.gradient_checkpointing 1 0 0
meth GPTNeoXLayer.init 3 0 0
meth GPTNeoXLayer.forward 9 8 0
attr GPTNeoXLayer.use_parallel_residual 1 0 0
attr GPTNeoXLayer.input_layernorm 1 0 0
attr GPTNeoXLayer.post_attention_layernorm 1 0 0
attr GPTNeoXLayer.post_attention_dropout 1 0 0
attr GPTNeoXLayer.post_mlp_dropout 1 0 0
attr GPTNeoXLayer.attention 1 0 0
attr GPTNeoXLayer.mlp 1 0 0
meth GPTNeoXForSequenceClassification.init 2 0 0
meth GPTNeoXForSequenceClassification.forward 9 8 0
attr GPTNeoXForSequenceClassification.num_labels 1 0 0
attr GPTNeoXForSequenceClassification.gpt_neox 1 0 0
attr GPTNeoXForSequenceClassification.score 1 0 0
meth GPTNeoXForCausalLM.init 2 0 0
meth GPTNeoXForCausalLM.get_output_embeddings 1 0 0
meth GPTNeoXForCausalLM.set_output_embeddings 2 0 0
attr GPTNeoXForCausalLM.gpt_neox 1 0 0
attr GPTNeoXForCausalLM.embed_out 1 0 0
meth GPTNeoXForQuestionAnswering.init 2 0 0
meth GPTNeoXForQuestionAnswering.forward 9 8 0
attr GPTNeoXForQuestionAnswering.num_labels 1 0 0
attr GPTNeoXForQuestionAnswering.gpt_neox 1 0 0
attr GPTNeoXForQuestionAnswering.qa_outputs 1 0 0
meth GPTNeoXForTokenClassification.init 2 0 0
meth GPTNeoXForTokenClassification.forward 10 9 0
attr GPTNeoXForTokenClassification.num_labels 1 0 0
attr GPTNeoXForTokenClassification.gpt_neox 1 0 0
attr GPTNeoXForTokenClassification.dropout 1 0 0
attr GPTNeoXForTokenClassification.classifier 1 0 0

transformers.models.gpt_neox.tokenization_gpt_neox (4 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXTokenizer.init 11 9 0
attr GPTNeoXTokenizer.add_prefix_space 1 0 0
attr GPTNeoXTokenizer.trim_offsets 1 0 0

transformers.models.gpt_neox_japanese.configuration_gpt_neox_japanese (23 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXJapaneseConfig.init 20 18 0
meth GPTNeoXJapaneseConfig.convert_rope_params_to_dict 3 0 0
attr GPTNeoXJapaneseConfig.is_decoder 1 0 0
attr GPTNeoXJapaneseConfig.bos_token_id 1 0 0
attr GPTNeoXJapaneseConfig.eos_token_id 1 0 0
attr GPTNeoXJapaneseConfig.pad_token_id 1 0 0
attr GPTNeoXJapaneseConfig.tie_word_embeddings 1 0 0
attr GPTNeoXJapaneseConfig.vocab_size 1 0 0
attr GPTNeoXJapaneseConfig.max_position_embeddings 1 0 0
attr GPTNeoXJapaneseConfig.hidden_size 1 0 0
attr GPTNeoXJapaneseConfig.num_hidden_layers 1 0 0
attr GPTNeoXJapaneseConfig.num_attention_heads 1 0 0
attr GPTNeoXJapaneseConfig.intermediate_multiple_size 1 0 0
attr GPTNeoXJapaneseConfig.hidden_act 1 0 0
attr GPTNeoXJapaneseConfig.initializer_range 1 0 0
attr GPTNeoXJapaneseConfig.layer_norm_eps 1 0 0
attr GPTNeoXJapaneseConfig.use_cache 1 0 0
attr GPTNeoXJapaneseConfig.attention_dropout 1 0 0
attr GPTNeoXJapaneseConfig.hidden_dropout 1 0 0
attr GPTNeoXJapaneseConfig.rope_parameters 1 0 0

transformers.models.gpt_neox_japanese.modeling_gpt_neox_japanese (30 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXJapanesePreTrainedModel._init_weights 2 0 0
meth GPTNeoXJapaneseLayer.init 3 0 0
meth GPTNeoXJapaneseLayer.forward 9 8 0
attr GPTNeoXJapaneseLayer.layer_number 1 0 0
attr GPTNeoXJapaneseLayer.input_layernorm 1 0 0
attr GPTNeoXJapaneseLayer.post_attention_layernorm 1 0 0
attr GPTNeoXJapaneseLayer.attention 1 0 0
attr GPTNeoXJapaneseLayer.mlp 1 0 0
attr GPTNeoXJapaneseLayer.hidden_dropout 1 0 0
meth GPTNeoXJapaneseModel.init 2 0 0
meth GPTNeoXJapaneseModel.get_input_embeddings 1 0 0
meth GPTNeoXJapaneseModel.set_input_embeddings 2 0 0
meth GPTNeoXJapaneseModel.forward 12 11 0
attr GPTNeoXJapaneseModel.embed_in 1 0 0
attr GPTNeoXJapaneseModel.layers 1 0 0
attr GPTNeoXJapaneseModel.final_layer_norm 1 0 0
attr GPTNeoXJapaneseModel.rotary_emb 1 0 0
meth GPTNeoXJapaneseForCausalLM.init 2 0 0
meth GPTNeoXJapaneseForCausalLM.get_output_embeddings 1 0 0
meth GPTNeoXJapaneseForCausalLM.set_output_embeddings 2 0 0
meth GPTNeoXJapaneseForCausalLM.forward 14 13 0
attr GPTNeoXJapaneseForCausalLM.gpt_neox_japanese 1 0 0
attr GPTNeoXJapaneseForCausalLM.embed_out 1 0 0

transformers.models.gpt_neox_japanese.tokenization_gpt_neox_japanese (21 missing, 0 any)

Symbol Typable Typed Any
meth GPTNeoXJapaneseTokenizer.init 9 0 0
meth GPTNeoXJapaneseTokenizer.get_vocab 1 0 0
meth GPTNeoXJapaneseTokenizer._tokenize 2 0 0
meth GPTNeoXJapaneseTokenizer._convert_token_to_id 2 0 0
meth GPTNeoXJapaneseTokenizer._convert_id_to_token 2 0 0
meth GPTNeoXJapaneseTokenizer.convert_tokens_to_string 2 0 0
prop GPTNeoXJapaneseTokenizer.vocab_size 1 0 0
attr GPTNeoXJapaneseTokenizer.do_clean_text 1 0 0
attr GPTNeoXJapaneseTokenizer.subword_tokenizer 1 0 0

transformers.models.gpt_oss.configuration_gpt_oss (27 missing, 0 any)

Symbol Typable Typed Any
meth GptOssConfig.init 26 24 0
attr GptOssConfig.vocab_size 1 0 0
attr GptOssConfig.hidden_size 1 0 0
attr GptOssConfig.intermediate_size 1 0 0
attr GptOssConfig.num_hidden_layers 1 0 0
attr GptOssConfig.num_attention_heads 1 0 0
attr GptOssConfig.num_local_experts 1 0 0
attr GptOssConfig.sliding_window 1 0 0
attr GptOssConfig.num_experts_per_tok 1 0 0
attr GptOssConfig.num_key_value_heads 1 0 0
attr GptOssConfig.hidden_act 1 0 0
attr GptOssConfig.initializer_range 1 0 0
attr GptOssConfig.rms_norm_eps 1 0 0
attr GptOssConfig.attention_dropout 1 0 0
attr GptOssConfig.head_dim 1 0 0
attr GptOssConfig.layer_types 1 0 0
attr GptOssConfig.attention_bias 1 0 0
attr GptOssConfig.max_position_embeddings 1 0 0
attr GptOssConfig.router_aux_loss_coef 1 0 0
attr GptOssConfig.output_router_logits 1 0 0
attr GptOssConfig.use_cache 1 0 0
attr GptOssConfig.rope_parameters 1 0 0
attr GptOssConfig.tie_word_embeddings 1 0 0
attr GptOssConfig.pad_token_id 1 0 0
attr GptOssConfig.bos_token_id 1 0 0
attr GptOssConfig.eos_token_id 1 0 0

transformers.models.gpt_oss.modeling_gpt_oss (19 missing, 0 any)

Symbol Typable Typed Any
meth GptOssModel.init 2 1 0
attr GptOssModel.padding_idx 1 0 0
attr GptOssModel.vocab_size 1 0 0
attr GptOssModel.embed_tokens 1 0 0
attr GptOssModel.layers 1 0 0
attr GptOssModel.norm 1 0 0
attr GptOssModel.rotary_emb 1 0 0
attr GptOssModel.gradient_checkpointing 1 0 0
meth GptOssForCausalLM.init 2 0 0
attr GptOssForCausalLM.model 1 0 0
attr GptOssForCausalLM.vocab_size 1 0 0
attr GptOssForCausalLM.lm_head 1 0 0
attr GptOssForCausalLM.router_aux_loss_coef 1 0 0
attr GptOssForCausalLM.num_experts 1 0 0
attr GptOssForCausalLM.num_experts_per_tok 1 0 0
meth GptOssPreTrainedModel._init_weights 2 0 0
attr GptOssPreTrainedModel._can_record_outputs 1 0 0

transformers.models.gpt_oss.modular_gpt_oss (3 missing, 0 any)

Symbol Typable Typed Any
meth GptOssPreTrainedModel._init_weights 2 0 0
attr GptOssPreTrainedModel._can_record_outputs 1 0 0

transformers.models.gpt_sw3.tokenization_gpt_sw3 (15 missing, 0 any)

Symbol Typable Typed Any
meth GPTSw3Tokenizer.init 11 2 0
meth GPTSw3Tokenizer._tokenize 3 2 0
attr GPTSw3Tokenizer.do_lower_case 1 0 0
attr GPTSw3Tokenizer.remove_space 1 0 0
attr GPTSw3Tokenizer.keep_accents 1 0 0
attr GPTSw3Tokenizer.whitespaces 1 0 0
attr GPTSw3Tokenizer.non_printing_characters_re 1 0 0

transformers.models.gptj.configuration_gptj (38 missing, 0 any)

Symbol Typable Typed Any
meth GPTJConfig.init 20 0 0
attr GPTJConfig.vocab_size 1 0 0
attr GPTJConfig.n_positions 1 0 0
attr GPTJConfig.n_embd 1 0 0
attr GPTJConfig.n_layer 1 0 0
attr GPTJConfig.n_head 1 0 0
attr GPTJConfig.n_inner 1 0 0
attr GPTJConfig.rotary_dim 1 0 0
attr GPTJConfig.activation_function 1 0 0
attr GPTJConfig.resid_pdrop 1 0 0
attr GPTJConfig.embd_pdrop 1 0 0
attr GPTJConfig.attn_pdrop 1 0 0
attr GPTJConfig.layer_norm_epsilon 1 0 0
attr GPTJConfig.initializer_range 1 0 0
attr GPTJConfig.use_cache 1 0 0
attr GPTJConfig.bos_token_id 1 0 0
attr GPTJConfig.eos_token_id 1 0 0
attr GPTJConfig.pad_token_id 1 0 0
attr GPTJConfig.tie_word_embeddings 1 0 0

transformers.models.gptj.modeling_gptj (32 missing, 0 any)

Symbol Typable Typed Any
meth GPTJForSequenceClassification.init 2 0 0
meth GPTJForSequenceClassification.forward 13 12 0
attr GPTJForSequenceClassification.num_labels 1 0 0
attr GPTJForSequenceClassification.transformer 1 0 0
attr GPTJForSequenceClassification.score 1 0 0
meth GPTJForQuestionAnswering.init 2 0 0
meth GPTJForQuestionAnswering.forward 12 11 0
attr GPTJForQuestionAnswering.num_labels 1 0 0
attr GPTJForQuestionAnswering.transformer 1 0 0
attr GPTJForQuestionAnswering.qa_outputs 1 0 0
meth GPTJModel.init 2 0 0
meth GPTJModel.get_input_embeddings 1 0 0
meth GPTJModel.set_input_embeddings 2 0 0
meth GPTJModel.forward 13 12 0
attr GPTJModel.embed_dim 1 0 0
attr GPTJModel.vocab_size 1 0 0
attr GPTJModel.wte 1 0 0
attr GPTJModel.drop 1 0 0
attr GPTJModel.h 1 0 0
attr GPTJModel.ln_f 1 0 0
attr GPTJModel.gradient_checkpointing 1 0 0
meth GPTJForCausalLM.init 2 0 0
meth GPTJForCausalLM.forward 15 14 0
attr GPTJForCausalLM.transformer 1 0 0
attr GPTJForCausalLM.lm_head 1 0 0
meth GPTJPreTrainedModel._init_weights 2 0 0

transformers.models.granite.configuration_granite (25 missing, 0 any)

Symbol Typable Typed Any
meth GraniteConfig.init 25 23 0
attr GraniteConfig.vocab_size 1 0 0
attr GraniteConfig.max_position_embeddings 1 0 0
attr GraniteConfig.hidden_size 1 0 0
attr GraniteConfig.intermediate_size 1 0 0
attr GraniteConfig.num_hidden_layers 1 0 0
attr GraniteConfig.num_attention_heads 1 0 0
attr GraniteConfig.num_key_value_heads 1 0 0
attr GraniteConfig.hidden_act 1 0 0
attr GraniteConfig.initializer_range 1 0 0
attr GraniteConfig.rms_norm_eps 1 0 0
attr GraniteConfig.use_cache 1 0 0
attr GraniteConfig.attention_bias 1 0 0
attr GraniteConfig.attention_dropout 1 0 0
attr GraniteConfig.mlp_bias 1 0 0
attr GraniteConfig.embedding_multiplier 1 0 0
attr GraniteConfig.logits_scaling 1 0 0
attr GraniteConfig.residual_multiplier 1 0 0
attr GraniteConfig.attention_multiplier 1 0 0
attr GraniteConfig.rope_parameters 1 0 0
attr GraniteConfig.tie_word_embeddings 1 0 0
attr GraniteConfig.pad_token_id 1 0 0
attr GraniteConfig.bos_token_id 1 0 0
attr GraniteConfig.eos_token_id 1 0 0

transformers.models.granite.modeling_granite (14 missing, 0 any)

Symbol Typable Typed Any
meth GraniteForCausalLM.init 2 0 0
attr GraniteForCausalLM.model 1 0 0
attr GraniteForCausalLM.vocab_size 1 0 0
attr GraniteForCausalLM.lm_head 1 0 0
meth GraniteModel.init 2 1 0
attr GraniteModel.padding_idx 1 0 0
attr GraniteModel.vocab_size 1 0 0
attr GraniteModel.embed_tokens 1 0 0
attr GraniteModel.layers 1 0 0
attr GraniteModel.norm 1 0 0
attr GraniteModel.rotary_emb 1 0 0
attr GraniteModel.gradient_checkpointing 1 0 0
attr GraniteModel.embedding_multiplier 1 0 0

transformers.models.granite.modular_granite (3 missing, 0 any)

Symbol Typable Typed Any
meth GraniteModel.init 2 1 0
attr GraniteModel.embedding_multiplier 1 0 0
attr GraniteModel.layers 1 0 0

transformers.models.granite_speech.configuration_granite_speech (44 missing, 0 any)

Symbol Typable Typed Any
meth GraniteSpeechConfig.init 10 0 0
attr GraniteSpeechConfig.text_config 1 0 0
attr GraniteSpeechConfig.encoder_config 1 0 0
attr GraniteSpeechConfig.projector_config 1 0 0
attr GraniteSpeechConfig.audio_token_index 1 0 0
attr GraniteSpeechConfig.initializer_range 1 0 0
attr GraniteSpeechConfig.has_lora_adapter 1 0 0
attr GraniteSpeechConfig.downsample_rate 1 0 0
attr GraniteSpeechConfig.window_size 1 0 0
meth GraniteSpeechEncoderConfig.init 14 0 0
attr GraniteSpeechEncoderConfig.input_dim 1 0 0
attr GraniteSpeechEncoderConfig.num_layers 1 0 0
attr GraniteSpeechEncoderConfig.hidden_dim 1 0 0
attr GraniteSpeechEncoderConfig.feedforward_mult 1 0 0
attr GraniteSpeechEncoderConfig.num_heads 1 0 0
attr GraniteSpeechEncoderConfig.dim_head 1 0 0
attr GraniteSpeechEncoderConfig.output_dim 1 0 0
attr GraniteSpeechEncoderConfig.context_size 1 0 0
attr GraniteSpeechEncoderConfig.dropout 1 0 0
attr GraniteSpeechEncoderConfig.conv_kernel_size 1 0 0
attr GraniteSpeechEncoderConfig.conv_expansion_factor 1 0 0
attr GraniteSpeechEncoderConfig.max_pos_emb 1 0 0

transformers.models.granite_speech.feature_extraction_granite_speech (9 missing, 0 any)

Symbol Typable Typed Any
meth GraniteSpeechFeatureExtractor.init 9 7 0
meth GraniteSpeechFeatureExtractor._extract_mel_spectrograms 3 1 0
attr GraniteSpeechFeatureExtractor.sampling_rate 1 0 0
attr GraniteSpeechFeatureExtractor.melspec_kwargs 1 0 0
attr GraniteSpeechFeatureExtractor.mel_filters 1 0 0
attr GraniteSpeechFeatureExtractor.projector_window_size 1 0 0
attr GraniteSpeechFeatureExtractor.projector_downsample_rate 1 0 0

transformers.models.granite_speech.modeling_granite_speech (38 missing, 0 any)

Symbol Typable Typed Any
meth GraniteSpeechCTCEncoder.init 2 1 0
attr GraniteSpeechCTCEncoder.input_linear 1 0 0
attr GraniteSpeechCTCEncoder.layers 1 0 0
attr GraniteSpeechCTCEncoder.out 1 0 0
attr GraniteSpeechCTCEncoder.out_mid 1 0 0
attr GraniteSpeechCTCEncoder.num_layers 1 0 0
meth GraniteSpeechPreTrainedModel._init_weights 2 1 0
meth GraniteSpeechForConditionalGeneration.init 2 1 0
meth GraniteSpeechForConditionalGeneration.set_decoder 2 0 0
meth GraniteSpeechForConditionalGeneration.get_decoder 1 0 0
meth GraniteSpeechForConditionalGeneration.set_input_embeddings 2 0 0
meth GraniteSpeechForConditionalGeneration.set_output_embeddings 2 0 0
meth GraniteSpeechForConditionalGeneration.get_input_embeddings 1 0 0
meth GraniteSpeechForConditionalGeneration.get_output_embeddings 1 0 0
meth GraniteSpeechForConditionalGeneration.forward 16 15 0
meth GraniteSpeechForConditionalGeneration.prepare_inputs_for_generation 10 0 0
meth GraniteSpeechForConditionalGeneration.generate 3 1 0
meth GraniteSpeechForConditionalGeneration.save_pretrained 4 0 0
meth GraniteSpeechForConditionalGeneration._get_adapter_name 1 0 0
attr GraniteSpeechForConditionalGeneration.language_model 1 0 0
attr GraniteSpeechForConditionalGeneration.encoder 1 0 0
attr GraniteSpeechForConditionalGeneration.projector 1 0 0

transformers.models.granite_speech.processing_granite_speech (7 missing, 0 any)

Symbol Typable Typed Any
meth GraniteSpeechProcessor.init 5 0 0
meth GraniteSpeechProcessor.call 5 4 0
attr GraniteSpeechProcessor.audio_token 1 0 0

transformers.models.granitemoe.configuration_granitemoe (28 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeConfig.init 28 26 0
attr GraniteMoeConfig.vocab_size 1 0 0
attr GraniteMoeConfig.max_position_embeddings 1 0 0
attr GraniteMoeConfig.hidden_size 1 0 0
attr GraniteMoeConfig.intermediate_size 1 0 0
attr GraniteMoeConfig.num_hidden_layers 1 0 0
attr GraniteMoeConfig.num_attention_heads 1 0 0
attr GraniteMoeConfig.num_key_value_heads 1 0 0
attr GraniteMoeConfig.hidden_act 1 0 0
attr GraniteMoeConfig.initializer_range 1 0 0
attr GraniteMoeConfig.rms_norm_eps 1 0 0
attr GraniteMoeConfig.use_cache 1 0 0
attr GraniteMoeConfig.attention_bias 1 0 0
attr GraniteMoeConfig.attention_dropout 1 0 0
attr GraniteMoeConfig.embedding_multiplier 1 0 0
attr GraniteMoeConfig.logits_scaling 1 0 0
attr GraniteMoeConfig.residual_multiplier 1 0 0
attr GraniteMoeConfig.attention_multiplier 1 0 0
attr GraniteMoeConfig.num_local_experts 1 0 0
attr GraniteMoeConfig.num_experts_per_tok 1 0 0
attr GraniteMoeConfig.output_router_logits 1 0 0
attr GraniteMoeConfig.router_aux_loss_coef 1 0 0
attr GraniteMoeConfig.tie_word_embeddings 1 0 0
attr GraniteMoeConfig.pad_token_id 1 0 0
attr GraniteMoeConfig.bos_token_id 1 0 0
attr GraniteMoeConfig.eos_token_id 1 0 0
attr GraniteMoeConfig.rope_parameters 1 0 0

transformers.models.granitemoe.modeling_granitemoe (20 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeForCausalLM.init 2 1 0
meth GraniteMoeForCausalLM.forward 11 10 0
attr GraniteMoeForCausalLM.model 1 0 0
attr GraniteMoeForCausalLM.vocab_size 1 0 0
attr GraniteMoeForCausalLM.lm_head 1 0 0
attr GraniteMoeForCausalLM.router_aux_loss_coef 1 0 0
attr GraniteMoeForCausalLM.num_experts 1 0 0
attr GraniteMoeForCausalLM.num_experts_per_tok 1 0 0
attr GraniteMoeForCausalLM.logits_scaling 1 0 0
meth GraniteMoeModel.init 2 1 0
attr GraniteMoeModel.padding_idx 1 0 0
attr GraniteMoeModel.vocab_size 1 0 0
attr GraniteMoeModel.embed_tokens 1 0 0
attr GraniteMoeModel.layers 1 0 0
attr GraniteMoeModel.norm 1 0 0
attr GraniteMoeModel.rotary_emb 1 0 0
attr GraniteMoeModel.gradient_checkpointing 1 0 0
attr GraniteMoeModel.embedding_multiplier 1 0 0
meth GraniteMoePreTrainedModel._init_weights 2 0 0

transformers.models.granitemoe.modular_granitemoe (10 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeForCausalLM.init 2 1 0
meth GraniteMoeForCausalLM.forward 11 10 0
attr GraniteMoeForCausalLM.model 1 0 0
attr GraniteMoeForCausalLM.logits_scaling 1 0 0
meth GraniteMoeModel.init 2 1 0
attr GraniteMoeModel.layers 1 0 0
attr GraniteMoeModel.norm 1 0 0
attr GraniteMoeModel.embedding_multiplier 1 0 0
meth GraniteMoePreTrainedModel._init_weights 2 0 0

transformers.models.granitemoehybrid.configuration_granitemoehybrid (44 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeHybridConfig.init 43 41 0
prop GraniteMoeHybridConfig.layers_block_type 1 0 0
attr GraniteMoeHybridConfig.vocab_size 1 0 0
attr GraniteMoeHybridConfig.max_position_embeddings 1 0 0
attr GraniteMoeHybridConfig.hidden_size 1 0 0
attr GraniteMoeHybridConfig.intermediate_size 1 0 0
attr GraniteMoeHybridConfig.num_hidden_layers 1 0 0
attr GraniteMoeHybridConfig.num_attention_heads 1 0 0
attr GraniteMoeHybridConfig.num_key_value_heads 1 0 0
attr GraniteMoeHybridConfig.hidden_act 1 0 0
attr GraniteMoeHybridConfig.initializer_range 1 0 0
attr GraniteMoeHybridConfig.rms_norm_eps 1 0 0
attr GraniteMoeHybridConfig.use_cache 1 0 0
attr GraniteMoeHybridConfig.attention_bias 1 0 0
attr GraniteMoeHybridConfig.embedding_multiplier 1 0 0
attr GraniteMoeHybridConfig.logits_scaling 1 0 0
attr GraniteMoeHybridConfig.residual_multiplier 1 0 0
attr GraniteMoeHybridConfig.attention_multiplier 1 0 0
attr GraniteMoeHybridConfig.attention_dropout 1 0 0
attr GraniteMoeHybridConfig.num_local_experts 1 0 0
attr GraniteMoeHybridConfig.num_experts_per_tok 1 0 0
attr GraniteMoeHybridConfig.output_router_logits 1 0 0
attr GraniteMoeHybridConfig.router_aux_loss_coef 1 0 0
attr GraniteMoeHybridConfig.shared_intermediate_size 1 0 0
attr GraniteMoeHybridConfig.position_embedding_type 1 0 0
attr GraniteMoeHybridConfig.rope_parameters 1 0 0
attr GraniteMoeHybridConfig.mamba_n_heads 1 0 0
attr GraniteMoeHybridConfig.mamba_d_head 1 0 0
attr GraniteMoeHybridConfig.mamba_n_groups 1 0 0
attr GraniteMoeHybridConfig.mamba_d_state 1 0 0
attr GraniteMoeHybridConfig.mamba_d_conv 1 0 0
attr GraniteMoeHybridConfig.mamba_chunk_size 1 0 0
attr GraniteMoeHybridConfig.mamba_conv_bias 1 0 0
attr GraniteMoeHybridConfig.mamba_proj_bias 1 0 0
attr GraniteMoeHybridConfig.time_step_min 1 0 0
attr GraniteMoeHybridConfig.time_step_max 1 0 0
attr GraniteMoeHybridConfig.time_step_limit 1 0 0
attr GraniteMoeHybridConfig.mamba_expand 1 0 0
attr GraniteMoeHybridConfig.layer_types 1 0 0
attr GraniteMoeHybridConfig.tie_word_embeddings 1 0 0
attr GraniteMoeHybridConfig.pad_token_id 1 0 0
attr GraniteMoeHybridConfig.bos_token_id 1 0 0
attr GraniteMoeHybridConfig.eos_token_id 1 0 0

transformers.models.granitemoehybrid.modeling_granitemoehybrid (33 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeHybridForCausalLM.init 2 1 0
meth GraniteMoeHybridForCausalLM.forward 11 10 0
meth GraniteMoeHybridForCausalLM.prepare_inputs_for_generation 10 0 0
attr GraniteMoeHybridForCausalLM.model 1 0 0
attr GraniteMoeHybridForCausalLM.vocab_size 1 0 0
attr GraniteMoeHybridForCausalLM.lm_head 1 0 0
attr GraniteMoeHybridForCausalLM.router_aux_loss_coef 1 0 0
attr GraniteMoeHybridForCausalLM.num_experts 1 0 0
attr GraniteMoeHybridForCausalLM.num_experts_per_tok 1 0 0
attr GraniteMoeHybridForCausalLM.logits_scaling 1 0 0
meth GraniteMoeHybridPreTrainedModel._init_weights 2 0 0
meth GraniteMoeHybridModel.init 2 1 0
meth GraniteMoeHybridModel._update_mamba_mask 3 0 0
attr GraniteMoeHybridModel.padding_idx 1 0 0
attr GraniteMoeHybridModel.vocab_size 1 0 0
attr GraniteMoeHybridModel.embed_tokens 1 0 0
attr GraniteMoeHybridModel.layers 1 0 0
attr GraniteMoeHybridModel.norm 1 0 0
attr GraniteMoeHybridModel.rotary_emb 1 0 0
attr GraniteMoeHybridModel.gradient_checkpointing 1 0 0
attr GraniteMoeHybridModel.embedding_multiplier 1 0 0

transformers.models.granitemoehybrid.modular_granitemoehybrid (23 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeHybridForCausalLM.init 2 1 0
meth GraniteMoeHybridForCausalLM.forward 2 0 0
meth GraniteMoeHybridForCausalLM.prepare_inputs_for_generation 10 0 0
attr GraniteMoeHybridForCausalLM.model 1 0 0
meth GraniteMoeHybridPreTrainedModel._init_weights 2 0 0
meth GraniteMoeHybridModel.init 2 1 0
meth GraniteMoeHybridModel._update_mamba_mask 3 0 0
attr GraniteMoeHybridModel.layers 1 0 0
attr GraniteMoeHybridModel.embedding_multiplier 1 0 0
attr GraniteMoeHybridModel.rotary_emb 1 0 0

transformers.models.granitemoeshared.configuration_granitemoeshared (30 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeSharedConfig.init 29 27 0
attr GraniteMoeSharedConfig.vocab_size 1 0 0
attr GraniteMoeSharedConfig.max_position_embeddings 1 0 0
attr GraniteMoeSharedConfig.hidden_size 1 0 0
attr GraniteMoeSharedConfig.intermediate_size 1 0 0
attr GraniteMoeSharedConfig.num_hidden_layers 1 0 0
attr GraniteMoeSharedConfig.num_attention_heads 1 0 0
attr GraniteMoeSharedConfig.num_key_value_heads 1 0 0
attr GraniteMoeSharedConfig.hidden_act 1 0 0
attr GraniteMoeSharedConfig.initializer_range 1 0 0
attr GraniteMoeSharedConfig.rms_norm_eps 1 0 0
attr GraniteMoeSharedConfig.use_cache 1 0 0
attr GraniteMoeSharedConfig.attention_bias 1 0 0
attr GraniteMoeSharedConfig.attention_dropout 1 0 0
attr GraniteMoeSharedConfig.embedding_multiplier 1 0 0
attr GraniteMoeSharedConfig.logits_scaling 1 0 0
attr GraniteMoeSharedConfig.residual_multiplier 1 0 0
attr GraniteMoeSharedConfig.attention_multiplier 1 0 0
attr GraniteMoeSharedConfig.num_local_experts 1 0 0
attr GraniteMoeSharedConfig.num_experts_per_tok 1 0 0
attr GraniteMoeSharedConfig.output_router_logits 1 0 0
attr GraniteMoeSharedConfig.router_aux_loss_coef 1 0 0
attr GraniteMoeSharedConfig.shared_intermediate_size 1 0 0
attr GraniteMoeSharedConfig.tie_word_embeddings 1 0 0
attr GraniteMoeSharedConfig.pad_token_id 1 0 0
attr GraniteMoeSharedConfig.bos_token_id 1 0 0
attr GraniteMoeSharedConfig.eos_token_id 1 0 0
attr GraniteMoeSharedConfig.position_embedding_type 1 0 0
attr GraniteMoeSharedConfig.rope_parameters 1 0 0

transformers.models.granitemoeshared.modeling_granitemoeshared (20 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeSharedForCausalLM.init 2 1 0
meth GraniteMoeSharedForCausalLM.forward 11 10 0
attr GraniteMoeSharedForCausalLM.model 1 0 0
attr GraniteMoeSharedForCausalLM.vocab_size 1 0 0
attr GraniteMoeSharedForCausalLM.lm_head 1 0 0
attr GraniteMoeSharedForCausalLM.router_aux_loss_coef 1 0 0
attr GraniteMoeSharedForCausalLM.num_experts 1 0 0
attr GraniteMoeSharedForCausalLM.num_experts_per_tok 1 0 0
attr GraniteMoeSharedForCausalLM.logits_scaling 1 0 0
meth GraniteMoeSharedModel.init 2 1 0
attr GraniteMoeSharedModel.padding_idx 1 0 0
attr GraniteMoeSharedModel.vocab_size 1 0 0
attr GraniteMoeSharedModel.embed_tokens 1 0 0
attr GraniteMoeSharedModel.layers 1 0 0
attr GraniteMoeSharedModel.norm 1 0 0
attr GraniteMoeSharedModel.rotary_emb 1 0 0
attr GraniteMoeSharedModel.gradient_checkpointing 1 0 0
attr GraniteMoeSharedModel.embedding_multiplier 1 0 0
meth GraniteMoeSharedPreTrainedModel._init_weights 2 0 0

transformers.models.granitemoeshared.modular_granitemoeshared (4 missing, 0 any)

Symbol Typable Typed Any
meth GraniteMoeSharedForCausalLM.init 2 1 0
attr GraniteMoeSharedForCausalLM.model 1 0 0
meth GraniteMoeSharedModel.init 2 1 0
attr GraniteMoeSharedModel.layers 1 0 0

transformers.models.grounding_dino.configuration_grounding_dino (81 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoConfig.init 42 0 0
attr GroundingDinoConfig.backbone_config 1 0 0
attr GroundingDinoConfig.num_queries 1 0 0
attr GroundingDinoConfig.d_model 1 0 0
attr GroundingDinoConfig.encoder_ffn_dim 1 0 0
attr GroundingDinoConfig.encoder_layers 1 0 0
attr GroundingDinoConfig.encoder_attention_heads 1 0 0
attr GroundingDinoConfig.decoder_ffn_dim 1 0 0
attr GroundingDinoConfig.decoder_layers 1 0 0
attr GroundingDinoConfig.decoder_attention_heads 1 0 0
attr GroundingDinoConfig.dropout 1 0 0
attr GroundingDinoConfig.attention_dropout 1 0 0
attr GroundingDinoConfig.activation_dropout 1 0 0
attr GroundingDinoConfig.activation_function 1 0 0
attr GroundingDinoConfig.auxiliary_loss 1 0 0
attr GroundingDinoConfig.position_embedding_type 1 0 0
attr GroundingDinoConfig.num_feature_levels 1 0 0
attr GroundingDinoConfig.encoder_n_points 1 0 0
attr GroundingDinoConfig.decoder_n_points 1 0 0
attr GroundingDinoConfig.two_stage 1 0 0
attr GroundingDinoConfig.class_cost 1 0 0
attr GroundingDinoConfig.bbox_cost 1 0 0
attr GroundingDinoConfig.giou_cost 1 0 0
attr GroundingDinoConfig.bbox_loss_coefficient 1 0 0
attr GroundingDinoConfig.giou_loss_coefficient 1 0 0
attr GroundingDinoConfig.focal_alpha 1 0 0
attr GroundingDinoConfig.disable_custom_kernels 1 0 0
attr GroundingDinoConfig.text_config 1 0 0
attr GroundingDinoConfig.max_text_len 1 0 0
attr GroundingDinoConfig.text_enhancer_dropout 1 0 0
attr GroundingDinoConfig.fusion_droppath 1 0 0
attr GroundingDinoConfig.fusion_dropout 1 0 0
attr GroundingDinoConfig.embedding_init_target 1 0 0
attr GroundingDinoConfig.query_dim 1 0 0
attr GroundingDinoConfig.decoder_bbox_embed_share 1 0 0
attr GroundingDinoConfig.two_stage_bbox_embed_share 1 0 0
attr GroundingDinoConfig.positional_embedding_temperature 1 0 0
attr GroundingDinoConfig.init_std 1 0 0
attr GroundingDinoConfig.layer_norm_eps 1 0 0
attr GroundingDinoConfig.tie_word_embeddings 1 0 0

transformers.models.grounding_dino.image_processing_grounding_dino (22 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoImageProcessor.init 14 13 0
meth GroundingDinoImageProcessor.resize 7 6 0
meth GroundingDinoImageProcessor.resize_annotation 5 2 0
meth GroundingDinoImageProcessor._update_annotation_for_padded_image 6 4 0
meth GroundingDinoImageProcessor.preprocess 21 19 0
meth GroundingDinoImageProcessor.post_process_object_detection 4 3 0
attr GroundingDinoImageProcessor.format 1 0 0
attr GroundingDinoImageProcessor.do_resize 1 0 0
attr GroundingDinoImageProcessor.size 1 0 0
attr GroundingDinoImageProcessor.resample 1 0 0
attr GroundingDinoImageProcessor.do_rescale 1 0 0
attr GroundingDinoImageProcessor.rescale_factor 1 0 0
attr GroundingDinoImageProcessor.do_normalize 1 0 0
attr GroundingDinoImageProcessor.do_convert_annotations 1 0 0
attr GroundingDinoImageProcessor.image_mean 1 0 0
attr GroundingDinoImageProcessor.image_std 1 0 0
attr GroundingDinoImageProcessor.do_pad 1 0 0
attr GroundingDinoImageProcessor.pad_size 1 0 0

transformers.models.grounding_dino.image_processing_grounding_dino_fast (9 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoImageProcessorFast.resize 5 4 0
meth GroundingDinoImageProcessorFast.resize_annotation 6 5 0
meth GroundingDinoImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth GroundingDinoImageProcessorFast.pad 6 5 0
meth GroundingDinoImageProcessorFast._preprocess 19 18 0
meth GroundingDinoImageProcessorFast.post_process_object_detection 4 3 0
attr GroundingDinoImageProcessorFast.size 1 0 0
attr GroundingDinoImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.grounding_dino.modeling_grounding_dino (38 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoPreTrainedModel._init_weights 2 0 0
meth GroundingDinoPreTrainedModel._set_gradient_checkpointing 3 0 0
meth GroundingDinoForObjectDetection.init 2 1 0
meth GroundingDinoForObjectDetection.forward 12 10 0
attr GroundingDinoForObjectDetection.model 1 0 0
attr GroundingDinoForObjectDetection.bbox_embed 1 0 0
attr GroundingDinoForObjectDetection.class_embed 1 0 0
meth GroundingDinoModel.init 2 1 0
meth GroundingDinoModel.freeze_backbone 1 0 0
meth GroundingDinoModel.unfreeze_backbone 1 0 0
meth GroundingDinoModel.get_valid_ratio 2 0 0
meth GroundingDinoModel.generate_encoder_output_proposals 4 0 0
meth GroundingDinoModel.forward 11 6 0
attr GroundingDinoModel.backbone 1 0 0
attr GroundingDinoModel.text_backbone 1 0 0
attr GroundingDinoModel.text_projection 1 0 0
attr GroundingDinoModel.encoder 1 0 0
attr GroundingDinoModel.decoder 1 0 0
attr GroundingDinoModel.level_embed 1 0 0
attr GroundingDinoModel.input_proj_vision 1 0 0
attr GroundingDinoModel.query_position_embeddings 1 0 0
attr GroundingDinoModel.enc_output 1 0 0
attr GroundingDinoModel.enc_output_norm 1 0 0
attr GroundingDinoModel.encoder_output_class_embed 1 0 0
attr GroundingDinoModel.reference_points 1 0 0
attr GroundingDinoModel.encoder_output_bbox_embed 1 0 0

transformers.models.grounding_dino.modular_grounding_dino (4 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoImageProcessorFast.post_process_object_detection 4 3 0
meth GroundingDinoImageProcessorFast.post_process_instance_segmentation 1 0 0
meth GroundingDinoImageProcessorFast.post_process_semantic_segmentation 1 0 0
meth GroundingDinoImageProcessorFast.post_process_panoptic_segmentation 1 0 0

transformers.models.grounding_dino.processing_grounding_dino (6 missing, 0 any)

Symbol Typable Typed Any
meth GroundingDinoProcessor.init 3 0 0
meth GroundingDinoProcessor._preprocess_input_text 2 0 0
meth GroundingDinoProcessor.post_process_grounded_object_detection 7 6 0

transformers.models.groupvit.configuration_groupvit (85 missing, 0 any)

Symbol Typable Typed Any
meth GroupViTConfig.init 7 0 0
attr GroupViTConfig.text_config 1 0 0
attr GroupViTConfig.vision_config 1 0 0
attr GroupViTConfig.projection_dim 1 0 0
attr GroupViTConfig.projection_intermediate_dim 1 0 0
attr GroupViTConfig.logit_scale_init_value 1 0 0
attr GroupViTConfig.initializer_range 1 0 0
attr GroupViTConfig.initializer_factor 1 0 0
attr GroupViTConfig.output_segmentation 1 0 0
meth GroupViTVisionConfig.init 20 0 0
attr GroupViTVisionConfig.hidden_size 1 0 0
attr GroupViTVisionConfig.intermediate_size 1 0 0
attr GroupViTVisionConfig.depths 1 0 0
attr GroupViTVisionConfig.num_hidden_layers 1 0 0
attr GroupViTVisionConfig.num_group_tokens 1 0 0
attr GroupViTVisionConfig.num_output_groups 1 0 0
attr GroupViTVisionConfig.num_attention_heads 1 0 0
attr GroupViTVisionConfig.image_size 1 0 0
attr GroupViTVisionConfig.patch_size 1 0 0
attr GroupViTVisionConfig.num_channels 1 0 0
attr GroupViTVisionConfig.hidden_act 1 0 0
attr GroupViTVisionConfig.layer_norm_eps 1 0 0
attr GroupViTVisionConfig.dropout 1 0 0
attr GroupViTVisionConfig.attention_dropout 1 0 0
attr GroupViTVisionConfig.initializer_range 1 0 0
attr GroupViTVisionConfig.initializer_factor 1 0 0
attr GroupViTVisionConfig.assign_eps 1 0 0
attr GroupViTVisionConfig.assign_mlp_ratio 1 0 0
meth GroupViTTextConfig.init 17 0 0
attr GroupViTTextConfig.pad_token_id 1 0 0
attr GroupViTTextConfig.bos_token_id 1 0 0
attr GroupViTTextConfig.eos_token_id 1 0 0
attr GroupViTTextConfig.vocab_size 1 0 0
attr GroupViTTextConfig.hidden_size 1 0 0
attr GroupViTTextConfig.intermediate_size 1 0 0
attr GroupViTTextConfig.dropout 1 0 0
attr GroupViTTextConfig.num_hidden_layers 1 0 0
attr GroupViTTextConfig.num_attention_heads 1 0 0
attr GroupViTTextConfig.max_position_embeddings 1 0 0
attr GroupViTTextConfig.layer_norm_eps 1 0 0
attr GroupViTTextConfig.hidden_act 1 0 0
attr GroupViTTextConfig.initializer_range 1 0 0
attr GroupViTTextConfig.initializer_factor 1 0 0
attr GroupViTTextConfig.attention_dropout 1 0 0

transformers.models.groupvit.modeling_groupvit (21 missing, 0 any)

Symbol Typable Typed Any
meth GroupViTTextModel.init 2 1 0
meth GroupViTTextModel.set_input_embeddings 2 0 0
meth GroupViTTextModel.forward 8 7 0
attr GroupViTTextModel.text_model 1 0 0
meth GroupViTPreTrainedModel._init_weights 2 0 0
meth GroupViTVisionModel.init 2 1 0
meth GroupViTVisionModel.forward 6 5 0
attr GroupViTVisionModel.vision_model 1 0 0
meth GroupViTModel.init 2 1 0
meth GroupViTModel.forward 11 10 0
attr GroupViTModel.projection_dim 1 0 0
attr GroupViTModel.projection_intermediate_dim 1 0 0
attr GroupViTModel.text_embed_dim 1 0 0
attr GroupViTModel.vision_embed_dim 1 0 0
attr GroupViTModel.text_model 1 0 0
attr GroupViTModel.vision_model 1 0 0
attr GroupViTModel.visual_projection 1 0 0
attr GroupViTModel.text_projection 1 0 0
attr GroupViTModel.logit_scale 1 0 0

transformers.models.helium.configuration_helium (22 missing, 0 any)

Symbol Typable Typed Any
meth HeliumConfig.init 22 20 0
attr HeliumConfig.vocab_size 1 0 0
attr HeliumConfig.max_position_embeddings 1 0 0
attr HeliumConfig.hidden_size 1 0 0
attr HeliumConfig.intermediate_size 1 0 0
attr HeliumConfig.num_hidden_layers 1 0 0
attr HeliumConfig.num_attention_heads 1 0 0
attr HeliumConfig.num_key_value_heads 1 0 0
attr HeliumConfig.head_dim 1 0 0
attr HeliumConfig.hidden_act 1 0 0
attr HeliumConfig.initializer_range 1 0 0
attr HeliumConfig.rms_norm_eps 1 0 0
attr HeliumConfig.use_cache 1 0 0
attr HeliumConfig.attention_bias 1 0 0
attr HeliumConfig.attention_dropout 1 0 0
attr HeliumConfig.mlp_bias 1 0 0
attr HeliumConfig.rope_parameters 1 0 0
attr HeliumConfig.tie_word_embeddings 1 0 0
attr HeliumConfig.pad_token_id 1 0 0
attr HeliumConfig.bos_token_id 1 0 0
attr HeliumConfig.eos_token_id 1 0 0

transformers.models.helium.modeling_helium (13 missing, 0 any)

Symbol Typable Typed Any
meth HeliumForCausalLM.init 2 0 0
attr HeliumForCausalLM.model 1 0 0
attr HeliumForCausalLM.vocab_size 1 0 0
attr HeliumForCausalLM.lm_head 1 0 0
meth HeliumModel.init 2 1 0
attr HeliumModel.padding_idx 1 0 0
attr HeliumModel.vocab_size 1 0 0
attr HeliumModel.embed_tokens 1 0 0
attr HeliumModel.layers 1 0 0
attr HeliumModel.norm 1 0 0
attr HeliumModel.rotary_emb 1 0 0
attr HeliumModel.gradient_checkpointing 1 0 0

transformers.models.helium.modular_helium (4 missing, 0 any)

Symbol Typable Typed Any
meth HeliumModel.init 2 1 0
attr HeliumModel.layers 1 0 0
attr HeliumModel.norm 1 0 0
attr HeliumModel.gradient_checkpointing 1 0 0

transformers.models.herbert.tokenization_herbert (2 missing, 0 any)

Symbol Typable Typed Any
meth HerbertTokenizer.init 11 9 0

transformers.models.hgnet_v2.configuration_hgnet_v2 (37 missing, 0 any)

Symbol Typable Typed Any
meth HGNetV2Config.init 20 0 0
attr HGNetV2Config.num_channels 1 0 0
attr HGNetV2Config.embedding_size 1 0 0
attr HGNetV2Config.depths 1 0 0
attr HGNetV2Config.hidden_sizes 1 0 0
attr HGNetV2Config.hidden_act 1 0 0
attr HGNetV2Config.stage_names 1 0 0
attr HGNetV2Config.stem_channels 1 0 0
attr HGNetV2Config.stage_in_channels 1 0 0
attr HGNetV2Config.stage_mid_channels 1 0 0
attr HGNetV2Config.stage_out_channels 1 0 0
attr HGNetV2Config.stage_num_blocks 1 0 0
attr HGNetV2Config.stage_downsample 1 0 0
attr HGNetV2Config.stage_light_block 1 0 0
attr HGNetV2Config.stage_kernel_size 1 0 0
attr HGNetV2Config.stage_numb_of_layers 1 0 0
attr HGNetV2Config.use_learnable_affine_block 1 0 0
attr HGNetV2Config.initializer_range 1 0 0

transformers.models.hgnet_v2.modeling_hgnet_v2 (17 missing, 0 any)

Symbol Typable Typed Any
meth HGNetV2Backbone.init 2 1 0
meth HGNetV2Backbone.forward 5 4 0
attr HGNetV2Backbone.depths 1 0 0
attr HGNetV2Backbone.num_features 1 0 0
attr HGNetV2Backbone.embedder 1 0 0
attr HGNetV2Backbone.encoder 1 0 0
meth HGNetV2PreTrainedModel._init_weights 2 0 0
meth HGNetV2ForImageClassification.init 2 1 0
meth HGNetV2ForImageClassification.forward 6 5 0
attr HGNetV2ForImageClassification.num_labels 1 0 0
attr HGNetV2ForImageClassification.embedder 1 0 0
attr HGNetV2ForImageClassification.encoder 1 0 0
attr HGNetV2ForImageClassification.avg_pool 1 0 0
attr HGNetV2ForImageClassification.flatten 1 0 0
attr HGNetV2ForImageClassification.fc 1 0 0
attr HGNetV2ForImageClassification.classifier 1 0 0

transformers.models.hgnet_v2.modular_hgnet_v2 (54 missing, 0 any)

Symbol Typable Typed Any
meth HGNetV2Backbone.init 2 1 0
meth HGNetV2Backbone.forward 5 4 0
attr HGNetV2Backbone.depths 1 0 0
attr HGNetV2Backbone.num_features 1 0 0
attr HGNetV2Backbone.embedder 1 0 0
attr HGNetV2Backbone.encoder 1 0 0
meth HGNetV2Config.init 20 0 0
attr HGNetV2Config.num_channels 1 0 0
attr HGNetV2Config.embedding_size 1 0 0
attr HGNetV2Config.depths 1 0 0
attr HGNetV2Config.hidden_sizes 1 0 0
attr HGNetV2Config.hidden_act 1 0 0
attr HGNetV2Config.stage_names 1 0 0
attr HGNetV2Config.stem_channels 1 0 0
attr HGNetV2Config.stage_in_channels 1 0 0
attr HGNetV2Config.stage_mid_channels 1 0 0
attr HGNetV2Config.stage_out_channels 1 0 0
attr HGNetV2Config.stage_num_blocks 1 0 0
attr HGNetV2Config.stage_downsample 1 0 0
attr HGNetV2Config.stage_light_block 1 0 0
attr HGNetV2Config.stage_kernel_size 1 0 0
attr HGNetV2Config.stage_numb_of_layers 1 0 0
attr HGNetV2Config.use_learnable_affine_block 1 0 0
attr HGNetV2Config.initializer_range 1 0 0
meth HGNetV2PreTrainedModel._init_weights 2 0 0
meth HGNetV2ForImageClassification.init 2 1 0
meth HGNetV2ForImageClassification.forward 6 5 0
attr HGNetV2ForImageClassification.num_labels 1 0 0
attr HGNetV2ForImageClassification.embedder 1 0 0
attr HGNetV2ForImageClassification.encoder 1 0 0
attr HGNetV2ForImageClassification.avg_pool 1 0 0
attr HGNetV2ForImageClassification.flatten 1 0 0
attr HGNetV2ForImageClassification.fc 1 0 0
attr HGNetV2ForImageClassification.classifier 1 0 0

transformers.models.hiera.configuration_hiera (55 missing, 0 any)

Symbol Typable Typed Any
meth HieraConfig.init 28 0 0
attr HieraConfig.embed_dim 1 0 0
attr HieraConfig.image_size 1 0 0
attr HieraConfig.patch_size 1 0 0
attr HieraConfig.patch_stride 1 0 0
attr HieraConfig.patch_padding 1 0 0
attr HieraConfig.mlp_ratio 1 0 0
attr HieraConfig.depths 1 0 0
attr HieraConfig.num_heads 1 0 0
attr HieraConfig.num_layers 1 0 0
attr HieraConfig.embed_dim_multiplier 1 0 0
attr HieraConfig.num_query_pool 1 0 0
attr HieraConfig.query_stride 1 0 0
attr HieraConfig.masked_unit_size 1 0 0
attr HieraConfig.masked_unit_attention 1 0 0
attr HieraConfig.drop_path_rate 1 0 0
attr HieraConfig.num_channels 1 0 0
attr HieraConfig.hidden_act 1 0 0
attr HieraConfig.initializer_range 1 0 0
attr HieraConfig.layer_norm_init 1 0 0
attr HieraConfig.layer_norm_eps 1 0 0
attr HieraConfig.decoder_hidden_size 1 0 0
attr HieraConfig.decoder_depth 1 0 0
attr HieraConfig.decoder_num_heads 1 0 0
attr HieraConfig.normalize_pixel_loss 1 0 0
attr HieraConfig.mask_ratio 1 0 0
attr HieraConfig.hidden_size 1 0 0
attr HieraConfig.stage_names 1 0 0

transformers.models.hiera.modeling_hiera (27 missing, 0 any)

Symbol Typable Typed Any
meth HieraForImageClassification.forward 8 6 0
attr HieraForImageClassification.num_labels 1 0 0
attr HieraForImageClassification.hiera 1 0 0
attr HieraForImageClassification.classifier 1 0 0
meth HieraBackbone.init 2 1 0
meth HieraBackbone.get_input_embeddings 1 0 0
meth HieraBackbone.forward 6 5 0
attr HieraBackbone.num_features 1 0 0
attr HieraBackbone.embeddings 1 0 0
attr HieraBackbone.encoder 1 0 0
attr HieraBackbone.hidden_states_norms 1 0 0
meth HieraModel.init 4 3 0
meth HieraModel.forward 8 7 0
attr HieraModel.num_features 1 0 0
attr HieraModel.embeddings 1 0 0
attr HieraModel.encoder 1 0 0
attr HieraModel.unroll_schedule 1 0 0
attr HieraModel.pooler 1 0 0
meth HieraForPreTraining.forward_loss 4 3 0
meth HieraForPreTraining.forward 8 7 0
attr HieraForPreTraining.hiera 1 0 0
attr HieraForPreTraining.encoder_norm 1 0 0
attr HieraForPreTraining.multiscale_fusion 1 0 0
attr HieraForPreTraining.decoder 1 0 0
attr HieraForPreTraining.pred_stride 1 0 0
meth HieraPreTrainedModel._init_weights 2 1 0

transformers.models.higgs_audio_v2.configuration_higgs_audio_v2 (58 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2Config.init 30 0 0
attr HiggsAudioV2Config.vocab_size 1 0 0
attr HiggsAudioV2Config.max_position_embeddings 1 0 0
attr HiggsAudioV2Config.hidden_size 1 0 0
attr HiggsAudioV2Config.intermediate_size 1 0 0
attr HiggsAudioV2Config.num_hidden_layers 1 0 0
attr HiggsAudioV2Config.num_attention_heads 1 0 0
attr HiggsAudioV2Config.num_key_value_heads 1 0 0
attr HiggsAudioV2Config.hidden_act 1 0 0
attr HiggsAudioV2Config.initializer_range 1 0 0
attr HiggsAudioV2Config.rms_norm_eps 1 0 0
attr HiggsAudioV2Config.pretraining_tp 1 0 0
attr HiggsAudioV2Config.use_cache 1 0 0
attr HiggsAudioV2Config.attention_bias 1 0 0
attr HiggsAudioV2Config.attention_dropout 1 0 0
attr HiggsAudioV2Config.mlp_bias 1 0 0
attr HiggsAudioV2Config.head_dim 1 0 0
attr HiggsAudioV2Config.rope_parameters 1 0 0
attr HiggsAudioV2Config.tie_word_embeddings 1 0 0
attr HiggsAudioV2Config.pad_token_id 1 0 0
attr HiggsAudioV2Config.bos_token_id 1 0 0
attr HiggsAudioV2Config.eos_token_id 1 0 0
attr HiggsAudioV2Config.num_codebooks 1 0 0
attr HiggsAudioV2Config.codebook_size 1 0 0
attr HiggsAudioV2Config.audio_token_id 1 0 0
attr HiggsAudioV2Config.audio_bos_token_id 1 0 0
attr HiggsAudioV2Config.audio_delay_token_id 1 0 0
attr HiggsAudioV2Config.audio_stream_bos_id 1 0 0
attr HiggsAudioV2Config.audio_stream_eos_id 1 0 0

transformers.models.higgs_audio_v2.generation_higgs_audio_v2 (17 missing, 1 any)

Symbol Typable Typed Any
meth HiggsAudioV2DelayPatternLogitsProcessor.init 8 7 0
attr HiggsAudioV2DelayPatternLogitsProcessor.delay_pattern 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.audio_bos_token_id 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.audio_eos_token_id 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.audio_stream_bos_id 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.audio_stream_eos_id 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.num_codebooks 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.codebook_size 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.bos_delay_pattern 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.eos_delay_pattern 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.vocab_mask_bos 1 0 0
attr HiggsAudioV2DelayPatternLogitsProcessor.vocab_mask_eos 1 0 0
meth HiggsAudioV2GenerationMixin._get_logits_processor 3 0 0
meth HiggsAudioV2GenerationMixin._prepare_generation_config 3 3 1
meth HiggsAudioV2GenerationMixin._sample 8 7 0
attr logger 1 0 0

transformers.models.higgs_audio_v2.modeling_higgs_audio_v2 (19 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2ForConditionalGeneration.init 3 2 0
meth HiggsAudioV2ForConditionalGeneration.prepare_inputs_for_generation 5 3 0
meth HiggsAudioV2ForConditionalGeneration.forward 14 13 0
attr HiggsAudioV2ForConditionalGeneration.model 1 0 0
attr HiggsAudioV2ForConditionalGeneration.audio_lm_head 1 0 0
attr HiggsAudioV2ForConditionalGeneration.text_lm_head 1 0 0
meth HiggsAudioV2PreTrainedModel._init_weights 2 0 0
meth HiggsAudioV2Model.init 2 1 0
meth HiggsAudioV2Model.get_placeholder_mask 4 3 0
attr HiggsAudioV2Model.padding_idx 1 0 0
attr HiggsAudioV2Model.vocab_size 1 0 0
attr HiggsAudioV2Model.embed_tokens 1 0 0
attr HiggsAudioV2Model.layers 1 0 0
attr HiggsAudioV2Model.norm 1 0 0
attr HiggsAudioV2Model.rotary_emb 1 0 0
attr HiggsAudioV2Model.gradient_checkpointing 1 0 0
attr HiggsAudioV2Model.embed_audio_tokens 1 0 0

transformers.models.higgs_audio_v2.modular_higgs_audio_v2 (49 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2Config.init 30 0 0
attr HiggsAudioV2Config.num_codebooks 1 0 0
attr HiggsAudioV2Config.codebook_size 1 0 0
attr HiggsAudioV2Config.audio_token_id 1 0 0
attr HiggsAudioV2Config.audio_bos_token_id 1 0 0
attr HiggsAudioV2Config.audio_delay_token_id 1 0 0
attr HiggsAudioV2Config.audio_stream_bos_id 1 0 0
attr HiggsAudioV2Config.audio_stream_eos_id 1 0 0
meth HiggsAudioV2ForConditionalGeneration.init 3 2 0
meth HiggsAudioV2ForConditionalGeneration.prepare_inputs_for_generation 5 3 0
meth HiggsAudioV2ForConditionalGeneration.forward 14 13 0
attr HiggsAudioV2ForConditionalGeneration.model 1 0 0
attr HiggsAudioV2ForConditionalGeneration.audio_lm_head 1 0 0
attr HiggsAudioV2ForConditionalGeneration.text_lm_head 1 0 0
meth HiggsAudioV2PreTrainedModel._init_weights 2 0 0
meth HiggsAudioV2Model.init 2 1 0
meth HiggsAudioV2Model.get_placeholder_mask 4 3 0
attr HiggsAudioV2Model.embed_audio_tokens 1 0 0

transformers.models.higgs_audio_v2.processing_higgs_audio_v2 (34 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2Processor.init 11 0 0
meth HiggsAudioV2Processor.get_audio_tokens 2 0 0
meth HiggsAudioV2Processor.call 5 4 0
meth HiggsAudioV2Processor.batch_decode 2 0 0
meth HiggsAudioV2Processor.decode 2 0 0
meth HiggsAudioV2Processor.build_delay_pattern 2 0 0
meth HiggsAudioV2Processor.revert_delay_pattern 2 0 0
meth HiggsAudioV2Processor.save_audio 4 3 0
prop HiggsAudioV2Processor.model_input_names 1 0 0
attr HiggsAudioV2Processor.audio_token 1 0 0
attr HiggsAudioV2Processor.audio_bos_token 1 0 0
attr HiggsAudioV2Processor.audio_eos_token 1 0 0
attr HiggsAudioV2Processor.audio_delay_token 1 0 0
attr HiggsAudioV2Processor.audio_token_id 1 0 0
attr HiggsAudioV2Processor.audio_bos_token_id 1 0 0
attr HiggsAudioV2Processor.audio_eos_token_id 1 0 0
attr HiggsAudioV2Processor.audio_delay_token_id 1 0 0
attr HiggsAudioV2Processor.audio_stream_bos_id 1 0 0
attr HiggsAudioV2Processor.audio_stream_eos_id 1 0 0

transformers.models.higgs_audio_v2_tokenizer.configuration_higgs_audio_v2_tokenizer (31 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2TokenizerConfig.init 16 0 0
prop HiggsAudioV2TokenizerConfig.semantic_downsample_factor 1 0 0
attr HiggsAudioV2TokenizerConfig.acoustic_model_config 1 0 0
attr HiggsAudioV2TokenizerConfig.semantic_model_config 1 0 0
attr HiggsAudioV2TokenizerConfig.target_bandwidths 1 0 0
attr HiggsAudioV2TokenizerConfig.sample_rate 1 0 0
attr HiggsAudioV2TokenizerConfig.kernel_size 1 0 0
attr HiggsAudioV2TokenizerConfig.channel_ratios 1 0 0
attr HiggsAudioV2TokenizerConfig.strides 1 0 0
attr HiggsAudioV2TokenizerConfig.block_dilations 1 0 0
attr HiggsAudioV2TokenizerConfig.unit_kernel_size 1 0 0
attr HiggsAudioV2TokenizerConfig.codebook_size 1 0 0
attr HiggsAudioV2TokenizerConfig.initializer_range 1 0 0
attr HiggsAudioV2TokenizerConfig.codebook_dim 1 0 0
attr HiggsAudioV2TokenizerConfig.semantic_sample_rate 1 0 0
attr HiggsAudioV2TokenizerConfig.downsample_factor 1 0 0

transformers.models.higgs_audio_v2_tokenizer.modeling_higgs_audio_v2_tokenizer (23 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2TokenizerModel.init 2 0 0
meth HiggsAudioV2TokenizerModel._adjust_dac_decoder 2 1 0
attr HiggsAudioV2TokenizerModel.config 1 0 0
attr HiggsAudioV2TokenizerModel.pad 1 0 0
attr HiggsAudioV2TokenizerModel.acoustic_encoder 1 0 0
attr HiggsAudioV2TokenizerModel.acoustic_decoder 1 0 0
attr HiggsAudioV2TokenizerModel.encoder_semantic 1 0 0
attr HiggsAudioV2TokenizerModel.decoder_semantic 1 0 0
attr HiggsAudioV2TokenizerModel.semantic_model 1 0 0
attr HiggsAudioV2TokenizerModel.fc 1 0 0
attr HiggsAudioV2TokenizerModel.fc1 1 0 0
attr HiggsAudioV2TokenizerModel.fc2 1 0 0
attr HiggsAudioV2TokenizerModel.quantizer 1 0 0
meth HiggsAudioV2TokenizerPreTrainedModel._init_weights 2 0 0
meth HiggsAudioV2TokenizerPreTrainedModel.apply_weight_norm 1 0 0
meth HiggsAudioV2TokenizerPreTrainedModel.remove_weight_norm 1 0 0
meth HiggsAudioV2TokenizerPreTrainedModel._get_conv1d_layers 2 0 0
meth HiggsAudioV2TokenizerPreTrainedModel._get_conv1d_output_lengths 3 0 0

transformers.models.higgs_audio_v2_tokenizer.modular_higgs_audio_v2_tokenizer (19 missing, 0 any)

Symbol Typable Typed Any
meth HiggsAudioV2TokenizerConfig.init 16 0 0
prop HiggsAudioV2TokenizerConfig.semantic_downsample_factor 1 0 0
attr HiggsAudioV2TokenizerConfig.semantic_sample_rate 1 0 0
attr HiggsAudioV2TokenizerConfig.downsample_factor 1 0 0

transformers.models.hubert.configuration_hubert (82 missing, 0 any)

Symbol Typable Typed Any
meth HubertConfig.init 41 0 0
prop HubertConfig.inputs_to_logits_ratio 1 0 0
attr HubertConfig.pad_token_id 1 0 0
attr HubertConfig.bos_token_id 1 0 0
attr HubertConfig.eos_token_id 1 0 0
attr HubertConfig.hidden_size 1 0 0
attr HubertConfig.feat_extract_norm 1 0 0
attr HubertConfig.feat_extract_activation 1 0 0
attr HubertConfig.conv_dim 1 0 0
attr HubertConfig.conv_stride 1 0 0
attr HubertConfig.conv_kernel 1 0 0
attr HubertConfig.conv_bias 1 0 0
attr HubertConfig.num_conv_pos_embeddings 1 0 0
attr HubertConfig.num_conv_pos_embedding_groups 1 0 0
attr HubertConfig.conv_pos_batch_norm 1 0 0
attr HubertConfig.num_feat_extract_layers 1 0 0
attr HubertConfig.num_hidden_layers 1 0 0
attr HubertConfig.intermediate_size 1 0 0
attr HubertConfig.hidden_act 1 0 0
attr HubertConfig.num_attention_heads 1 0 0
attr HubertConfig.hidden_dropout 1 0 0
attr HubertConfig.attention_dropout 1 0 0
attr HubertConfig.activation_dropout 1 0 0
attr HubertConfig.feat_proj_layer_norm 1 0 0
attr HubertConfig.feat_proj_dropout 1 0 0
attr HubertConfig.final_dropout 1 0 0
attr HubertConfig.layerdrop 1 0 0
attr HubertConfig.layer_norm_eps 1 0 0
attr HubertConfig.initializer_range 1 0 0
attr HubertConfig.vocab_size 1 0 0
attr HubertConfig.do_stable_layer_norm 1 0 0
attr HubertConfig.use_weighted_layer_sum 1 0 0
attr HubertConfig.classifier_proj_size 1 0 0
attr HubertConfig.apply_spec_augment 1 0 0
attr HubertConfig.mask_time_prob 1 0 0
attr HubertConfig.mask_time_length 1 0 0
attr HubertConfig.mask_time_min_masks 1 0 0
attr HubertConfig.mask_feature_prob 1 0 0
attr HubertConfig.mask_feature_length 1 0 0
attr HubertConfig.mask_feature_min_masks 1 0 0
attr HubertConfig.ctc_loss_reduction 1 0 0
attr HubertConfig.ctc_zero_infinity 1 0 0

transformers.models.hubert.modeling_hubert (31 missing, 0 any)

Symbol Typable Typed Any
meth HubertPreTrainedModel._init_weights 2 0 0
meth HubertPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth HubertPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth HubertModel.init 2 1 0
meth HubertModel._mask_hidden_states 4 3 0
meth HubertModel.forward 8 7 0
attr HubertModel.feature_extractor 1 0 0
attr HubertModel.feature_projection 1 0 0
attr HubertModel.masked_spec_embed 1 0 0
attr HubertModel.encoder 1 0 0
meth HubertForCTC.init 3 1 0
meth HubertForCTC.tie_weights 2 0 0
meth HubertForCTC.freeze_feature_encoder 1 0 0
meth HubertForCTC.freeze_base_model 1 0 0
meth HubertForCTC.forward 8 7 0
attr HubertForCTC.hubert 1 0 0
attr HubertForCTC.dropout 1 0 0
attr HubertForCTC.target_lang 1 0 0
attr HubertForCTC.lm_head 1 0 0
meth HubertForSequenceClassification.init 2 0 0
meth HubertForSequenceClassification.freeze_feature_encoder 1 0 0
meth HubertForSequenceClassification.freeze_base_model 1 0 0
meth HubertForSequenceClassification.forward 8 7 0
attr HubertForSequenceClassification.hubert 1 0 0
attr HubertForSequenceClassification.projector 1 0 0
attr HubertForSequenceClassification.classifier 1 0 0
attr HubertForSequenceClassification.layer_weights 1 0 0

transformers.models.hubert.modular_hubert (11 missing, 0 any)

Symbol Typable Typed Any
meth HubertPreTrainedModel._init_weights 2 0 0
meth HubertPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth HubertPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth HubertModel.init 2 1 0
meth HubertModel.freeze_feature_encoder 1 0 0
meth HubertModel.forward 8 7 0
attr HubertModel.feature_extractor 1 0 0
attr HubertModel.feature_projection 1 0 0
attr HubertModel.masked_spec_embed 1 0 0
attr HubertModel.encoder 1 0 0

transformers.models.hunyuan_v1_dense.configuration_hunyuan_v1_dense (22 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanDenseV1Config.init 23 21 0
attr HunYuanDenseV1Config.vocab_size 1 0 0
attr HunYuanDenseV1Config.max_position_embeddings 1 0 0
attr HunYuanDenseV1Config.hidden_size 1 0 0
attr HunYuanDenseV1Config.intermediate_size 1 0 0
attr HunYuanDenseV1Config.num_hidden_layers 1 0 0
attr HunYuanDenseV1Config.num_attention_heads 1 0 0
attr HunYuanDenseV1Config.head_dim 1 0 0
attr HunYuanDenseV1Config.num_key_value_heads 1 0 0
attr HunYuanDenseV1Config.hidden_act 1 0 0
attr HunYuanDenseV1Config.initializer_range 1 0 0
attr HunYuanDenseV1Config.rms_norm_eps 1 0 0
attr HunYuanDenseV1Config.pretraining_tp 1 0 0
attr HunYuanDenseV1Config.use_cache 1 0 0
attr HunYuanDenseV1Config.attention_bias 1 0 0
attr HunYuanDenseV1Config.attention_dropout 1 0 0
attr HunYuanDenseV1Config.rope_parameters 1 0 0
attr HunYuanDenseV1Config.tie_word_embeddings 1 0 0
attr HunYuanDenseV1Config.pad_token_id 1 0 0
attr HunYuanDenseV1Config.bos_token_id 1 0 0
attr HunYuanDenseV1Config.eos_token_id 1 0 0

transformers.models.hunyuan_v1_dense.modeling_hunyuan_v1_dense (15 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanDenseV1PreTrainedModel._init_weights 2 0 0
meth HunYuanDenseV1ForCausalLM.init 2 0 0
attr HunYuanDenseV1ForCausalLM.model 1 0 0
attr HunYuanDenseV1ForCausalLM.vocab_size 1 0 0
attr HunYuanDenseV1ForCausalLM.lm_head 1 0 0
meth HunYuanDenseV1Model.init 2 1 0
attr HunYuanDenseV1Model.padding_idx 1 0 0
attr HunYuanDenseV1Model.vocab_size 1 0 0
attr HunYuanDenseV1Model.embed_tokens 1 0 0
attr HunYuanDenseV1Model.layers 1 0 0
attr HunYuanDenseV1Model.norm 1 0 0
attr HunYuanDenseV1Model.rotary_emb 1 0 0
attr HunYuanDenseV1Model.gradient_checkpointing 1 0 0

transformers.models.hunyuan_v1_dense.modular_hunyuan_v1_dense (2 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanDenseV1PreTrainedModel._init_weights 2 0 0

transformers.models.hunyuan_v1_moe.configuration_hunyuan_v1_moe (26 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanMoEV1Config.init 26 24 0
meth HunYuanMoEV1Config._rope_parameters_validation 1 0 0
attr HunYuanMoEV1Config.vocab_size 1 0 0
attr HunYuanMoEV1Config.max_position_embeddings 1 0 0
attr HunYuanMoEV1Config.hidden_size 1 0 0
attr HunYuanMoEV1Config.intermediate_size 1 0 0
attr HunYuanMoEV1Config.num_hidden_layers 1 0 0
attr HunYuanMoEV1Config.num_attention_heads 1 0 0
attr HunYuanMoEV1Config.num_experts 1 0 0
attr HunYuanMoEV1Config.moe_topk 1 0 0
attr HunYuanMoEV1Config.head_dim 1 0 0
attr HunYuanMoEV1Config.num_key_value_heads 1 0 0
attr HunYuanMoEV1Config.hidden_act 1 0 0
attr HunYuanMoEV1Config.initializer_range 1 0 0
attr HunYuanMoEV1Config.rms_norm_eps 1 0 0
attr HunYuanMoEV1Config.pretraining_tp 1 0 0
attr HunYuanMoEV1Config.use_cache 1 0 0
attr HunYuanMoEV1Config.attention_bias 1 0 0
attr HunYuanMoEV1Config.attention_dropout 1 0 0
attr HunYuanMoEV1Config.rope_parameters 1 0 0
attr HunYuanMoEV1Config.pad_token_id 1 0 0
attr HunYuanMoEV1Config.bos_token_id 1 0 0
attr HunYuanMoEV1Config.eos_token_id 1 0 0
attr HunYuanMoEV1Config.sep_token_id 1 0 0
attr HunYuanMoEV1Config.tie_word_embeddings 1 0 0

transformers.models.hunyuan_v1_moe.modeling_hunyuan_v1_moe (15 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanMoEV1PreTrainedModel._init_weights 2 0 0
meth HunYuanMoEV1Model.init 2 1 0
attr HunYuanMoEV1Model.padding_idx 1 0 0
attr HunYuanMoEV1Model.vocab_size 1 0 0
attr HunYuanMoEV1Model.embed_tokens 1 0 0
attr HunYuanMoEV1Model.layers 1 0 0
attr HunYuanMoEV1Model.norm 1 0 0
attr HunYuanMoEV1Model.rotary_emb 1 0 0
attr HunYuanMoEV1Model.gradient_checkpointing 1 0 0
meth HunYuanMoEV1ForCausalLM.init 2 0 0
attr HunYuanMoEV1ForCausalLM.model 1 0 0
attr HunYuanMoEV1ForCausalLM.vocab_size 1 0 0
attr HunYuanMoEV1ForCausalLM.lm_head 1 0 0

transformers.models.hunyuan_v1_moe.modular_hunyuan_v1_moe (2 missing, 0 any)

Symbol Typable Typed Any
meth HunYuanMoEV1PreTrainedModel._init_weights 2 0 0

transformers.models.ibert.configuration_ibert (36 missing, 0 any)

Symbol Typable Typed Any
meth IBertConfig.init 19 0 0
attr IBertConfig.pad_token_id 1 0 0
attr IBertConfig.bos_token_id 1 0 0
attr IBertConfig.eos_token_id 1 0 0
attr IBertConfig.vocab_size 1 0 0
attr IBertConfig.hidden_size 1 0 0
attr IBertConfig.num_hidden_layers 1 0 0
attr IBertConfig.num_attention_heads 1 0 0
attr IBertConfig.hidden_act 1 0 0
attr IBertConfig.intermediate_size 1 0 0
attr IBertConfig.hidden_dropout_prob 1 0 0
attr IBertConfig.attention_probs_dropout_prob 1 0 0
attr IBertConfig.max_position_embeddings 1 0 0
attr IBertConfig.type_vocab_size 1 0 0
attr IBertConfig.initializer_range 1 0 0
attr IBertConfig.layer_norm_eps 1 0 0
attr IBertConfig.quant_mode 1 0 0
attr IBertConfig.force_dequant 1 0 0

transformers.models.ibert.modeling_ibert (48 missing, 0 any)

Symbol Typable Typed Any
meth IBertForSequenceClassification.init 2 0 0
meth IBertForSequenceClassification.forward 11 10 0
attr IBertForSequenceClassification.num_labels 1 0 0
attr IBertForSequenceClassification.ibert 1 0 0
attr IBertForSequenceClassification.classifier 1 0 0
meth IBertForTokenClassification.init 2 0 0
meth IBertForTokenClassification.forward 11 10 0
attr IBertForTokenClassification.num_labels 1 0 0
attr IBertForTokenClassification.ibert 1 0 0
attr IBertForTokenClassification.dropout 1 0 0
attr IBertForTokenClassification.classifier 1 0 0
meth IBertPreTrainedModel._init_weights 2 0 0
meth IBertPreTrainedModel.resize_token_embeddings 2 0 0
meth IBertForMaskedLM.init 2 0 0
meth IBertForMaskedLM.get_output_embeddings 1 0 0
meth IBertForMaskedLM.set_output_embeddings 2 0 0
meth IBertForMaskedLM.forward 11 10 0
attr IBertForMaskedLM.ibert 1 0 0
attr IBertForMaskedLM.lm_head 1 0 0
meth IBertForMultipleChoice.init 2 0 0
meth IBertForMultipleChoice.forward 11 10 0
attr IBertForMultipleChoice.ibert 1 0 0
attr IBertForMultipleChoice.dropout 1 0 0
attr IBertForMultipleChoice.classifier 1 0 0
meth IBertModel.init 3 0 0
meth IBertModel.get_input_embeddings 1 0 0
meth IBertModel.set_input_embeddings 2 0 0
meth IBertModel.forward 10 9 0
attr IBertModel.quant_mode 1 0 0
attr IBertModel.embeddings 1 0 0
attr IBertModel.encoder 1 0 0
attr IBertModel.pooler 1 0 0
meth IBertForQuestionAnswering.init 2 0 0
meth IBertForQuestionAnswering.forward 12 11 0
attr IBertForQuestionAnswering.num_labels 1 0 0
attr IBertForQuestionAnswering.ibert 1 0 0
attr IBertForQuestionAnswering.qa_outputs 1 0 0

transformers.models.ibert.quant_modules (178 missing, 0 any)

Symbol Typable Typed Any
meth QuantEmbedding.init 12 0 0
meth QuantEmbedding.forward 4 0 0
attr QuantEmbedding.num_ 1 0 0
attr QuantEmbedding.dim 1 0 0
attr QuantEmbedding.padding_idx 1 0 0
attr QuantEmbedding.max_norm 1 0 0
attr QuantEmbedding.norm_type 1 0 0
attr QuantEmbedding.scale_grad_by_freq 1 0 0
attr QuantEmbedding.sparse 1 0 0
attr QuantEmbedding.weight 1 0 0
attr QuantEmbedding.weight_bit 1 0 0
attr QuantEmbedding.momentum 1 0 0
attr QuantEmbedding.quant_mode 1 0 0
attr QuantEmbedding.percentile_mode 1 0 0
attr QuantEmbedding.weight_function 1 0 0
meth IntGELU.init 3 0 0
meth IntGELU.int_erf 3 0 0
meth IntGELU.forward 3 0 0
attr IntGELU.quant_mode 1 0 0
attr IntGELU.k 1 0 0
attr IntGELU.const 1 0 0
attr IntGELU.coeff 1 0 0
attr IntGELU.activation_fn 1 0 0
meth floor_ste.forward 3 0 0
meth floor_ste.backward 3 0 0
func batch_frexp 3 0 0
meth IntSoftmax.init 4 0 0
meth IntSoftmax.int_polynomial 3 0 0
meth IntSoftmax.int_exp 3 0 0
meth IntSoftmax.forward 3 0 0
attr IntSoftmax.output_bit 1 0 0
attr IntSoftmax.max_bit 1 0 0
attr IntSoftmax.quant_mode 1 0 0
attr IntSoftmax.act 1 0 0
attr IntSoftmax.x0 1 0 0
attr IntSoftmax.const 1 0 0
attr IntSoftmax.coef 1 0 0
func symmetric_linear_quantization_params 5 0 0
meth SymmetricQuantFunction.forward 6 0 0
meth SymmetricQuantFunction.backward 3 0 0
meth IntLayerNorm.init 6 0 0
meth IntLayerNorm.set_shift 2 0 0
meth IntLayerNorm.overflow_fallback 2 0 0
meth IntLayerNorm.forward 3 0 0
attr IntLayerNorm.normalized_shape 1 0 0
attr IntLayerNorm.eps 1 0 0
attr IntLayerNorm.weight 1 0 0
attr IntLayerNorm.bias 1 0 0
attr IntLayerNorm.quant_mode 1 0 0
attr IntLayerNorm.output_bit 1 0 0
attr IntLayerNorm.max_bit 1 0 0
attr IntLayerNorm.dim_sqrt 1 0 0
attr IntLayerNorm.activation 1 0 0
func get_percentile_min_max 5 0 0
meth FixedPointMul.forward 8 0 0
meth FixedPointMul.backward 3 0 0
meth QuantAct.init 6 0 0
meth QuantAct.repr 1 0 0
meth QuantAct.forward 7 0 0
attr QuantAct.activation_bit 1 0 0
attr QuantAct.act_range_momentum 1 0 0
attr QuantAct.quant_mode 1 0 0
attr QuantAct.per_channel 1 0 0
attr QuantAct.percentile 1 0 0
attr QuantAct.act_function 1 0 0
func linear_quantize 5 0 0
meth round_ste.forward 3 0 0
meth round_ste.backward 3 0 0
meth QuantLinear.init 8 0 0
meth QuantLinear.repr 1 0 0
meth QuantLinear.forward 3 0 0
attr QuantLinear.in_features 1 0 0
attr QuantLinear.out_features 1 0 0
attr QuantLinear.weight 1 0 0
attr QuantLinear.weight_bit 1 0 0
attr QuantLinear.quant_mode 1 0 0
attr QuantLinear.per_channel 1 0 0
attr QuantLinear.bias_bit 1 0 0
attr QuantLinear.percentile_mode 1 0 0
attr QuantLinear.weight_function 1 0 0
attr QuantLinear.bias 1 0 0
attr logger 1 0 0

transformers.models.idefics.configuration_idefics (58 missing, 0 any)

Symbol Typable Typed Any
meth IdeficsConfig.init 30 0 0
attr IdeficsConfig.vocab_size 1 0 0
attr IdeficsConfig.additional_vocab_size 1 0 0
attr IdeficsConfig.hidden_size 1 0 0
attr IdeficsConfig.intermediate_size 1 0 0
attr IdeficsConfig.num_hidden_layers 1 0 0
attr IdeficsConfig.num_attention_heads 1 0 0
attr IdeficsConfig.dropout 1 0 0
attr IdeficsConfig.hidden_act 1 0 0
attr IdeficsConfig.initializer_range 1 0 0
attr IdeficsConfig.alpha_initializer 1 0 0
attr IdeficsConfig.alphas_initializer_range 1 0 0
attr IdeficsConfig.alpha_type 1 0 0
attr IdeficsConfig.rms_norm_eps 1 0 0
attr IdeficsConfig.use_cache 1 0 0
attr IdeficsConfig.cross_layer_interval 1 0 0
attr IdeficsConfig.qk_layer_norms 1 0 0
attr IdeficsConfig.freeze_vision_layers 1 0 0
attr IdeficsConfig.freeze_text_layers 1 0 0
attr IdeficsConfig.freeze_text_module_exceptions 1 0 0
attr IdeficsConfig.freeze_vision_module_exceptions 1 0 0
attr IdeficsConfig.freeze_lm_head 1 0 0
attr IdeficsConfig.use_resampler 1 0 0
attr IdeficsConfig.tie_word_embeddings 1 0 0
attr IdeficsConfig.pad_token_id 1 0 0
attr IdeficsConfig.bos_token_id 1 0 0
attr IdeficsConfig.eos_token_id 1 0 0
attr IdeficsConfig.perceiver_config 1 0 0
attr IdeficsConfig.vision_config 1 0 0

transformers.models.idefics.image_processing_idefics (8 missing, 0 any)

Symbol Typable Typed Any
meth IdeficsImageProcessor.init 8 7 0
meth IdeficsImageProcessor.preprocess 11 10 0
attr IdeficsImageProcessor.image_size 1 0 0
attr IdeficsImageProcessor.image_num_channels 1 0 0
attr IdeficsImageProcessor.image_mean 1 0 0
attr IdeficsImageProcessor.image_std 1 0 0
attr IdeficsImageProcessor.do_rescale 1 0 0
attr IdeficsImageProcessor.rescale_factor 1 0 0

transformers.models.idefics.modeling_idefics (40 missing, 0 any)

Symbol Typable Typed Any
meth IdeficsModel.init 2 1 0
meth IdeficsModel.freeze_relevant_params 2 0 0
meth IdeficsModel.freeze_text_layers 2 0 0
meth IdeficsModel.freeze_vision_layers 2 0 0
attr IdeficsModel.padding_idx 1 0 0
attr IdeficsModel.vocab_size 1 0 0
attr IdeficsModel.embed_tokens 1 0 0
attr IdeficsModel.image_size 1 0 0
attr IdeficsModel.vision_config 1 0 0
attr IdeficsModel.vision_model 1 0 0
attr IdeficsModel.layers 1 0 0
attr IdeficsModel.cross_layer_interval 1 0 0
attr IdeficsModel.gated_cross_attn_layers 1 0 0
attr IdeficsModel.gradient_checkpointing 1 0 0
attr IdeficsModel.norm 1 0 0
attr IdeficsModel.perceiver_resampler 1 0 0
meth IdeficsPreTrainedModel._init_weights 2 0 0
attr IdeficsPreTrainedModel._can_record_outputs 1 0 0
meth IdeficsForVisionText2Text.init 3 0 0
meth IdeficsForVisionText2Text.prepare_inputs_for_generation 12 0 0
meth IdeficsForVisionText2Text._update_model_kwargs_for_generation 5 4 0
attr IdeficsForVisionText2Text.model 1 0 0
attr IdeficsForVisionText2Text.lm_head 1 0 0

transformers.models.idefics.perceiver (22 missing, 0 any)

Symbol Typable Typed Any
attr IdeficsPerceiverAttention.qk_layer_norms 1 0 0
attr IdeficsPerceiverAttention.context_layer_norm 1 0 0
attr IdeficsPerceiverAttention.latents_layer_norm 1 0 0
attr IdeficsPerceiverAttention.qk_scale 1 0 0
attr IdeficsPerceiverAttention.q_proj 1 0 0
attr IdeficsPerceiverAttention.k_proj 1 0 0
attr IdeficsPerceiverAttention.v_proj 1 0 0
attr IdeficsPerceiverAttention.output_proj 1 0 0
attr IdeficsPerceiverAttention.q_layer_norm 1 0 0
attr IdeficsPerceiverAttention.k_layer_norm 1 0 0
meth IdeficsMLP.init 3 1 0
attr IdeficsMLP.embed_dim 1 0 0
attr IdeficsMLP.ln 1 0 0
attr IdeficsMLP.fc 1 0 0
attr IdeficsMLP.act 1 0 0
attr IdeficsMLP.c_proj 1 0 0
attr IdeficsPerceiverResampler.qk_layer_norms 1 0 0
attr IdeficsPerceiverResampler.latents 1 0 0
attr IdeficsPerceiverResampler.intermediate_dim 1 0 0
attr IdeficsPerceiverResampler.blocks 1 0 0
attr IdeficsPerceiverResampler.layer_norm 1 0 0

transformers.models.idefics.processing_idefics (10 missing, 0 any)

Symbol Typable Typed Any
meth IdeficsProcessor.init 6 0 0
prop IdeficsProcessor.model_input_names 1 0 0
attr IdeficsProcessor.image_token_id 1 0 0
attr IdeficsProcessor.default_image_dims 1 0 0
attr IdeficsProcessor.tokenizer_was_trained_with_end_of_utterance_token 1 0 0

transformers.models.idefics.vision (48 missing, 0 any)

Symbol Typable Typed Any
meth IdeficsVisionAttention.init 2 1 0
attr IdeficsVisionAttention.config 1 0 0
attr IdeficsVisionAttention.embed_dim 1 0 0
attr IdeficsVisionAttention.num_heads 1 0 0
attr IdeficsVisionAttention.head_dim 1 0 0
attr IdeficsVisionAttention.scale 1 0 0
attr IdeficsVisionAttention.dropout 1 0 0
attr IdeficsVisionAttention.is_causal 1 0 0
attr IdeficsVisionAttention.k_proj 1 0 0
attr IdeficsVisionAttention.v_proj 1 0 0
attr IdeficsVisionAttention.q_proj 1 0 0
attr IdeficsVisionAttention.out_proj 1 0 0
meth IdeficsVisionMLP.init 2 0 0
attr IdeficsVisionMLP.config 1 0 0
attr IdeficsVisionMLP.activation_fn 1 0 0
attr IdeficsVisionMLP.fc1 1 0 0
attr IdeficsVisionMLP.fc2 1 0 0
func eager_attention_forward 9 7 0
meth IdeficsVisionEncoderLayer.init 2 1 0
attr IdeficsVisionEncoderLayer.embed_dim 1 0 0
attr IdeficsVisionEncoderLayer.self_attn 1 0 0
attr IdeficsVisionEncoderLayer.layer_norm1 1 0 0
attr IdeficsVisionEncoderLayer.mlp 1 0 0
attr IdeficsVisionEncoderLayer.layer_norm2 1 0 0
meth IdeficsVisionEncoder.init 2 1 0
meth IdeficsVisionEncoder.forward 7 6 0
attr IdeficsVisionEncoder.config 1 0 0
attr IdeficsVisionEncoder.layers 1 0 0
attr IdeficsVisionEncoder.gradient_checkpointing 1 0 0
meth IdeficsVisionTransformer.init 2 1 0
attr IdeficsVisionTransformer.config 1 0 0
attr IdeficsVisionTransformer.embeddings 1 0 0
attr IdeficsVisionTransformer.pre_layrnorm 1 0 0
attr IdeficsVisionTransformer.encoder 1 0 0
attr IdeficsVisionTransformer.post_layernorm 1 0 0
attr logger 1 0 0
meth IdeficsVisionEmbeddings.init 2 1 0
attr IdeficsVisionEmbeddings.config 1 0 0
attr IdeficsVisionEmbeddings.embed_dim 1 0 0
attr IdeficsVisionEmbeddings.image_size 1 0 0
attr IdeficsVisionEmbeddings.patch_size 1 0 0
attr IdeficsVisionEmbeddings.class_embedding 1 0 0
attr IdeficsVisionEmbeddings.patch_embedding 1 0 0
attr IdeficsVisionEmbeddings.num_patches 1 0 0
attr IdeficsVisionEmbeddings.num_positions 1 0 0
attr IdeficsVisionEmbeddings.position_embedding 1 0 0

transformers.models.idefics2.configuration_idefics2 (14 missing, 0 any)

Symbol Typable Typed Any
meth Idefics2Config.init 8 0 0
attr Idefics2Config.image_token_id 1 0 0
attr Idefics2Config.use_cache 1 0 0
attr Idefics2Config.tie_word_embeddings 1 0 0
attr Idefics2Config.text_config 1 0 0
attr Idefics2Config.perceiver_config 1 0 0
attr Idefics2Config.vision_config 1 0 0

transformers.models.idefics2.image_processing_idefics2 (15 missing, 0 any)

Symbol Typable Typed Any
meth Idefics2ImageProcessor.init 13 12 0
meth Idefics2ImageProcessor.resize 7 6 0
meth Idefics2ImageProcessor.split_image 3 2 0
meth Idefics2ImageProcessor.preprocess 16 15 0
attr Idefics2ImageProcessor.do_convert_rgb 1 0 0
attr Idefics2ImageProcessor.do_resize 1 0 0
attr Idefics2ImageProcessor.size 1 0 0
attr Idefics2ImageProcessor.resample 1 0 0
attr Idefics2ImageProcessor.do_rescale 1 0 0
attr Idefics2ImageProcessor.rescale_factor 1 0 0
attr Idefics2ImageProcessor.do_normalize 1 0 0
attr Idefics2ImageProcessor.image_mean 1 0 0
attr Idefics2ImageProcessor.image_std 1 0 0
attr Idefics2ImageProcessor.do_pad 1 0 0
attr Idefics2ImageProcessor.do_image_splitting 1 0 0

transformers.models.idefics2.image_processing_idefics2_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth Idefics2ImageProcessorFast.resize 5 4 0
meth Idefics2ImageProcessorFast._preprocess 15 14 0

transformers.models.idefics2.modeling_idefics2 (35 missing, 0 any)

Symbol Typable Typed Any
meth Idefics2ForConditionalGeneration.init 2 0 0
meth Idefics2ForConditionalGeneration.get_input_embeddings 1 0 0
meth Idefics2ForConditionalGeneration.set_input_embeddings 2 0 0
meth Idefics2ForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr Idefics2ForConditionalGeneration.model 1 0 0
attr Idefics2ForConditionalGeneration.image_token_id 1 0 0
attr Idefics2ForConditionalGeneration.lm_head 1 0 0
attr Idefics2ForConditionalGeneration.vocab_size 1 0 0
meth Idefics2Model.init 2 1 0
meth Idefics2Model.get_input_embeddings 1 0 0
meth Idefics2Model.set_input_embeddings 2 0 0
meth Idefics2Model.inputs_merger 4 3 0
attr Idefics2Model.padding_idx 1 0 0
attr Idefics2Model.vocab_size 1 0 0
attr Idefics2Model.vision_model 1 0 0
attr Idefics2Model.connector 1 0 0
attr Idefics2Model.text_model 1 0 0
attr Idefics2Model.image_seq_len 1 0 0
attr Idefics2Model.image_token_id 1 0 0
meth Idefics2PreTrainedModel._init_weights 2 0 0

transformers.models.idefics2.processing_idefics2 (11 missing, 0 any)

Symbol Typable Typed Any
meth Idefics2Processor.init 6 2 0
meth Idefics2Processor._extract_images_from_prompts 2 0 0
attr Idefics2Processor.end_of_utterance_token 1 0 0
attr Idefics2Processor.image_seq_len 1 0 0
attr Idefics2Processor.fake_image_token 1 0 0
attr Idefics2Processor.image_token 1 0 0
attr Idefics2Processor.image_token_id 1 0 0

transformers.models.idefics3.configuration_idefics3 (39 missing, 0 any)

Symbol Typable Typed Any
meth Idefics3VisionConfig.init 13 0 0
attr Idefics3VisionConfig.hidden_size 1 0 0
attr Idefics3VisionConfig.intermediate_size 1 0 0
attr Idefics3VisionConfig.num_hidden_layers 1 0 0
attr Idefics3VisionConfig.num_attention_heads 1 0 0
attr Idefics3VisionConfig.num_channels 1 0 0
attr Idefics3VisionConfig.patch_size 1 0 0
attr Idefics3VisionConfig.image_size 1 0 0
attr Idefics3VisionConfig.attention_dropout 1 0 0
attr Idefics3VisionConfig.layer_norm_eps 1 0 0
attr Idefics3VisionConfig.hidden_act 1 0 0
attr Idefics3VisionConfig.initializer_range 1 0 0
meth Idefics3Config.init 9 0 0
attr Idefics3Config.image_token_id 1 0 0
attr Idefics3Config.use_cache 1 0 0
attr Idefics3Config.tie_word_embeddings 1 0 0
attr Idefics3Config.text_config 1 0 0
attr Idefics3Config.scale_factor 1 0 0
attr Idefics3Config.vision_config 1 0 0

transformers.models.idefics3.image_processing_idefics3 (19 missing, 0 any)

Symbol Typable Typed Any
meth Idefics3ImageProcessor.init 14 13 0
meth Idefics3ImageProcessor.resize 7 6 0
meth Idefics3ImageProcessor.split_image 6 4 0
meth Idefics3ImageProcessor.resize_for_vision_encoder 6 5 0
meth Idefics3ImageProcessor.preprocess 18 17 0
meth Idefics3ImageProcessor.get_number_of_image_patches 4 3 0
attr Idefics3ImageProcessor.do_convert_rgb 1 0 0
attr Idefics3ImageProcessor.do_resize 1 0 0
attr Idefics3ImageProcessor.size 1 0 0
attr Idefics3ImageProcessor.resample 1 0 0
attr Idefics3ImageProcessor.do_image_splitting 1 0 0
attr Idefics3ImageProcessor.max_image_size 1 0 0
attr Idefics3ImageProcessor.do_rescale 1 0 0
attr Idefics3ImageProcessor.rescale_factor 1 0 0
attr Idefics3ImageProcessor.do_normalize 1 0 0
attr Idefics3ImageProcessor.image_mean 1 0 0
attr Idefics3ImageProcessor.image_std 1 0 0
attr Idefics3ImageProcessor.do_pad 1 0 0

transformers.models.idefics3.image_processing_idefics3_fast (7 missing, 0 any)

Symbol Typable Typed Any
meth Idefics3ImageProcessorFast.resize 6 5 0
meth Idefics3ImageProcessorFast.split_images 4 3 0
meth Idefics3ImageProcessorFast.resize_for_vision_encoder 4 3 0
meth Idefics3ImageProcessorFast.pad 5 4 0
meth Idefics3ImageProcessorFast._preprocess 17 16 0
meth Idefics3ImageProcessorFast.to_dict 1 0 0
meth Idefics3ImageProcessorFast.get_number_of_image_patches 4 3 0

transformers.models.idefics3.modeling_idefics3 (42 missing, 0 any)

Symbol Typable Typed Any
meth Idefics3Model.init 2 1 0
meth Idefics3Model.get_input_embeddings 1 0 0
meth Idefics3Model.set_input_embeddings 2 0 0
meth Idefics3Model.inputs_merger 4 3 0
attr Idefics3Model.padding_idx 1 0 0
attr Idefics3Model.vocab_size 1 0 0
attr Idefics3Model.vision_model 1 0 0
attr Idefics3Model.connector 1 0 0
attr Idefics3Model.text_model 1 0 0
attr Idefics3Model.image_seq_len 1 0 0
attr Idefics3Model.image_token_id 1 0 0
meth Idefics3ForConditionalGeneration.init 2 0 0
meth Idefics3ForConditionalGeneration.get_input_embeddings 1 0 0
meth Idefics3ForConditionalGeneration.set_input_embeddings 2 0 0
meth Idefics3ForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr Idefics3ForConditionalGeneration.model 1 0 0
attr Idefics3ForConditionalGeneration.image_token_id 1 0 0
attr Idefics3ForConditionalGeneration.lm_head 1 0 0
attr Idefics3ForConditionalGeneration.vocab_size 1 0 0
meth Idefics3VisionTransformer.init 2 1 0
meth Idefics3VisionTransformer.get_input_embeddings 1 0 0
meth Idefics3VisionTransformer.set_input_embeddings 2 0 0
meth Idefics3VisionTransformer.forward 4 3 0
attr Idefics3VisionTransformer.embeddings 1 0 0
attr Idefics3VisionTransformer.encoder 1 0 0
attr Idefics3VisionTransformer.patch_size 1 0 0
attr Idefics3VisionTransformer.post_layernorm 1 0 0

transformers.models.idefics3.processing_idefics3 (18 missing, 0 any)

Symbol Typable Typed Any
meth Idefics3Processor.init 6 2 0
meth Idefics3Processor._extract_images_from_prompts 2 0 0
meth Idefics3Processor._get_num_multimodal_tokens 3 0 0
attr Idefics3Processor.fake_image_token 1 0 0
attr Idefics3Processor.image_token 1 0 0
attr Idefics3Processor.end_of_utterance_token 1 0 0
attr Idefics3Processor.global_image_tag 1 0 0
attr Idefics3Processor.image_seq_len 1 0 0
attr Idefics3Processor.image_token_id 1 0 0
attr Idefics3Processor.fake_image_token_id 1 0 0
attr Idefics3Processor.global_image_token_id 1 0 0
attr Idefics3Processor.row_col_ids 1 0 0

transformers.models.ijepa.configuration_ijepa (32 missing, 0 any)

Symbol Typable Typed Any
meth IJepaConfig.init 17 0 0
attr IJepaConfig.hidden_size 1 0 0
attr IJepaConfig.num_hidden_layers 1 0 0
attr IJepaConfig.num_attention_heads 1 0 0
attr IJepaConfig.intermediate_size 1 0 0
attr IJepaConfig.hidden_act 1 0 0
attr IJepaConfig.hidden_dropout_prob 1 0 0
attr IJepaConfig.attention_probs_dropout_prob 1 0 0
attr IJepaConfig.initializer_range 1 0 0
attr IJepaConfig.layer_norm_eps 1 0 0
attr IJepaConfig.image_size 1 0 0
attr IJepaConfig.patch_size 1 0 0
attr IJepaConfig.num_channels 1 0 0
attr IJepaConfig.qkv_bias 1 0 0
attr IJepaConfig.pooler_output_size 1 0 0
attr IJepaConfig.pooler_act 1 0 0

transformers.models.ijepa.modeling_ijepa (9 missing, 0 any)

Symbol Typable Typed Any
meth IJepaForImageClassification.init 2 1 0
attr IJepaForImageClassification.num_labels 1 0 0
attr IJepaForImageClassification.ijepa 1 0 0
attr IJepaForImageClassification.classifier 1 0 0
meth IJepaModel.init 4 3 0
attr IJepaModel.embeddings 1 0 0
attr IJepaModel.encoder 1 0 0
attr IJepaModel.layernorm 1 0 0
attr IJepaModel.pooler 1 0 0

transformers.models.ijepa.modular_ijepa (5 missing, 0 any)

Symbol Typable Typed Any
meth IJepaForImageClassification.init 2 1 0
attr IJepaForImageClassification.ijepa 1 0 0
meth IJepaModel.init 4 3 0
attr IJepaModel.config 1 0 0
attr IJepaModel.embeddings 1 0 0

transformers.models.imagegpt.configuration_imagegpt (44 missing, 0 any)

Symbol Typable Typed Any
meth ImageGPTConfig.init 23 0 0
attr ImageGPTConfig.add_cross_attention 1 0 0
attr ImageGPTConfig.vocab_size 1 0 0
attr ImageGPTConfig.n_positions 1 0 0
attr ImageGPTConfig.n_embd 1 0 0
attr ImageGPTConfig.n_layer 1 0 0
attr ImageGPTConfig.n_head 1 0 0
attr ImageGPTConfig.n_inner 1 0 0
attr ImageGPTConfig.activation_function 1 0 0
attr ImageGPTConfig.resid_pdrop 1 0 0
attr ImageGPTConfig.embd_pdrop 1 0 0
attr ImageGPTConfig.attn_pdrop 1 0 0
attr ImageGPTConfig.layer_norm_epsilon 1 0 0
attr ImageGPTConfig.initializer_range 1 0 0
attr ImageGPTConfig.scale_attn_weights 1 0 0
attr ImageGPTConfig.use_cache 1 0 0
attr ImageGPTConfig.scale_attn_by_inverse_layer_idx 1 0 0
attr ImageGPTConfig.reorder_and_upcast_attn 1 0 0
attr ImageGPTConfig.pad_token_id 1 0 0
attr ImageGPTConfig.bos_token_id 1 0 0
attr ImageGPTConfig.eos_token_id 1 0 0
attr ImageGPTConfig.tie_word_embeddings 1 0 0

transformers.models.imagegpt.image_processing_imagegpt (9 missing, 0 any)

Symbol Typable Typed Any
meth ImageGPTImageProcessor.init 8 7 0
meth ImageGPTImageProcessor.resize 7 6 0
meth ImageGPTImageProcessor.to_dict 1 0 0
attr ImageGPTImageProcessor.clusters 1 0 0
attr ImageGPTImageProcessor.do_resize 1 0 0
attr ImageGPTImageProcessor.size 1 0 0
attr ImageGPTImageProcessor.resample 1 0 0
attr ImageGPTImageProcessor.do_normalize 1 0 0
attr ImageGPTImageProcessor.do_color_quantize 1 0 0

transformers.models.imagegpt.image_processing_imagegpt_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth ImageGPTImageProcessorFast.init 3 2 0
meth ImageGPTImageProcessorFast._preprocess 17 15 0
meth ImageGPTImageProcessorFast.to_dict 1 0 0

transformers.models.imagegpt.modeling_imagegpt (20 missing, 3 any)

Symbol Typable Typed Any
meth ImageGPTPreTrainedModel._init_weights 2 0 0
meth ImageGPTForImageClassification.init 2 1 0
meth ImageGPTForImageClassification.forward 13 13 1
attr ImageGPTForImageClassification.num_labels 1 0 0
attr ImageGPTForImageClassification.transformer 1 0 0
attr ImageGPTForImageClassification.score 1 0 0
meth ImageGPTModel.init 2 1 0
meth ImageGPTModel.get_input_embeddings 1 0 0
meth ImageGPTModel.set_input_embeddings 2 0 0
meth ImageGPTModel.forward 15 15 1
attr ImageGPTModel.embed_dim 1 0 0
attr ImageGPTModel.wte 1 0 0
attr ImageGPTModel.wpe 1 0 0
attr ImageGPTModel.drop 1 0 0
attr ImageGPTModel.h 1 0 0
attr ImageGPTModel.ln_f 1 0 0
attr ImageGPTModel.gradient_checkpointing 1 0 0
meth ImageGPTForCausalImageModeling.init 2 1 0
meth ImageGPTForCausalImageModeling.forward 16 16 1
attr ImageGPTForCausalImageModeling.transformer 1 0 0
attr ImageGPTForCausalImageModeling.lm_head 1 0 0

transformers.models.informer.configuration_informer (36 missing, 0 any)

Symbol Typable Typed Any
meth InformerConfig.init 35 32 0
attr InformerConfig.prediction_length 1 0 0
attr InformerConfig.context_length 1 0 0
attr InformerConfig.distribution_output 1 0 0
attr InformerConfig.loss 1 0 0
attr InformerConfig.input_size 1 0 0
attr InformerConfig.num_time_features 1 0 0
attr InformerConfig.lags_sequence 1 0 0
attr InformerConfig.scaling 1 0 0
attr InformerConfig.num_dynamic_real_features 1 0 0
attr InformerConfig.num_static_real_features 1 0 0
attr InformerConfig.num_static_categorical_features 1 0 0
attr InformerConfig.num_parallel_samples 1 0 0
attr InformerConfig.feature_size 1 0 0
attr InformerConfig.d_model 1 0 0
attr InformerConfig.encoder_attention_heads 1 0 0
attr InformerConfig.decoder_attention_heads 1 0 0
attr InformerConfig.encoder_ffn_dim 1 0 0
attr InformerConfig.decoder_ffn_dim 1 0 0
attr InformerConfig.encoder_layers 1 0 0
attr InformerConfig.decoder_layers 1 0 0
attr InformerConfig.dropout 1 0 0
attr InformerConfig.attention_dropout 1 0 0
attr InformerConfig.activation_dropout 1 0 0
attr InformerConfig.encoder_layerdrop 1 0 0
attr InformerConfig.decoder_layerdrop 1 0 0
attr InformerConfig.activation_function 1 0 0
attr InformerConfig.init_std 1 0 0
attr InformerConfig.use_cache 1 0 0
attr InformerConfig.attention_type 1 0 0
attr InformerConfig.sampling_factor 1 0 0
attr InformerConfig.distil 1 0 0
attr InformerConfig.cardinality 1 0 0
attr InformerConfig.embedding_dimension 1 0 0

transformers.models.informer.modeling_informer (21 missing, 0 any)

Symbol Typable Typed Any
meth InformerModel.init 2 1 0
meth InformerModel.create_network_inputs 8 7 0
meth InformerModel.forward 17 16 0
attr InformerModel.encoder 1 0 0
attr InformerModel.decoder 1 0 0
attr InformerModel.scaler 1 0 0
attr InformerModel.embedder 1 0 0
meth InformerPreTrainedModel._init_weights 2 1 0
meth InformerForPrediction.init 2 1 0
meth InformerForPrediction.output_params 2 0 0
meth InformerForPrediction.output_distribution 5 1 0
meth InformerForPrediction.forward 18 17 0
attr InformerForPrediction.model 1 0 0
attr InformerForPrediction.parameter_projection 1 0 0
attr InformerForPrediction.target_shape 1 0 0
attr InformerForPrediction.distribution_output 1 0 0
attr InformerForPrediction.loss 1 0 0

transformers.models.informer.modular_informer (16 missing, 0 any)

Symbol Typable Typed Any
meth InformerModel.init 2 1 0
meth InformerModel.forward 2 0 0
attr InformerModel.encoder 1 0 0
attr InformerModel.decoder 1 0 0
attr InformerModel.scaler 1 0 0
attr InformerModel.embedder 1 0 0
meth InformerPreTrainedModel._init_weights 2 1 0
meth InformerForPrediction.init 2 1 0
meth InformerForPrediction.forward 2 0 0
attr InformerForPrediction.model 1 0 0
attr InformerForPrediction.parameter_projection 1 0 0
attr InformerForPrediction.target_shape 1 0 0
attr InformerForPrediction.distribution_output 1 0 0
attr InformerForPrediction.loss 1 0 0

transformers.models.instructblip.configuration_instructblip (69 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVisionConfig.init 13 0 0
attr InstructBlipVisionConfig.hidden_size 1 0 0
attr InstructBlipVisionConfig.intermediate_size 1 0 0
attr InstructBlipVisionConfig.num_hidden_layers 1 0 0
attr InstructBlipVisionConfig.num_attention_heads 1 0 0
attr InstructBlipVisionConfig.patch_size 1 0 0
attr InstructBlipVisionConfig.image_size 1 0 0
attr InstructBlipVisionConfig.initializer_range 1 0 0
attr InstructBlipVisionConfig.attention_dropout 1 0 0
attr InstructBlipVisionConfig.layer_norm_eps 1 0 0
attr InstructBlipVisionConfig.hidden_act 1 0 0
attr InstructBlipVisionConfig.qkv_bias 1 0 0
meth InstructBlipConfig.init 7 0 0
attr InstructBlipConfig.text_config 1 0 0
attr InstructBlipConfig.vision_config 1 0 0
attr InstructBlipConfig.qformer_config 1 0 0
attr InstructBlipConfig.num_query_tokens 1 0 0
attr InstructBlipConfig.image_token_index 1 0 0
attr InstructBlipConfig.use_decoder_only_language_model 1 0 0
attr InstructBlipConfig.initializer_factor 1 0 0
attr InstructBlipConfig.initializer_range 1 0 0
meth InstructBlipQFormerConfig.init 16 0 0
attr InstructBlipQFormerConfig.pad_token_id 1 0 0
attr InstructBlipQFormerConfig.vocab_size 1 0 0
attr InstructBlipQFormerConfig.hidden_size 1 0 0
attr InstructBlipQFormerConfig.num_hidden_layers 1 0 0
attr InstructBlipQFormerConfig.num_attention_heads 1 0 0
attr InstructBlipQFormerConfig.hidden_act 1 0 0
attr InstructBlipQFormerConfig.intermediate_size 1 0 0
attr InstructBlipQFormerConfig.hidden_dropout_prob 1 0 0
attr InstructBlipQFormerConfig.attention_probs_dropout_prob 1 0 0
attr InstructBlipQFormerConfig.max_position_embeddings 1 0 0
attr InstructBlipQFormerConfig.initializer_range 1 0 0
attr InstructBlipQFormerConfig.layer_norm_eps 1 0 0
attr InstructBlipQFormerConfig.cross_attention_frequency 1 0 0
attr InstructBlipQFormerConfig.encoder_hidden_size 1 0 0

transformers.models.instructblip.modeling_instructblip (42 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipQFormerModel.init 2 1 0
meth InstructBlipQFormerModel.get_input_embeddings 1 0 0
meth InstructBlipQFormerModel.set_input_embeddings 2 0 0
attr InstructBlipQFormerModel._can_record_outputs 1 0 0
attr InstructBlipQFormerModel.embeddings 1 0 0
attr InstructBlipQFormerModel.encoder 1 0 0
meth InstructBlipForConditionalGeneration.init 2 1 0
meth InstructBlipForConditionalGeneration.get_input_embeddings 1 0 0
meth InstructBlipForConditionalGeneration.set_input_embeddings 2 0 0
meth InstructBlipForConditionalGeneration.set_output_embeddings 2 0 0
meth InstructBlipForConditionalGeneration.get_encoder 2 0 0
meth InstructBlipForConditionalGeneration.get_decoder 1 0 0
meth InstructBlipForConditionalGeneration._preprocess_accelerate 1 0 0
meth InstructBlipForConditionalGeneration.get_placeholder_mask 3 2 0
meth InstructBlipForConditionalGeneration.generate 9 8 0
attr InstructBlipForConditionalGeneration.vision_model 1 0 0
attr InstructBlipForConditionalGeneration.query_tokens 1 0 0
attr InstructBlipForConditionalGeneration.qformer 1 0 0
attr InstructBlipForConditionalGeneration.language_projection 1 0 0
attr InstructBlipForConditionalGeneration.language_model 1 0 0
meth InstructBlipModel.init 2 1 0
meth InstructBlipModel.get_input_embeddings 1 0 0
meth InstructBlipModel.set_input_embeddings 2 0 0
meth InstructBlipModel._preprocess_accelerate 1 0 0
meth InstructBlipModel.get_placeholder_mask 3 2 0
attr InstructBlipModel.vision_model 1 0 0
attr InstructBlipModel.query_tokens 1 0 0
attr InstructBlipModel.qformer 1 0 0
attr InstructBlipModel.language_projection 1 0 0
attr InstructBlipModel.language_model 1 0 0
meth InstructBlipVisionModel.init 2 1 0
meth InstructBlipVisionModel.get_input_embeddings 1 0 0
attr InstructBlipVisionModel.embeddings 1 0 0
attr InstructBlipVisionModel.encoder 1 0 0
attr InstructBlipVisionModel.post_layernorm 1 0 0
meth InstructBlipPreTrainedModel._init_weights 2 0 0

transformers.models.instructblip.processing_instructblip (9 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipProcessor.init 6 0 0
prop InstructBlipProcessor.model_input_names 1 0 0
attr InstructBlipProcessor.num_query_tokens 1 0 0
attr InstructBlipProcessor.image_token 1 0 0

transformers.models.instructblipvideo.configuration_instructblipvideo (69 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVideoConfig.init 7 0 0
attr InstructBlipVideoConfig.text_config 1 0 0
attr InstructBlipVideoConfig.vision_config 1 0 0
attr InstructBlipVideoConfig.qformer_config 1 0 0
attr InstructBlipVideoConfig.num_query_tokens 1 0 0
attr InstructBlipVideoConfig.video_token_index 1 0 0
attr InstructBlipVideoConfig.use_decoder_only_language_model 1 0 0
attr InstructBlipVideoConfig.initializer_factor 1 0 0
attr InstructBlipVideoConfig.initializer_range 1 0 0
meth InstructBlipVideoVisionConfig.init 13 0 0
attr InstructBlipVideoVisionConfig.hidden_size 1 0 0
attr InstructBlipVideoVisionConfig.intermediate_size 1 0 0
attr InstructBlipVideoVisionConfig.num_hidden_layers 1 0 0
attr InstructBlipVideoVisionConfig.num_attention_heads 1 0 0
attr InstructBlipVideoVisionConfig.patch_size 1 0 0
attr InstructBlipVideoVisionConfig.image_size 1 0 0
attr InstructBlipVideoVisionConfig.initializer_range 1 0 0
attr InstructBlipVideoVisionConfig.attention_dropout 1 0 0
attr InstructBlipVideoVisionConfig.layer_norm_eps 1 0 0
attr InstructBlipVideoVisionConfig.hidden_act 1 0 0
attr InstructBlipVideoVisionConfig.qkv_bias 1 0 0
meth InstructBlipVideoQFormerConfig.init 16 0 0
attr InstructBlipVideoQFormerConfig.pad_token_id 1 0 0
attr InstructBlipVideoQFormerConfig.vocab_size 1 0 0
attr InstructBlipVideoQFormerConfig.hidden_size 1 0 0
attr InstructBlipVideoQFormerConfig.num_hidden_layers 1 0 0
attr InstructBlipVideoQFormerConfig.num_attention_heads 1 0 0
attr InstructBlipVideoQFormerConfig.hidden_act 1 0 0
attr InstructBlipVideoQFormerConfig.intermediate_size 1 0 0
attr InstructBlipVideoQFormerConfig.hidden_dropout_prob 1 0 0
attr InstructBlipVideoQFormerConfig.attention_probs_dropout_prob 1 0 0
attr InstructBlipVideoQFormerConfig.max_position_embeddings 1 0 0
attr InstructBlipVideoQFormerConfig.initializer_range 1 0 0
attr InstructBlipVideoQFormerConfig.layer_norm_eps 1 0 0
attr InstructBlipVideoQFormerConfig.cross_attention_frequency 1 0 0
attr InstructBlipVideoQFormerConfig.encoder_hidden_size 1 0 0

transformers.models.instructblipvideo.modeling_instructblipvideo (42 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVideoQFormerModel.init 2 1 0
meth InstructBlipVideoQFormerModel.get_input_embeddings 1 0 0
meth InstructBlipVideoQFormerModel.set_input_embeddings 2 0 0
attr InstructBlipVideoQFormerModel._can_record_outputs 1 0 0
attr InstructBlipVideoQFormerModel.embeddings 1 0 0
attr InstructBlipVideoQFormerModel.encoder 1 0 0
meth InstructBlipVideoModel.init 2 1 0
meth InstructBlipVideoModel.get_input_embeddings 1 0 0
meth InstructBlipVideoModel.set_input_embeddings 2 0 0
meth InstructBlipVideoModel._preprocess_accelerate 1 0 0
meth InstructBlipVideoModel.get_placeholder_mask 3 2 0
attr InstructBlipVideoModel.vision_model 1 0 0
attr InstructBlipVideoModel.query_tokens 1 0 0
attr InstructBlipVideoModel.qformer 1 0 0
attr InstructBlipVideoModel.language_projection 1 0 0
attr InstructBlipVideoModel.language_model 1 0 0
meth InstructBlipVideoPreTrainedModel._init_weights 2 0 0
meth InstructBlipVideoForConditionalGeneration.init 2 1 0
meth InstructBlipVideoForConditionalGeneration.get_input_embeddings 1 0 0
meth InstructBlipVideoForConditionalGeneration.set_input_embeddings 2 0 0
meth InstructBlipVideoForConditionalGeneration.set_output_embeddings 2 0 0
meth InstructBlipVideoForConditionalGeneration.get_encoder 2 0 0
meth InstructBlipVideoForConditionalGeneration.get_decoder 1 0 0
meth InstructBlipVideoForConditionalGeneration._preprocess_accelerate 1 0 0
meth InstructBlipVideoForConditionalGeneration.get_placeholder_mask 3 2 0
meth InstructBlipVideoForConditionalGeneration.generate 9 8 0
attr InstructBlipVideoForConditionalGeneration.vision_model 1 0 0
attr InstructBlipVideoForConditionalGeneration.query_tokens 1 0 0
attr InstructBlipVideoForConditionalGeneration.qformer 1 0 0
attr InstructBlipVideoForConditionalGeneration.language_projection 1 0 0
attr InstructBlipVideoForConditionalGeneration.language_model 1 0 0
meth InstructBlipVideoVisionModel.init 2 1 0
meth InstructBlipVideoVisionModel.get_input_embeddings 1 0 0
attr InstructBlipVideoVisionModel.embeddings 1 0 0
attr InstructBlipVideoVisionModel.encoder 1 0 0
attr InstructBlipVideoVisionModel.post_layernorm 1 0 0

transformers.models.instructblipvideo.modular_instructblipvideo (19 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVideoConfig.init 7 0 0
attr InstructBlipVideoConfig.text_config 1 0 0
attr InstructBlipVideoConfig.vision_config 1 0 0
attr InstructBlipVideoConfig.qformer_config 1 0 0
attr InstructBlipVideoConfig.num_query_tokens 1 0 0
attr InstructBlipVideoConfig.video_token_index 1 0 0
attr InstructBlipVideoConfig.use_decoder_only_language_model 1 0 0
attr InstructBlipVideoConfig.initializer_factor 1 0 0
attr InstructBlipVideoConfig.initializer_range 1 0 0
meth InstructBlipVideoForConditionalGeneration.get_image_features 2 0 0
meth InstructBlipVideoForConditionalGeneration.get_placeholder_mask 3 2 0
meth InstructBlipVideoForConditionalGeneration.generate 9 8 0

transformers.models.instructblipvideo.processing_instructblipvideo (10 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVideoProcessor.init 6 0 0
meth InstructBlipVideoProcessor.call 18 17 0
prop InstructBlipVideoProcessor.model_input_names 1 0 0
attr InstructBlipVideoProcessor.num_query_tokens 1 0 0
attr InstructBlipVideoProcessor.video_token 1 0 0

transformers.models.instructblipvideo.video_processing_instructblipvideo (1 missing, 0 any)

Symbol Typable Typed Any
meth InstructBlipVideoVideoProcessor._preprocess 15 14 0

transformers.models.internvl.configuration_internvl (62 missing, 0 any)

Symbol Typable Typed Any
meth InternVLConfig.init 11 0 0
attr InternVLConfig.image_token_id 1 0 0
attr InternVLConfig.image_seq_length 1 0 0
attr InternVLConfig.downsample_ratio 1 0 0
attr InternVLConfig.projector_hidden_act 1 0 0
attr InternVLConfig.vision_feature_layer 1 0 0
attr InternVLConfig.vision_feature_select_strategy 1 0 0
attr InternVLConfig.text_config 1 0 0
attr InternVLConfig.tie_word_embeddings 1 0 0
attr InternVLConfig.vision_config 1 0 0
meth InternVLVisionConfig.init 22 0 0
attr InternVLVisionConfig.hidden_size 1 0 0
attr InternVLVisionConfig.num_hidden_layers 1 0 0
attr InternVLVisionConfig.num_attention_heads 1 0 0
attr InternVLVisionConfig.attention_bias 1 0 0
attr InternVLVisionConfig.use_qk_norm 1 0 0
attr InternVLVisionConfig.intermediate_size 1 0 0
attr InternVLVisionConfig.hidden_act 1 0 0
attr InternVLVisionConfig.hidden_dropout_prob 1 0 0
attr InternVLVisionConfig.attention_dropout 1 0 0
attr InternVLVisionConfig.projection_dropout 1 0 0
attr InternVLVisionConfig.initializer_range 1 0 0
attr InternVLVisionConfig.norm_type 1 0 0
attr InternVLVisionConfig.layer_norm_eps 1 0 0
attr InternVLVisionConfig.image_size 1 0 0
attr InternVLVisionConfig.patch_size 1 0 0
attr InternVLVisionConfig.num_channels 1 0 0
attr InternVLVisionConfig.use_mask_token 1 0 0
attr InternVLVisionConfig.use_absolute_position_embeddings 1 0 0
attr InternVLVisionConfig.layer_scale_init_value 1 0 0
attr InternVLVisionConfig.use_mean_pooling 1 0 0

transformers.models.internvl.modeling_internvl (32 missing, 0 any)

Symbol Typable Typed Any
meth InternVLForConditionalGeneration.init 2 1 0
meth InternVLForConditionalGeneration.get_input_embeddings 1 0 0
meth InternVLForConditionalGeneration.set_input_embeddings 2 0 0
meth InternVLForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr InternVLForConditionalGeneration.model 1 0 0
attr InternVLForConditionalGeneration.lm_head 1 0 0
meth InternVLModel.init 2 1 0
meth InternVLModel.get_input_embeddings 1 0 0
meth InternVLModel.set_input_embeddings 2 0 0
meth InternVLModel.get_placeholder_mask 4 3 0
meth InternVLModel.pixel_shuffle 3 2 0
attr InternVLModel.vision_tower 1 0 0
attr InternVLModel.multi_modal_projector 1 0 0
attr InternVLModel.language_model 1 0 0
meth InternVLVisionPreTrainedModel._init_weights 2 0 0
meth InternVLVisionModel.get_input_embeddings 1 0 0
meth InternVLVisionModel.forward 4 3 0
attr InternVLVisionModel.embeddings 1 0 0
attr InternVLVisionModel.encoder 1 0 0
attr InternVLVisionModel.layernorm 1 0 0

transformers.models.internvl.modular_internvl (10 missing, 0 any)

Symbol Typable Typed Any
meth InternVLForConditionalGeneration.forward 2 0 0
meth InternVLModel.pixel_shuffle 3 2 0
meth InternVLVisionPreTrainedModel._init_weights 2 0 0
meth InternVLVisionModel.get_input_embeddings 1 0 0
meth InternVLVisionModel.forward 4 3 0
attr InternVLVisionModel.embeddings 1 0 0
attr InternVLVisionModel.encoder 1 0 0
attr InternVLVisionModel.layernorm 1 0 0

transformers.models.internvl.processing_internvl (22 missing, 0 any)

Symbol Typable Typed Any
meth InternVLProcessor.init 7 1 0
meth InternVLProcessor._insert_media_placeholders 9 6 0
meth InternVLProcessor._get_num_multimodal_tokens 3 0 0
prop InternVLProcessor.model_input_names 1 0 0
attr InternVLProcessor.image_seq_length 1 0 0
attr InternVLProcessor.start_image_token 1 0 0
attr InternVLProcessor.end_image_token 1 0 0
attr InternVLProcessor.start_image_token_id 1 0 0
attr InternVLProcessor.end_image_token_id 1 0 0
attr InternVLProcessor.image_token 1 0 0
attr InternVLProcessor.video_token 1 0 0
attr InternVLProcessor.image_token_id 1 0 0
attr InternVLProcessor.image_ids 1 0 0

transformers.models.internvl.video_processing_internvl (4 missing, 0 any)

Symbol Typable Typed Any
meth InternVLVideoProcessor.init 2 1 0
meth InternVLVideoProcessor.sample_frames 6 4 0
meth InternVLVideoProcessor._preprocess 15 14 0

transformers.models.jais2.configuration_jais2 (22 missing, 0 any)

Symbol Typable Typed Any
meth Jais2Config.init 22 20 0
attr Jais2Config.vocab_size 1 0 0
attr Jais2Config.max_position_embeddings 1 0 0
attr Jais2Config.hidden_size 1 0 0
attr Jais2Config.intermediate_size 1 0 0
attr Jais2Config.num_hidden_layers 1 0 0
attr Jais2Config.num_attention_heads 1 0 0
attr Jais2Config.num_key_value_heads 1 0 0
attr Jais2Config.hidden_act 1 0 0
attr Jais2Config.initializer_range 1 0 0
attr Jais2Config.use_cache 1 0 0
attr Jais2Config.attention_bias 1 0 0
attr Jais2Config.attention_dropout 1 0 0
attr Jais2Config.mlp_bias 1 0 0
attr Jais2Config.head_dim 1 0 0
attr Jais2Config.rope_parameters 1 0 0
attr Jais2Config.tie_word_embeddings 1 0 0
attr Jais2Config.pad_token_id 1 0 0
attr Jais2Config.bos_token_id 1 0 0
attr Jais2Config.eos_token_id 1 0 0
attr Jais2Config.layer_norm_eps 1 0 0

transformers.models.jais2.modeling_jais2 (13 missing, 0 any)

Symbol Typable Typed Any
meth Jais2Model.init 2 1 0
attr Jais2Model.padding_idx 1 0 0
attr Jais2Model.vocab_size 1 0 0
attr Jais2Model.embed_tokens 1 0 0
attr Jais2Model.layers 1 0 0
attr Jais2Model.norm 1 0 0
attr Jais2Model.rotary_emb 1 0 0
attr Jais2Model.gradient_checkpointing 1 0 0
meth Jais2ForCausalLM.init 2 0 0
attr Jais2ForCausalLM.model 1 0 0
attr Jais2ForCausalLM.vocab_size 1 0 0
attr Jais2ForCausalLM.lm_head 1 0 0

transformers.models.jais2.modular_jais2 (7 missing, 0 any)

Symbol Typable Typed Any
meth Jais2Model.init 2 1 0
attr Jais2Model.norm 1 0 0
meth Jais2ForCausalLM.forward 2 0 0
meth Jais2Config.init 22 20 0
attr Jais2Config.layer_norm_eps 1 0 0

transformers.models.jamba.configuration_jamba (67 missing, 0 any)

Symbol Typable Typed Any
meth JambaConfig.init 33 0 0
meth JambaConfig._check_supported_offset 4 3 0
prop JambaConfig.layers_block_type 1 0 0
prop JambaConfig.layers_num_experts 1 0 0
attr JambaConfig.vocab_size 1 0 0
attr JambaConfig.tie_word_embeddings 1 0 0
attr JambaConfig.hidden_size 1 0 0
attr JambaConfig.intermediate_size 1 0 0
attr JambaConfig.num_hidden_layers 1 0 0
attr JambaConfig.num_attention_heads 1 0 0
attr JambaConfig.max_position_embeddings 1 0 0
attr JambaConfig.attention_dropout 1 0 0
attr JambaConfig.num_key_value_heads 1 0 0
attr JambaConfig.hidden_act 1 0 0
attr JambaConfig.initializer_range 1 0 0
attr JambaConfig.rms_norm_eps 1 0 0
attr JambaConfig.use_cache 1 0 0
attr JambaConfig.output_router_logits 1 0 0
attr JambaConfig.router_aux_loss_coef 1 0 0
attr JambaConfig.num_experts_per_tok 1 0 0
attr JambaConfig.num_experts 1 0 0
attr JambaConfig.expert_layer_period 1 0 0
attr JambaConfig.expert_layer_offset 1 0 0
attr JambaConfig.attn_layer_period 1 0 0
attr JambaConfig.attn_layer_offset 1 0 0
attr JambaConfig.use_mamba_kernels 1 0 0
attr JambaConfig.mamba_d_state 1 0 0
attr JambaConfig.mamba_d_conv 1 0 0
attr JambaConfig.mamba_expand 1 0 0
attr JambaConfig.mamba_dt_rank 1 0 0
attr JambaConfig.mamba_conv_bias 1 0 0
attr JambaConfig.mamba_proj_bias 1 0 0
attr JambaConfig.pad_token_id 1 0 0
attr JambaConfig.bos_token_id 1 0 0
attr JambaConfig.eos_token_id 1 0 0

transformers.models.jamba.modeling_jamba (20 missing, 0 any)

Symbol Typable Typed Any
meth JambaForCausalLM.init 2 1 0
attr JambaForCausalLM.model 1 0 0
attr JambaForCausalLM.vocab_size 1 0 0
attr JambaForCausalLM.lm_head 1 0 0
attr JambaForCausalLM.router_aux_loss_coef 1 0 0
attr JambaForCausalLM.num_experts 1 0 0
attr JambaForCausalLM.num_experts_per_tok 1 0 0
meth JambaPreTrainedModel._init_weights 2 0 0
attr JambaPreTrainedModel._can_record_outputs 1 0 0
meth JambaModel.init 2 1 0
meth JambaModel._update_mamba_mask 3 0 0
attr JambaModel.padding_idx 1 0 0
attr JambaModel.vocab_size 1 0 0
attr JambaModel.embed_tokens 1 0 0
attr JambaModel.layers 1 0 0
attr JambaModel.final_layernorm 1 0 0
attr JambaModel.gradient_checkpointing 1 0 0

transformers.models.jamba.modular_jamba (15 missing, 0 any)

Symbol Typable Typed Any
meth JambaForCausalLM.init 2 1 0
attr JambaForCausalLM.num_experts 1 0 0
meth JambaPreTrainedModel._init_weights 2 0 0
attr JambaPreTrainedModel._can_record_outputs 1 0 0
meth JambaModel.init 2 1 0
meth JambaModel._update_mamba_mask 3 0 0
attr JambaModel.padding_idx 1 0 0
attr JambaModel.vocab_size 1 0 0
attr JambaModel.embed_tokens 1 0 0
attr JambaModel.layers 1 0 0
attr JambaModel.final_layernorm 1 0 0
attr JambaModel.gradient_checkpointing 1 0 0

transformers.models.janus.configuration_janus (72 missing, 0 any)

Symbol Typable Typed Any
meth JanusConfig.init 6 0 0
attr JanusConfig.initializer_range 1 0 0
attr JanusConfig.image_token_id 1 0 0
attr JanusConfig.text_config 1 0 0
attr JanusConfig.vision_config 1 0 0
attr JanusConfig.vq_config 1 0 0
meth JanusVisionConfig.init 20 0 0
attr JanusVisionConfig.hidden_size 1 0 0
attr JanusVisionConfig.num_hidden_layers 1 0 0
attr JanusVisionConfig.num_attention_heads 1 0 0
attr JanusVisionConfig.num_channels 1 0 0
attr JanusVisionConfig.patch_size 1 0 0
attr JanusVisionConfig.image_size 1 0 0
attr JanusVisionConfig.attention_dropout 1 0 0
attr JanusVisionConfig.layer_norm_eps 1 0 0
attr JanusVisionConfig.hidden_act 1 0 0
attr JanusVisionConfig.mlp_ratio 1 0 0
attr JanusVisionConfig.attention_bias 1 0 0
attr JanusVisionConfig.hidden_dropout_rate 1 0 0
attr JanusVisionConfig.projection_dim 1 0 0
attr JanusVisionConfig.projection_dropout 1 0 0
attr JanusVisionConfig.use_qk_norm 1 0 0
attr JanusVisionConfig.initializer_range 1 0 0
attr JanusVisionConfig.depth 1 0 0
attr JanusVisionConfig.num_image_tokens 1 0 0
meth JanusVQVAEConfig.init 18 11 0
attr JanusVQVAEConfig.embed_dim 1 0 0
attr JanusVQVAEConfig.num_embeddings 1 0 0
attr JanusVQVAEConfig.double_latent 1 0 0
attr JanusVQVAEConfig.latent_channels 1 0 0
attr JanusVQVAEConfig.in_channels 1 0 0
attr JanusVQVAEConfig.base_channels 1 0 0
attr JanusVQVAEConfig.channel_multiplier 1 0 0
attr JanusVQVAEConfig.num_res_blocks 1 0 0
attr JanusVQVAEConfig.dropout 1 0 0
attr JanusVQVAEConfig.initializer_range 1 0 0
attr JanusVQVAEConfig.num_patches 1 0 0
attr JanusVQVAEConfig.out_channels 1 0 0
attr JanusVQVAEConfig.projection_dim 1 0 0
attr JanusVQVAEConfig.num_hidden_layers 1 0 0
attr JanusVQVAEConfig.hidden_act 1 0 0
attr JanusVQVAEConfig.image_token_embed_dim 1 0 0

transformers.models.janus.image_processing_janus (15 missing, 0 any)

Symbol Typable Typed Any
meth JanusImageProcessor.init 13 12 0
meth JanusImageProcessor.resize 7 6 0
meth JanusImageProcessor.postprocess 9 8 0
attr JanusImageProcessor.do_resize 1 0 0
attr JanusImageProcessor.size 1 0 0
attr JanusImageProcessor.resample 1 0 0
attr JanusImageProcessor.do_rescale 1 0 0
attr JanusImageProcessor.rescale_factor 1 0 0
attr JanusImageProcessor.do_normalize 1 0 0
attr JanusImageProcessor.image_mean 1 0 0
attr JanusImageProcessor.image_std 1 0 0
attr JanusImageProcessor.do_convert_rgb 1 0 0
attr JanusImageProcessor.do_pad 1 0 0
attr JanusImageProcessor.min_size 1 0 0
attr JanusImageProcessor.background_color 1 0 0

transformers.models.janus.image_processing_janus_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth JanusImageProcessorFast.init 2 1 0
meth JanusImageProcessorFast.resize 7 6 0
meth JanusImageProcessorFast._preprocess 15 14 0
attr JanusImageProcessorFast.background_color 1 0 0

transformers.models.janus.modeling_janus (48 missing, 0 any)

Symbol Typable Typed Any
meth JanusForConditionalGeneration.init 2 1 0
meth JanusForConditionalGeneration.get_input_embeddings 1 0 0
meth JanusForConditionalGeneration.set_input_embeddings 2 0 0
meth JanusForConditionalGeneration.prepare_inputs_for_generation 10 0 0
meth JanusForConditionalGeneration.decode_image_tokens 2 1 0
meth JanusForConditionalGeneration.generate 5 3 0
attr JanusForConditionalGeneration.model 1 0 0
attr JanusForConditionalGeneration.lm_head 1 0 0
meth JanusPreTrainedModel._init_weights 2 0 0
meth JanusVisionModel.init 2 1 0
meth JanusVisionModel.get_input_embeddings 1 0 0
attr JanusVisionModel.embeddings 1 0 0
attr JanusVisionModel.encoder 1 0 0
attr JanusVisionModel.post_layernorm 1 0 0
meth JanusModel.init 2 1 0
meth JanusModel.get_input_embeddings 1 0 0
meth JanusModel.set_input_embeddings 2 0 0
meth JanusModel.get_placeholder_mask 4 3 0
meth JanusModel.forward 11 10 0
attr JanusModel.vision_model 1 0 0
attr JanusModel.aligner 1 0 0
attr JanusModel.vqmodel 1 0 0
attr JanusModel.generation_embeddings 1 0 0
attr JanusModel.generation_aligner 1 0 0
attr JanusModel.generation_head 1 0 0
attr JanusModel.language_model 1 0 0
attr JanusModel.gradient_checkpointing 1 0 0
meth JanusVQVAE.init 2 1 0
meth JanusVQVAE.forward 3 2 0
attr JanusVQVAE.encoder 1 0 0
attr JanusVQVAE.quantize 1 0 0
attr JanusVQVAE.quant_conv 1 0 0
attr JanusVQVAE.post_quant_conv 1 0 0
attr JanusVQVAE.decoder 1 0 0
attr JanusVQVAE.gradient_checkpointing 1 0 0

transformers.models.janus.modular_janus (101 missing, 0 any)

Symbol Typable Typed Any
meth JanusVisionConfig.init 20 0 0
attr JanusVisionConfig.mlp_ratio 1 0 0
attr JanusVisionConfig.attention_bias 1 0 0
attr JanusVisionConfig.hidden_dropout_rate 1 0 0
attr JanusVisionConfig.projection_dim 1 0 0
attr JanusVisionConfig.projection_dropout 1 0 0
attr JanusVisionConfig.use_qk_norm 1 0 0
attr JanusVisionConfig.initializer_range 1 0 0
attr JanusVisionConfig.depth 1 0 0
attr JanusVisionConfig.num_image_tokens 1 0 0
meth JanusVQVAEConfig.init 18 11 0
attr JanusVQVAEConfig.num_patches 1 0 0
attr JanusVQVAEConfig.out_channels 1 0 0
attr JanusVQVAEConfig.projection_dim 1 0 0
attr JanusVQVAEConfig.num_hidden_layers 1 0 0
attr JanusVQVAEConfig.hidden_act 1 0 0
attr JanusVQVAEConfig.image_token_embed_dim 1 0 0
meth JanusConfig.init 6 0 0
attr JanusConfig.initializer_range 1 0 0
attr JanusConfig.image_token_id 1 0 0
attr JanusConfig.text_config 1 0 0
attr JanusConfig.vision_config 1 0 0
attr JanusConfig.vq_config 1 0 0
meth JanusForConditionalGeneration.init 2 1 0
meth JanusForConditionalGeneration.get_input_embeddings 1 0 0
meth JanusForConditionalGeneration.set_input_embeddings 2 0 0
meth JanusForConditionalGeneration.prepare_inputs_for_generation 10 0 0
meth JanusForConditionalGeneration.decode_image_tokens 2 1 0
meth JanusForConditionalGeneration.generate 5 3 0
attr JanusForConditionalGeneration.model 1 0 0
attr JanusForConditionalGeneration.lm_head 1 0 0
meth JanusModel.init 2 1 0
meth JanusModel.get_input_embeddings 1 0 0
meth JanusModel.set_input_embeddings 2 0 0
meth JanusModel.get_placeholder_mask 4 3 0
meth JanusModel.forward 11 10 0
attr JanusModel.vision_model 1 0 0
attr JanusModel.aligner 1 0 0
attr JanusModel.vqmodel 1 0 0
attr JanusModel.generation_embeddings 1 0 0
attr JanusModel.generation_aligner 1 0 0
attr JanusModel.generation_head 1 0 0
attr JanusModel.language_model 1 0 0
attr JanusModel.gradient_checkpointing 1 0 0
meth JanusVQVAE.init 2 1 0
meth JanusVQVAE.forward 3 2 0
attr JanusVQVAE.decoder 1 0 0
attr JanusVQVAE.gradient_checkpointing 1 0 0
meth JanusPreTrainedModel._init_weights 2 0 0
meth JanusImageProcessor.init 13 11 0
meth JanusImageProcessor.resize 7 6 0
meth JanusImageProcessor.postprocess 9 8 0
attr JanusImageProcessor.do_pad 1 0 0
attr JanusImageProcessor.min_size 1 0 0
attr JanusImageProcessor.background_color 1 0 0
meth JanusVisionModel.init 2 1 0
attr JanusVisionModel.encoder 1 0 0

transformers.models.janus.processing_janus (18 missing, 0 any)

Symbol Typable Typed Any
meth JanusProcessor.init 6 0 0
meth JanusProcessor.postprocess 3 1 0
meth JanusProcessor.post_process_multimodal_output 5 0 0
attr JanusProcessor.num_image_tokens 1 0 0
attr JanusProcessor.image_token 1 0 0
attr JanusProcessor.image_start_token 1 0 0
attr JanusProcessor.image_end_token 1 0 0
attr JanusProcessor.use_default_system_prompt 1 0 0

transformers.models.jetmoe.configuration_jetmoe (24 missing, 0 any)

Symbol Typable Typed Any
meth JetMoeConfig.init 23 21 0
attr JetMoeConfig.vocab_size 1 0 0
attr JetMoeConfig.hidden_size 1 0 0
attr JetMoeConfig.num_hidden_layers 1 0 0
attr JetMoeConfig.num_attention_heads 1 0 0
attr JetMoeConfig.num_key_value_heads 1 0 0
attr JetMoeConfig.kv_channels 1 0 0
attr JetMoeConfig.intermediate_size 1 0 0
attr JetMoeConfig.max_position_embeddings 1 0 0
attr JetMoeConfig.activation_function 1 0 0
attr JetMoeConfig.num_local_experts 1 0 0
attr JetMoeConfig.num_experts_per_tok 1 0 0
attr JetMoeConfig.output_router_logits 1 0 0
attr JetMoeConfig.aux_loss_coef 1 0 0
attr JetMoeConfig.use_cache 1 0 0
attr JetMoeConfig.initializer_range 1 0 0
attr JetMoeConfig.attention_dropout 1 0 0
attr JetMoeConfig.bos_token_id 1 0 0
attr JetMoeConfig.eos_token_id 1 0 0
attr JetMoeConfig.pad_token_id 1 0 0
attr JetMoeConfig.rms_norm_eps 1 0 0
attr JetMoeConfig.rope_parameters 1 0 0
attr JetMoeConfig.tie_word_embeddings 1 0 0

transformers.models.jetmoe.modeling_jetmoe (21 missing, 0 any)

Symbol Typable Typed Any
meth JetMoeForCausalLM.init 2 0 0
meth JetMoeForCausalLM.forward 12 11 0
attr JetMoeForCausalLM.model 1 0 0
attr JetMoeForCausalLM.vocab_size 1 0 0
attr JetMoeForCausalLM.aux_loss_coef 1 0 0
attr JetMoeForCausalLM.lm_head 1 0 0
attr JetMoeForCausalLM.tie_word_embeddings 1 0 0
attr JetMoeForCausalLM.num_experts 1 0 0
attr JetMoeForCausalLM.num_experts_per_tok 1 0 0
meth JetMoeModel.init 2 1 0
attr JetMoeModel.padding_idx 1 0 0
attr JetMoeModel.vocab_size 1 0 0
attr JetMoeModel.embed_tokens 1 0 0
attr JetMoeModel.layers 1 0 0
attr JetMoeModel.norm 1 0 0
attr JetMoeModel.rotary_emb 1 0 0
attr JetMoeModel.gradient_checkpointing 1 0 0
meth JetMoePreTrainedModel._init_weights 2 0 0
attr JetMoePreTrainedModel._can_record_outputs 1 0 0

transformers.models.jetmoe.modular_jetmoe (19 missing, 0 any)

Symbol Typable Typed Any
meth JetMoeForCausalLM.init 2 0 0
meth JetMoeForCausalLM.forward 12 11 0
attr JetMoeForCausalLM.model 1 0 0
attr JetMoeForCausalLM.vocab_size 1 0 0
attr JetMoeForCausalLM.aux_loss_coef 1 0 0
attr JetMoeForCausalLM.lm_head 1 0 0
attr JetMoeForCausalLM.tie_word_embeddings 1 0 0
attr JetMoeForCausalLM.num_experts 1 0 0
attr JetMoeForCausalLM.num_experts_per_tok 1 0 0
meth JetMoeModel.init 2 1 0
attr JetMoeModel.padding_idx 1 0 0
attr JetMoeModel.vocab_size 1 0 0
attr JetMoeModel.embed_tokens 1 0 0
attr JetMoeModel.layers 1 0 0
attr JetMoeModel.norm 1 0 0
meth JetMoePreTrainedModel._init_weights 2 0 0
attr JetMoePreTrainedModel._can_record_outputs 1 0 0

transformers.models.kosmos2.configuration_kosmos2 (10 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2Config.init 6 0 0
attr Kosmos2Config.text_config 1 0 0
attr Kosmos2Config.vision_config 1 0 0
attr Kosmos2Config.latent_query_num 1 0 0
attr Kosmos2Config.tie_word_embeddings 1 0 0

transformers.models.kosmos2.modeling_kosmos2 (17 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2Model.init 2 1 0
meth Kosmos2Model.set_input_embeddings 2 0 0
attr Kosmos2Model.text_model 1 0 0
attr Kosmos2Model.vision_model 1 0 0
attr Kosmos2Model.image_to_text_projection 1 0 0
meth Kosmos2PreTrainedModel._init_weights 2 1 0
meth Kosmos2ForConditionalGeneration.init 2 1 0
meth Kosmos2ForConditionalGeneration.set_input_embeddings 2 0 0
meth Kosmos2ForConditionalGeneration.set_output_embeddings 2 0 0
meth Kosmos2ForConditionalGeneration.generate 8 6 0
attr Kosmos2ForConditionalGeneration.text_model 1 0 0
attr Kosmos2ForConditionalGeneration.vision_model 1 0 0
attr Kosmos2ForConditionalGeneration.image_to_text_projection 1 0 0

transformers.models.kosmos2.processing_kosmos2 (33 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2Processor.init 5 0 0
meth Kosmos2Processor._check_bboxes_for_single_text 2 0 0
meth Kosmos2Processor._preprocess_single_example 5 0 0
meth Kosmos2Processor.post_process_generation 3 0 0
meth Kosmos2Processor.post_process_image_text_to_text 4 0 0
prop Kosmos2Processor.model_input_names 1 0 0
attr Kosmos2Processor.eod_token 1 0 0
attr Kosmos2Processor.boi_token 1 0 0
attr Kosmos2Processor.eoi_token 1 0 0
attr Kosmos2Processor.eoc_token 1 0 0
attr Kosmos2Processor.eol_token 1 0 0
attr Kosmos2Processor.bop_token 1 0 0
attr Kosmos2Processor.eop_token 1 0 0
attr Kosmos2Processor.boo_token 1 0 0
attr Kosmos2Processor.eoo_token 1 0 0
attr Kosmos2Processor.dom_token 1 0 0
attr Kosmos2Processor.grd_token 1 0 0
attr Kosmos2Processor.tag_tokens 1 0 0
attr Kosmos2Processor.num_patch_index_tokens 1 0 0

transformers.models.kosmos2_5.configuration_kosmos2_5 (10 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2_5Config.init 6 0 0
attr Kosmos2_5Config.text_config 1 0 0
attr Kosmos2_5Config.vision_config 1 0 0
attr Kosmos2_5Config.latent_query_num 1 0 0
attr Kosmos2_5Config.tie_word_embeddings 1 0 0

transformers.models.kosmos2_5.image_processing_kosmos2_5 (8 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2_5ImageProcessor.init 6 5 0
meth Kosmos2_5ImageProcessor.extract_flattened_patches 6 5 0
meth Kosmos2_5ImageProcessor.normalize 5 4 0
meth Kosmos2_5ImageProcessor.preprocess 10 9 0
attr Kosmos2_5ImageProcessor.patch_size 1 0 0
attr Kosmos2_5ImageProcessor.do_normalize 1 0 0
attr Kosmos2_5ImageProcessor.do_convert_rgb 1 0 0
attr Kosmos2_5ImageProcessor.max_patches 1 0 0

transformers.models.kosmos2_5.image_processing_kosmos2_5_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2_5ImageProcessorFast.init 2 1 0
meth Kosmos2_5ImageProcessorFast.normalize 3 2 0
meth Kosmos2_5ImageProcessorFast._preprocess 8 7 0

transformers.models.kosmos2_5.modeling_kosmos2_5 (28 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2_5Model.init 2 1 0
meth Kosmos2_5Model.set_input_embeddings 2 0 0
attr Kosmos2_5Model.text_model 1 0 0
attr Kosmos2_5Model.vision_model 1 0 0
attr Kosmos2_5Model.image_to_text_projection 1 0 0
meth Kosmos2_5ForConditionalGeneration.init 2 1 0
meth Kosmos2_5ForConditionalGeneration.set_input_embeddings 2 0 0
meth Kosmos2_5ForConditionalGeneration.set_output_embeddings 2 0 0
meth Kosmos2_5ForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr Kosmos2_5ForConditionalGeneration.text_model 1 0 0
attr Kosmos2_5ForConditionalGeneration.vision_model 1 0 0
attr Kosmos2_5ForConditionalGeneration.image_to_text_projection 1 0 0
meth Kosmos2_5PreTrainedModel._init_weights 2 0 0

transformers.models.kosmos2_5.processing_kosmos2_5 (14 missing, 0 any)

Symbol Typable Typed Any
meth Kosmos2_5Processor.init 4 1 0
meth Kosmos2_5Processor.batch_decode 3 0 0
meth Kosmos2_5Processor.decode 3 0 0
prop Kosmos2_5Processor.model_input_names 1 0 0
attr Kosmos2_5Processor.image_start_token 1 0 0
attr Kosmos2_5Processor.image_end_token 1 0 0
attr Kosmos2_5Processor.image_token 1 0 0
attr Kosmos2_5Processor.num_image_tokens 1 0 0

transformers.models.kyutai_speech_to_text.configuration_kyutai_speech_to_text (27 missing, 0 any)

Symbol Typable Typed Any
meth KyutaiSpeechToTextConfig.init 26 24 0
attr KyutaiSpeechToTextConfig.num_codebooks 1 0 0
attr KyutaiSpeechToTextConfig.frame_size 1 0 0
attr KyutaiSpeechToTextConfig.audio_bos_token_id 1 0 0
attr KyutaiSpeechToTextConfig.audio_pad_token_id 1 0 0
attr KyutaiSpeechToTextConfig.codebook_vocab_size 1 0 0
attr KyutaiSpeechToTextConfig.vocab_size 1 0 0
attr KyutaiSpeechToTextConfig.max_position_embeddings 1 0 0
attr KyutaiSpeechToTextConfig.hidden_size 1 0 0
attr KyutaiSpeechToTextConfig.ffn_dim 1 0 0
attr KyutaiSpeechToTextConfig.num_hidden_layers 1 0 0
attr KyutaiSpeechToTextConfig.num_attention_heads 1 0 0
attr KyutaiSpeechToTextConfig.num_key_value_heads 1 0 0
attr KyutaiSpeechToTextConfig.hidden_act 1 0 0
attr KyutaiSpeechToTextConfig.initializer_range 1 0 0
attr KyutaiSpeechToTextConfig.rms_norm_eps 1 0 0
attr KyutaiSpeechToTextConfig.use_cache 1 0 0
attr KyutaiSpeechToTextConfig.attention_dropout 1 0 0
attr KyutaiSpeechToTextConfig.head_dim 1 0 0
attr KyutaiSpeechToTextConfig.sliding_window 1 0 0
attr KyutaiSpeechToTextConfig.rope_parameters 1 0 0
attr KyutaiSpeechToTextConfig.pad_token_id 1 0 0
attr KyutaiSpeechToTextConfig.bos_token_id 1 0 0
attr KyutaiSpeechToTextConfig.eos_token_id 1 0 0
attr KyutaiSpeechToTextConfig.tie_word_embeddings 1 0 0
attr KyutaiSpeechToTextConfig.codec_config 1 0 0

transformers.models.kyutai_speech_to_text.feature_extraction_kyutai_speech_to_text (6 missing, 0 any)

Symbol Typable Typed Any
meth KyutaiSpeechToTextFeatureExtractor.init 9 7 0
attr KyutaiSpeechToTextFeatureExtractor.chunk_length_s 1 0 0
attr KyutaiSpeechToTextFeatureExtractor.overlap 1 0 0
attr KyutaiSpeechToTextFeatureExtractor.audio_delay_seconds 1 0 0
attr KyutaiSpeechToTextFeatureExtractor.audio_silence_prefix_seconds 1 0 0

transformers.models.kyutai_speech_to_text.modeling_kyutai_speech_to_text (32 missing, 0 any)

Symbol Typable Typed Any
meth KyutaiSpeechToTextPreTrainedModel._init_weights 2 0 0
meth KyutaiSpeechToTextModel.init 2 0 0
meth KyutaiSpeechToTextModel.forward 12 11 0
attr KyutaiSpeechToTextModel.padding_idx 1 0 0
attr KyutaiSpeechToTextModel.vocab_size 1 0 0
attr KyutaiSpeechToTextModel.embed_tokens 1 0 0
attr KyutaiSpeechToTextModel.layers 1 0 0
attr KyutaiSpeechToTextModel.norm 1 0 0
attr KyutaiSpeechToTextModel.gradient_checkpointing 1 0 0
meth KyutaiSpeechToTextForConditionalGeneration.init 2 0 0
meth KyutaiSpeechToTextForConditionalGeneration._prepare_generation_config 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.prepare_inputs_for_generation 10 7 0
meth KyutaiSpeechToTextForConditionalGeneration.from_pretrained 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.save_pretrained 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.generate 3 0 0
attr KyutaiSpeechToTextForConditionalGeneration.model 1 0 0
attr KyutaiSpeechToTextForConditionalGeneration.vocab_size 1 0 0
attr KyutaiSpeechToTextForConditionalGeneration.lm_head 1 0 0
attr KyutaiSpeechToTextForConditionalGeneration.codec_model 1 0 0

transformers.models.kyutai_speech_to_text.modular_kyutai_speech_to_text (29 missing, 0 any)

Symbol Typable Typed Any
meth KyutaiSpeechToTextPreTrainedModel._init_weights 2 0 0
meth KyutaiSpeechToTextModel.init 2 0 0
attr KyutaiSpeechToTextModel.embed_tokens 1 0 0
meth KyutaiSpeechToTextForConditionalGeneration.init 2 0 0
meth KyutaiSpeechToTextForConditionalGeneration.forward 2 0 0
meth KyutaiSpeechToTextForConditionalGeneration._prepare_generation_config 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.prepare_inputs_for_generation 10 7 0
meth KyutaiSpeechToTextForConditionalGeneration.from_pretrained 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.save_pretrained 3 0 0
meth KyutaiSpeechToTextForConditionalGeneration.generate 3 0 0
attr KyutaiSpeechToTextForConditionalGeneration.codec_model 1 0 0
meth KyutaiSpeechToTextFeatureExtractor.init 4 2 0
attr KyutaiSpeechToTextFeatureExtractor.audio_delay_seconds 1 0 0
attr KyutaiSpeechToTextFeatureExtractor.audio_silence_prefix_seconds 1 0 0

transformers.models.kyutai_speech_to_text.processing_kyutai_speech_to_text (3 missing, 0 any)

Symbol Typable Typed Any
meth KyutaiSpeechToTextProcessor.init 3 0 0

transformers.models.lasr.configuration_lasr (66 missing, 0 any)

Symbol Typable Typed Any
meth LasrCTCConfig.init 7 1 0
meth LasrCTCConfig.from_encoder_config 3 1 0
prop LasrCTCConfig.inputs_to_logits_ratio 1 0 0
attr LasrCTCConfig.vocab_size 1 0 0
attr LasrCTCConfig.ctc_loss_reduction 1 0 0
attr LasrCTCConfig.ctc_zero_infinity 1 0 0
attr LasrCTCConfig.encoder_config 1 0 0
attr LasrCTCConfig.initializer_range 1 0 0
attr LasrCTCConfig.pad_token_id 1 0 0
meth LasrEncoderConfig.init 26 0 0
attr LasrEncoderConfig.rope_parameters 1 0 0
attr LasrEncoderConfig.layer_norm_eps 1 0 0
attr LasrEncoderConfig.feed_forward_residual_weights 1 0 0
attr LasrEncoderConfig.conv_residual_weights 1 0 0
attr LasrEncoderConfig.batch_norm_momentum 1 0 0
attr LasrEncoderConfig.hidden_size 1 0 0
attr LasrEncoderConfig.num_hidden_layers 1 0 0
attr LasrEncoderConfig.num_attention_heads 1 0 0
attr LasrEncoderConfig.num_key_value_heads 1 0 0
attr LasrEncoderConfig.intermediate_size 1 0 0
attr LasrEncoderConfig.hidden_act 1 0 0
attr LasrEncoderConfig.attention_bias 1 0 0
attr LasrEncoderConfig.convolution_bias 1 0 0
attr LasrEncoderConfig.conv_kernel_size 1 0 0
attr LasrEncoderConfig.subsampling_conv_kernel_size 1 0 0
attr LasrEncoderConfig.subsampling_conv_stride 1 0 0
attr LasrEncoderConfig.subsampling_conv_channels 1 0 0
attr LasrEncoderConfig.num_mel_bins 1 0 0
attr LasrEncoderConfig.dropout 1 0 0
attr LasrEncoderConfig.dropout_positions 1 0 0
attr LasrEncoderConfig.layerdrop 1 0 0
attr LasrEncoderConfig.activation_dropout 1 0 0
attr LasrEncoderConfig.attention_dropout 1 0 0
attr LasrEncoderConfig.max_position_embeddings 1 0 0
attr LasrEncoderConfig.initializer_range 1 0 0

transformers.models.lasr.feature_extraction_lasr (16 missing, 0 any)

Symbol Typable Typed Any
meth LasrFeatureExtractor.init 8 0 0
meth LasrFeatureExtractor._torch_extract_fbank_features 3 0 0
meth LasrFeatureExtractor.call 13 12 0
attr LasrFeatureExtractor.hop_length 1 0 0
attr LasrFeatureExtractor.n_fft 1 0 0
attr LasrFeatureExtractor.win_length 1 0 0
attr LasrFeatureExtractor.mel_filters 1 0 0

transformers.models.lasr.modeling_lasr (16 missing, 0 any)

Symbol Typable Typed Any
meth LasrPreTrainedModel._init_weights 2 0 0
meth LasrPreTrainedModel._get_subsampling_output_length 2 1 0
meth LasrPreTrainedModel._get_output_attention_mask 3 2 0
meth LasrEncoder.init 2 1 0
attr LasrEncoder.gradient_checkpointing 1 0 0
attr LasrEncoder.dropout 1 0 0
attr LasrEncoder.dropout_positions 1 0 0
attr LasrEncoder.layerdrop 1 0 0
attr LasrEncoder.subsampler 1 0 0
attr LasrEncoder.rotary_emb 1 0 0
attr LasrEncoder.layers 1 0 0
attr LasrEncoder.out_norm 1 0 0
meth LasrForCTC.init 2 1 0
attr LasrForCTC.encoder 1 0 0
attr LasrForCTC.ctc_head 1 0 0

transformers.models.lasr.modular_lasr (63 missing, 0 any)

Symbol Typable Typed Any
meth LasrCTCConfig.init 7 1 0
prop LasrCTCConfig.inputs_to_logits_ratio 1 0 0
meth LasrPreTrainedModel._init_weights 2 0 0
meth LasrPreTrainedModel._get_subsampling_output_length 2 1 0
meth LasrEncoder.init 2 1 0
attr LasrEncoder.gradient_checkpointing 1 0 0
attr LasrEncoder.dropout 1 0 0
attr LasrEncoder.dropout_positions 1 0 0
attr LasrEncoder.layerdrop 1 0 0
attr LasrEncoder.subsampler 1 0 0
attr LasrEncoder.rotary_emb 1 0 0
attr LasrEncoder.layers 1 0 0
attr LasrEncoder.out_norm 1 0 0
meth LasrEncoderConfig.init 26 0 0
attr LasrEncoderConfig.rope_parameters 1 0 0
attr LasrEncoderConfig.layer_norm_eps 1 0 0
attr LasrEncoderConfig.feed_forward_residual_weights 1 0 0
attr LasrEncoderConfig.conv_residual_weights 1 0 0
attr LasrEncoderConfig.batch_norm_momentum 1 0 0
meth LasrForCTC.generate 2 0 0
meth LasrTokenizer.init 10 0 0
meth LasrTokenizer._decode 6 5 0

transformers.models.lasr.processing_lasr (5 missing, 0 any)

Symbol Typable Typed Any
meth LasrProcessor.init 3 0 0
meth LasrProcessor.call 5 4 0
prop LasrProcessor.model_input_names 1 0 0

transformers.models.lasr.tokenization_lasr (13 missing, 0 any)

Symbol Typable Typed Any
meth LasrTokenizer.init 10 0 0
meth LasrTokenizer.get_sentinel_tokens 1 0 0
meth LasrTokenizer.get_sentinel_token_ids 1 0 0
meth LasrTokenizer._decode 6 5 0

transformers.models.layoutlm.configuration_layoutlm (38 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMConfig.init 20 0 0
attr LayoutLMConfig.pad_token_id 1 0 0
attr LayoutLMConfig.eos_token_id 1 0 0
attr LayoutLMConfig.bos_token_id 1 0 0
attr LayoutLMConfig.vocab_size 1 0 0
attr LayoutLMConfig.hidden_size 1 0 0
attr LayoutLMConfig.num_hidden_layers 1 0 0
attr LayoutLMConfig.num_attention_heads 1 0 0
attr LayoutLMConfig.hidden_act 1 0 0
attr LayoutLMConfig.intermediate_size 1 0 0
attr LayoutLMConfig.hidden_dropout_prob 1 0 0
attr LayoutLMConfig.attention_probs_dropout_prob 1 0 0
attr LayoutLMConfig.max_position_embeddings 1 0 0
attr LayoutLMConfig.type_vocab_size 1 0 0
attr LayoutLMConfig.initializer_range 1 0 0
attr LayoutLMConfig.layer_norm_eps 1 0 0
attr LayoutLMConfig.use_cache 1 0 0
attr LayoutLMConfig.max_2d_position_embeddings 1 0 0
attr LayoutLMConfig.tie_word_embeddings 1 0 0

transformers.models.layoutlm.modeling_layoutlm (44 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMModel.init 2 0 0
meth LayoutLMModel.get_input_embeddings 1 0 0
meth LayoutLMModel.set_input_embeddings 2 0 0
meth LayoutLMModel.forward 11 10 0
attr LayoutLMModel.embeddings 1 0 0
attr LayoutLMModel.encoder 1 0 0
attr LayoutLMModel.pooler 1 0 0
meth LayoutLMForSequenceClassification.init 2 0 0
meth LayoutLMForSequenceClassification.get_input_embeddings 1 0 0
meth LayoutLMForSequenceClassification.forward 12 11 0
attr LayoutLMForSequenceClassification.num_labels 1 0 0
attr LayoutLMForSequenceClassification.layoutlm 1 0 0
attr LayoutLMForSequenceClassification.dropout 1 0 0
attr LayoutLMForSequenceClassification.classifier 1 0 0
meth LayoutLMForTokenClassification.init 2 0 0
meth LayoutLMForTokenClassification.get_input_embeddings 1 0 0
meth LayoutLMForTokenClassification.forward 12 11 0
attr LayoutLMForTokenClassification.num_labels 1 0 0
attr LayoutLMForTokenClassification.layoutlm 1 0 0
attr LayoutLMForTokenClassification.dropout 1 0 0
attr LayoutLMForTokenClassification.classifier 1 0 0
meth LayoutLMPreTrainedModel._init_weights 2 0 0
meth LayoutLMForMaskedLM.init 2 0 0
meth LayoutLMForMaskedLM.get_input_embeddings 1 0 0
meth LayoutLMForMaskedLM.get_output_embeddings 1 0 0
meth LayoutLMForMaskedLM.set_output_embeddings 2 0 0
meth LayoutLMForMaskedLM.forward 12 11 0
attr LayoutLMForMaskedLM.layoutlm 1 0 0
attr LayoutLMForMaskedLM.cls 1 0 0
meth LayoutLMForQuestionAnswering.init 3 0 0
meth LayoutLMForQuestionAnswering.get_input_embeddings 1 0 0
meth LayoutLMForQuestionAnswering.forward 13 12 0
attr LayoutLMForQuestionAnswering.num_labels 1 0 0
attr LayoutLMForQuestionAnswering.layoutlm 1 0 0
attr LayoutLMForQuestionAnswering.qa_outputs 1 0 0

transformers.models.layoutlmv2.configuration_layoutlmv2 (58 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2Config.init 29 0 0
meth LayoutLMv2Config.get_default_detectron2_config 1 0 0
meth LayoutLMv2Config.get_detectron2_config 1 0 0
attr LayoutLMv2Config.vocab_size 1 0 0
attr LayoutLMv2Config.hidden_size 1 0 0
attr LayoutLMv2Config.num_hidden_layers 1 0 0
attr LayoutLMv2Config.num_attention_heads 1 0 0
attr LayoutLMv2Config.intermediate_size 1 0 0
attr LayoutLMv2Config.hidden_act 1 0 0
attr LayoutLMv2Config.hidden_dropout_prob 1 0 0
attr LayoutLMv2Config.attention_probs_dropout_prob 1 0 0
attr LayoutLMv2Config.max_position_embeddings 1 0 0
attr LayoutLMv2Config.type_vocab_size 1 0 0
attr LayoutLMv2Config.initializer_range 1 0 0
attr LayoutLMv2Config.layer_norm_eps 1 0 0
attr LayoutLMv2Config.pad_token_id 1 0 0
attr LayoutLMv2Config.max_2d_position_embeddings 1 0 0
attr LayoutLMv2Config.max_rel_pos 1 0 0
attr LayoutLMv2Config.rel_pos_bins 1 0 0
attr LayoutLMv2Config.fast_qkv 1 0 0
attr LayoutLMv2Config.max_rel_2d_pos 1 0 0
attr LayoutLMv2Config.rel_2d_pos_bins 1 0 0
attr LayoutLMv2Config.convert_sync_batchnorm 1 0 0
attr LayoutLMv2Config.image_feature_pool_shape 1 0 0
attr LayoutLMv2Config.coordinate_size 1 0 0
attr LayoutLMv2Config.shape_size 1 0 0
attr LayoutLMv2Config.has_relative_attention_bias 1 0 0
attr LayoutLMv2Config.has_spatial_attention_bias 1 0 0
attr LayoutLMv2Config.has_visual_segment_embedding 1 0 0
attr LayoutLMv2Config.detectron2_config_args 1 0 0

transformers.models.layoutlmv2.image_processing_layoutlmv2 (8 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2ImageProcessor.init 8 7 0
meth LayoutLMv2ImageProcessor.resize 7 6 0
attr LayoutLMv2ImageProcessor.do_resize 1 0 0
attr LayoutLMv2ImageProcessor.size 1 0 0
attr LayoutLMv2ImageProcessor.resample 1 0 0
attr LayoutLMv2ImageProcessor.apply_ocr 1 0 0
attr LayoutLMv2ImageProcessor.ocr_lang 1 0 0
attr LayoutLMv2ImageProcessor.tesseract_config 1 0 0

transformers.models.layoutlmv2.image_processing_layoutlmv2_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2ImageProcessorFast.init 2 1 0
meth LayoutLMv2ImageProcessorFast._preprocess 11 10 0

transformers.models.layoutlmv2.modeling_layoutlmv2 (74 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2ForSequenceClassification.init 2 0 0
meth LayoutLMv2ForSequenceClassification.get_input_embeddings 1 0 0
meth LayoutLMv2ForSequenceClassification.forward 13 12 0
attr LayoutLMv2ForSequenceClassification.num_labels 1 0 0
attr LayoutLMv2ForSequenceClassification.layoutlmv2 1 0 0
attr LayoutLMv2ForSequenceClassification.dropout 1 0 0
attr LayoutLMv2ForSequenceClassification.classifier 1 0 0
meth LayoutLMv2ForQuestionAnswering.init 3 0 0
meth LayoutLMv2ForQuestionAnswering.get_input_embeddings 1 0 0
meth LayoutLMv2ForQuestionAnswering.forward 14 13 0
attr LayoutLMv2ForQuestionAnswering.num_labels 1 0 0
attr LayoutLMv2ForQuestionAnswering.layoutlmv2 1 0 0
attr LayoutLMv2ForQuestionAnswering.qa_outputs 1 0 0
meth LayoutLMv2ForTokenClassification.init 2 0 0
meth LayoutLMv2ForTokenClassification.get_input_embeddings 1 0 0
meth LayoutLMv2ForTokenClassification.forward 13 12 0
attr LayoutLMv2ForTokenClassification.num_labels 1 0 0
attr LayoutLMv2ForTokenClassification.layoutlmv2 1 0 0
attr LayoutLMv2ForTokenClassification.dropout 1 0 0
attr LayoutLMv2ForTokenClassification.classifier 1 0 0
meth LayoutLMv2PreTrainedModel._init_weights 2 0 0
meth LayoutLMv2Layer.init 2 0 0
meth LayoutLMv2Layer.forward 6 0 0
meth LayoutLMv2Layer.feed_forward_chunk 2 0 0
attr LayoutLMv2Layer.chunk_size_feed_forward 1 0 0
attr LayoutLMv2Layer.seq_len_dim 1 0 0
attr LayoutLMv2Layer.attention 1 0 0
attr LayoutLMv2Layer.intermediate 1 0 0
attr LayoutLMv2Layer.output 1 0 0
meth LayoutLMv2Model.init 2 0 0
meth LayoutLMv2Model.get_input_embeddings 1 0 0
meth LayoutLMv2Model.set_input_embeddings 2 0 0
meth LayoutLMv2Model._calc_text_embeddings 6 0 0
meth LayoutLMv2Model._calc_img_embeddings 4 0 0
meth LayoutLMv2Model._calc_visual_bbox 5 0 0
meth LayoutLMv2Model._get_input_shape 3 0 0
meth LayoutLMv2Model.forward 12 11 0
attr LayoutLMv2Model.has_visual_segment_embedding 1 0 0
attr LayoutLMv2Model.embeddings 1 0 0
attr LayoutLMv2Model.visual 1 0 0
attr LayoutLMv2Model.visual_proj 1 0 0
attr LayoutLMv2Model.visual_LayerNorm 1 0 0
attr LayoutLMv2Model.visual_dropout 1 0 0
attr LayoutLMv2Model.encoder 1 0 0
attr LayoutLMv2Model.pooler 1 0 0
attr LayoutLMv2Model.visual_segment_embedding 1 0 0

transformers.models.layoutlmv2.processing_layoutlmv2 (10 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2Processor.init 4 0 0
meth LayoutLMv2Processor.call 21 19 0
meth LayoutLMv2Processor.get_overflowing_images 3 0 0
prop LayoutLMv2Processor.model_input_names 1 0 0

transformers.models.layoutlmv2.tokenization_layoutlmv2 (30 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2Tokenizer.init 17 1 0
meth LayoutLMv2Tokenizer.call 21 20 0
meth LayoutLMv2Tokenizer.batch_encode_plus 21 20 0
meth LayoutLMv2Tokenizer.tokenize 5 4 0
meth LayoutLMv2Tokenizer.encode_plus 21 20 0
meth LayoutLMv2Tokenizer._encode_plus 21 20 0
meth LayoutLMv2Tokenizer.build_inputs_with_special_tokens 3 0 0
attr LayoutLMv2Tokenizer.do_lower_case 1 0 0
attr LayoutLMv2Tokenizer.cls_token_box 1 0 0
attr LayoutLMv2Tokenizer.sep_token_box 1 0 0
attr LayoutLMv2Tokenizer.pad_token_box 1 0 0
attr LayoutLMv2Tokenizer.pad_token_label 1 0 0
attr LayoutLMv2Tokenizer.only_label_first_subword 1 0 0

transformers.models.layoutlmv3.configuration_layoutlmv3 (62 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3Config.init 32 0 0
attr LayoutLMv3Config.vocab_size 1 0 0
attr LayoutLMv3Config.hidden_size 1 0 0
attr LayoutLMv3Config.num_hidden_layers 1 0 0
attr LayoutLMv3Config.num_attention_heads 1 0 0
attr LayoutLMv3Config.intermediate_size 1 0 0
attr LayoutLMv3Config.hidden_act 1 0 0
attr LayoutLMv3Config.hidden_dropout_prob 1 0 0
attr LayoutLMv3Config.attention_probs_dropout_prob 1 0 0
attr LayoutLMv3Config.max_position_embeddings 1 0 0
attr LayoutLMv3Config.type_vocab_size 1 0 0
attr LayoutLMv3Config.initializer_range 1 0 0
attr LayoutLMv3Config.layer_norm_eps 1 0 0
attr LayoutLMv3Config.pad_token_id 1 0 0
attr LayoutLMv3Config.bos_token_id 1 0 0
attr LayoutLMv3Config.eos_token_id 1 0 0
attr LayoutLMv3Config.max_2d_position_embeddings 1 0 0
attr LayoutLMv3Config.coordinate_size 1 0 0
attr LayoutLMv3Config.shape_size 1 0 0
attr LayoutLMv3Config.has_relative_attention_bias 1 0 0
attr LayoutLMv3Config.rel_pos_bins 1 0 0
attr LayoutLMv3Config.max_rel_pos 1 0 0
attr LayoutLMv3Config.has_spatial_attention_bias 1 0 0
attr LayoutLMv3Config.rel_2d_pos_bins 1 0 0
attr LayoutLMv3Config.max_rel_2d_pos 1 0 0
attr LayoutLMv3Config.text_embed 1 0 0
attr LayoutLMv3Config.visual_embed 1 0 0
attr LayoutLMv3Config.input_size 1 0 0
attr LayoutLMv3Config.num_channels 1 0 0
attr LayoutLMv3Config.patch_size 1 0 0
attr LayoutLMv3Config.classifier_dropout 1 0 0

transformers.models.layoutlmv3.image_processing_layoutlmv3 (14 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3ImageProcessor.init 13 12 0
meth LayoutLMv3ImageProcessor.resize 7 6 0
meth LayoutLMv3ImageProcessor.preprocess 16 15 0
attr LayoutLMv3ImageProcessor.do_resize 1 0 0
attr LayoutLMv3ImageProcessor.size 1 0 0
attr LayoutLMv3ImageProcessor.resample 1 0 0
attr LayoutLMv3ImageProcessor.do_rescale 1 0 0
attr LayoutLMv3ImageProcessor.rescale_factor 1 0 0
attr LayoutLMv3ImageProcessor.do_normalize 1 0 0
attr LayoutLMv3ImageProcessor.image_mean 1 0 0
attr LayoutLMv3ImageProcessor.image_std 1 0 0
attr LayoutLMv3ImageProcessor.apply_ocr 1 0 0
attr LayoutLMv3ImageProcessor.ocr_lang 1 0 0
attr LayoutLMv3ImageProcessor.tesseract_config 1 0 0

transformers.models.layoutlmv3.image_processing_layoutlmv3_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3ImageProcessorFast.init 2 1 0
meth LayoutLMv3ImageProcessorFast._preprocess 18 17 0

transformers.models.layoutlmv3.modeling_layoutlmv3 (55 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3ForSequenceClassification.init 2 0 0
meth LayoutLMv3ForSequenceClassification.get_input_embeddings 1 0 0
meth LayoutLMv3ForSequenceClassification.set_input_embeddings 2 0 0
meth LayoutLMv3ForSequenceClassification.forward 13 12 0
attr LayoutLMv3ForSequenceClassification.num_labels 1 0 0
attr LayoutLMv3ForSequenceClassification.layoutlmv3 1 0 0
attr LayoutLMv3ForSequenceClassification.classifier 1 0 0
meth LayoutLMv3ForTokenClassification.init 2 0 0
meth LayoutLMv3ForTokenClassification.get_input_embeddings 1 0 0
meth LayoutLMv3ForTokenClassification.set_input_embeddings 2 0 0
meth LayoutLMv3ForTokenClassification.forward 13 12 0
attr LayoutLMv3ForTokenClassification.num_labels 1 0 0
attr LayoutLMv3ForTokenClassification.layoutlmv3 1 0 0
attr LayoutLMv3ForTokenClassification.dropout 1 0 0
attr LayoutLMv3ForTokenClassification.classifier 1 0 0
meth LayoutLMv3PreTrainedModel._init_weights 2 0 0
meth LayoutLMv3ForQuestionAnswering.init 2 0 0
meth LayoutLMv3ForQuestionAnswering.get_input_embeddings 1 0 0
meth LayoutLMv3ForQuestionAnswering.set_input_embeddings 2 0 0
meth LayoutLMv3ForQuestionAnswering.forward 14 13 0
attr LayoutLMv3ForQuestionAnswering.num_labels 1 0 0
attr LayoutLMv3ForQuestionAnswering.layoutlmv3 1 0 0
attr LayoutLMv3ForQuestionAnswering.qa_outputs 1 0 0
meth LayoutLMv3Model.init 2 0 0
meth LayoutLMv3Model.get_input_embeddings 1 0 0
meth LayoutLMv3Model.set_input_embeddings 2 0 0
meth LayoutLMv3Model.create_visual_bbox 3 0 0
meth LayoutLMv3Model.calculate_visual_bbox 4 0 0
meth LayoutLMv3Model.forward_image 2 0 0
meth LayoutLMv3Model.forward 12 11 0
attr LayoutLMv3Model.encoder 1 0 0
attr LayoutLMv3Model.embeddings 1 0 0
attr LayoutLMv3Model.patch_embed 1 0 0
attr LayoutLMv3Model.size 1 0 0
attr LayoutLMv3Model.cls_token 1 0 0
attr LayoutLMv3Model.pos_embed 1 0 0
attr LayoutLMv3Model.pos_drop 1 0 0
attr LayoutLMv3Model.LayerNorm 1 0 0
attr LayoutLMv3Model.dropout 1 0 0
attr LayoutLMv3Model.norm 1 0 0

transformers.models.layoutlmv3.processing_layoutlmv3 (10 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3Processor.init 4 0 0
meth LayoutLMv3Processor.call 21 19 0
meth LayoutLMv3Processor.get_overflowing_images 3 0 0
prop LayoutLMv3Processor.model_input_names 1 0 0

transformers.models.layoutlmv3.tokenization_layoutlmv3 (30 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv3Tokenizer.init 18 2 0
meth LayoutLMv3Tokenizer.call 21 20 0
meth LayoutLMv3Tokenizer.batch_encode_plus 21 20 0
meth LayoutLMv3Tokenizer.tokenize 5 4 0
meth LayoutLMv3Tokenizer.encode_plus 21 20 0
meth LayoutLMv3Tokenizer._encode_plus 21 20 0
meth LayoutLMv3Tokenizer.build_inputs_with_special_tokens 3 0 0
attr LayoutLMv3Tokenizer.add_prefix_space 1 0 0
attr LayoutLMv3Tokenizer.cls_token_box 1 0 0
attr LayoutLMv3Tokenizer.sep_token_box 1 0 0
attr LayoutLMv3Tokenizer.pad_token_box 1 0 0
attr LayoutLMv3Tokenizer.pad_token_label 1 0 0
attr LayoutLMv3Tokenizer.only_label_first_subword 1 0 0

transformers.models.layoutxlm.configuration_layoutxlm (58 missing, 0 any)

Symbol Typable Typed Any
meth LayoutXLMConfig.init 29 0 0
meth LayoutXLMConfig.get_default_detectron2_config 1 0 0
meth LayoutXLMConfig.get_detectron2_config 1 0 0
attr LayoutXLMConfig.vocab_size 1 0 0
attr LayoutXLMConfig.hidden_size 1 0 0
attr LayoutXLMConfig.num_hidden_layers 1 0 0
attr LayoutXLMConfig.num_attention_heads 1 0 0
attr LayoutXLMConfig.intermediate_size 1 0 0
attr LayoutXLMConfig.hidden_act 1 0 0
attr LayoutXLMConfig.hidden_dropout_prob 1 0 0
attr LayoutXLMConfig.attention_probs_dropout_prob 1 0 0
attr LayoutXLMConfig.max_position_embeddings 1 0 0
attr LayoutXLMConfig.type_vocab_size 1 0 0
attr LayoutXLMConfig.initializer_range 1 0 0
attr LayoutXLMConfig.layer_norm_eps 1 0 0
attr LayoutXLMConfig.pad_token_id 1 0 0
attr LayoutXLMConfig.max_2d_position_embeddings 1 0 0
attr LayoutXLMConfig.max_rel_pos 1 0 0
attr LayoutXLMConfig.rel_pos_bins 1 0 0
attr LayoutXLMConfig.fast_qkv 1 0 0
attr LayoutXLMConfig.max_rel_2d_pos 1 0 0
attr LayoutXLMConfig.rel_2d_pos_bins 1 0 0
attr LayoutXLMConfig.convert_sync_batchnorm 1 0 0
attr LayoutXLMConfig.image_feature_pool_shape 1 0 0
attr LayoutXLMConfig.coordinate_size 1 0 0
attr LayoutXLMConfig.shape_size 1 0 0
attr LayoutXLMConfig.has_relative_attention_bias 1 0 0
attr LayoutXLMConfig.has_spatial_attention_bias 1 0 0
attr LayoutXLMConfig.has_visual_segment_embedding 1 0 0
attr LayoutXLMConfig.detectron2_config_args 1 0 0

transformers.models.layoutxlm.processing_layoutxlm (10 missing, 0 any)

Symbol Typable Typed Any
meth LayoutXLMProcessor.init 4 0 0
meth LayoutXLMProcessor.call 21 19 0
meth LayoutXLMProcessor.get_overflowing_images 3 0 0
prop LayoutXLMProcessor.model_input_names 1 0 0

transformers.models.layoutxlm.tokenization_layoutxlm (27 missing, 0 any)

Symbol Typable Typed Any
meth LayoutXLMTokenizer.init 16 1 0
meth LayoutXLMTokenizer.encode_plus 21 20 0
meth LayoutXLMTokenizer.batch_encode_plus 21 20 0
meth LayoutXLMTokenizer.call 21 20 0
meth LayoutXLMTokenizer.tokenize 5 4 0
meth LayoutXLMTokenizer._batch_encode_plus 21 20 0
meth LayoutXLMTokenizer._encode_plus 21 20 0
attr LayoutXLMTokenizer.add_prefix_space 1 0 0
attr LayoutXLMTokenizer.cls_token_box 1 0 0
attr LayoutXLMTokenizer.sep_token_box 1 0 0
attr LayoutXLMTokenizer.pad_token_box 1 0 0
attr LayoutXLMTokenizer.pad_token_label 1 0 0
attr LayoutXLMTokenizer.only_label_first_subword 1 0 0

transformers.models.led.configuration_led (52 missing, 0 any)

Symbol Typable Typed Any
meth LEDConfig.init 28 2 0
attr LEDConfig.vocab_size 1 0 0
attr LEDConfig.max_encoder_position_embeddings 1 0 0
attr LEDConfig.max_decoder_position_embeddings 1 0 0
attr LEDConfig.d_model 1 0 0
attr LEDConfig.encoder_ffn_dim 1 0 0
attr LEDConfig.encoder_layers 1 0 0
attr LEDConfig.encoder_attention_heads 1 0 0
attr LEDConfig.decoder_ffn_dim 1 0 0
attr LEDConfig.decoder_layers 1 0 0
attr LEDConfig.decoder_attention_heads 1 0 0
attr LEDConfig.dropout 1 0 0
attr LEDConfig.attention_dropout 1 0 0
attr LEDConfig.activation_dropout 1 0 0
attr LEDConfig.activation_function 1 0 0
attr LEDConfig.init_std 1 0 0
attr LEDConfig.encoder_layerdrop 1 0 0
attr LEDConfig.decoder_layerdrop 1 0 0
attr LEDConfig.classifier_dropout 1 0 0
attr LEDConfig.use_cache 1 0 0
attr LEDConfig.num_hidden_layers 1 0 0
attr LEDConfig.attention_window 1 0 0
attr LEDConfig.pad_token_id 1 0 0
attr LEDConfig.bos_token_id 1 0 0
attr LEDConfig.eos_token_id 1 0 0
attr LEDConfig.decoder_start_token_id 1 0 0
attr LEDConfig.tie_word_embeddings 1 0 0

transformers.models.led.modeling_led (22 missing, 0 any)

Symbol Typable Typed Any
meth LEDForQuestionAnswering.init 2 0 0
meth LEDForQuestionAnswering.forward 16 15 0
attr LEDForQuestionAnswering.num_labels 1 0 0
attr LEDForQuestionAnswering.led 1 0 0
attr LEDForQuestionAnswering.qa_outputs 1 0 0
meth LEDPreTrainedModel._init_weights 2 0 0
prop LEDPreTrainedModel.dummy_inputs 1 0 0
meth LEDForConditionalGeneration.init 2 1 0
meth LEDForConditionalGeneration.forward 17 16 0
meth LEDForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr LEDForConditionalGeneration.led 1 0 0
attr LEDForConditionalGeneration.lm_head 1 0 0
meth LEDModel.init 2 1 0
meth LEDModel.get_input_embeddings 1 0 0
meth LEDModel.set_input_embeddings 2 0 0
meth LEDModel.forward 16 15 0
attr LEDModel.shared 1 0 0
attr LEDModel.encoder 1 0 0
attr LEDModel.decoder 1 0 0

transformers.models.levit.configuration_levit (31 missing, 0 any)

Symbol Typable Typed Any
meth LevitConfig.init 16 0 0
attr LevitConfig.image_size 1 0 0
attr LevitConfig.num_channels 1 0 0
attr LevitConfig.kernel_size 1 0 0
attr LevitConfig.stride 1 0 0
attr LevitConfig.padding 1 0 0
attr LevitConfig.hidden_sizes 1 0 0
attr LevitConfig.num_attention_heads 1 0 0
attr LevitConfig.depths 1 0 0
attr LevitConfig.key_dim 1 0 0
attr LevitConfig.drop_path_rate 1 0 0
attr LevitConfig.patch_size 1 0 0
attr LevitConfig.attention_ratio 1 0 0
attr LevitConfig.mlp_ratio 1 0 0
attr LevitConfig.initializer_range 1 0 0
attr LevitConfig.down_ops 1 0 0

transformers.models.levit.image_processing_levit (12 missing, 0 any)

Symbol Typable Typed Any
meth LevitImageProcessor.init 12 11 0
meth LevitImageProcessor.resize 7 6 0
attr LevitImageProcessor.do_resize 1 0 0
attr LevitImageProcessor.size 1 0 0
attr LevitImageProcessor.resample 1 0 0
attr LevitImageProcessor.do_center_crop 1 0 0
attr LevitImageProcessor.crop_size 1 0 0
attr LevitImageProcessor.do_rescale 1 0 0
attr LevitImageProcessor.rescale_factor 1 0 0
attr LevitImageProcessor.do_normalize 1 0 0
attr LevitImageProcessor.image_mean 1 0 0
attr LevitImageProcessor.image_std 1 0 0

transformers.models.levit.image_processing_levit_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth LevitImageProcessorFast.resize 5 4 0

transformers.models.levit.modeling_levit (20 missing, 0 any)

Symbol Typable Typed Any
meth LevitModel.init 2 0 0
meth LevitModel.forward 5 4 0
attr LevitModel.patch_embeddings 1 0 0
attr LevitModel.encoder 1 0 0
meth LevitForImageClassificationWithTeacher.init 2 0 0
meth LevitForImageClassificationWithTeacher.forward 5 4 0
attr LevitForImageClassificationWithTeacher.num_labels 1 0 0
attr LevitForImageClassificationWithTeacher.levit 1 0 0
attr LevitForImageClassificationWithTeacher.classifier 1 0 0
attr LevitForImageClassificationWithTeacher.classifier_distill 1 0 0
meth LevitForImageClassification.init 2 0 0
meth LevitForImageClassification.forward 6 5 0
attr LevitForImageClassification.num_labels 1 0 0
attr LevitForImageClassification.levit 1 0 0
attr LevitForImageClassification.classifier 1 0 0
meth LevitPreTrainedModel._init_weights 2 0 0

transformers.models.lfm2.configuration_lfm2 (23 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2Config.init 24 22 0
attr Lfm2Config.vocab_size 1 0 0
attr Lfm2Config.hidden_size 1 0 0
attr Lfm2Config.num_hidden_layers 1 0 0
attr Lfm2Config.max_position_embeddings 1 0 0
attr Lfm2Config.use_cache 1 0 0
attr Lfm2Config.norm_eps 1 0 0
attr Lfm2Config.initializer_range 1 0 0
attr Lfm2Config.num_attention_heads 1 0 0
attr Lfm2Config.num_key_value_heads 1 0 0
attr Lfm2Config.conv_bias 1 0 0
attr Lfm2Config.conv_L_cache 1 0 0
attr Lfm2Config.intermediate_size 1 0 0
attr Lfm2Config.block_multiple_of 1 0 0
attr Lfm2Config.block_ffn_dim_multiplier 1 0 0
attr Lfm2Config.block_auto_adjust_ff_dim 1 0 0
attr Lfm2Config.layer_types 1 0 0
attr Lfm2Config.rope_parameters 1 0 0
attr Lfm2Config.tie_word_embeddings 1 0 0
attr Lfm2Config.pad_token_id 1 0 0
attr Lfm2Config.bos_token_id 1 0 0
attr Lfm2Config.eos_token_id 1 0 0

transformers.models.lfm2.modeling_lfm2 (13 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2ForCausalLM.init 2 0 0
attr Lfm2ForCausalLM.model 1 0 0
attr Lfm2ForCausalLM.vocab_size 1 0 0
attr Lfm2ForCausalLM.lm_head 1 0 0
meth Lfm2Model.init 2 1 0
attr Lfm2Model.padding_idx 1 0 0
attr Lfm2Model.vocab_size 1 0 0
attr Lfm2Model.embed_tokens 1 0 0
attr Lfm2Model.layers 1 0 0
attr Lfm2Model.rotary_emb 1 0 0
attr Lfm2Model.gradient_checkpointing 1 0 0
attr Lfm2Model.embedding_norm 1 0 0

transformers.models.lfm2.modular_lfm2 (2 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2Model.init 2 1 0
attr Lfm2Model.embedding_norm 1 0 0

transformers.models.lfm2_moe.configuration_lfm2_moe (27 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2MoeConfig.init 27 25 0
attr Lfm2MoeConfig.vocab_size 1 0 0
attr Lfm2MoeConfig.hidden_size 1 0 0
attr Lfm2MoeConfig.intermediate_size 1 0 0
attr Lfm2MoeConfig.num_hidden_layers 1 0 0
attr Lfm2MoeConfig.max_position_embeddings 1 0 0
attr Lfm2MoeConfig.initializer_range 1 0 0
attr Lfm2MoeConfig.use_cache 1 0 0
attr Lfm2MoeConfig.norm_eps 1 0 0
attr Lfm2MoeConfig.num_attention_heads 1 0 0
attr Lfm2MoeConfig.num_key_value_heads 1 0 0
attr Lfm2MoeConfig.conv_bias 1 0 0
attr Lfm2MoeConfig.conv_L_cache 1 0 0
attr Lfm2MoeConfig.num_dense_layers 1 0 0
attr Lfm2MoeConfig.moe_intermediate_size 1 0 0
attr Lfm2MoeConfig.num_experts_per_tok 1 0 0
attr Lfm2MoeConfig.num_experts 1 0 0
attr Lfm2MoeConfig.use_expert_bias 1 0 0
attr Lfm2MoeConfig.routed_scaling_factor 1 0 0
attr Lfm2MoeConfig.norm_topk_prob 1 0 0
attr Lfm2MoeConfig.layer_types 1 0 0
attr Lfm2MoeConfig.rope_parameters 1 0 0
attr Lfm2MoeConfig.tie_word_embeddings 1 0 0
attr Lfm2MoeConfig.pad_token_id 1 0 0
attr Lfm2MoeConfig.bos_token_id 1 0 0
attr Lfm2MoeConfig.eos_token_id 1 0 0

transformers.models.lfm2_moe.modeling_lfm2_moe (15 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2MoeForCausalLM.init 2 0 0
attr Lfm2MoeForCausalLM.model 1 0 0
attr Lfm2MoeForCausalLM.vocab_size 1 0 0
attr Lfm2MoeForCausalLM.lm_head 1 0 0
meth Lfm2MoePreTrainedModel._init_weights 2 0 0
meth Lfm2MoeModel.init 2 1 0
attr Lfm2MoeModel.padding_idx 1 0 0
attr Lfm2MoeModel.vocab_size 1 0 0
attr Lfm2MoeModel.embed_tokens 1 0 0
attr Lfm2MoeModel.layers 1 0 0
attr Lfm2MoeModel.gradient_checkpointing 1 0 0
attr Lfm2MoeModel.pos_emb 1 0 0
attr Lfm2MoeModel.embedding_norm 1 0 0

transformers.models.lfm2_moe.modular_lfm2_moe (5 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2MoePreTrainedModel._init_weights 2 0 0
meth Lfm2MoeModel.init 2 1 0
attr Lfm2MoeModel.pos_emb 1 0 0
attr Lfm2MoeModel.embedding_norm 1 0 0

transformers.models.lfm2_vl.configuration_lfm2_vl (20 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2VlConfig.init 11 0 0
attr Lfm2VlConfig.image_token_id 1 0 0
attr Lfm2VlConfig.projector_hidden_act 1 0 0
attr Lfm2VlConfig.projector_hidden_size 1 0 0
attr Lfm2VlConfig.projector_bias 1 0 0
attr Lfm2VlConfig.projector_use_layernorm 1 0 0
attr Lfm2VlConfig.downsample_factor 1 0 0
attr Lfm2VlConfig.vision_config 1 0 0
attr Lfm2VlConfig.text_config 1 0 0
attr Lfm2VlConfig.tie_word_embeddings 1 0 0

transformers.models.lfm2_vl.image_processing_lfm2_vl_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2VlImageProcessorFast.init 2 1 0
meth Lfm2VlImageProcessorFast.crop_image_to_patches 10 9 0
meth Lfm2VlImageProcessorFast._preprocess 25 24 0
attr Lfm2VlImageProcessorFast.max_num_patches 1 0 0

transformers.models.lfm2_vl.modeling_lfm2_vl (24 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2VlModel.init 2 1 0
meth Lfm2VlModel.get_input_embeddings 1 0 0
meth Lfm2VlModel.set_input_embeddings 2 0 0
meth Lfm2VlModel.get_placeholder_mask 4 3 0
attr Lfm2VlModel.vision_tower 1 0 0
attr Lfm2VlModel.multi_modal_projector 1 0 0
attr Lfm2VlModel.language_model 1 0 0
meth Lfm2VlForConditionalGeneration.init 2 1 0
meth Lfm2VlForConditionalGeneration.get_input_embeddings 1 0 0
meth Lfm2VlForConditionalGeneration.set_input_embeddings 2 0 0
meth Lfm2VlForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr Lfm2VlForConditionalGeneration.model 1 0 0
attr Lfm2VlForConditionalGeneration.lm_head 1 0 0

transformers.models.lfm2_vl.modular_lfm2_vl (2 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2VlModel.init 2 1 0
meth Lfm2VlModel.get_placeholder_mask 4 3 0

transformers.models.lfm2_vl.processing_lfm2_vl (18 missing, 0 any)

Symbol Typable Typed Any
meth Lfm2VlProcessor.init 5 1 0
meth Lfm2VlProcessor.expand_text_with_placeholders 8 7 0
meth Lfm2VlProcessor._get_image_num_tokens 3 2 0
meth Lfm2VlProcessor.batch_decode 3 0 0
meth Lfm2VlProcessor.decode 3 0 0
prop Lfm2VlProcessor.model_input_names 1 0 0
attr Lfm2VlProcessor.image_token 1 0 0
attr Lfm2VlProcessor.image_token_id 1 0 0
attr Lfm2VlProcessor.image_start_token 1 0 0
attr Lfm2VlProcessor.image_end_token 1 0 0
attr Lfm2VlProcessor.image_thumbnail_token 1 0 0

transformers.models.lightglue.configuration_lightglue (20 missing, 0 any)

Symbol Typable Typed Any
meth LightGlueConfig.init 15 10 0
attr LightGlueConfig.trust_remote_code 1 0 0
attr LightGlueConfig.descriptor_dim 1 0 0
attr LightGlueConfig.num_hidden_layers 1 0 0
attr LightGlueConfig.num_attention_heads 1 0 0
attr LightGlueConfig.num_key_value_heads 1 0 0
attr LightGlueConfig.depth_confidence 1 0 0
attr LightGlueConfig.width_confidence 1 0 0
attr LightGlueConfig.filter_threshold 1 0 0
attr LightGlueConfig.initializer_range 1 0 0
attr LightGlueConfig.keypoint_detector_config 1 0 0
attr LightGlueConfig.hidden_size 1 0 0
attr LightGlueConfig.intermediate_size 1 0 0
attr LightGlueConfig.hidden_act 1 0 0
attr LightGlueConfig.attention_dropout 1 0 0
attr LightGlueConfig.attention_bias 1 0 0

transformers.models.lightglue.image_processing_lightglue (13 missing, 0 any)

Symbol Typable Typed Any
meth LightGlueImageProcessor.init 8 7 0
meth LightGlueImageProcessor.resize 6 4 0
meth LightGlueImageProcessor.preprocess 12 10 0
meth LightGlueImageProcessor._get_color 2 0 0
attr LightGlueImageProcessor.do_resize 1 0 0
attr LightGlueImageProcessor.size 1 0 0
attr LightGlueImageProcessor.resample 1 0 0
attr LightGlueImageProcessor.do_rescale 1 0 0
attr LightGlueImageProcessor.rescale_factor 1 0 0
attr LightGlueImageProcessor.do_grayscale 1 0 0

transformers.models.lightglue.image_processing_lightglue_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth LightGlueImageProcessorFast.init 2 1 0
meth LightGlueImageProcessorFast._prepare_images_structure 3 2 0
meth LightGlueImageProcessorFast._preprocess 11 10 0
meth LightGlueImageProcessorFast.visualize_keypoint_matching 3 2 0
meth LightGlueImageProcessorFast._get_color 2 0 0

transformers.models.lightglue.modeling_lightglue (26 missing, 0 any)

Symbol Typable Typed Any
meth LightGlueForKeypointMatching.init 2 1 0
meth LightGlueForKeypointMatching._get_keypoint_matching 5 0 0
meth LightGlueForKeypointMatching._do_layer_keypoint_pruning 8 7 0
meth LightGlueForKeypointMatching._concat_early_stopped_outputs 6 0 0
meth LightGlueForKeypointMatching.forward 6 5 0
attr LightGlueForKeypointMatching.keypoint_detector 1 0 0
attr LightGlueForKeypointMatching.keypoint_detector_descriptor_dim 1 0 0
attr LightGlueForKeypointMatching.descriptor_dim 1 0 0
attr LightGlueForKeypointMatching.num_layers 1 0 0
attr LightGlueForKeypointMatching.filter_threshold 1 0 0
attr LightGlueForKeypointMatching.depth_confidence 1 0 0
attr LightGlueForKeypointMatching.width_confidence 1 0 0
attr LightGlueForKeypointMatching.positional_encoder 1 0 0
attr LightGlueForKeypointMatching.transformer_layers 1 0 0
attr LightGlueForKeypointMatching.match_assignment_layers 1 0 0
attr LightGlueForKeypointMatching.token_confidence 1 0 0
attr LightGlueForKeypointMatching.input_projection 1 0 0

transformers.models.lightglue.modular_lightglue (46 missing, 0 any)

Symbol Typable Typed Any
meth LightGlueForKeypointMatching.init 2 1 0
meth LightGlueForKeypointMatching._get_keypoint_matching 5 0 0
meth LightGlueForKeypointMatching._do_layer_keypoint_pruning 8 7 0
meth LightGlueForKeypointMatching._concat_early_stopped_outputs 6 0 0
meth LightGlueForKeypointMatching.forward 6 5 0
attr LightGlueForKeypointMatching.keypoint_detector 1 0 0
attr LightGlueForKeypointMatching.keypoint_detector_descriptor_dim 1 0 0
attr LightGlueForKeypointMatching.descriptor_dim 1 0 0
attr LightGlueForKeypointMatching.num_layers 1 0 0
attr LightGlueForKeypointMatching.filter_threshold 1 0 0
attr LightGlueForKeypointMatching.depth_confidence 1 0 0
attr LightGlueForKeypointMatching.width_confidence 1 0 0
attr LightGlueForKeypointMatching.positional_encoder 1 0 0
attr LightGlueForKeypointMatching.transformer_layers 1 0 0
attr LightGlueForKeypointMatching.match_assignment_layers 1 0 0
attr LightGlueForKeypointMatching.token_confidence 1 0 0
attr LightGlueForKeypointMatching.input_projection 1 0 0
meth LightGlueConfig.init 15 10 0
attr LightGlueConfig.trust_remote_code 1 0 0
attr LightGlueConfig.descriptor_dim 1 0 0
attr LightGlueConfig.num_hidden_layers 1 0 0
attr LightGlueConfig.num_attention_heads 1 0 0
attr LightGlueConfig.num_key_value_heads 1 0 0
attr LightGlueConfig.depth_confidence 1 0 0
attr LightGlueConfig.width_confidence 1 0 0
attr LightGlueConfig.filter_threshold 1 0 0
attr LightGlueConfig.initializer_range 1 0 0
attr LightGlueConfig.keypoint_detector_config 1 0 0
attr LightGlueConfig.hidden_size 1 0 0
attr LightGlueConfig.intermediate_size 1 0 0
attr LightGlueConfig.hidden_act 1 0 0
attr LightGlueConfig.attention_dropout 1 0 0
attr LightGlueConfig.attention_bias 1 0 0

transformers.models.lighton_ocr.configuration_lighton_ocr (7 missing, 0 any)

Symbol Typable Typed Any
meth LightOnOcrConfig.init 7 5 0
attr LightOnOcrConfig.spatial_merge_size 1 0 0
attr LightOnOcrConfig.image_token_id 1 0 0
attr LightOnOcrConfig.tie_word_embeddings 1 0 0
attr LightOnOcrConfig.vision_config 1 0 0
attr LightOnOcrConfig.text_config 1 0 0

transformers.models.lighton_ocr.modeling_lighton_ocr (24 missing, 0 any)

Symbol Typable Typed Any
meth LightOnOcrForConditionalGeneration.init 2 1 0
meth LightOnOcrForConditionalGeneration.get_input_embeddings 1 0 0
meth LightOnOcrForConditionalGeneration.set_input_embeddings 2 0 0
meth LightOnOcrForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr LightOnOcrForConditionalGeneration.model 1 0 0
attr LightOnOcrForConditionalGeneration.lm_head 1 0 0
meth LightOnOcrModel.init 2 1 0
meth LightOnOcrModel.get_input_embeddings 1 0 0
meth LightOnOcrModel.set_input_embeddings 2 0 0
meth LightOnOcrModel.get_placeholder_mask 4 3 0
attr LightOnOcrModel.vision_encoder 1 0 0
attr LightOnOcrModel.vision_projection 1 0 0
attr LightOnOcrModel.language_model 1 0 0

transformers.models.lighton_ocr.modular_lighton_ocr (30 missing, 0 any)

Symbol Typable Typed Any
attr LightOnOcrPreTrainedModel 1 0 0
meth LightOnOcrProcessor.init 7 2 0
meth LightOnOcrProcessor._get_num_multimodal_tokens 3 0 0
attr LightOnOcrProcessor.patch_size 1 0 0
attr LightOnOcrProcessor.spatial_merge_size 1 0 0
attr LightOnOcrProcessor.effective_patch_size 1 0 0
attr LightOnOcrProcessor.image_token 1 0 0
attr LightOnOcrProcessor.image_break_token 1 0 0
attr LightOnOcrProcessor.image_end_token 1 0 0
attr LightOnOcrProcessor.image_token_id 1 0 0
attr LightOnOcrProcessor.image_break_token_id 1 0 0
attr LightOnOcrProcessor.image_end_token_id 1 0 0
attr LightOnOcrProcessor.image_ids 1 0 0
meth LightOnOcrConfig.init 7 5 0
attr LightOnOcrConfig.spatial_merge_size 1 0 0
attr LightOnOcrConfig.image_token_id 1 0 0
attr LightOnOcrConfig.tie_word_embeddings 1 0 0
attr LightOnOcrConfig.vision_config 1 0 0
attr LightOnOcrConfig.text_config 1 0 0
meth LightOnOcrModel.init 2 1 0
attr LightOnOcrModel.vision_encoder 1 0 0
attr LightOnOcrModel.vision_projection 1 0 0
attr LightOnOcrModel.language_model 1 0 0

transformers.models.lighton_ocr.processing_lighton_ocr (18 missing, 0 any)

Symbol Typable Typed Any
meth LightOnOcrProcessor.init 7 2 0
meth LightOnOcrProcessor._get_num_multimodal_tokens 3 0 0
attr LightOnOcrProcessor.patch_size 1 0 0
attr LightOnOcrProcessor.spatial_merge_size 1 0 0
attr LightOnOcrProcessor.effective_patch_size 1 0 0
attr LightOnOcrProcessor.image_token 1 0 0
attr LightOnOcrProcessor.image_break_token 1 0 0
attr LightOnOcrProcessor.image_end_token 1 0 0
attr LightOnOcrProcessor.image_token_id 1 0 0
attr LightOnOcrProcessor.image_break_token_id 1 0 0
attr LightOnOcrProcessor.image_end_token_id 1 0 0
attr LightOnOcrProcessor.image_ids 1 0 0

transformers.models.lilt.configuration_lilt (38 missing, 0 any)

Symbol Typable Typed Any
meth LiltConfig.init 20 0 0
attr LiltConfig.pad_token_id 1 0 0
attr LiltConfig.bos_token_id 1 0 0
attr LiltConfig.eos_token_id 1 0 0
attr LiltConfig.vocab_size 1 0 0
attr LiltConfig.hidden_size 1 0 0
attr LiltConfig.num_hidden_layers 1 0 0
attr LiltConfig.num_attention_heads 1 0 0
attr LiltConfig.hidden_act 1 0 0
attr LiltConfig.intermediate_size 1 0 0
attr LiltConfig.hidden_dropout_prob 1 0 0
attr LiltConfig.attention_probs_dropout_prob 1 0 0
attr LiltConfig.max_position_embeddings 1 0 0
attr LiltConfig.type_vocab_size 1 0 0
attr LiltConfig.initializer_range 1 0 0
attr LiltConfig.layer_norm_eps 1 0 0
attr LiltConfig.classifier_dropout 1 0 0
attr LiltConfig.channel_shrink_ratio 1 0 0
attr LiltConfig.max_2d_position_embeddings 1 0 0

transformers.models.lilt.modeling_lilt (32 missing, 0 any)

Symbol Typable Typed Any
meth LiltForTokenClassification.init 2 0 0
meth LiltForTokenClassification.forward 12 11 0
attr LiltForTokenClassification.num_labels 1 0 0
attr LiltForTokenClassification.lilt 1 0 0
attr LiltForTokenClassification.dropout 1 0 0
attr LiltForTokenClassification.classifier 1 0 0
meth LiltForQuestionAnswering.init 2 0 0
meth LiltForQuestionAnswering.forward 13 12 0
attr LiltForQuestionAnswering.num_labels 1 0 0
attr LiltForQuestionAnswering.lilt 1 0 0
attr LiltForQuestionAnswering.qa_outputs 1 0 0
meth LiltForSequenceClassification.init 2 0 0
meth LiltForSequenceClassification.forward 12 11 0
attr LiltForSequenceClassification.num_labels 1 0 0
attr LiltForSequenceClassification.lilt 1 0 0
attr LiltForSequenceClassification.classifier 1 0 0
meth LiltPreTrainedModel._init_weights 2 0 0
meth LiltModel.init 3 0 0
meth LiltModel.get_input_embeddings 1 0 0
meth LiltModel.set_input_embeddings 2 0 0
meth LiltModel.forward 11 10 0
attr LiltModel.embeddings 1 0 0
attr LiltModel.layout_embeddings 1 0 0
attr LiltModel.encoder 1 0 0
attr LiltModel.pooler 1 0 0

transformers.models.llama.configuration_llama (23 missing, 0 any)

Symbol Typable Typed Any
meth LlamaConfig.init 23 21 0
attr LlamaConfig.vocab_size 1 0 0
attr LlamaConfig.max_position_embeddings 1 0 0
attr LlamaConfig.hidden_size 1 0 0
attr LlamaConfig.intermediate_size 1 0 0
attr LlamaConfig.num_hidden_layers 1 0 0
attr LlamaConfig.num_attention_heads 1 0 0
attr LlamaConfig.num_key_value_heads 1 0 0
attr LlamaConfig.hidden_act 1 0 0
attr LlamaConfig.initializer_range 1 0 0
attr LlamaConfig.rms_norm_eps 1 0 0
attr LlamaConfig.pretraining_tp 1 0 0
attr LlamaConfig.use_cache 1 0 0
attr LlamaConfig.attention_bias 1 0 0
attr LlamaConfig.attention_dropout 1 0 0
attr LlamaConfig.mlp_bias 1 0 0
attr LlamaConfig.head_dim 1 0 0
attr LlamaConfig.rope_parameters 1 0 0
attr LlamaConfig.tie_word_embeddings 1 0 0
attr LlamaConfig.pad_token_id 1 0 0
attr LlamaConfig.bos_token_id 1 0 0
attr LlamaConfig.eos_token_id 1 0 0

transformers.models.llama.modeling_llama (13 missing, 0 any)

Symbol Typable Typed Any
meth LlamaForCausalLM.init 2 0 0
attr LlamaForCausalLM.model 1 0 0
attr LlamaForCausalLM.vocab_size 1 0 0
attr LlamaForCausalLM.lm_head 1 0 0
meth LlamaModel.init 2 1 0
attr LlamaModel.padding_idx 1 0 0
attr LlamaModel.vocab_size 1 0 0
attr LlamaModel.embed_tokens 1 0 0
attr LlamaModel.layers 1 0 0
attr LlamaModel.norm 1 0 0
attr LlamaModel.rotary_emb 1 0 0
attr LlamaModel.gradient_checkpointing 1 0 0

transformers.models.llama.tokenization_llama (12 missing, 0 any)

Symbol Typable Typed Any
meth LlamaTokenizer.init 11 2 0
attr LlamaTokenizer.add_prefix_space 1 0 0
attr LlamaTokenizer.legacy 1 0 0
attr LlamaTokenizer.use_default_system_prompt 1 0 0

transformers.models.llama4.configuration_llama4 (104 missing, 0 any)

Symbol Typable Typed Any
meth Llama4TextConfig.init 36 1 0
attr Llama4TextConfig.tie_word_embeddings 1 0 0
attr Llama4TextConfig.pad_token_id 1 0 0
attr Llama4TextConfig.bos_token_id 1 0 0
attr Llama4TextConfig.eos_token_id 1 0 0
attr Llama4TextConfig.attn_temperature_tuning 1 0 0
attr Llama4TextConfig.attn_scale 1 0 0
attr Llama4TextConfig.floor_scale 1 0 0
attr Llama4TextConfig.vocab_size 1 0 0
attr Llama4TextConfig.max_position_embeddings 1 0 0
attr Llama4TextConfig.hidden_size 1 0 0
attr Llama4TextConfig.intermediate_size 1 0 0
attr Llama4TextConfig.intermediate_size_mlp 1 0 0
attr Llama4TextConfig.num_hidden_layers 1 0 0
attr Llama4TextConfig.num_attention_heads 1 0 0
attr Llama4TextConfig.attention_bias 1 0 0
attr Llama4TextConfig.num_key_value_heads 1 0 0
attr Llama4TextConfig.hidden_act 1 0 0
attr Llama4TextConfig.initializer_range 1 0 0
attr Llama4TextConfig.rms_norm_eps 1 0 0
attr Llama4TextConfig.use_cache 1 0 0
attr Llama4TextConfig.attention_dropout 1 0 0
attr Llama4TextConfig.head_dim 1 0 0
attr Llama4TextConfig.use_qk_norm 1 0 0
attr Llama4TextConfig.num_experts_per_tok 1 0 0
attr Llama4TextConfig.num_local_experts 1 0 0
attr Llama4TextConfig.output_router_logits 1 0 0
attr Llama4TextConfig.router_aux_loss_coef 1 0 0
attr Llama4TextConfig.router_jitter_noise 1 0 0
attr Llama4TextConfig.no_rope_layers 1 0 0
attr Llama4TextConfig.interleave_moe_layer_step 1 0 0
attr Llama4TextConfig.moe_layers 1 0 0
attr Llama4TextConfig.attention_chunk_size 1 0 0
attr Llama4TextConfig.layer_types 1 0 0
attr Llama4TextConfig.rope_parameters 1 0 0
meth Llama4VisionConfig.init 21 19 0
attr Llama4VisionConfig.hidden_size 1 0 0
attr Llama4VisionConfig.hidden_act 1 0 0
attr Llama4VisionConfig.num_hidden_layers 1 0 0
attr Llama4VisionConfig.num_channels 1 0 0
attr Llama4VisionConfig.intermediate_size 1 0 0
attr Llama4VisionConfig.image_size 1 0 0
attr Llama4VisionConfig.vision_output_dim 1 0 0
attr Llama4VisionConfig.patch_size 1 0 0
attr Llama4VisionConfig.norm_eps 1 0 0
attr Llama4VisionConfig.num_attention_heads 1 0 0
attr Llama4VisionConfig.initializer_range 1 0 0
attr Llama4VisionConfig.pixel_shuffle_ratio 1 0 0
attr Llama4VisionConfig.projector_input_dim 1 0 0
attr Llama4VisionConfig.projector_output_dim 1 0 0
attr Llama4VisionConfig.multi_modal_projector_bias 1 0 0
attr Llama4VisionConfig.projector_dropout 1 0 0
attr Llama4VisionConfig.attention_dropout 1 0 0
attr Llama4VisionConfig.vision_feature_select_strategy 1 0 0
attr Llama4VisionConfig.rope_parameters 1 0 0
meth Llama4Config.init 8 0 0
attr Llama4Config.boi_token_index 1 0 0
attr Llama4Config.eoi_token_index 1 0 0
attr Llama4Config.image_token_index 1 0 0
attr Llama4Config.tie_word_embeddings 1 0 0
attr Llama4Config.vision_config 1 0 0
attr Llama4Config.text_config 1 0 0

transformers.models.llama4.image_processing_llama4_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth Llama4ImageProcessorFast.init 2 1 0
meth Llama4ImageProcessorFast._preprocess 14 13 0

transformers.models.llama4.modeling_llama4 (57 missing, 0 any)

Symbol Typable Typed Any
meth Llama4TextModel.init 2 1 0
attr Llama4TextModel.padding_idx 1 0 0
attr Llama4TextModel.vocab_size 1 0 0
attr Llama4TextModel.embed_tokens 1 0 0
attr Llama4TextModel.layers 1 0 0
attr Llama4TextModel.norm 1 0 0
attr Llama4TextModel.rotary_emb 1 0 0
attr Llama4TextModel.gradient_checkpointing 1 0 0
meth Llama4PreTrainedModel._init_weights 2 0 0
meth Llama4ForConditionalGeneration.init 2 1 0
meth Llama4ForConditionalGeneration.get_input_embeddings 1 0 0
meth Llama4ForConditionalGeneration.set_input_embeddings 2 0 0
meth Llama4ForConditionalGeneration.get_output_embeddings 1 0 0
meth Llama4ForConditionalGeneration.set_output_embeddings 2 0 0
meth Llama4ForConditionalGeneration.set_decoder 2 0 0
meth Llama4ForConditionalGeneration.get_decoder 1 0 0
meth Llama4ForConditionalGeneration.get_placeholder_mask 4 3 0
meth Llama4ForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr Llama4ForConditionalGeneration.vision_model 1 0 0
attr Llama4ForConditionalGeneration.multi_modal_projector 1 0 0
attr Llama4ForConditionalGeneration.language_model 1 0 0
attr Llama4ForConditionalGeneration.vocab_size 1 0 0
attr Llama4ForConditionalGeneration.pad_token_id 1 0 0
meth Llama4ForCausalLM.init 2 1 0
attr Llama4ForCausalLM.model 1 0 0
attr Llama4ForCausalLM.vocab_size 1 0 0
attr Llama4ForCausalLM.lm_head 1 0 0
meth Llama4VisionModel.init 2 1 0
meth Llama4VisionModel.get_input_embeddings 1 0 0
meth Llama4VisionModel.forward 7 6 0
attr Llama4VisionModel.image_size 1 0 0
attr Llama4VisionModel.patch_size 1 0 0
attr Llama4VisionModel.hidden_size 1 0 0
attr Llama4VisionModel.num_channels 1 0 0
attr Llama4VisionModel.num_patches 1 0 0
attr Llama4VisionModel.scale 1 0 0
attr Llama4VisionModel.patch_embedding 1 0 0
attr Llama4VisionModel.class_embedding 1 0 0
attr Llama4VisionModel.positional_embedding_vlm 1 0 0
attr Llama4VisionModel.rotary_embedding 1 0 0
attr Llama4VisionModel.layernorm_pre 1 0 0
attr Llama4VisionModel.layernorm_post 1 0 0
attr Llama4VisionModel.model 1 0 0
attr Llama4VisionModel.vision_adapter 1 0 0

transformers.models.llama4.processing_llama4 (25 missing, 0 any)

Symbol Typable Typed Any
meth Llama4Processor.init 14 2 0
meth Llama4Processor._prompt_split_image 3 0 0
attr Llama4Processor.downsample_ratio 1 0 0
attr Llama4Processor.patch_size 1 0 0
attr Llama4Processor.fake_image_token 1 0 0
attr Llama4Processor.image_token 1 0 0
attr Llama4Processor.image_token_id 1 0 0
attr Llama4Processor.start_of_img_token 1 0 0
attr Llama4Processor.end_of_img_token 1 0 0
attr Llama4Processor.img_patch_token 1 0 0
attr Llama4Processor.tile_token 1 0 0
attr Llama4Processor.tile_global_token 1 0 0

transformers.models.llava.configuration_llava (20 missing, 0 any)

Symbol Typable Typed Any
meth LlavaConfig.init 11 0 0
attr LlavaConfig.image_token_index 1 0 0
attr LlavaConfig.projector_hidden_act 1 0 0
attr LlavaConfig.image_seq_length 1 0 0
attr LlavaConfig.tie_word_embeddings 1 0 0
attr LlavaConfig.vision_feature_select_strategy 1 0 0
attr LlavaConfig.vision_feature_layer 1 0 0
attr LlavaConfig.vision_config 1 0 0
attr LlavaConfig.text_config 1 0 0
attr LlavaConfig.multimodal_projector_bias 1 0 0

transformers.models.llava.image_processing_llava (15 missing, 0 any)

Symbol Typable Typed Any
meth LlavaImageProcessor.init 14 13 0
meth LlavaImageProcessor.resize 7 6 0
meth LlavaImageProcessor.preprocess 18 17 0
attr LlavaImageProcessor.do_pad 1 0 0
attr LlavaImageProcessor.do_resize 1 0 0
attr LlavaImageProcessor.size 1 0 0
attr LlavaImageProcessor.resample 1 0 0
attr LlavaImageProcessor.do_center_crop 1 0 0
attr LlavaImageProcessor.crop_size 1 0 0
attr LlavaImageProcessor.do_rescale 1 0 0
attr LlavaImageProcessor.rescale_factor 1 0 0
attr LlavaImageProcessor.do_normalize 1 0 0
attr LlavaImageProcessor.image_mean 1 0 0
attr LlavaImageProcessor.image_std 1 0 0
attr LlavaImageProcessor.do_convert_rgb 1 0 0

transformers.models.llava.image_processing_llava_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth LlavaImageProcessorFast._preprocess 16 15 0

transformers.models.llava.modeling_llava (24 missing, 0 any)

Symbol Typable Typed Any
meth LlavaModel.init 2 1 0
meth LlavaModel.get_input_embeddings 1 0 0
meth LlavaModel.set_input_embeddings 2 0 0
meth LlavaModel.get_placeholder_mask 4 3 0
attr LlavaModel.vision_tower 1 0 0
attr LlavaModel.multi_modal_projector 1 0 0
attr LlavaModel.language_model 1 0 0
meth LlavaForConditionalGeneration.init 2 1 0
meth LlavaForConditionalGeneration.get_input_embeddings 1 0 0
meth LlavaForConditionalGeneration.set_input_embeddings 2 0 0
meth LlavaForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr LlavaForConditionalGeneration.model 1 0 0
attr LlavaForConditionalGeneration.lm_head 1 0 0

transformers.models.llava.processing_llava (17 missing, 0 any)

Symbol Typable Typed Any
meth LlavaProcessor.init 9 0 0
meth LlavaProcessor._get_num_multimodal_tokens 3 0 0
attr LlavaProcessor.patch_size 1 0 0
attr LlavaProcessor.num_additional_image_tokens 1 0 0
attr LlavaProcessor.vision_feature_select_strategy 1 0 0
attr LlavaProcessor.image_token 1 0 0
attr LlavaProcessor.image_token_id 1 0 0

transformers.models.llava_next.configuration_llava_next (22 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextConfig.init 12 0 0
attr LlavaNextConfig.image_token_index 1 0 0
attr LlavaNextConfig.projector_hidden_act 1 0 0
attr LlavaNextConfig.image_seq_length 1 0 0
attr LlavaNextConfig.multimodal_projector_bias 1 0 0
attr LlavaNextConfig.vision_feature_select_strategy 1 0 0
attr LlavaNextConfig.vision_feature_layer 1 0 0
attr LlavaNextConfig.image_grid_pinpoints 1 0 0
attr LlavaNextConfig.vision_config 1 0 0
attr LlavaNextConfig.text_config 1 0 0
attr LlavaNextConfig.tie_word_embeddings 1 0 0

transformers.models.llava_next.image_processing_llava_next (20 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextImageProcessor.init 15 14 0
meth LlavaNextImageProcessor.resize 7 6 0
meth LlavaNextImageProcessor._resize_for_patching 5 4 0
meth LlavaNextImageProcessor._get_padding_size 3 2 0
meth LlavaNextImageProcessor.get_image_patches 8 7 0
meth LlavaNextImageProcessor._pad_for_batching 4 3 0
meth LlavaNextImageProcessor.preprocess 18 17 0
attr LlavaNextImageProcessor.do_resize 1 0 0
attr LlavaNextImageProcessor.size 1 0 0
attr LlavaNextImageProcessor.image_grid_pinpoints 1 0 0
attr LlavaNextImageProcessor.resample 1 0 0
attr LlavaNextImageProcessor.do_center_crop 1 0 0
attr LlavaNextImageProcessor.crop_size 1 0 0
attr LlavaNextImageProcessor.do_rescale 1 0 0
attr LlavaNextImageProcessor.rescale_factor 1 0 0
attr LlavaNextImageProcessor.do_normalize 1 0 0
attr LlavaNextImageProcessor.image_mean 1 0 0
attr LlavaNextImageProcessor.image_std 1 0 0
attr LlavaNextImageProcessor.do_pad 1 0 0
attr LlavaNextImageProcessor.do_convert_rgb 1 0 0

transformers.models.llava_next.image_processing_llava_next_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextImageProcessorFast.init 2 1 0
meth LlavaNextImageProcessorFast._get_padding_size 3 2 0
meth LlavaNextImageProcessorFast._get_image_patches 6 5 0
meth LlavaNextImageProcessorFast._preprocess 17 16 0

transformers.models.llava_next.modeling_llava_next (39 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextModel.init 2 1 0
meth LlavaNextModel.get_input_embeddings 1 0 0
meth LlavaNextModel.set_input_embeddings 2 0 0
meth LlavaNextModel.pack_image_features 5 0 0
meth LlavaNextModel.get_placeholder_mask 4 3 0
attr LlavaNextModel.vision_tower 1 0 0
attr LlavaNextModel.multi_modal_projector 1 0 0
attr LlavaNextModel.image_newline 1 0 0
attr LlavaNextModel.vocab_size 1 0 0
attr LlavaNextModel.language_model 1 0 0
meth LlavaNextPreTrainedModel._init_weights 2 0 0
meth LlavaNextForConditionalGeneration.init 2 1 0
meth LlavaNextForConditionalGeneration.get_input_embeddings 1 0 0
meth LlavaNextForConditionalGeneration.set_input_embeddings 2 0 0
meth LlavaNextForConditionalGeneration.pack_image_features 5 0 0
meth LlavaNextForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr LlavaNextForConditionalGeneration.model 1 0 0
attr LlavaNextForConditionalGeneration.lm_head 1 0 0

transformers.models.llava_next.processing_llava_next (24 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextProcessor.init 9 0 0
meth LlavaNextProcessor._get_unpadded_features 7 0 0
meth LlavaNextProcessor._get_num_multimodal_tokens 3 0 0
attr LlavaNextProcessor.patch_size 1 0 0
attr LlavaNextProcessor.num_additional_image_tokens 1 0 0
attr LlavaNextProcessor.vision_feature_select_strategy 1 0 0
attr LlavaNextProcessor.image_token 1 0 0
attr LlavaNextProcessor.image_token_id 1 0 0

transformers.models.llava_next_video.configuration_llava_next_video (30 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextVideoConfig.init 16 0 0
attr LlavaNextVideoConfig.video_token_index 1 0 0
attr LlavaNextVideoConfig.spatial_pool_mode 1 0 0
attr LlavaNextVideoConfig.spatial_pool_stride 1 0 0
attr LlavaNextVideoConfig.image_seq_length 1 0 0
attr LlavaNextVideoConfig.video_seq_length 1 0 0
attr LlavaNextVideoConfig.image_token_index 1 0 0
attr LlavaNextVideoConfig.projector_hidden_act 1 0 0
attr LlavaNextVideoConfig.multimodal_projector_bias 1 0 0
attr LlavaNextVideoConfig.tie_word_embeddings 1 0 0
attr LlavaNextVideoConfig.vision_feature_select_strategy 1 0 0
attr LlavaNextVideoConfig.vision_feature_layer 1 0 0
attr LlavaNextVideoConfig.image_grid_pinpoints 1 0 0
attr LlavaNextVideoConfig.vision_config 1 0 0
attr LlavaNextVideoConfig.text_config 1 0 0

transformers.models.llava_next_video.modeling_llava_next_video (41 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextVideoPreTrainedModel._init_weights 2 0 0
meth LlavaNextVideoForConditionalGeneration.init 2 1 0
meth LlavaNextVideoForConditionalGeneration.get_input_embeddings 1 0 0
meth LlavaNextVideoForConditionalGeneration.set_input_embeddings 2 0 0
meth LlavaNextVideoForConditionalGeneration.pack_image_features 5 0 0
meth LlavaNextVideoForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr LlavaNextVideoForConditionalGeneration.model 1 0 0
attr LlavaNextVideoForConditionalGeneration.lm_head 1 0 0
meth LlavaNextVideoModel.init 2 1 0
meth LlavaNextVideoModel.get_input_embeddings 1 0 0
meth LlavaNextVideoModel.set_input_embeddings 2 0 0
meth LlavaNextVideoModel.pack_image_features 5 0 0
meth LlavaNextVideoModel.get_placeholder_mask 5 4 0
attr LlavaNextVideoModel.vision_tower 1 0 0
attr LlavaNextVideoModel.multi_modal_projector 1 0 0
attr LlavaNextVideoModel.image_newline 1 0 0
attr LlavaNextVideoModel.vocab_size 1 0 0
attr LlavaNextVideoModel.language_model 1 0 0
attr LlavaNextVideoModel.vision_resampler 1 0 0

transformers.models.llava_next_video.modular_llava_next_video (46 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextVideoForConditionalGeneration.prepare_inputs_for_generation 12 0 0
meth LlavaNextVideoConfig.init 16 0 0
attr LlavaNextVideoConfig.video_token_index 1 0 0
attr LlavaNextVideoConfig.spatial_pool_mode 1 0 0
attr LlavaNextVideoConfig.spatial_pool_stride 1 0 0
attr LlavaNextVideoConfig.image_seq_length 1 0 0
attr LlavaNextVideoConfig.video_seq_length 1 0 0
attr LlavaNextVideoConfig.image_token_index 1 0 0
attr LlavaNextVideoConfig.projector_hidden_act 1 0 0
attr LlavaNextVideoConfig.multimodal_projector_bias 1 0 0
attr LlavaNextVideoConfig.tie_word_embeddings 1 0 0
attr LlavaNextVideoConfig.vision_feature_select_strategy 1 0 0
attr LlavaNextVideoConfig.vision_feature_layer 1 0 0
attr LlavaNextVideoConfig.image_grid_pinpoints 1 0 0
attr LlavaNextVideoConfig.vision_config 1 0 0
attr LlavaNextVideoConfig.text_config 1 0 0
meth LlavaNextVideoModel.init 3 1 0
meth LlavaNextVideoModel.get_placeholder_mask 5 4 0
attr LlavaNextVideoModel.vision_resampler 1 0 0

transformers.models.llava_next_video.processing_llava_next_video (28 missing, 0 any)

Symbol Typable Typed Any
meth LlavaNextVideoProcessor.init 11 0 0
meth LlavaNextVideoProcessor._get_unpadded_features 7 0 0
meth LlavaNextVideoProcessor._get_num_multimodal_tokens 3 0 0
attr LlavaNextVideoProcessor.patch_size 1 0 0
attr LlavaNextVideoProcessor.num_additional_image_tokens 1 0 0
attr LlavaNextVideoProcessor.vision_feature_select_strategy 1 0 0
attr LlavaNextVideoProcessor.image_token 1 0 0
attr LlavaNextVideoProcessor.video_token 1 0 0
attr LlavaNextVideoProcessor.image_token_id 1 0 0
attr LlavaNextVideoProcessor.video_token_id 1 0 0

transformers.models.llava_onevision.configuration_llava_onevision (24 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionConfig.init 13 0 0
attr LlavaOnevisionConfig.image_token_index 1 0 0
attr LlavaOnevisionConfig.video_token_index 1 0 0
attr LlavaOnevisionConfig.projector_hidden_act 1 0 0
attr LlavaOnevisionConfig.multimodal_projector_bias 1 0 0
attr LlavaOnevisionConfig.tie_word_embeddings 1 0 0
attr LlavaOnevisionConfig.vision_feature_select_strategy 1 0 0
attr LlavaOnevisionConfig.vision_feature_layer 1 0 0
attr LlavaOnevisionConfig.vision_aspect_ratio 1 0 0
attr LlavaOnevisionConfig.image_grid_pinpoints 1 0 0
attr LlavaOnevisionConfig.vision_config 1 0 0
attr LlavaOnevisionConfig.text_config 1 0 0

transformers.models.llava_onevision.image_processing_llava_onevision (17 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionImageProcessor.init 13 12 0
meth LlavaOnevisionImageProcessor._resize_for_patching 5 4 0
meth LlavaOnevisionImageProcessor._get_padding_size 3 2 0
meth LlavaOnevisionImageProcessor.get_image_patches 8 7 0
meth LlavaOnevisionImageProcessor._pad_for_batching 4 3 0
meth LlavaOnevisionImageProcessor.preprocess 16 15 0
attr LlavaOnevisionImageProcessor.do_resize 1 0 0
attr LlavaOnevisionImageProcessor.size 1 0 0
attr LlavaOnevisionImageProcessor.image_grid_pinpoints 1 0 0
attr LlavaOnevisionImageProcessor.resample 1 0 0
attr LlavaOnevisionImageProcessor.do_rescale 1 0 0
attr LlavaOnevisionImageProcessor.rescale_factor 1 0 0
attr LlavaOnevisionImageProcessor.do_normalize 1 0 0
attr LlavaOnevisionImageProcessor.image_mean 1 0 0
attr LlavaOnevisionImageProcessor.image_std 1 0 0
attr LlavaOnevisionImageProcessor.do_pad 1 0 0
attr LlavaOnevisionImageProcessor.do_convert_rgb 1 0 0

transformers.models.llava_onevision.image_processing_llava_onevision_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionImageProcessorFast.init 2 1 0
meth LlavaOnevisionImageProcessorFast._get_padding_size 3 2 0
meth LlavaOnevisionImageProcessorFast._get_image_patches 6 5 0
meth LlavaOnevisionImageProcessorFast._preprocess 18 17 0

transformers.models.llava_onevision.modeling_llava_onevision (44 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionPreTrainedModel._init_weights 2 0 0
meth LlavaOnevisionModel.init 2 0 0
meth LlavaOnevisionModel.get_input_embeddings 1 0 0
meth LlavaOnevisionModel.set_input_embeddings 2 0 0
meth LlavaOnevisionModel.pack_image_features 5 0 0
meth LlavaOnevisionModel.get_placeholder_mask 5 4 0
meth LlavaOnevisionModel.apply_pooling 2 0 0
attr LlavaOnevisionModel.vision_tower 1 0 0
attr LlavaOnevisionModel.multi_modal_projector 1 0 0
attr LlavaOnevisionModel.image_newline 1 0 0
attr LlavaOnevisionModel.vocab_size 1 0 0
attr LlavaOnevisionModel.language_model 1 0 0
meth LlavaOnevisionForConditionalGeneration.init 2 1 0
meth LlavaOnevisionForConditionalGeneration.get_input_embeddings 1 0 0
meth LlavaOnevisionForConditionalGeneration.set_input_embeddings 2 0 0
meth LlavaOnevisionForConditionalGeneration.pack_image_features 5 0 0
meth LlavaOnevisionForConditionalGeneration.prepare_inputs_for_generation 13 0 0
attr LlavaOnevisionForConditionalGeneration.model 1 0 0
attr LlavaOnevisionForConditionalGeneration.lm_head 1 0 0

transformers.models.llava_onevision.modular_llava_onevision (23 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionImageProcessorFast._preprocess 18 17 0
meth LlavaOnevisionModel.init 2 0 0
meth LlavaOnevisionModel.pack_image_features 5 0 0
meth LlavaOnevisionModel.apply_pooling 2 0 0
meth LlavaOnevisionForConditionalGeneration.prepare_inputs_for_generation 13 0 0

transformers.models.llava_onevision.processing_llava_onevision (30 missing, 0 any)

Symbol Typable Typed Any
meth LlavaOnevisionProcessor.init 11 0 0
meth LlavaOnevisionProcessor._expand_image_tokens 7 6 0
meth LlavaOnevisionProcessor._get_unpadded_features 7 0 0
meth LlavaOnevisionProcessor._get_num_multimodal_tokens 4 0 0
attr LlavaOnevisionProcessor.num_image_tokens 1 0 0
attr LlavaOnevisionProcessor.vision_feature_select_strategy 1 0 0
attr LlavaOnevisionProcessor.image_token 1 0 0
attr LlavaOnevisionProcessor.video_token 1 0 0
attr LlavaOnevisionProcessor.image_token_id 1 0 0
attr LlavaOnevisionProcessor.video_token_id 1 0 0
attr LlavaOnevisionProcessor.vision_aspect_ratio 1 0 0

transformers.models.longcat_flash.configuration_longcat_flash (35 missing, 0 any)

Symbol Typable Typed Any
meth LongcatFlashConfig.init 33 31 0
meth LongcatFlashConfig.convert_rope_params_to_dict 3 1 0
attr LongcatFlashConfig.vocab_size 1 0 0
attr LongcatFlashConfig.max_position_embeddings 1 0 0
attr LongcatFlashConfig.hidden_size 1 0 0
attr LongcatFlashConfig.num_layers 1 0 0
attr LongcatFlashConfig.num_hidden_layers 1 0 0
attr LongcatFlashConfig.num_attention_heads 1 0 0
attr LongcatFlashConfig.num_key_value_heads 1 0 0
attr LongcatFlashConfig.hidden_act 1 0 0
attr LongcatFlashConfig.initializer_range 1 0 0
attr LongcatFlashConfig.rms_norm_eps 1 0 0
attr LongcatFlashConfig.use_cache 1 0 0
attr LongcatFlashConfig.attention_bias 1 0 0
attr LongcatFlashConfig.attention_dropout 1 0 0
attr LongcatFlashConfig.ffn_hidden_size 1 0 0
attr LongcatFlashConfig.q_lora_rank 1 0 0
attr LongcatFlashConfig.kv_lora_rank 1 0 0
attr LongcatFlashConfig.qk_nope_head_dim 1 0 0
attr LongcatFlashConfig.qk_rope_head_dim 1 0 0
attr LongcatFlashConfig.v_head_dim 1 0 0
attr LongcatFlashConfig.qk_head_dim 1 0 0
attr LongcatFlashConfig.head_dim 1 0 0
attr LongcatFlashConfig.moe_topk 1 0 0
attr LongcatFlashConfig.n_routed_experts 1 0 0
attr LongcatFlashConfig.zero_expert_num 1 0 0
attr LongcatFlashConfig.expert_ffn_hidden_size 1 0 0
attr LongcatFlashConfig.routed_scaling_factor 1 0 0
attr LongcatFlashConfig.rope_parameters 1 0 0
attr LongcatFlashConfig.tie_word_embeddings 1 0 0
attr LongcatFlashConfig.pad_token_id 1 0 0
attr LongcatFlashConfig.bos_token_id 1 0 0
attr LongcatFlashConfig.eos_token_id 1 0 0

transformers.models.longcat_flash.modeling_longcat_flash (17 missing, 0 any)

Symbol Typable Typed Any
meth LongcatFlashModel.init 2 0 0
attr LongcatFlashModel.padding_idx 1 0 0
attr LongcatFlashModel.vocab_size 1 0 0
attr LongcatFlashModel.embed_tokens 1 0 0
attr LongcatFlashModel.layers 1 0 0
attr LongcatFlashModel.norm 1 0 0
attr LongcatFlashModel.rotary_emb 1 0 0
attr LongcatFlashModel.gradient_checkpointing 1 0 0
attr LongcatFlashModel.head_dim 1 0 0
meth LongcatFlashForCausalLM.init 2 0 0
attr LongcatFlashForCausalLM.model 1 0 0
attr LongcatFlashForCausalLM.vocab_size 1 0 0
attr LongcatFlashForCausalLM.lm_head 1 0 0
meth LongcatFlashPreTrainedModel._init_weights 2 0 0

transformers.models.longcat_flash.modular_longcat_flash (13 missing, 0 any)

Symbol Typable Typed Any
meth LongcatFlashModel.init 2 0 0
meth LongcatFlashModel.forward 9 8 0
attr LongcatFlashModel.layers 1 0 0
attr LongcatFlashModel.head_dim 1 0 0
attr LongcatFlashModel.norm 1 0 0
attr LongcatFlashModel.rotary_emb 1 0 0
attr LongcatFlashModel.gradient_checkpointing 1 0 0
meth LongcatFlashForCausalLM.init 2 0 0
attr LongcatFlashForCausalLM.model 1 0 0
meth LongcatFlashPreTrainedModel._init_weights 2 0 0

transformers.models.longformer.configuration_longformer (22 missing, 0 any)

Symbol Typable Typed Any
meth LongformerConfig.init 21 18 0
attr LongformerConfig.pad_token_id 1 0 0
attr LongformerConfig.tie_word_embeddings 1 0 0
attr LongformerConfig.attention_window 1 0 0
attr LongformerConfig.sep_token_id 1 0 0
attr LongformerConfig.bos_token_id 1 0 0
attr LongformerConfig.eos_token_id 1 0 0
attr LongformerConfig.vocab_size 1 0 0
attr LongformerConfig.hidden_size 1 0 0
attr LongformerConfig.num_hidden_layers 1 0 0
attr LongformerConfig.num_attention_heads 1 0 0
attr LongformerConfig.hidden_act 1 0 0
attr LongformerConfig.intermediate_size 1 0 0
attr LongformerConfig.hidden_dropout_prob 1 0 0
attr LongformerConfig.attention_probs_dropout_prob 1 0 0
attr LongformerConfig.max_position_embeddings 1 0 0
attr LongformerConfig.type_vocab_size 1 0 0
attr LongformerConfig.initializer_range 1 0 0
attr LongformerConfig.layer_norm_eps 1 0 0
attr LongformerConfig.onnx_export 1 0 0

transformers.models.longformer.modeling_longformer (102 missing, 0 any)

Symbol Typable Typed Any
meth LongformerForMultipleChoice.init 2 0 0
meth LongformerForMultipleChoice.forward 12 11 0
attr LongformerForMultipleChoice.longformer 1 0 0
attr LongformerForMultipleChoice.dropout 1 0 0
attr LongformerForMultipleChoice.classifier 1 0 0
meth LongformerSelfAttention.init 3 0 0
meth LongformerSelfAttention.forward 7 0 0
meth LongformerSelfAttention._pad_and_transpose_last_two_dims 3 0 0
meth LongformerSelfAttention._pad_and_diagonalize 2 0 0
meth LongformerSelfAttention._chunk 4 1 0
meth LongformerSelfAttention._mask_invalid_locations 3 1 0
meth LongformerSelfAttention._sliding_chunks_query_key_matmul 4 3 0
meth LongformerSelfAttention._sliding_chunks_matmul_attn_probs_value 4 3 0
meth LongformerSelfAttention._get_global_attn_indices 2 0 0
meth LongformerSelfAttention._concat_with_global_key_attn_probs 7 0 0
meth LongformerSelfAttention._compute_attn_output_with_global_indices 6 0 0
meth LongformerSelfAttention._compute_global_attn_output_from_hidden 7 0 0
attr LongformerSelfAttention.num_heads 1 0 0
attr LongformerSelfAttention.head_dim 1 0 0
attr LongformerSelfAttention.embed_dim 1 0 0
attr LongformerSelfAttention.query 1 0 0
attr LongformerSelfAttention.key 1 0 0
attr LongformerSelfAttention.value 1 0 0
attr LongformerSelfAttention.query_global 1 0 0
attr LongformerSelfAttention.key_global 1 0 0
attr LongformerSelfAttention.value_global 1 0 0
attr LongformerSelfAttention.dropout 1 0 0
attr LongformerSelfAttention.layer_id 1 0 0
attr LongformerSelfAttention.one_sided_attn_window_size 1 0 0
attr LongformerSelfAttention.config 1 0 0
meth LongformerForTokenClassification.init 2 0 0
meth LongformerForTokenClassification.forward 12 11 0
attr LongformerForTokenClassification.num_labels 1 0 0
attr LongformerForTokenClassification.longformer 1 0 0
attr LongformerForTokenClassification.dropout 1 0 0
attr LongformerForTokenClassification.classifier 1 0 0
meth LongformerModel.init 3 0 0
meth LongformerModel.get_input_embeddings 1 0 0
meth LongformerModel.set_input_embeddings 2 0 0
meth LongformerModel._pad_to_window_size 7 6 0
meth LongformerModel._merge_to_attention_mask 3 2 0
meth LongformerModel.forward 11 10 0
attr LongformerModel.embeddings 1 0 0
attr LongformerModel.encoder 1 0 0
attr LongformerModel.pooler 1 0 0
meth LongformerForMaskedLM.init 2 0 0
meth LongformerForMaskedLM.get_output_embeddings 1 0 0
meth LongformerForMaskedLM.set_output_embeddings 2 0 0
meth LongformerForMaskedLM.forward 12 11 0
attr LongformerForMaskedLM.longformer 1 0 0
attr LongformerForMaskedLM.lm_head 1 0 0
meth LongformerForQuestionAnswering.init 2 0 0
meth LongformerForQuestionAnswering.forward 13 12 0
attr LongformerForQuestionAnswering.num_labels 1 0 0
attr LongformerForQuestionAnswering.longformer 1 0 0
attr LongformerForQuestionAnswering.qa_outputs 1 0 0
meth LongformerForSequenceClassification.init 2 0 0
meth LongformerForSequenceClassification.forward 12 11 0
attr LongformerForSequenceClassification.num_labels 1 0 0
attr LongformerForSequenceClassification.longformer 1 0 0
attr LongformerForSequenceClassification.classifier 1 0 0

transformers.models.longt5.configuration_longt5 (49 missing, 0 any)

Symbol Typable Typed Any
meth LongT5Config.init 25 0 0
attr LongT5Config.is_decoder 1 0 0
attr LongT5Config.vocab_size 1 0 0
attr LongT5Config.d_model 1 0 0
attr LongT5Config.d_kv 1 0 0
attr LongT5Config.d_ff 1 0 0
attr LongT5Config.num_layers 1 0 0
attr LongT5Config.num_decoder_layers 1 0 0
attr LongT5Config.num_heads 1 0 0
attr LongT5Config.local_radius 1 0 0
attr LongT5Config.global_block_size 1 0 0
attr LongT5Config.relative_attention_num_buckets 1 0 0
attr LongT5Config.relative_attention_max_distance 1 0 0
attr LongT5Config.dropout_rate 1 0 0
attr LongT5Config.layer_norm_epsilon 1 0 0
attr LongT5Config.initializer_factor 1 0 0
attr LongT5Config.feed_forward_proj 1 0 0
attr LongT5Config.encoder_attention_type 1 0 0
attr LongT5Config.use_cache 1 0 0
attr LongT5Config.pad_token_id 1 0 0
attr LongT5Config.bos_token_id 1 0 0
attr LongT5Config.eos_token_id 1 0 0
attr LongT5Config.tie_word_embeddings 1 0 0
attr LongT5Config.dense_act_fn 1 0 0
attr LongT5Config.is_gated_act 1 0 0

transformers.models.longt5.modeling_longt5 (31 missing, 0 any)

Symbol Typable Typed Any
meth LongT5EncoderModel.init 2 1 0
meth LongT5EncoderModel.get_input_embeddings 1 0 0
meth LongT5EncoderModel.set_input_embeddings 2 0 0
meth LongT5EncoderModel.forward 8 7 0
attr LongT5EncoderModel.shared 1 0 0
attr LongT5EncoderModel.encoder 1 0 0
meth LongT5PreTrainedModel._init_weights 2 0 0
meth LongT5PreTrainedModel._shift_right 2 0 0
prop LongT5PreTrainedModel.dummy_inputs 1 0 0
meth LongT5Model.init 2 1 0
meth LongT5Model.get_input_embeddings 1 0 0
meth LongT5Model.set_input_embeddings 2 0 0
meth LongT5Model.forward 15 14 0
attr LongT5Model.shared 1 0 0
attr LongT5Model.encoder 1 0 0
attr LongT5Model.decoder 1 0 0
meth LongT5ForConditionalGeneration.init 2 1 0
meth LongT5ForConditionalGeneration.get_input_embeddings 1 0 0
meth LongT5ForConditionalGeneration.set_input_embeddings 2 0 0
meth LongT5ForConditionalGeneration.forward 16 15 0
meth LongT5ForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr LongT5ForConditionalGeneration.model_dim 1 0 0
attr LongT5ForConditionalGeneration.shared 1 0 0
attr LongT5ForConditionalGeneration.encoder 1 0 0
attr LongT5ForConditionalGeneration.decoder 1 0 0
attr LongT5ForConditionalGeneration.lm_head 1 0 0

transformers.models.luke.configuration_luke (42 missing, 0 any)

Symbol Typable Typed Any
meth LukeConfig.init 22 0 0
attr LukeConfig.pad_token_id 1 0 0
attr LukeConfig.bos_token_id 1 0 0
attr LukeConfig.eos_token_id 1 0 0
attr LukeConfig.tie_word_embeddings 1 0 0
attr LukeConfig.vocab_size 1 0 0
attr LukeConfig.entity_vocab_size 1 0 0
attr LukeConfig.hidden_size 1 0 0
attr LukeConfig.entity_emb_size 1 0 0
attr LukeConfig.num_hidden_layers 1 0 0
attr LukeConfig.num_attention_heads 1 0 0
attr LukeConfig.hidden_act 1 0 0
attr LukeConfig.intermediate_size 1 0 0
attr LukeConfig.hidden_dropout_prob 1 0 0
attr LukeConfig.attention_probs_dropout_prob 1 0 0
attr LukeConfig.max_position_embeddings 1 0 0
attr LukeConfig.type_vocab_size 1 0 0
attr LukeConfig.initializer_range 1 0 0
attr LukeConfig.layer_norm_eps 1 0 0
attr LukeConfig.use_entity_aware_attention 1 0 0
attr LukeConfig.classifier_dropout 1 0 0

transformers.models.luke.modeling_luke (71 missing, 0 any)

Symbol Typable Typed Any
meth LukeForEntitySpanClassification.init 2 0 0
meth LukeForEntitySpanClassification.forward 17 16 0
attr LukeForEntitySpanClassification.luke 1 0 0
attr LukeForEntitySpanClassification.num_labels 1 0 0
attr LukeForEntitySpanClassification.dropout 1 0 0
attr LukeForEntitySpanClassification.classifier 1 0 0
meth LukeModel.init 3 2 0
meth LukeModel.get_input_embeddings 1 0 0
meth LukeModel.set_input_embeddings 2 0 0
meth LukeModel.get_entity_embeddings 1 0 0
meth LukeModel.set_entity_embeddings 2 0 0
meth LukeModel.forward 14 13 0
meth LukeModel.get_extended_attention_mask 3 2 0
attr LukeModel.embeddings 1 0 0
attr LukeModel.entity_embeddings 1 0 0
attr LukeModel.encoder 1 0 0
attr LukeModel.pooler 1 0 0
meth LukeForEntityPairClassification.init 2 0 0
meth LukeForEntityPairClassification.forward 15 14 0
attr LukeForEntityPairClassification.luke 1 0 0
attr LukeForEntityPairClassification.num_labels 1 0 0
attr LukeForEntityPairClassification.dropout 1 0 0
attr LukeForEntityPairClassification.classifier 1 0 0
meth LukeForTokenClassification.init 2 0 0
meth LukeForTokenClassification.forward 15 14 0
attr LukeForTokenClassification.num_labels 1 0 0
attr LukeForTokenClassification.luke 1 0 0
attr LukeForTokenClassification.dropout 1 0 0
attr LukeForTokenClassification.classifier 1 0 0
meth LukeForQuestionAnswering.init 2 0 0
meth LukeForQuestionAnswering.forward 16 15 0
attr LukeForQuestionAnswering.num_labels 1 0 0
attr LukeForQuestionAnswering.luke 1 0 0
attr LukeForQuestionAnswering.qa_outputs 1 0 0
meth LukeForSequenceClassification.init 2 0 0
meth LukeForSequenceClassification.forward 15 14 0
attr LukeForSequenceClassification.num_labels 1 0 0
attr LukeForSequenceClassification.luke 1 0 0
attr LukeForSequenceClassification.dropout 1 0 0
attr LukeForSequenceClassification.classifier 1 0 0
meth LukeForMaskedLM.init 2 0 0
meth LukeForMaskedLM.get_output_embeddings 1 0 0
meth LukeForMaskedLM.set_output_embeddings 2 0 0
meth LukeForMaskedLM.forward 16 15 0
attr LukeForMaskedLM.luke 1 0 0
attr LukeForMaskedLM.lm_head 1 0 0
attr LukeForMaskedLM.entity_predictions 1 0 0
attr LukeForMaskedLM.loss_fn 1 0 0
meth LukeForMultipleChoice.init 2 0 0
meth LukeForMultipleChoice.forward 15 14 0
attr LukeForMultipleChoice.luke 1 0 0
attr LukeForMultipleChoice.dropout 1 0 0
attr LukeForMultipleChoice.classifier 1 0 0
meth LukeForEntityClassification.init 2 0 0
meth LukeForEntityClassification.forward 15 14 0
attr LukeForEntityClassification.luke 1 0 0
attr LukeForEntityClassification.num_labels 1 0 0
attr LukeForEntityClassification.dropout 1 0 0
attr LukeForEntityClassification.classifier 1 0 0
meth LukePreTrainedModel._init_weights 2 1 0

transformers.models.luke.tokenization_luke (39 missing, 0 any)

Symbol Typable Typed Any
meth LukeTokenizer.init 23 3 0
meth LukeTokenizer._decode 5 4 0
meth LukeTokenizer.call 25 24 0
meth LukeTokenizer._encode_plus 25 24 0
meth LukeTokenizer._batch_encode_plus 22 21 0
meth LukeTokenizer._check_entity_input_format 3 2 0
meth LukeTokenizer._create_input_sequence 8 7 0
meth LukeTokenizer.prepare_for_model 25 24 0
attr LukeTokenizer.add_prefix_space 1 0 0
attr LukeTokenizer.entity_unk_token_id 1 0 0
attr LukeTokenizer.entity_pad_token_id 1 0 0
attr LukeTokenizer.entity_mask_token_id 1 0 0
attr LukeTokenizer.entity_mask2_token_id 1 0 0
attr LukeTokenizer.task 1 0 0
attr LukeTokenizer.max_mention_length 1 0 0
attr LukeTokenizer.token_type_ids_pattern 1 0 0
attr LukeTokenizer.special_tokens_pattern 1 0 0
attr LukeTokenizer.token_type_ids_include_special_tokens 1 0 0
attr LukeTokenizer.entity_vocab 1 0 0
attr LukeTokenizer.max_entity_length 1 0 0

transformers.models.lw_detr.configuration_lw_detr (100 missing, 0 any)

Symbol Typable Typed Any
meth LwDetrViTConfig.init 21 1 0
attr LwDetrViTConfig.hidden_size 1 0 0
attr LwDetrViTConfig.num_hidden_layers 1 0 0
attr LwDetrViTConfig.num_attention_heads 1 0 0
attr LwDetrViTConfig.mlp_ratio 1 0 0
attr LwDetrViTConfig.hidden_act 1 0 0
attr LwDetrViTConfig.dropout_prob 1 0 0
attr LwDetrViTConfig.initializer_range 1 0 0
attr LwDetrViTConfig.layer_norm_eps 1 0 0
attr LwDetrViTConfig.image_size 1 0 0
attr LwDetrViTConfig.pretrain_image_size 1 0 0
attr LwDetrViTConfig.patch_size 1 0 0
attr LwDetrViTConfig.num_channels 1 0 0
attr LwDetrViTConfig.qkv_bias 1 0 0
attr LwDetrViTConfig.window_block_indices 1 0 0
attr LwDetrViTConfig.use_absolute_position_embeddings 1 0 0
attr LwDetrViTConfig.stage_names 1 0 0
attr LwDetrViTConfig.cae_init_values 1 0 0
attr LwDetrViTConfig.num_windows 1 0 0
attr LwDetrViTConfig.num_windows_side 1 0 0
meth LwDetrConfig.init 33 5 0
attr LwDetrConfig.batch_norm_eps 1 0 0
attr LwDetrConfig.backbone_config 1 0 0
attr LwDetrConfig.projector_scale_factors 1 0 0
attr LwDetrConfig.projector_in_channels 1 0 0
attr LwDetrConfig.projector_out_channels 1 0 0
attr LwDetrConfig.activation_function 1 0 0
attr LwDetrConfig.hidden_expansion 1 0 0
attr LwDetrConfig.c2f_num_blocks 1 0 0
attr LwDetrConfig.d_model 1 0 0
attr LwDetrConfig.dropout 1 0 0
attr LwDetrConfig.num_queries 1 0 0
attr LwDetrConfig.decoder_ffn_dim 1 0 0
attr LwDetrConfig.num_feature_levels 1 0 0
attr LwDetrConfig.decoder_n_points 1 0 0
attr LwDetrConfig.decoder_layers 1 0 0
attr LwDetrConfig.decoder_activation_function 1 0 0
attr LwDetrConfig.decoder_self_attention_heads 1 0 0
attr LwDetrConfig.decoder_cross_attention_heads 1 0 0
attr LwDetrConfig.attention_bias 1 0 0
attr LwDetrConfig.attention_dropout 1 0 0
attr LwDetrConfig.activation_dropout 1 0 0
attr LwDetrConfig.init_std 1 0 0
attr LwDetrConfig.group_detr 1 0 0
attr LwDetrConfig.auxiliary_loss 1 0 0
attr LwDetrConfig.class_cost 1 0 0
attr LwDetrConfig.bbox_cost 1 0 0
attr LwDetrConfig.giou_cost 1 0 0
attr LwDetrConfig.dice_loss_coefficient 1 0 0
attr LwDetrConfig.bbox_loss_coefficient 1 0 0
attr LwDetrConfig.giou_loss_coefficient 1 0 0
attr LwDetrConfig.eos_coefficient 1 0 0
attr LwDetrConfig.focal_alpha 1 0 0
attr LwDetrConfig.disable_custom_kernels 1 0 0

transformers.models.lw_detr.modeling_lw_detr (34 missing, 0 any)

Symbol Typable Typed Any
meth LwDetrModel.init 2 1 0
meth LwDetrModel.freeze_backbone 1 0 0
meth LwDetrModel.unfreeze_backbone 1 0 0
meth LwDetrModel.get_valid_ratio 3 0 0
meth LwDetrModel.get_proposal_pos_embed 2 0 0
meth LwDetrModel.gen_encoder_output_proposals 4 0 0
attr LwDetrModel.backbone 1 0 0
attr LwDetrModel.group_detr 1 0 0
attr LwDetrModel.num_queries 1 0 0
attr LwDetrModel.reference_point_embed 1 0 0
attr LwDetrModel.query_feat 1 0 0
attr LwDetrModel.decoder 1 0 0
attr LwDetrModel.enc_output 1 0 0
attr LwDetrModel.enc_output_norm 1 0 0
attr LwDetrModel.enc_out_bbox_embed 1 0 0
attr LwDetrModel.enc_out_class_embed 1 0 0
meth LwDetrViTBackbone.init 2 0 0
attr LwDetrViTBackbone.embeddings 1 0 0
attr LwDetrViTBackbone.encoder 1 0 0
attr LwDetrViTBackbone.num_features 1 0 0
meth LwDetrPreTrainedModel._init_weights 2 0 0
meth LwDetrForObjectDetection.init 2 1 0
attr LwDetrForObjectDetection.model 1 0 0
attr LwDetrForObjectDetection.class_embed 1 0 0
attr LwDetrForObjectDetection.bbox_embed 1 0 0
meth LwDetrViTPreTrainedModel._init_weights 2 1 0

transformers.models.lw_detr.modular_lw_detr (106 missing, 0 any)

Symbol Typable Typed Any
meth LwDetrModel.init 2 1 0
meth LwDetrModel.gen_encoder_output_proposals 4 0 0
attr LwDetrModel.backbone 1 0 0
attr LwDetrModel.group_detr 1 0 0
attr LwDetrModel.num_queries 1 0 0
attr LwDetrModel.reference_point_embed 1 0 0
attr LwDetrModel.query_feat 1 0 0
attr LwDetrModel.decoder 1 0 0
attr LwDetrModel.enc_output 1 0 0
attr LwDetrModel.enc_output_norm 1 0 0
attr LwDetrModel.enc_out_bbox_embed 1 0 0
attr LwDetrModel.enc_out_class_embed 1 0 0
meth LwDetrPreTrainedModel._init_weights 2 0 0
meth LwDetrConfig.init 33 5 0
attr LwDetrConfig.batch_norm_eps 1 0 0
attr LwDetrConfig.backbone_config 1 0 0
attr LwDetrConfig.projector_scale_factors 1 0 0
attr LwDetrConfig.projector_in_channels 1 0 0
attr LwDetrConfig.projector_out_channels 1 0 0
attr LwDetrConfig.activation_function 1 0 0
attr LwDetrConfig.hidden_expansion 1 0 0
attr LwDetrConfig.c2f_num_blocks 1 0 0
attr LwDetrConfig.d_model 1 0 0
attr LwDetrConfig.dropout 1 0 0
attr LwDetrConfig.num_queries 1 0 0
attr LwDetrConfig.decoder_ffn_dim 1 0 0
attr LwDetrConfig.num_feature_levels 1 0 0
attr LwDetrConfig.decoder_n_points 1 0 0
attr LwDetrConfig.decoder_layers 1 0 0
attr LwDetrConfig.decoder_activation_function 1 0 0
attr LwDetrConfig.decoder_self_attention_heads 1 0 0
attr LwDetrConfig.decoder_cross_attention_heads 1 0 0
attr LwDetrConfig.attention_bias 1 0 0
attr LwDetrConfig.attention_dropout 1 0 0
attr LwDetrConfig.activation_dropout 1 0 0
attr LwDetrConfig.init_std 1 0 0
attr LwDetrConfig.group_detr 1 0 0
attr LwDetrConfig.auxiliary_loss 1 0 0
attr LwDetrConfig.class_cost 1 0 0
attr LwDetrConfig.bbox_cost 1 0 0
attr LwDetrConfig.giou_cost 1 0 0
attr LwDetrConfig.dice_loss_coefficient 1 0 0
attr LwDetrConfig.bbox_loss_coefficient 1 0 0
attr LwDetrConfig.giou_loss_coefficient 1 0 0
attr LwDetrConfig.eos_coefficient 1 0 0
attr LwDetrConfig.focal_alpha 1 0 0
attr LwDetrConfig.disable_custom_kernels 1 0 0
meth LwDetrForObjectDetection.init 2 1 0
attr LwDetrForObjectDetection.model 1 0 0
attr LwDetrForObjectDetection.class_embed 1 0 0
attr LwDetrForObjectDetection.bbox_embed 1 0 0
meth LwDetrViTConfig.init 21 1 0
attr LwDetrViTConfig.cae_init_values 1 0 0
attr LwDetrViTConfig.num_windows 1 0 0
attr LwDetrViTConfig.num_windows_side 1 0 0
meth LwDetrViTPreTrainedModel._init_weights 2 1 0

transformers.models.lxmert.configuration_lxmert (63 missing, 0 any)

Symbol Typable Typed Any
meth LxmertConfig.init 32 0 0
attr LxmertConfig.vocab_size 1 0 0
attr LxmertConfig.hidden_size 1 0 0
attr LxmertConfig.num_attention_heads 1 0 0
attr LxmertConfig.hidden_act 1 0 0
attr LxmertConfig.intermediate_size 1 0 0
attr LxmertConfig.hidden_dropout_prob 1 0 0
attr LxmertConfig.attention_probs_dropout_prob 1 0 0
attr LxmertConfig.max_position_embeddings 1 0 0
attr LxmertConfig.type_vocab_size 1 0 0
attr LxmertConfig.initializer_range 1 0 0
attr LxmertConfig.num_qa_labels 1 0 0
attr LxmertConfig.num_object_labels 1 0 0
attr LxmertConfig.num_attr_labels 1 0 0
attr LxmertConfig.l_layers 1 0 0
attr LxmertConfig.x_layers 1 0 0
attr LxmertConfig.r_layers 1 0 0
attr LxmertConfig.visual_feat_dim 1 0 0
attr LxmertConfig.visual_pos_dim 1 0 0
attr LxmertConfig.visual_loss_normalizer 1 0 0
attr LxmertConfig.task_matched 1 0 0
attr LxmertConfig.task_mask_lm 1 0 0
attr LxmertConfig.task_obj_predict 1 0 0
attr LxmertConfig.task_qa 1 0 0
attr LxmertConfig.visual_obj_loss 1 0 0
attr LxmertConfig.visual_attr_loss 1 0 0
attr LxmertConfig.visual_feat_loss 1 0 0
attr LxmertConfig.pad_token_id 1 0 0
attr LxmertConfig.bos_token_id 1 0 0
attr LxmertConfig.eos_token_id 1 0 0
attr LxmertConfig.tie_word_embeddings 1 0 0
attr LxmertConfig.num_hidden_layers 1 0 0

transformers.models.lxmert.modeling_lxmert (110 missing, 0 any)

Symbol Typable Typed Any
meth LxmertXLayer.init 2 0 0
meth LxmertXLayer.cross_att 6 0 0
meth LxmertXLayer.self_att 5 0 0
meth LxmertXLayer.output_fc 3 0 0
meth LxmertXLayer.forward 6 0 0
attr LxmertXLayer.visual_attention 1 0 0
attr LxmertXLayer.lang_self_att 1 0 0
attr LxmertXLayer.visn_self_att 1 0 0
attr LxmertXLayer.lang_inter 1 0 0
attr LxmertXLayer.lang_output 1 0 0
attr LxmertXLayer.visn_inter 1 0 0
attr LxmertXLayer.visn_output 1 0 0
meth LxmertForPreTraining.init 2 0 0
meth LxmertForPreTraining._resize_bias 3 1 0
meth LxmertForPreTraining.resize_num_qa_labels 2 0 0
meth LxmertForPreTraining._resize_qa_labels 2 0 0
meth LxmertForPreTraining._set_qa_logit_layer 2 0 0
meth LxmertForPreTraining._get_resized_qa_labels 3 0 0
meth LxmertForPreTraining.forward 16 15 0
attr LxmertForPreTraining.num_qa_labels 1 0 0
attr LxmertForPreTraining.visual_loss_normalizer 1 0 0
attr LxmertForPreTraining.task_mask_lm 1 0 0
attr LxmertForPreTraining.task_obj_predict 1 0 0
attr LxmertForPreTraining.task_matched 1 0 0
attr LxmertForPreTraining.task_qa 1 0 0
attr LxmertForPreTraining.lxmert 1 0 0
attr LxmertForPreTraining.cls 1 0 0
attr LxmertForPreTraining.loss_fcts 1 0 0
attr LxmertForPreTraining.visual_losses 1 0 0
attr LxmertForPreTraining.obj_predict_head 1 0 0
attr LxmertForPreTraining.answer_head 1 0 0
meth LxmertModel.init 2 0 0
meth LxmertModel.get_input_embeddings 1 0 0
meth LxmertModel.set_input_embeddings 2 0 0
meth LxmertModel.forward 12 11 0
attr LxmertModel.embeddings 1 0 0
attr LxmertModel.encoder 1 0 0
attr LxmertModel.pooler 1 0 0
meth LxmertPreTrainedModel._init_weights 2 0 0
meth LxmertVisualFeatureEncoder.init 2 0 0
meth LxmertVisualFeatureEncoder.forward 3 0 0
attr LxmertVisualFeatureEncoder.visn_fc 1 0 0
attr LxmertVisualFeatureEncoder.visn_layer_norm 1 0 0
attr LxmertVisualFeatureEncoder.box_fc 1 0 0
attr LxmertVisualFeatureEncoder.box_layer_norm 1 0 0
attr LxmertVisualFeatureEncoder.dropout 1 0 0
meth LxmertForQuestionAnswering.init 2 0 0
meth LxmertForQuestionAnswering.resize_num_qa_labels 2 0 0
meth LxmertForQuestionAnswering._resize_qa_labels 2 0 0
meth LxmertForQuestionAnswering._set_qa_logit_layer 2 0 0
meth LxmertForQuestionAnswering._get_resized_qa_labels 3 0 0
meth LxmertForQuestionAnswering.forward 13 12 0
attr LxmertForQuestionAnswering.num_qa_labels 1 0 0
attr LxmertForQuestionAnswering.visual_loss_normalizer 1 0 0
attr LxmertForQuestionAnswering.lxmert 1 0 0
attr LxmertForQuestionAnswering.answer_head 1 0 0
attr LxmertForQuestionAnswering.loss 1 0 0
meth LxmertEncoder.init 2 0 0
meth LxmertEncoder.forward 7 0 0
attr LxmertEncoder.visn_fc 1 0 0
attr LxmertEncoder.config 1 0 0
attr LxmertEncoder.num_l_layers 1 0 0
attr LxmertEncoder.num_x_layers 1 0 0
attr LxmertEncoder.num_r_layers 1 0 0
attr LxmertEncoder.layer 1 0 0
attr LxmertEncoder.x_layers 1 0 0
attr LxmertEncoder.r_layers 1 0 0

transformers.models.m2m_100.configuration_m2m_100 (50 missing, 0 any)

Symbol Typable Typed Any
meth M2M100Config.init 26 0 0
attr M2M100Config.vocab_size 1 0 0
attr M2M100Config.max_position_embeddings 1 0 0
attr M2M100Config.d_model 1 0 0
attr M2M100Config.encoder_ffn_dim 1 0 0
attr M2M100Config.encoder_layers 1 0 0
attr M2M100Config.encoder_attention_heads 1 0 0
attr M2M100Config.decoder_ffn_dim 1 0 0
attr M2M100Config.decoder_layers 1 0 0
attr M2M100Config.decoder_attention_heads 1 0 0
attr M2M100Config.dropout 1 0 0
attr M2M100Config.attention_dropout 1 0 0
attr M2M100Config.activation_dropout 1 0 0
attr M2M100Config.activation_function 1 0 0
attr M2M100Config.init_std 1 0 0
attr M2M100Config.encoder_layerdrop 1 0 0
attr M2M100Config.decoder_layerdrop 1 0 0
attr M2M100Config.use_cache 1 0 0
attr M2M100Config.num_hidden_layers 1 0 0
attr M2M100Config.scale_embedding 1 0 0
attr M2M100Config.pad_token_id 1 0 0
attr M2M100Config.bos_token_id 1 0 0
attr M2M100Config.eos_token_id 1 0 0
attr M2M100Config.decoder_start_token_id 1 0 0
attr M2M100Config.tie_word_embeddings 1 0 0

transformers.models.m2m_100.modeling_m2m_100 (14 missing, 0 any)

Symbol Typable Typed Any
meth M2M100PreTrainedModel._init_weights 2 0 0
meth M2M100ForConditionalGeneration.init 2 1 0
meth M2M100ForConditionalGeneration.forward 16 15 0
attr M2M100ForConditionalGeneration.model 1 0 0
attr M2M100ForConditionalGeneration.lm_head 1 0 0
meth M2M100Model.init 2 1 0
meth M2M100Model.get_input_embeddings 1 0 0
meth M2M100Model.set_input_embeddings 2 0 0
meth M2M100Model.forward 15 14 0
attr M2M100Model.shared 1 0 0
attr M2M100Model.encoder 1 0 0
attr M2M100Model.decoder 1 0 0

transformers.models.m2m_100.tokenization_m2m_100 (37 missing, 0 any)

Symbol Typable Typed Any
meth M2M100Tokenizer.init 14 2 0
meth M2M100Tokenizer._convert_token_to_id 2 0 0
meth M2M100Tokenizer.convert_tokens_to_string 2 0 0
meth M2M100Tokenizer.prepare_seq2seq_batch 6 5 0
meth M2M100Tokenizer._build_translation_inputs 5 2 0
meth M2M100Tokenizer._switch_to_input_mode 1 0 0
meth M2M100Tokenizer._switch_to_target_mode 1 0 0
attr M2M100Tokenizer.sp_model_kwargs 1 0 0
attr M2M100Tokenizer.language_codes 1 0 0
attr M2M100Tokenizer.lang_code_to_token 1 0 0
attr M2M100Tokenizer.vocab_file 1 0 0
attr M2M100Tokenizer.encoder 1 0 0
attr M2M100Tokenizer.decoder 1 0 0
attr M2M100Tokenizer.spm_file 1 0 0
attr M2M100Tokenizer.sp_model 1 0 0
attr M2M100Tokenizer.encoder_size 1 0 0
attr M2M100Tokenizer.lang_token_to_id 1 0 0
attr M2M100Tokenizer.lang_code_to_id 1 0 0
attr M2M100Tokenizer.id_to_lang_token 1 0 0
attr M2M100Tokenizer.tgt_lang 1 0 0
attr M2M100Tokenizer.cur_lang_id 1 0 0
attr M2M100Tokenizer.num_madeup_words 1 0 0

transformers.models.mamba.configuration_mamba (55 missing, 0 any)

Symbol Typable Typed Any
meth MambaConfig.init 28 0 0
attr MambaConfig.vocab_size 1 0 0
attr MambaConfig.hidden_size 1 0 0
attr MambaConfig.state_size 1 0 0
attr MambaConfig.num_hidden_layers 1 0 0
attr MambaConfig.layer_norm_epsilon 1 0 0
attr MambaConfig.conv_kernel 1 0 0
attr MambaConfig.expand 1 0 0
attr MambaConfig.intermediate_size 1 0 0
attr MambaConfig.bos_token_id 1 0 0
attr MambaConfig.eos_token_id 1 0 0
attr MambaConfig.pad_token_id 1 0 0
attr MambaConfig.use_bias 1 0 0
attr MambaConfig.use_conv_bias 1 0 0
attr MambaConfig.hidden_act 1 0 0
attr MambaConfig.initializer_range 1 0 0
attr MambaConfig.time_step_rank 1 0 0
attr MambaConfig.time_step_scale 1 0 0
attr MambaConfig.time_step_min 1 0 0
attr MambaConfig.time_step_max 1 0 0
attr MambaConfig.time_step_init_scheme 1 0 0
attr MambaConfig.time_step_floor 1 0 0
attr MambaConfig.rescale_prenorm_residual 1 0 0
attr MambaConfig.residual_in_fp32 1 0 0
attr MambaConfig.use_cache 1 0 0
attr MambaConfig.use_mambapy 1 0 0
attr MambaConfig.use_associative_scan 1 0 0
attr MambaConfig.tie_word_embeddings 1 0 0

transformers.models.mamba.modeling_mamba (37 missing, 0 any)

Symbol Typable Typed Any
meth MambaCache.init 5 4 0
meth MambaCache.update_ssm_state 3 2 0
meth MambaCache.reset 1 0 0
attr MambaCache.max_batch_size 1 0 0
attr MambaCache.intermediate_size 1 0 0
attr MambaCache.ssm_state_size 1 0 0
attr MambaCache.conv_kernel_size 1 0 0
meth MambaPreTrainedModel._init_weights 2 0 0
meth MambaForCausalLM.init 2 0 0
meth MambaForCausalLM.get_input_embeddings 1 0 0
meth MambaForCausalLM.set_input_embeddings 2 0 0
meth MambaForCausalLM._update_model_kwargs_for_generation 5 4 0
meth MambaForCausalLM.prepare_inputs_for_generation 9 4 0
meth MambaForCausalLM.forward 12 11 0
attr MambaForCausalLM.backbone 1 0 0
attr MambaForCausalLM.lm_head 1 0 0
meth MambaModel.init 2 0 0
meth MambaModel.load_hook 4 0 0
meth MambaModel.get_input_embeddings 1 0 0
meth MambaModel.set_input_embeddings 2 0 0
meth MambaModel.forward 10 9 0
attr MambaModel.embeddings 1 0 0
attr MambaModel.layers 1 0 0
attr MambaModel.gradient_checkpointing 1 0 0
attr MambaModel.norm_f 1 0 0

transformers.models.mamba2.configuration_mamba2 (58 missing, 0 any)

Symbol Typable Typed Any
meth Mamba2Config.init 30 0 0
attr Mamba2Config.vocab_size 1 0 0
attr Mamba2Config.hidden_size 1 0 0
attr Mamba2Config.state_size 1 0 0
attr Mamba2Config.num_hidden_layers 1 0 0
attr Mamba2Config.layer_norm_epsilon 1 0 0
attr Mamba2Config.conv_kernel 1 0 0
attr Mamba2Config.expand 1 0 0
attr Mamba2Config.bos_token_id 1 0 0
attr Mamba2Config.eos_token_id 1 0 0
attr Mamba2Config.pad_token_id 1 0 0
attr Mamba2Config.use_bias 1 0 0
attr Mamba2Config.use_conv_bias 1 0 0
attr Mamba2Config.hidden_act 1 0 0
attr Mamba2Config.initializer_range 1 0 0
attr Mamba2Config.time_step_rank 1 0 0
attr Mamba2Config.time_step_min 1 0 0
attr Mamba2Config.time_step_max 1 0 0
attr Mamba2Config.time_step_floor 1 0 0
attr Mamba2Config.rescale_prenorm_residual 1 0 0
attr Mamba2Config.residual_in_fp32 1 0 0
attr Mamba2Config.use_cache 1 0 0
attr Mamba2Config.n_groups 1 0 0
attr Mamba2Config.num_heads 1 0 0
attr Mamba2Config.head_dim 1 0 0
attr Mamba2Config.rms_norm 1 0 0
attr Mamba2Config.chunk_size 1 0 0
attr Mamba2Config.time_step_limit 1 0 0
attr Mamba2Config.tie_word_embeddings 1 0 0

transformers.models.mamba2.modeling_mamba2 (29 missing, 0 any)

Symbol Typable Typed Any
meth Mamba2ForCausalLM.init 2 0 0
meth Mamba2ForCausalLM.get_input_embeddings 1 0 0
meth Mamba2ForCausalLM.set_input_embeddings 2 0 0
meth Mamba2ForCausalLM.prepare_inputs_for_generation 9 4 0
meth Mamba2ForCausalLM.forward 12 11 0
attr Mamba2ForCausalLM.backbone 1 0 0
attr Mamba2ForCausalLM.lm_head 1 0 0
meth Mamba2PreTrainedModel._init_weights 2 0 0
meth Mamba2Model.init 2 0 0
meth Mamba2Model.load_hook 4 0 0
meth Mamba2Model.get_input_embeddings 1 0 0
meth Mamba2Model.set_input_embeddings 2 0 0
meth Mamba2Model.forward 10 9 0
attr Mamba2Model.embeddings 1 0 0
attr Mamba2Model.layers 1 0 0
attr Mamba2Model.gradient_checkpointing 1 0 0
attr Mamba2Model.norm_f 1 0 0

transformers.models.marian.configuration_marian (57 missing, 0 any)

Symbol Typable Typed Any
meth MarianConfig.init 30 0 0
attr MarianConfig.is_decoder 1 0 0
attr MarianConfig.tie_word_embeddings 1 0 0
attr MarianConfig.vocab_size 1 0 0
attr MarianConfig.decoder_vocab_size 1 0 0
attr MarianConfig.max_position_embeddings 1 0 0
attr MarianConfig.d_model 1 0 0
attr MarianConfig.encoder_ffn_dim 1 0 0
attr MarianConfig.encoder_layers 1 0 0
attr MarianConfig.encoder_attention_heads 1 0 0
attr MarianConfig.decoder_ffn_dim 1 0 0
attr MarianConfig.decoder_layers 1 0 0
attr MarianConfig.decoder_attention_heads 1 0 0
attr MarianConfig.dropout 1 0 0
attr MarianConfig.attention_dropout 1 0 0
attr MarianConfig.activation_dropout 1 0 0
attr MarianConfig.activation_function 1 0 0
attr MarianConfig.init_std 1 0 0
attr MarianConfig.encoder_layerdrop 1 0 0
attr MarianConfig.decoder_layerdrop 1 0 0
attr MarianConfig.use_cache 1 0 0
attr MarianConfig.num_hidden_layers 1 0 0
attr MarianConfig.scale_embedding 1 0 0
attr MarianConfig.share_encoder_decoder_embeddings 1 0 0
attr MarianConfig.pad_token_id 1 0 0
attr MarianConfig.eos_token_id 1 0 0
attr MarianConfig.bos_token_id 1 0 0
attr MarianConfig.decoder_start_token_id 1 0 0

transformers.models.marian.modeling_marian (32 missing, 0 any)

Symbol Typable Typed Any
meth MarianForCausalLM.init 2 0 0
meth MarianForCausalLM.get_input_embeddings 1 0 0
meth MarianForCausalLM.set_input_embeddings 2 0 0
meth MarianForCausalLM.forward 15 14 0
attr MarianForCausalLM.model 1 0 0
attr MarianForCausalLM.lm_head 1 0 0
meth MarianMTModel.init 2 1 0
meth MarianMTModel._resize_token_embeddings 4 2 0
meth MarianMTModel.resize_decoder_token_embeddings 2 0 0
meth MarianMTModel.set_output_embeddings 2 1 0
meth MarianMTModel.forward 16 15 0
meth MarianMTModel.prepare_decoder_input_ids_from_labels 2 1 0
attr MarianMTModel.model 1 0 0
attr MarianMTModel.lm_head 1 0 0
meth MarianPreTrainedModel._init_weights 2 0 0
prop MarianPreTrainedModel.dummy_inputs 1 0 0
meth MarianModel.init 2 1 0
meth MarianModel.get_input_embeddings 1 0 0
meth MarianModel.set_input_embeddings 2 0 0
meth MarianModel.get_decoder_input_embeddings 1 0 0
meth MarianModel.set_decoder_input_embeddings 2 0 0
meth MarianModel.forward 15 14 0
attr MarianModel.encoder 1 0 0
attr MarianModel.decoder 1 0 0
attr MarianModel.shared 1 0 0

transformers.models.marian.tokenization_marian (47 missing, 0 any)

Symbol Typable Typed Any
meth MarianTokenizer.init 14 2 0
meth MarianTokenizer._setup_normalizer 1 0 0
meth MarianTokenizer._convert_token_to_id 2 0 0
meth MarianTokenizer.remove_language_code 2 1 0
meth MarianTokenizer.batch_decode 3 0 0
meth MarianTokenizer.decode 3 0 0
meth MarianTokenizer._decode 5 3 0
meth MarianTokenizer.build_inputs_with_special_tokens 3 1 0
meth MarianTokenizer._switch_to_input_mode 1 0 0
meth MarianTokenizer._switch_to_target_mode 1 0 0
meth MarianTokenizer.get_src_vocab 1 0 0
meth MarianTokenizer.get_tgt_vocab 1 0 0
meth MarianTokenizer.num_special_tokens_to_add 3 0 0
meth MarianTokenizer._special_token_mask 2 0 0
attr MarianTokenizer.sp_model_kwargs 1 0 0
attr MarianTokenizer.separate_vocabs 1 0 0
attr MarianTokenizer.encoder 1 0 0
attr MarianTokenizer.source_lang 1 0 0
attr MarianTokenizer.target_lang 1 0 0
attr MarianTokenizer.spm_files 1 0 0
attr MarianTokenizer.spm_source 1 0 0
attr MarianTokenizer.spm_target 1 0 0
attr MarianTokenizer.current_spm 1 0 0
attr MarianTokenizer.current_encoder 1 0 0
attr MarianTokenizer.target_encoder 1 0 0
attr MarianTokenizer.decoder 1 0 0

transformers.models.markuplm.configuration_markuplm (48 missing, 0 any)

Symbol Typable Typed Any
meth MarkupLMConfig.init 25 0 0
attr MarkupLMConfig.pad_token_id 1 0 0
attr MarkupLMConfig.bos_token_id 1 0 0
attr MarkupLMConfig.eos_token_id 1 0 0
attr MarkupLMConfig.vocab_size 1 0 0
attr MarkupLMConfig.hidden_size 1 0 0
attr MarkupLMConfig.num_hidden_layers 1 0 0
attr MarkupLMConfig.num_attention_heads 1 0 0
attr MarkupLMConfig.hidden_act 1 0 0
attr MarkupLMConfig.intermediate_size 1 0 0
attr MarkupLMConfig.hidden_dropout_prob 1 0 0
attr MarkupLMConfig.attention_probs_dropout_prob 1 0 0
attr MarkupLMConfig.max_position_embeddings 1 0 0
attr MarkupLMConfig.type_vocab_size 1 0 0
attr MarkupLMConfig.initializer_range 1 0 0
attr MarkupLMConfig.layer_norm_eps 1 0 0
attr MarkupLMConfig.use_cache 1 0 0
attr MarkupLMConfig.classifier_dropout 1 0 0
attr MarkupLMConfig.max_depth 1 0 0
attr MarkupLMConfig.max_xpath_tag_unit_embeddings 1 0 0
attr MarkupLMConfig.max_xpath_subs_unit_embeddings 1 0 0
attr MarkupLMConfig.tag_pad_id 1 0 0
attr MarkupLMConfig.subs_pad_id 1 0 0
attr MarkupLMConfig.xpath_unit_hidden_size 1 0 0

transformers.models.markuplm.feature_extraction_markuplm (10 missing, 0 any)

Symbol Typable Typed Any
meth MarkupLMFeatureExtractor.init 2 0 0
meth MarkupLMFeatureExtractor.xpath_soup 2 0 0
meth MarkupLMFeatureExtractor.get_three_from_single 2 0 0
meth MarkupLMFeatureExtractor.construct_xpath 3 0 0
meth MarkupLMFeatureExtractor.call 2 1 0

transformers.models.markuplm.modeling_markuplm (32 missing, 0 any)

Symbol Typable Typed Any
meth MarkupLMForSequenceClassification.init 2 0 0
meth MarkupLMForSequenceClassification.forward 13 12 0
attr MarkupLMForSequenceClassification.num_labels 1 0 0
attr MarkupLMForSequenceClassification.markuplm 1 0 0
attr MarkupLMForSequenceClassification.dropout 1 0 0
attr MarkupLMForSequenceClassification.classifier 1 0 0
meth MarkupLMForQuestionAnswering.init 2 0 0
meth MarkupLMForQuestionAnswering.forward 14 13 0
attr MarkupLMForQuestionAnswering.num_labels 1 0 0
attr MarkupLMForQuestionAnswering.markuplm 1 0 0
attr MarkupLMForQuestionAnswering.qa_outputs 1 0 0
meth MarkupLMForTokenClassification.init 2 0 0
meth MarkupLMForTokenClassification.forward 13 12 0
attr MarkupLMForTokenClassification.num_labels 1 0 0
attr MarkupLMForTokenClassification.markuplm 1 0 0
attr MarkupLMForTokenClassification.dropout 1 0 0
attr MarkupLMForTokenClassification.classifier 1 0 0
meth MarkupLMModel.init 3 0 0
meth MarkupLMModel.get_input_embeddings 1 0 0
meth MarkupLMModel.set_input_embeddings 2 0 0
meth MarkupLMModel.forward 12 11 0
attr MarkupLMModel.embeddings 1 0 0
attr MarkupLMModel.encoder 1 0 0
attr MarkupLMModel.pooler 1 0 0
meth MarkupLMPreTrainedModel._init_weights 2 0 0

transformers.models.markuplm.processing_markuplm (9 missing, 0 any)

Symbol Typable Typed Any
meth MarkupLMProcessor.init 3 0 0
meth MarkupLMProcessor.call 21 15 0

transformers.models.markuplm.tokenization_markuplm (35 missing, 0 any)

Symbol Typable Typed Any
meth MarkupLMTokenizer.init 20 2 0
meth MarkupLMTokenizer.get_xpath_seq 2 0 0
meth MarkupLMTokenizer.call 22 21 0
meth MarkupLMTokenizer.batch_encode_plus 21 20 0
meth MarkupLMTokenizer.tokenize 5 4 0
meth MarkupLMTokenizer.encode_plus 21 20 0
meth MarkupLMTokenizer._encode_plus 21 20 0
attr MarkupLMTokenizer.tags_dict 1 0 0
attr MarkupLMTokenizer.max_depth 1 0 0
attr MarkupLMTokenizer.max_width 1 0 0
attr MarkupLMTokenizer.pad_width 1 0 0
attr MarkupLMTokenizer.unk_tag_id 1 0 0
attr MarkupLMTokenizer.pad_tag_id 1 0 0
attr MarkupLMTokenizer.pad_xpath_tags_seq 1 0 0
attr MarkupLMTokenizer.pad_xpath_subs_seq 1 0 0
attr MarkupLMTokenizer.pad_token_label 1 0 0
attr MarkupLMTokenizer.only_label_first_subword 1 0 0

transformers.models.mask2former.configuration_mask2former (31 missing, 0 any)

Symbol Typable Typed Any
meth Mask2FormerConfig.init 30 28 0
attr Mask2FormerConfig.backbone_config 1 0 0
attr Mask2FormerConfig.feature_size 1 0 0
attr Mask2FormerConfig.mask_feature_size 1 0 0
attr Mask2FormerConfig.hidden_dim 1 0 0
attr Mask2FormerConfig.encoder_feedforward_dim 1 0 0
attr Mask2FormerConfig.activation_function 1 0 0
attr Mask2FormerConfig.encoder_layers 1 0 0
attr Mask2FormerConfig.decoder_layers 1 0 0
attr Mask2FormerConfig.num_attention_heads 1 0 0
attr Mask2FormerConfig.dropout 1 0 0
attr Mask2FormerConfig.dim_feedforward 1 0 0
attr Mask2FormerConfig.pre_norm 1 0 0
attr Mask2FormerConfig.enforce_input_projection 1 0 0
attr Mask2FormerConfig.common_stride 1 0 0
attr Mask2FormerConfig.ignore_value 1 0 0
attr Mask2FormerConfig.num_queries 1 0 0
attr Mask2FormerConfig.no_object_weight 1 0 0
attr Mask2FormerConfig.class_weight 1 0 0
attr Mask2FormerConfig.mask_weight 1 0 0
attr Mask2FormerConfig.dice_weight 1 0 0
attr Mask2FormerConfig.train_num_points 1 0 0
attr Mask2FormerConfig.oversample_ratio 1 0 0
attr Mask2FormerConfig.importance_sample_ratio 1 0 0
attr Mask2FormerConfig.init_std 1 0 0
attr Mask2FormerConfig.init_xavier_std 1 0 0
attr Mask2FormerConfig.use_auxiliary_loss 1 0 0
attr Mask2FormerConfig.feature_strides 1 0 0
attr Mask2FormerConfig.output_auxiliary_logits 1 0 0
attr Mask2FormerConfig.num_hidden_layers 1 0 0

transformers.models.mask2former.image_processing_mask2former (26 missing, 0 any)

Symbol Typable Typed Any
meth Mask2FormerImageProcessor.init 15 13 0
meth Mask2FormerImageProcessor.resize 8 6 0
meth Mask2FormerImageProcessor.convert_segmentation_map_to_binary_masks 5 4 0
meth Mask2FormerImageProcessor.call 4 1 0
meth Mask2FormerImageProcessor._preprocess 12 11 0
meth Mask2FormerImageProcessor.encode_inputs 9 8 0
meth Mask2FormerImageProcessor.post_process_semantic_segmentation 3 2 0
meth Mask2FormerImageProcessor.post_process_instance_segmentation 8 7 0
meth Mask2FormerImageProcessor.post_process_panoptic_segmentation 7 6 0
attr Mask2FormerImageProcessor.do_resize 1 0 0
attr Mask2FormerImageProcessor.size 1 0 0
attr Mask2FormerImageProcessor.resample 1 0 0
attr Mask2FormerImageProcessor.size_divisor 1 0 0
attr Mask2FormerImageProcessor.do_rescale 1 0 0
attr Mask2FormerImageProcessor.rescale_factor 1 0 0
attr Mask2FormerImageProcessor.do_normalize 1 0 0
attr Mask2FormerImageProcessor.image_mean 1 0 0
attr Mask2FormerImageProcessor.image_std 1 0 0
attr Mask2FormerImageProcessor.ignore_index 1 0 0
attr Mask2FormerImageProcessor.do_reduce_labels 1 0 0
attr Mask2FormerImageProcessor.num_labels 1 0 0
attr Mask2FormerImageProcessor.pad_size 1 0 0

transformers.models.mask2former.image_processing_mask2former_fast (7 missing, 0 any)

Symbol Typable Typed Any
meth Mask2FormerImageProcessorFast.reduce_label 2 1 0
meth Mask2FormerImageProcessorFast.resize 6 5 0
meth Mask2FormerImageProcessorFast._preprocess 19 18 0
meth Mask2FormerImageProcessorFast.post_process_semantic_segmentation 3 2 0
meth Mask2FormerImageProcessorFast.post_process_instance_segmentation 8 7 0
meth Mask2FormerImageProcessorFast.post_process_panoptic_segmentation 7 6 0
attr Mask2FormerImageProcessorFast.size 1 0 0

transformers.models.mask2former.modeling_mask2former (11 missing, 0 any)

Symbol Typable Typed Any
meth Mask2FormerForUniversalSegmentation.init 2 1 0
meth Mask2FormerForUniversalSegmentation.get_auxiliary_logits 3 2 0
meth Mask2FormerForUniversalSegmentation.forward 10 9 0
attr Mask2FormerForUniversalSegmentation.model 1 0 0
attr Mask2FormerForUniversalSegmentation.class_predictor 1 0 0
attr Mask2FormerForUniversalSegmentation.criterion 1 0 0
meth Mask2FormerModel.init 2 1 0
meth Mask2FormerModel.forward 7 6 0
attr Mask2FormerModel.pixel_level_module 1 0 0
attr Mask2FormerModel.transformer_module 1 0 0
meth Mask2FormerPreTrainedModel._init_weights 2 1 0

transformers.models.mask2former.modular_mask2former (3 missing, 0 any)

Symbol Typable Typed Any
meth Mask2FormerImageProcessorFast.post_process_semantic_segmentation 3 2 0
meth Mask2FormerImageProcessorFast.post_process_instance_segmentation 8 7 0
meth Mask2FormerImageProcessorFast.post_process_panoptic_segmentation 7 6 0

transformers.models.maskformer.configuration_maskformer (16 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerConfig.init 14 12 0
attr MaskFormerConfig.backbone_config 1 0 0
attr MaskFormerConfig.decoder_config 1 0 0
attr MaskFormerConfig.fpn_feature_size 1 0 0
attr MaskFormerConfig.mask_feature_size 1 0 0
attr MaskFormerConfig.init_std 1 0 0
attr MaskFormerConfig.init_xavier_std 1 0 0
attr MaskFormerConfig.cross_entropy_weight 1 0 0
attr MaskFormerConfig.dice_weight 1 0 0
attr MaskFormerConfig.mask_weight 1 0 0
attr MaskFormerConfig.use_auxiliary_loss 1 0 0
attr MaskFormerConfig.no_object_weight 1 0 0
attr MaskFormerConfig.output_auxiliary_logits 1 0 0
attr MaskFormerConfig.num_attention_heads 1 0 0
attr MaskFormerConfig.num_hidden_layers 1 0 0

transformers.models.maskformer.configuration_maskformer_swin (39 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerSwinConfig.init 20 0 0
attr MaskFormerSwinConfig.image_size 1 0 0
attr MaskFormerSwinConfig.patch_size 1 0 0
attr MaskFormerSwinConfig.num_channels 1 0 0
attr MaskFormerSwinConfig.embed_dim 1 0 0
attr MaskFormerSwinConfig.depths 1 0 0
attr MaskFormerSwinConfig.num_layers 1 0 0
attr MaskFormerSwinConfig.num_heads 1 0 0
attr MaskFormerSwinConfig.window_size 1 0 0
attr MaskFormerSwinConfig.mlp_ratio 1 0 0
attr MaskFormerSwinConfig.qkv_bias 1 0 0
attr MaskFormerSwinConfig.hidden_dropout_prob 1 0 0
attr MaskFormerSwinConfig.attention_probs_dropout_prob 1 0 0
attr MaskFormerSwinConfig.drop_path_rate 1 0 0
attr MaskFormerSwinConfig.hidden_act 1 0 0
attr MaskFormerSwinConfig.use_absolute_embeddings 1 0 0
attr MaskFormerSwinConfig.layer_norm_eps 1 0 0
attr MaskFormerSwinConfig.initializer_range 1 0 0
attr MaskFormerSwinConfig.hidden_size 1 0 0
attr MaskFormerSwinConfig.stage_names 1 0 0

transformers.models.maskformer.image_processing_maskformer (26 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerImageProcessor.init 15 13 0
meth MaskFormerImageProcessor.resize 8 6 0
meth MaskFormerImageProcessor.convert_segmentation_map_to_binary_masks 5 4 0
meth MaskFormerImageProcessor.call 4 1 0
meth MaskFormerImageProcessor._preprocess 12 11 0
meth MaskFormerImageProcessor.encode_inputs 9 8 0
meth MaskFormerImageProcessor.post_process_semantic_segmentation 3 2 0
meth MaskFormerImageProcessor.post_process_instance_segmentation 8 7 0
meth MaskFormerImageProcessor.post_process_panoptic_segmentation 7 6 0
attr MaskFormerImageProcessor.do_resize 1 0 0
attr MaskFormerImageProcessor.size 1 0 0
attr MaskFormerImageProcessor.resample 1 0 0
attr MaskFormerImageProcessor.size_divisor 1 0 0
attr MaskFormerImageProcessor.do_rescale 1 0 0
attr MaskFormerImageProcessor.rescale_factor 1 0 0
attr MaskFormerImageProcessor.do_normalize 1 0 0
attr MaskFormerImageProcessor.image_mean 1 0 0
attr MaskFormerImageProcessor.image_std 1 0 0
attr MaskFormerImageProcessor.ignore_index 1 0 0
attr MaskFormerImageProcessor.do_reduce_labels 1 0 0
attr MaskFormerImageProcessor.num_labels 1 0 0
attr MaskFormerImageProcessor.pad_size 1 0 0

transformers.models.maskformer.image_processing_maskformer_fast (7 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerImageProcessorFast.reduce_label 2 1 0
meth MaskFormerImageProcessorFast.resize 6 5 0
meth MaskFormerImageProcessorFast._preprocess 19 18 0
meth MaskFormerImageProcessorFast.post_process_semantic_segmentation 3 2 0
meth MaskFormerImageProcessorFast.post_process_instance_segmentation 8 7 0
meth MaskFormerImageProcessorFast.post_process_panoptic_segmentation 7 6 0
attr MaskFormerImageProcessorFast.size 1 0 0

transformers.models.maskformer.modeling_maskformer (12 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerForInstanceSegmentation.init 2 1 0
meth MaskFormerForInstanceSegmentation.forward 10 9 0
attr MaskFormerForInstanceSegmentation.model 1 0 0
attr MaskFormerForInstanceSegmentation.class_predictor 1 0 0
attr MaskFormerForInstanceSegmentation.mask_embedder 1 0 0
attr MaskFormerForInstanceSegmentation.matcher 1 0 0
attr MaskFormerForInstanceSegmentation.criterion 1 0 0
meth MaskFormerModel.init 2 1 0
meth MaskFormerModel.forward 7 6 0
attr MaskFormerModel.pixel_level_module 1 0 0
attr MaskFormerModel.transformer_module 1 0 0
meth MaskFormerPreTrainedModel._init_weights 2 1 0

transformers.models.maskformer.modeling_maskformer_swin (23 missing, 0 any)

Symbol Typable Typed Any
meth MaskFormerSwinPreTrainedModel._init_weights 2 0 0
meth MaskFormerSwinBackbone.init 2 1 0
meth MaskFormerSwinBackbone.forward 6 5 0
attr MaskFormerSwinBackbone.model 1 0 0
attr MaskFormerSwinBackbone.num_features 1 0 0
attr MaskFormerSwinBackbone.hidden_states_norms 1 0 0
meth MaskFormerSwinModel.init 3 0 0
meth MaskFormerSwinModel.get_input_embeddings 1 0 0
meth MaskFormerSwinModel.forward 7 1 0
attr MaskFormerSwinModel.num_layers 1 0 0
attr MaskFormerSwinModel.num_features 1 0 0
attr MaskFormerSwinModel.embeddings 1 0 0
attr MaskFormerSwinModel.encoder 1 0 0
attr MaskFormerSwinModel.layernorm 1 0 0
attr MaskFormerSwinModel.pooler 1 0 0

transformers.models.mbart.configuration_mbart (55 missing, 0 any)

Symbol Typable Typed Any
meth MBartConfig.init 29 0 0
attr MBartConfig.is_decoder 1 0 0
attr MBartConfig.vocab_size 1 0 0
attr MBartConfig.max_position_embeddings 1 0 0
attr MBartConfig.d_model 1 0 0
attr MBartConfig.encoder_ffn_dim 1 0 0
attr MBartConfig.encoder_layers 1 0 0
attr MBartConfig.encoder_attention_heads 1 0 0
attr MBartConfig.decoder_ffn_dim 1 0 0
attr MBartConfig.decoder_layers 1 0 0
attr MBartConfig.decoder_attention_heads 1 0 0
attr MBartConfig.dropout 1 0 0
attr MBartConfig.attention_dropout 1 0 0
attr MBartConfig.activation_dropout 1 0 0
attr MBartConfig.activation_function 1 0 0
attr MBartConfig.init_std 1 0 0
attr MBartConfig.encoder_layerdrop 1 0 0
attr MBartConfig.decoder_layerdrop 1 0 0
attr MBartConfig.classifier_dropout 1 0 0
attr MBartConfig.use_cache 1 0 0
attr MBartConfig.num_hidden_layers 1 0 0
attr MBartConfig.scale_embedding 1 0 0
attr MBartConfig.pad_token_id 1 0 0
attr MBartConfig.bos_token_id 1 0 0
attr MBartConfig.eos_token_id 1 0 0
attr MBartConfig.decoder_start_token_id 1 0 0
attr MBartConfig.tie_word_embeddings 1 0 0

transformers.models.mbart.modeling_mbart (35 missing, 0 any)

Symbol Typable Typed Any
meth MBartForQuestionAnswering.init 2 0 0
meth MBartForQuestionAnswering.forward 16 15 0
attr MBartForQuestionAnswering.num_labels 1 0 0
attr MBartForQuestionAnswering.model 1 0 0
attr MBartForQuestionAnswering.qa_outputs 1 0 0
meth MBartForConditionalGeneration.init 2 1 0
meth MBartForConditionalGeneration.forward 16 15 0
meth MBartForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr MBartForConditionalGeneration.model 1 0 0
attr MBartForConditionalGeneration.lm_head 1 0 0
meth MBartForCausalLM.init 2 0 0
meth MBartForCausalLM.get_input_embeddings 1 0 0
meth MBartForCausalLM.set_input_embeddings 2 0 0
meth MBartForCausalLM.forward 15 14 0
attr MBartForCausalLM.model 1 0 0
attr MBartForCausalLM.lm_head 1 0 0
meth MBartModel.init 2 1 0
meth MBartModel.get_input_embeddings 1 0 0
meth MBartModel.set_input_embeddings 2 0 0
meth MBartModel.forward 15 14 0
attr MBartModel.shared 1 0 0
attr MBartModel.encoder 1 0 0
attr MBartModel.decoder 1 0 0
meth MBartForSequenceClassification.init 3 1 0
meth MBartForSequenceClassification.forward 15 14 0
attr MBartForSequenceClassification.model 1 0 0
attr MBartForSequenceClassification.classification_head 1 0 0
meth MBartPreTrainedModel._init_weights 2 0 0
prop MBartPreTrainedModel.dummy_inputs 1 0 0

transformers.models.mbart.tokenization_mbart (24 missing, 0 any)

Symbol Typable Typed Any
meth MBartTokenizer.init 13 1 0
meth MBartTokenizer._build_translation_inputs 6 3 0
meth MBartTokenizer._switch_to_input_mode 1 0 0
meth MBartTokenizer._switch_to_target_mode 1 0 0
meth MBartTokenizer.set_src_lang_special_tokens 2 1 0
attr MBartTokenizer.lang_code_to_id 1 0 0
attr MBartTokenizer.fairseq_offset 1 0 0
attr MBartTokenizer.fairseq_tokens_to_ids 1 0 0
attr MBartTokenizer.fairseq_ids_to_tokens 1 0 0
attr MBartTokenizer.cur_lang_code 1 0 0
attr MBartTokenizer.tgt_lang 1 0 0

transformers.models.mbart50.tokenization_mbart50 (21 missing, 0 any)

Symbol Typable Typed Any
meth MBart50Tokenizer.init 12 2 0
meth MBart50Tokenizer._build_language_code_mappings 1 0 0
meth MBart50Tokenizer._post_init 1 0 0
meth MBart50Tokenizer.prepare_seq2seq_batch 6 5 0
meth MBart50Tokenizer._switch_to_input_mode 1 0 0
meth MBart50Tokenizer._switch_to_target_mode 1 0 0
meth MBart50Tokenizer._build_translation_inputs 6 3 0
attr MBart50Tokenizer.fairseq_offset 1 0 0
attr MBart50Tokenizer.tgt_lang 1 0 0
attr MBart50Tokenizer.cur_lang_code_id 1 0 0

transformers.models.megatron_bert.configuration_megatron_bert (40 missing, 0 any)

Symbol Typable Typed Any
meth MegatronBertConfig.init 21 0 0
attr MegatronBertConfig.pad_token_id 1 0 0
attr MegatronBertConfig.bos_token_id 1 0 0
attr MegatronBertConfig.eos_token_id 1 0 0
attr MegatronBertConfig.tie_word_embeddings 1 0 0
attr MegatronBertConfig.is_decoder 1 0 0
attr MegatronBertConfig.add_cross_attention 1 0 0
attr MegatronBertConfig.vocab_size 1 0 0
attr MegatronBertConfig.hidden_size 1 0 0
attr MegatronBertConfig.num_hidden_layers 1 0 0
attr MegatronBertConfig.num_attention_heads 1 0 0
attr MegatronBertConfig.hidden_act 1 0 0
attr MegatronBertConfig.intermediate_size 1 0 0
attr MegatronBertConfig.hidden_dropout_prob 1 0 0
attr MegatronBertConfig.attention_probs_dropout_prob 1 0 0
attr MegatronBertConfig.max_position_embeddings 1 0 0
attr MegatronBertConfig.type_vocab_size 1 0 0
attr MegatronBertConfig.initializer_range 1 0 0
attr MegatronBertConfig.layer_norm_eps 1 0 0
attr MegatronBertConfig.use_cache 1 0 0

transformers.models.megatron_bert.modeling_megatron_bert (68 missing, 0 any)

Symbol Typable Typed Any
meth MegatronBertForNextSentencePrediction.init 2 0 0
meth MegatronBertForNextSentencePrediction.forward 11 10 0
attr MegatronBertForNextSentencePrediction.bert 1 0 0
attr MegatronBertForNextSentencePrediction.cls 1 0 0
meth MegatronBertForMaskedLM.init 2 0 0
meth MegatronBertForMaskedLM.get_output_embeddings 1 0 0
meth MegatronBertForMaskedLM.set_output_embeddings 2 0 0
meth MegatronBertForMaskedLM.forward 13 12 0
attr MegatronBertForMaskedLM.bert 1 0 0
attr MegatronBertForMaskedLM.cls 1 0 0
meth MegatronBertForQuestionAnswering.init 2 0 0
meth MegatronBertForQuestionAnswering.forward 12 11 0
attr MegatronBertForQuestionAnswering.num_labels 1 0 0
attr MegatronBertForQuestionAnswering.bert 1 0 0
attr MegatronBertForQuestionAnswering.qa_outputs 1 0 0
meth MegatronBertForCausalLM.init 2 0 0
meth MegatronBertForCausalLM.get_output_embeddings 1 0 0
meth MegatronBertForCausalLM.set_output_embeddings 2 0 0
meth MegatronBertForCausalLM.forward 17 16 0
attr MegatronBertForCausalLM.bert 1 0 0
attr MegatronBertForCausalLM.cls 1 0 0
meth MegatronBertForMultipleChoice.init 2 0 0
meth MegatronBertForMultipleChoice.forward 11 10 0
attr MegatronBertForMultipleChoice.bert 1 0 0
attr MegatronBertForMultipleChoice.dropout 1 0 0
attr MegatronBertForMultipleChoice.classifier 1 0 0
meth MegatronBertForTokenClassification.init 2 0 0
meth MegatronBertForTokenClassification.forward 11 10 0
attr MegatronBertForTokenClassification.num_labels 1 0 0
attr MegatronBertForTokenClassification.bert 1 0 0
attr MegatronBertForTokenClassification.dropout 1 0 0
attr MegatronBertForTokenClassification.classifier 1 0 0
meth MegatronBertPreTrainedModel._init_weights 2 0 0
meth MegatronBertModel.init 3 0 0
meth MegatronBertModel.get_input_embeddings 1 0 0
meth MegatronBertModel.set_input_embeddings 2 0 0
meth MegatronBertModel.forward 15 14 0
attr MegatronBertModel.embeddings 1 0 0
attr MegatronBertModel.encoder 1 0 0
attr MegatronBertModel.pooler 1 0 0
meth MegatronBertForPreTraining.init 3 0 0
meth MegatronBertForPreTraining.get_output_embeddings 1 0 0
meth MegatronBertForPreTraining.set_output_embeddings 2 0 0
meth MegatronBertForPreTraining.forward 12 11 0
attr MegatronBertForPreTraining.bert 1 0 0
attr MegatronBertForPreTraining.cls 1 0 0
meth MegatronBertForSequenceClassification.init 2 0 0
meth MegatronBertForSequenceClassification.forward 11 10 0
attr MegatronBertForSequenceClassification.num_labels 1 0 0
attr MegatronBertForSequenceClassification.bert 1 0 0
attr MegatronBertForSequenceClassification.dropout 1 0 0
attr MegatronBertForSequenceClassification.classifier 1 0 0

transformers.models.megatron_gpt2.checkpoint_reshaping_and_interoperability (39 missing, 0 any)

Symbol Typable Typed Any
func convert_checkpoint_from_transformers_to_megatron 2 0 0
func add_transformers_checkpoint_args 2 0 0
func megatron_to_transformers_fix_query_key_value_ordering 6 0 0
func add_megatron_checkpoint_args 2 0 0
func get_element_from_dict_by_path 3 0 0
func get_megatron_sharded_states 5 0 0
func add_checkpointing_args 2 0 0
attr transformers_to_megatron 1 0 0
func convert_checkpoint_from_megatron_to_transformers 2 0 0
func recursive_print 4 0 0
func transformers_to_megatron_fix_query_key_value_ordering 6 0 0
func merge_transformers_sharded_states 3 0 0
func main 1 0 0

transformers.models.metaclip_2.configuration_metaclip_2 (71 missing, 0 any)

Symbol Typable Typed Any
meth MetaClip2TextConfig.init 17 0 0
attr MetaClip2TextConfig.pad_token_id 1 0 0
attr MetaClip2TextConfig.bos_token_id 1 0 0
attr MetaClip2TextConfig.eos_token_id 1 0 0
attr MetaClip2TextConfig.vocab_size 1 0 0
attr MetaClip2TextConfig.hidden_size 1 0 0
attr MetaClip2TextConfig.intermediate_size 1 0 0
attr MetaClip2TextConfig.projection_dim 1 0 0
attr MetaClip2TextConfig.num_hidden_layers 1 0 0
attr MetaClip2TextConfig.num_attention_heads 1 0 0
attr MetaClip2TextConfig.max_position_embeddings 1 0 0
attr MetaClip2TextConfig.layer_norm_eps 1 0 0
attr MetaClip2TextConfig.hidden_act 1 0 0
attr MetaClip2TextConfig.initializer_range 1 0 0
attr MetaClip2TextConfig.initializer_factor 1 0 0
attr MetaClip2TextConfig.attention_dropout 1 0 0
meth MetaClip2VisionConfig.init 15 0 0
attr MetaClip2VisionConfig.hidden_size 1 0 0
attr MetaClip2VisionConfig.intermediate_size 1 0 0
attr MetaClip2VisionConfig.projection_dim 1 0 0
attr MetaClip2VisionConfig.num_hidden_layers 1 0 0
attr MetaClip2VisionConfig.num_attention_heads 1 0 0
attr MetaClip2VisionConfig.num_channels 1 0 0
attr MetaClip2VisionConfig.patch_size 1 0 0
attr MetaClip2VisionConfig.image_size 1 0 0
attr MetaClip2VisionConfig.initializer_range 1 0 0
attr MetaClip2VisionConfig.initializer_factor 1 0 0
attr MetaClip2VisionConfig.attention_dropout 1 0 0
attr MetaClip2VisionConfig.layer_norm_eps 1 0 0
attr MetaClip2VisionConfig.hidden_act 1 0 0
meth MetaClip2Config.init 6 0 0
attr MetaClip2Config.text_config 1 0 0
attr MetaClip2Config.vision_config 1 0 0
attr MetaClip2Config.projection_dim 1 0 0
attr MetaClip2Config.logit_scale_init_value 1 0 0
attr MetaClip2Config.initializer_factor 1 0 0

transformers.models.metaclip_2.modeling_metaclip_2 (28 missing, 0 any)

Symbol Typable Typed Any
meth MetaClip2VisionModel.init 2 1 0
attr MetaClip2VisionModel.vision_model 1 0 0
meth MetaClip2VisionModelWithProjection.init 2 1 0
attr MetaClip2VisionModelWithProjection.vision_model 1 0 0
attr MetaClip2VisionModelWithProjection.visual_projection 1 0 0
meth MetaClip2TextModel.init 2 1 0
meth MetaClip2TextModel.set_input_embeddings 2 0 0
attr MetaClip2TextModel.text_model 1 0 0
meth MetaClip2TextModelWithProjection.init 2 1 0
meth MetaClip2TextModelWithProjection.set_input_embeddings 2 0 0
attr MetaClip2TextModelWithProjection.text_model 1 0 0
attr MetaClip2TextModelWithProjection.text_projection 1 0 0
meth MetaClip2PreTrainedModel._init_weights 2 0 0
attr MetaClip2ForImageClassification.num_labels 1 0 0
attr MetaClip2ForImageClassification.vision_model 1 0 0
attr MetaClip2ForImageClassification.classifier 1 0 0
meth MetaClip2Model.init 2 1 0
attr MetaClip2Model.projection_dim 1 0 0
attr MetaClip2Model.text_embed_dim 1 0 0
attr MetaClip2Model.vision_embed_dim 1 0 0
attr MetaClip2Model.text_model 1 0 0
attr MetaClip2Model.vision_model 1 0 0
attr MetaClip2Model.visual_projection 1 0 0
attr MetaClip2Model.text_projection 1 0 0
attr MetaClip2Model.logit_scale 1 0 0

transformers.models.metaclip_2.modular_metaclip_2 (16 missing, 0 any)

Symbol Typable Typed Any
meth MetaClip2TextModel.forward 5 4 0
meth MetaClip2TextModelWithProjection.forward 5 4 0
meth MetaClip2VisionModel.forward 4 3 0
meth MetaClip2VisionModelWithProjection.forward 4 3 0
meth MetaClip2Model.init 2 1 0
meth MetaClip2Model.forward 8 7 0
attr MetaClip2Model.projection_dim 1 0 0
attr MetaClip2Model.text_embed_dim 1 0 0
attr MetaClip2Model.vision_embed_dim 1 0 0
attr MetaClip2Model.text_model 1 0 0
attr MetaClip2Model.vision_model 1 0 0
attr MetaClip2Model.visual_projection 1 0 0
attr MetaClip2Model.text_projection 1 0 0
attr MetaClip2Model.logit_scale 1 0 0
meth MetaClip2PreTrainedModel._init_weights 2 0 0

transformers.models.mgp_str.configuration_mgp_str (40 missing, 0 any)

Symbol Typable Typed Any
meth MgpstrConfig.init 21 0 0
attr MgpstrConfig.image_size 1 0 0
attr MgpstrConfig.patch_size 1 0 0
attr MgpstrConfig.num_channels 1 0 0
attr MgpstrConfig.max_token_length 1 0 0
attr MgpstrConfig.num_character_labels 1 0 0
attr MgpstrConfig.num_bpe_labels 1 0 0
attr MgpstrConfig.num_wordpiece_labels 1 0 0
attr MgpstrConfig.hidden_size 1 0 0
attr MgpstrConfig.num_hidden_layers 1 0 0
attr MgpstrConfig.num_attention_heads 1 0 0
attr MgpstrConfig.mlp_ratio 1 0 0
attr MgpstrConfig.distilled 1 0 0
attr MgpstrConfig.layer_norm_eps 1 0 0
attr MgpstrConfig.drop_rate 1 0 0
attr MgpstrConfig.qkv_bias 1 0 0
attr MgpstrConfig.attn_drop_rate 1 0 0
attr MgpstrConfig.drop_path_rate 1 0 0
attr MgpstrConfig.output_a3_attentions 1 0 0
attr MgpstrConfig.initializer_range 1 0 0

transformers.models.mgp_str.modeling_mgp_str (13 missing, 0 any)

Symbol Typable Typed Any
meth MgpstrForSceneTextRecognition.forward 7 6 0
attr MgpstrForSceneTextRecognition.num_labels 1 0 0
attr MgpstrForSceneTextRecognition.mgp_str 1 0 0
attr MgpstrForSceneTextRecognition.char_a3_module 1 0 0
attr MgpstrForSceneTextRecognition.bpe_a3_module 1 0 0
attr MgpstrForSceneTextRecognition.wp_a3_module 1 0 0
attr MgpstrForSceneTextRecognition.char_head 1 0 0
attr MgpstrForSceneTextRecognition.bpe_head 1 0 0
attr MgpstrForSceneTextRecognition.wp_head 1 0 0
meth MgpstrModel.init 2 1 0
meth MgpstrModel.forward 6 5 0
attr MgpstrModel.embeddings 1 0 0
attr MgpstrModel.encoder 1 0 0

transformers.models.mgp_str.processing_mgp_str (24 missing, 0 any)

Symbol Typable Typed Any
meth MgpstrProcessor.init 4 0 0
meth MgpstrProcessor.call 5 0 0
meth MgpstrProcessor.batch_decode 2 0 0
meth MgpstrProcessor._decode_helper 3 0 0
meth MgpstrProcessor.char_decode 2 0 0
meth MgpstrProcessor.bpe_decode 2 0 0
meth MgpstrProcessor.wp_decode 2 0 0
prop MgpstrProcessor.model_input_names 1 0 0
attr MgpstrProcessor.char_tokenizer 1 0 0
attr MgpstrProcessor.bpe_tokenizer 1 0 0
attr MgpstrProcessor.wp_tokenizer 1 0 0

transformers.models.mgp_str.tokenization_mgp_str (17 missing, 0 any)

Symbol Typable Typed Any
meth MgpstrTokenizer.init 7 0 0
meth MgpstrTokenizer.get_vocab 1 0 0
meth MgpstrTokenizer._tokenize 2 0 0
meth MgpstrTokenizer._convert_token_to_id 2 0 0
meth MgpstrTokenizer._convert_id_to_token 2 0 0
prop MgpstrTokenizer.vocab_size 1 0 0
attr MgpstrTokenizer.decoder 1 0 0
attr MgpstrTokenizer.vocab 1 0 0

transformers.models.mimi.configuration_mimi (40 missing, 0 any)

Symbol Typable Typed Any
meth MimiConfig.init 41 39 0
attr MimiConfig.sampling_rate 1 0 0
attr MimiConfig.audio_channels 1 0 0
attr MimiConfig.hidden_size 1 0 0
attr MimiConfig.num_filters 1 0 0
attr MimiConfig.num_residual_layers 1 0 0
attr MimiConfig.upsampling_ratios 1 0 0
attr MimiConfig.kernel_size 1 0 0
attr MimiConfig.last_kernel_size 1 0 0
attr MimiConfig.residual_kernel_size 1 0 0
attr MimiConfig.dilation_growth_rate 1 0 0
attr MimiConfig.use_causal_conv 1 0 0
attr MimiConfig.pad_mode 1 0 0
attr MimiConfig.compress 1 0 0
attr MimiConfig.trim_right_ratio 1 0 0
attr MimiConfig.codebook_size 1 0 0
attr MimiConfig.codebook_dim 1 0 0
attr MimiConfig.num_quantizers 1 0 0
attr MimiConfig.use_conv_shortcut 1 0 0
attr MimiConfig.vector_quantization_hidden_dimension 1 0 0
attr MimiConfig.upsample_groups 1 0 0
attr MimiConfig.num_hidden_layers 1 0 0
attr MimiConfig.intermediate_size 1 0 0
attr MimiConfig.num_attention_heads 1 0 0
attr MimiConfig.num_key_value_heads 1 0 0
attr MimiConfig.hidden_act 1 0 0
attr MimiConfig.max_position_embeddings 1 0 0
attr MimiConfig.initializer_range 1 0 0
attr MimiConfig.norm_eps 1 0 0
attr MimiConfig.use_cache 1 0 0
attr MimiConfig.use_streaming 1 0 0
attr MimiConfig.sliding_window 1 0 0
attr MimiConfig.attention_dropout 1 0 0
attr MimiConfig.head_dim 1 0 0
attr MimiConfig.layer_scale_initial_scale 1 0 0
attr MimiConfig.attention_bias 1 0 0
attr MimiConfig.tie_word_embeddings 1 0 0
attr MimiConfig.rope_parameters 1 0 0
attr MimiConfig.num_semantic_quantizers 1 0 0

transformers.models.mimi.modeling_mimi (13 missing, 0 any)

Symbol Typable Typed Any
meth MimiModel.init 2 1 0
meth MimiModel.get_audio_codes_mask 3 2 0
meth MimiModel.forward 9 8 0
attr MimiModel.encoder 1 0 0
attr MimiModel.encoder_transformer 1 0 0
attr MimiModel.downsample 1 0 0
attr MimiModel.upsample 1 0 0
attr MimiModel.decoder_transformer 1 0 0
attr MimiModel.decoder 1 0 0
attr MimiModel.quantizer 1 0 0
attr MimiModel.bits_per_codebook 1 0 0
meth MimiPreTrainedModel._init_weights 2 0 0

transformers.models.minimax.configuration_minimax (34 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxConfig.init 34 32 0
attr MiniMaxConfig.vocab_size 1 0 0
attr MiniMaxConfig.max_position_embeddings 1 0 0
attr MiniMaxConfig.hidden_size 1 0 0
attr MiniMaxConfig.intermediate_size 1 0 0
attr MiniMaxConfig.num_hidden_layers 1 0 0
attr MiniMaxConfig.num_attention_heads 1 0 0
attr MiniMaxConfig.sliding_window 1 0 0
attr MiniMaxConfig.num_key_value_heads 1 0 0
attr MiniMaxConfig.hidden_act 1 0 0
attr MiniMaxConfig.initializer_range 1 0 0
attr MiniMaxConfig.rms_norm_eps 1 0 0
attr MiniMaxConfig.use_cache 1 0 0
attr MiniMaxConfig.attention_dropout 1 0 0
attr MiniMaxConfig.head_dim 1 0 0
attr MiniMaxConfig.num_experts_per_tok 1 0 0
attr MiniMaxConfig.num_local_experts 1 0 0
attr MiniMaxConfig.output_router_logits 1 0 0
attr MiniMaxConfig.router_aux_loss_coef 1 0 0
attr MiniMaxConfig.router_jitter_noise 1 0 0
attr MiniMaxConfig.tie_word_embeddings 1 0 0
attr MiniMaxConfig.pad_token_id 1 0 0
attr MiniMaxConfig.bos_token_id 1 0 0
attr MiniMaxConfig.eos_token_id 1 0 0
attr MiniMaxConfig.layer_types 1 0 0
attr MiniMaxConfig.block_size 1 0 0
attr MiniMaxConfig.full_attn_alpha_factor 1 0 0
attr MiniMaxConfig.full_attn_beta_factor 1 0 0
attr MiniMaxConfig.linear_attn_alpha_factor 1 0 0
attr MiniMaxConfig.linear_attn_beta_factor 1 0 0
attr MiniMaxConfig.mlp_alpha_factor 1 0 0
attr MiniMaxConfig.mlp_beta_factor 1 0 0
attr MiniMaxConfig.rope_parameters 1 0 0

transformers.models.minimax.modeling_minimax (19 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxPreTrainedModel._init_weights 2 0 0
attr MiniMaxPreTrainedModel._can_record_outputs 1 0 0
meth MiniMaxForCausalLM.init 2 0 0
attr MiniMaxForCausalLM.model 1 0 0
attr MiniMaxForCausalLM.vocab_size 1 0 0
attr MiniMaxForCausalLM.lm_head 1 0 0
attr MiniMaxForCausalLM.router_aux_loss_coef 1 0 0
attr MiniMaxForCausalLM.num_experts 1 0 0
attr MiniMaxForCausalLM.num_experts_per_tok 1 0 0
meth MiniMaxModel.init 2 1 0
attr MiniMaxModel.padding_idx 1 0 0
attr MiniMaxModel.vocab_size 1 0 0
attr MiniMaxModel.embed_tokens 1 0 0
attr MiniMaxModel.layers 1 0 0
attr MiniMaxModel.norm 1 0 0
attr MiniMaxModel.rotary_emb 1 0 0
attr MiniMaxModel.gradient_checkpointing 1 0 0

transformers.models.minimax.modular_minimax (39 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxConfig.init 34 32 0
attr MiniMaxConfig.vocab_size 1 0 0
attr MiniMaxConfig.max_position_embeddings 1 0 0
attr MiniMaxConfig.hidden_size 1 0 0
attr MiniMaxConfig.intermediate_size 1 0 0
attr MiniMaxConfig.num_hidden_layers 1 0 0
attr MiniMaxConfig.num_attention_heads 1 0 0
attr MiniMaxConfig.sliding_window 1 0 0
attr MiniMaxConfig.num_key_value_heads 1 0 0
attr MiniMaxConfig.hidden_act 1 0 0
attr MiniMaxConfig.initializer_range 1 0 0
attr MiniMaxConfig.rms_norm_eps 1 0 0
attr MiniMaxConfig.use_cache 1 0 0
attr MiniMaxConfig.attention_dropout 1 0 0
attr MiniMaxConfig.head_dim 1 0 0
attr MiniMaxConfig.num_experts_per_tok 1 0 0
attr MiniMaxConfig.num_local_experts 1 0 0
attr MiniMaxConfig.output_router_logits 1 0 0
attr MiniMaxConfig.router_aux_loss_coef 1 0 0
attr MiniMaxConfig.router_jitter_noise 1 0 0
attr MiniMaxConfig.tie_word_embeddings 1 0 0
attr MiniMaxConfig.pad_token_id 1 0 0
attr MiniMaxConfig.bos_token_id 1 0 0
attr MiniMaxConfig.eos_token_id 1 0 0
attr MiniMaxConfig.layer_types 1 0 0
attr MiniMaxConfig.block_size 1 0 0
attr MiniMaxConfig.full_attn_alpha_factor 1 0 0
attr MiniMaxConfig.full_attn_beta_factor 1 0 0
attr MiniMaxConfig.linear_attn_alpha_factor 1 0 0
attr MiniMaxConfig.linear_attn_beta_factor 1 0 0
attr MiniMaxConfig.mlp_alpha_factor 1 0 0
attr MiniMaxConfig.mlp_beta_factor 1 0 0
attr MiniMaxConfig.rope_parameters 1 0 0
meth MiniMaxPreTrainedModel._init_weights 2 0 0
attr MiniMaxPreTrainedModel._can_record_outputs 1 0 0
meth MiniMaxForCausalLM.forward 2 0 0

transformers.models.minimax_m2.configuration_minimax_m2 (25 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxM2Config.init 25 23 0
attr MiniMaxM2Config.vocab_size 1 0 0
attr MiniMaxM2Config.max_position_embeddings 1 0 0
attr MiniMaxM2Config.hidden_size 1 0 0
attr MiniMaxM2Config.intermediate_size 1 0 0
attr MiniMaxM2Config.num_hidden_layers 1 0 0
attr MiniMaxM2Config.num_attention_heads 1 0 0
attr MiniMaxM2Config.num_key_value_heads 1 0 0
attr MiniMaxM2Config.hidden_act 1 0 0
attr MiniMaxM2Config.initializer_range 1 0 0
attr MiniMaxM2Config.rms_norm_eps 1 0 0
attr MiniMaxM2Config.use_cache 1 0 0
attr MiniMaxM2Config.attention_dropout 1 0 0
attr MiniMaxM2Config.head_dim 1 0 0
attr MiniMaxM2Config.rope_parameters 1 0 0
attr MiniMaxM2Config.num_experts_per_tok 1 0 0
attr MiniMaxM2Config.num_local_experts 1 0 0
attr MiniMaxM2Config.output_router_logits 1 0 0
attr MiniMaxM2Config.router_aux_loss_coef 1 0 0
attr MiniMaxM2Config.router_jitter_noise 1 0 0
attr MiniMaxM2Config.pad_token_id 1 0 0
attr MiniMaxM2Config.bos_token_id 1 0 0
attr MiniMaxM2Config.eos_token_id 1 0 0
attr MiniMaxM2Config.tie_word_embeddings 1 0 0

transformers.models.minimax_m2.modeling_minimax_m2 (19 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxM2PreTrainedModel._init_weights 2 0 0
attr MiniMaxM2PreTrainedModel._can_record_outputs 1 0 0
meth MiniMaxM2Model.init 2 1 0
attr MiniMaxM2Model.padding_idx 1 0 0
attr MiniMaxM2Model.vocab_size 1 0 0
attr MiniMaxM2Model.embed_tokens 1 0 0
attr MiniMaxM2Model.layers 1 0 0
attr MiniMaxM2Model.norm 1 0 0
attr MiniMaxM2Model.rotary_emb 1 0 0
attr MiniMaxM2Model.gradient_checkpointing 1 0 0
meth MiniMaxM2ForCausalLM.init 2 0 0
attr MiniMaxM2ForCausalLM.model 1 0 0
attr MiniMaxM2ForCausalLM.vocab_size 1 0 0
attr MiniMaxM2ForCausalLM.lm_head 1 0 0
attr MiniMaxM2ForCausalLM.router_aux_loss_coef 1 0 0
attr MiniMaxM2ForCausalLM.num_experts 1 0 0
attr MiniMaxM2ForCausalLM.num_experts_per_tok 1 0 0

transformers.models.minimax_m2.modular_minimax_m2 (27 missing, 0 any)

Symbol Typable Typed Any
meth MiniMaxM2PreTrainedModel._init_weights 2 0 0
meth MiniMaxM2Config.init 25 23 0
attr MiniMaxM2Config.vocab_size 1 0 0
attr MiniMaxM2Config.max_position_embeddings 1 0 0
attr MiniMaxM2Config.hidden_size 1 0 0
attr MiniMaxM2Config.intermediate_size 1 0 0
attr MiniMaxM2Config.num_hidden_layers 1 0 0
attr MiniMaxM2Config.num_attention_heads 1 0 0
attr MiniMaxM2Config.num_key_value_heads 1 0 0
attr MiniMaxM2Config.hidden_act 1 0 0
attr MiniMaxM2Config.initializer_range 1 0 0
attr MiniMaxM2Config.rms_norm_eps 1 0 0
attr MiniMaxM2Config.use_cache 1 0 0
attr MiniMaxM2Config.attention_dropout 1 0 0
attr MiniMaxM2Config.head_dim 1 0 0
attr MiniMaxM2Config.rope_parameters 1 0 0
attr MiniMaxM2Config.num_experts_per_tok 1 0 0
attr MiniMaxM2Config.num_local_experts 1 0 0
attr MiniMaxM2Config.output_router_logits 1 0 0
attr MiniMaxM2Config.router_aux_loss_coef 1 0 0
attr MiniMaxM2Config.router_jitter_noise 1 0 0
attr MiniMaxM2Config.pad_token_id 1 0 0
attr MiniMaxM2Config.bos_token_id 1 0 0
attr MiniMaxM2Config.eos_token_id 1 0 0
attr MiniMaxM2Config.tie_word_embeddings 1 0 0

transformers.models.ministral.configuration_ministral (22 missing, 0 any)

Symbol Typable Typed Any
meth MinistralConfig.init 22 20 0
attr MinistralConfig.pad_token_id 1 0 0
attr MinistralConfig.bos_token_id 1 0 0
attr MinistralConfig.eos_token_id 1 0 0
attr MinistralConfig.tie_word_embeddings 1 0 0
attr MinistralConfig.vocab_size 1 0 0
attr MinistralConfig.max_position_embeddings 1 0 0
attr MinistralConfig.hidden_size 1 0 0
attr MinistralConfig.intermediate_size 1 0 0
attr MinistralConfig.num_hidden_layers 1 0 0
attr MinistralConfig.num_attention_heads 1 0 0
attr MinistralConfig.sliding_window 1 0 0
attr MinistralConfig.head_dim 1 0 0
attr MinistralConfig.num_key_value_heads 1 0 0
attr MinistralConfig.hidden_act 1 0 0
attr MinistralConfig.initializer_range 1 0 0
attr MinistralConfig.rms_norm_eps 1 0 0
attr MinistralConfig.use_cache 1 0 0
attr MinistralConfig.attention_dropout 1 0 0
attr MinistralConfig.layer_types 1 0 0
attr MinistralConfig.rope_parameters 1 0 0

transformers.models.ministral.modeling_ministral (13 missing, 0 any)

Symbol Typable Typed Any
meth MinistralModel.init 2 1 0
attr MinistralModel.padding_idx 1 0 0
attr MinistralModel.vocab_size 1 0 0
attr MinistralModel.embed_tokens 1 0 0
attr MinistralModel.layers 1 0 0
attr MinistralModel.norm 1 0 0
attr MinistralModel.rotary_emb 1 0 0
attr MinistralModel.gradient_checkpointing 1 0 0
meth MinistralForCausalLM.init 2 0 0
attr MinistralForCausalLM.model 1 0 0
attr MinistralForCausalLM.vocab_size 1 0 0
attr MinistralForCausalLM.lm_head 1 0 0

transformers.models.ministral.modular_ministral (23 missing, 0 any)

Symbol Typable Typed Any
meth MinistralModel.init 2 1 0
meth MinistralConfig.init 22 20 0
attr MinistralConfig.pad_token_id 1 0 0
attr MinistralConfig.bos_token_id 1 0 0
attr MinistralConfig.eos_token_id 1 0 0
attr MinistralConfig.tie_word_embeddings 1 0 0
attr MinistralConfig.vocab_size 1 0 0
attr MinistralConfig.max_position_embeddings 1 0 0
attr MinistralConfig.hidden_size 1 0 0
attr MinistralConfig.intermediate_size 1 0 0
attr MinistralConfig.num_hidden_layers 1 0 0
attr MinistralConfig.num_attention_heads 1 0 0
attr MinistralConfig.sliding_window 1 0 0
attr MinistralConfig.head_dim 1 0 0
attr MinistralConfig.num_key_value_heads 1 0 0
attr MinistralConfig.hidden_act 1 0 0
attr MinistralConfig.initializer_range 1 0 0
attr MinistralConfig.rms_norm_eps 1 0 0
attr MinistralConfig.use_cache 1 0 0
attr MinistralConfig.attention_dropout 1 0 0
attr MinistralConfig.layer_types 1 0 0
attr MinistralConfig.rope_parameters 1 0 0

transformers.models.ministral3.configuration_ministral3 (21 missing, 0 any)

Symbol Typable Typed Any
meth Ministral3Config.init 21 19 0
attr Ministral3Config.vocab_size 1 0 0
attr Ministral3Config.max_position_embeddings 1 0 0
attr Ministral3Config.hidden_size 1 0 0
attr Ministral3Config.intermediate_size 1 0 0
attr Ministral3Config.num_hidden_layers 1 0 0
attr Ministral3Config.num_attention_heads 1 0 0
attr Ministral3Config.sliding_window 1 0 0
attr Ministral3Config.head_dim 1 0 0
attr Ministral3Config.num_key_value_heads 1 0 0
attr Ministral3Config.hidden_act 1 0 0
attr Ministral3Config.initializer_range 1 0 0
attr Ministral3Config.rms_norm_eps 1 0 0
attr Ministral3Config.use_cache 1 0 0
attr Ministral3Config.attention_dropout 1 0 0
attr Ministral3Config.rope_parameters 1 0 0
attr Ministral3Config.pad_token_id 1 0 0
attr Ministral3Config.bos_token_id 1 0 0
attr Ministral3Config.eos_token_id 1 0 0
attr Ministral3Config.tie_word_embeddings 1 0 0

transformers.models.ministral3.modeling_ministral3 (13 missing, 0 any)

Symbol Typable Typed Any
meth Ministral3ForCausalLM.init 2 0 0
attr Ministral3ForCausalLM.model 1 0 0
attr Ministral3ForCausalLM.vocab_size 1 0 0
attr Ministral3ForCausalLM.lm_head 1 0 0
meth Ministral3Model.init 2 1 0
attr Ministral3Model.padding_idx 1 0 0
attr Ministral3Model.vocab_size 1 0 0
attr Ministral3Model.embed_tokens 1 0 0
attr Ministral3Model.layers 1 0 0
attr Ministral3Model.norm 1 0 0
attr Ministral3Model.rotary_emb 1 0 0
attr Ministral3Model.gradient_checkpointing 1 0 0

transformers.models.mistral.configuration_mistral (21 missing, 0 any)

Symbol Typable Typed Any
meth MistralConfig.init 21 19 0
attr MistralConfig.vocab_size 1 0 0
attr MistralConfig.max_position_embeddings 1 0 0
attr MistralConfig.hidden_size 1 0 0
attr MistralConfig.intermediate_size 1 0 0
attr MistralConfig.num_hidden_layers 1 0 0
attr MistralConfig.num_attention_heads 1 0 0
attr MistralConfig.sliding_window 1 0 0
attr MistralConfig.head_dim 1 0 0
attr MistralConfig.num_key_value_heads 1 0 0
attr MistralConfig.hidden_act 1 0 0
attr MistralConfig.initializer_range 1 0 0
attr MistralConfig.rms_norm_eps 1 0 0
attr MistralConfig.use_cache 1 0 0
attr MistralConfig.attention_dropout 1 0 0
attr MistralConfig.tie_word_embeddings 1 0 0
attr MistralConfig.pad_token_id 1 0 0
attr MistralConfig.bos_token_id 1 0 0
attr MistralConfig.eos_token_id 1 0 0
attr MistralConfig.rope_parameters 1 0 0

transformers.models.mistral.modeling_mistral (13 missing, 0 any)

Symbol Typable Typed Any
meth MistralModel.init 2 1 0
attr MistralModel.padding_idx 1 0 0
attr MistralModel.vocab_size 1 0 0
attr MistralModel.embed_tokens 1 0 0
attr MistralModel.layers 1 0 0
attr MistralModel.norm 1 0 0
attr MistralModel.rotary_emb 1 0 0
attr MistralModel.gradient_checkpointing 1 0 0
meth MistralForCausalLM.init 2 0 0
attr MistralForCausalLM.model 1 0 0
attr MistralForCausalLM.vocab_size 1 0 0
attr MistralForCausalLM.lm_head 1 0 0

transformers.models.mistral3.configuration_mistral3 (17 missing, 0 any)

Symbol Typable Typed Any
meth Mistral3Config.init 10 1 0
attr Mistral3Config.image_token_index 1 0 0
attr Mistral3Config.projector_hidden_act 1 0 0
attr Mistral3Config.vision_feature_layer 1 0 0
attr Mistral3Config.vision_config 1 0 0
attr Mistral3Config.text_config 1 0 0
attr Mistral3Config.multimodal_projector_bias 1 0 0
attr Mistral3Config.spatial_merge_size 1 0 0
attr Mistral3Config.tie_word_embeddings 1 0 0

transformers.models.mistral3.modeling_mistral3 (24 missing, 0 any)

Symbol Typable Typed Any
meth Mistral3ForConditionalGeneration.init 2 1 0
meth Mistral3ForConditionalGeneration.get_input_embeddings 1 0 0
meth Mistral3ForConditionalGeneration.set_input_embeddings 2 0 0
meth Mistral3ForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr Mistral3ForConditionalGeneration.model 1 0 0
attr Mistral3ForConditionalGeneration.lm_head 1 0 0
meth Mistral3Model.init 2 1 0
meth Mistral3Model.get_input_embeddings 1 0 0
meth Mistral3Model.set_input_embeddings 2 0 0
meth Mistral3Model.get_placeholder_mask 4 3 0
attr Mistral3Model.vision_tower 1 0 0
attr Mistral3Model.multi_modal_projector 1 0 0
attr Mistral3Model.language_model 1 0 0

transformers.models.mixtral.configuration_mixtral (26 missing, 0 any)

Symbol Typable Typed Any
meth MixtralConfig.init 26 24 0
attr MixtralConfig.vocab_size 1 0 0
attr MixtralConfig.max_position_embeddings 1 0 0
attr MixtralConfig.hidden_size 1 0 0
attr MixtralConfig.intermediate_size 1 0 0
attr MixtralConfig.num_hidden_layers 1 0 0
attr MixtralConfig.num_attention_heads 1 0 0
attr MixtralConfig.sliding_window 1 0 0
attr MixtralConfig.num_key_value_heads 1 0 0
attr MixtralConfig.hidden_act 1 0 0
attr MixtralConfig.initializer_range 1 0 0
attr MixtralConfig.rms_norm_eps 1 0 0
attr MixtralConfig.use_cache 1 0 0
attr MixtralConfig.attention_dropout 1 0 0
attr MixtralConfig.head_dim 1 0 0
attr MixtralConfig.num_experts_per_tok 1 0 0
attr MixtralConfig.num_local_experts 1 0 0
attr MixtralConfig.output_router_logits 1 0 0
attr MixtralConfig.router_aux_loss_coef 1 0 0
attr MixtralConfig.router_jitter_noise 1 0 0
attr MixtralConfig.tie_word_embeddings 1 0 0
attr MixtralConfig.pad_token_id 1 0 0
attr MixtralConfig.bos_token_id 1 0 0
attr MixtralConfig.eos_token_id 1 0 0
attr MixtralConfig.rope_parameters 1 0 0

transformers.models.mixtral.modeling_mixtral (19 missing, 0 any)

Symbol Typable Typed Any
meth MixtralForCausalLM.init 2 0 0
attr MixtralForCausalLM.model 1 0 0
attr MixtralForCausalLM.vocab_size 1 0 0
attr MixtralForCausalLM.lm_head 1 0 0
attr MixtralForCausalLM.router_aux_loss_coef 1 0 0
attr MixtralForCausalLM.num_experts 1 0 0
attr MixtralForCausalLM.num_experts_per_tok 1 0 0
meth MixtralPreTrainedModel._init_weights 2 0 0
attr MixtralPreTrainedModel._can_record_outputs 1 0 0
meth MixtralModel.init 2 1 0
attr MixtralModel.padding_idx 1 0 0
attr MixtralModel.vocab_size 1 0 0
attr MixtralModel.embed_tokens 1 0 0
attr MixtralModel.layers 1 0 0
attr MixtralModel.norm 1 0 0
attr MixtralModel.rotary_emb 1 0 0
attr MixtralModel.gradient_checkpointing 1 0 0

transformers.models.mixtral.modular_mixtral (9 missing, 0 any)

Symbol Typable Typed Any
meth MixtralForCausalLM.init 2 0 0
attr MixtralForCausalLM.model 1 0 0
attr MixtralForCausalLM.router_aux_loss_coef 1 0 0
attr MixtralForCausalLM.num_experts 1 0 0
attr MixtralForCausalLM.num_experts_per_tok 1 0 0
meth MixtralPreTrainedModel._init_weights 2 0 0
attr MixtralPreTrainedModel._can_record_outputs 1 0 0

transformers.models.mlcd.configuration_mlcd (28 missing, 0 any)

Symbol Typable Typed Any
meth MLCDVisionConfig.init 15 0 0
attr MLCDVisionConfig.hidden_size 1 0 0
attr MLCDVisionConfig.intermediate_size 1 0 0
attr MLCDVisionConfig.num_hidden_layers 1 0 0
attr MLCDVisionConfig.num_attention_heads 1 0 0
attr MLCDVisionConfig.num_key_value_groups 1 0 0
attr MLCDVisionConfig.num_channels 1 0 0
attr MLCDVisionConfig.patch_size 1 0 0
attr MLCDVisionConfig.image_size 1 0 0
attr MLCDVisionConfig.initializer_range 1 0 0
attr MLCDVisionConfig.initializer_factor 1 0 0
attr MLCDVisionConfig.attention_dropout 1 0 0
attr MLCDVisionConfig.layer_norm_eps 1 0 0
attr MLCDVisionConfig.hidden_act 1 0 0

transformers.models.mlcd.modeling_mlcd (4 missing, 0 any)

Symbol Typable Typed Any
meth MLCDPreTrainedModel._init_weights 2 0 0
meth MLCDVisionModel.init 2 1 0
attr MLCDVisionModel.vision_model 1 0 0

transformers.models.mlcd.modular_mlcd (30 missing, 0 any)

Symbol Typable Typed Any
meth MLCDVisionConfig.init 15 0 0
attr MLCDVisionConfig.hidden_size 1 0 0
attr MLCDVisionConfig.intermediate_size 1 0 0
attr MLCDVisionConfig.num_hidden_layers 1 0 0
attr MLCDVisionConfig.num_attention_heads 1 0 0
attr MLCDVisionConfig.num_key_value_groups 1 0 0
attr MLCDVisionConfig.num_channels 1 0 0
attr MLCDVisionConfig.patch_size 1 0 0
attr MLCDVisionConfig.image_size 1 0 0
attr MLCDVisionConfig.initializer_range 1 0 0
attr MLCDVisionConfig.initializer_factor 1 0 0
attr MLCDVisionConfig.attention_dropout 1 0 0
attr MLCDVisionConfig.layer_norm_eps 1 0 0
attr MLCDVisionConfig.hidden_act 1 0 0
meth MLCDPreTrainedModel._init_weights 2 0 0

transformers.models.mllama.configuration_mllama (8 missing, 0 any)

Symbol Typable Typed Any
meth MllamaConfig.init 5 0 0
attr MllamaConfig.image_token_index 1 0 0
attr MllamaConfig.vision_config 1 0 0
attr MllamaConfig.text_config 1 0 0

transformers.models.mllama.image_processing_mllama (13 missing, 0 any)

Symbol Typable Typed Any
meth MllamaImageProcessor.init 13 12 0
meth MllamaImageProcessor.preprocess 15 14 0
attr MllamaImageProcessor.do_convert_rgb 1 0 0
attr MllamaImageProcessor.do_resize 1 0 0
attr MllamaImageProcessor.size 1 0 0
attr MllamaImageProcessor.resample 1 0 0
attr MllamaImageProcessor.do_rescale 1 0 0
attr MllamaImageProcessor.rescale_factor 1 0 0
attr MllamaImageProcessor.do_normalize 1 0 0
attr MllamaImageProcessor.image_mean 1 0 0
attr MllamaImageProcessor.image_std 1 0 0
attr MllamaImageProcessor.do_pad 1 0 0
attr MllamaImageProcessor.max_image_tiles 1 0 0

transformers.models.mllama.image_processing_mllama_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth MllamaImageProcessorFast.init 2 1 0
meth MllamaImageProcessorFast._preprocess 13 12 0

transformers.models.mllama.modeling_mllama (75 missing, 0 any)

Symbol Typable Typed Any
meth MllamaVisionModel.init 2 1 0
meth MllamaVisionModel.get_input_embeddings 1 0 0
meth MllamaVisionModel.forward 5 4 0
attr MllamaVisionModel.image_size 1 0 0
attr MllamaVisionModel.patch_size 1 0 0
attr MllamaVisionModel.max_num_tiles 1 0 0
attr MllamaVisionModel.hidden_size 1 0 0
attr MllamaVisionModel.num_channels 1 0 0
attr MllamaVisionModel.intermediate_layers_indices 1 0 0
attr MllamaVisionModel.num_patches 1 0 0
attr MllamaVisionModel.scale 1 0 0
attr MllamaVisionModel.patch_embedding 1 0 0
attr MllamaVisionModel.class_embedding 1 0 0
attr MllamaVisionModel.gated_positional_embedding 1 0 0
attr MllamaVisionModel.pre_tile_positional_embedding 1 0 0
attr MllamaVisionModel.post_tile_positional_embedding 1 0 0
attr MllamaVisionModel.layernorm_pre 1 0 0
attr MllamaVisionModel.layernorm_post 1 0 0
attr MllamaVisionModel.transformer 1 0 0
attr MllamaVisionModel.global_transformer 1 0 0
meth MllamaPreTrainedModel._init_weights 2 0 0
attr MllamaPreTrainedModel._can_record_outputs 1 0 0
meth MllamaForCausalLM.init 2 0 0
attr MllamaForCausalLM.text_config 1 0 0
attr MllamaForCausalLM.vocab_size 1 0 0
attr MllamaForCausalLM.model 1 0 0
attr MllamaForCausalLM.lm_head 1 0 0
meth MllamaTextModel.init 2 1 0
attr MllamaTextModel.padding_idx 1 0 0
attr MllamaTextModel.vocab_size 1 0 0
attr MllamaTextModel.embed_tokens 1 0 0
attr MllamaTextModel.cross_attention_layers 1 0 0
attr MllamaTextModel.layers 1 0 0
attr MllamaTextModel.norm 1 0 0
attr MllamaTextModel.rotary_emb 1 0 0
attr MllamaTextModel.gradient_checkpointing 1 0 0
meth MllamaModel.init 2 1 0
meth MllamaModel.get_input_embeddings 1 0 0
meth MllamaModel.set_input_embeddings 2 0 0
attr MllamaModel.vocab_size 1 0 0
attr MllamaModel.hidden_size 1 0 0
attr MllamaModel.max_num_tiles 1 0 0
attr MllamaModel.vision_output_dim 1 0 0
attr MllamaModel.vision_model 1 0 0
attr MllamaModel.language_model 1 0 0
attr MllamaModel.multi_modal_projector 1 0 0
meth MllamaForConditionalGeneration.init 2 1 0
meth MllamaForConditionalGeneration.get_input_embeddings 1 0 0
meth MllamaForConditionalGeneration.set_input_embeddings 2 0 0
meth MllamaForConditionalGeneration.prepare_inputs_for_generation 15 0 0
meth MllamaForConditionalGeneration._update_model_kwargs_for_generation 5 0 0
attr MllamaForConditionalGeneration.model 1 0 0
attr MllamaForConditionalGeneration.lm_head 1 0 0

transformers.models.mllama.processing_mllama (15 missing, 0 any)

Symbol Typable Typed Any
meth MllamaProcessor.init 4 0 0
meth MllamaProcessor.post_process_image_text_to_text 5 0 0
prop MllamaProcessor.model_input_names 1 0 0
attr MllamaProcessor.python_token 1 0 0
attr MllamaProcessor.python_token_id 1 0 0
attr MllamaProcessor.bos_token 1 0 0
attr MllamaProcessor.image_token 1 0 0
attr MllamaProcessor.image_token_id 1 0 0

transformers.models.mluke.tokenization_mluke (43 missing, 0 any)

Symbol Typable Typed Any
meth MLukeTokenizer.init 20 3 0
meth MLukeTokenizer._post_init 1 0 0
meth MLukeTokenizer.get_vocab 1 0 0
meth MLukeTokenizer._convert_token_to_id 2 0 0
meth MLukeTokenizer._convert_id_to_token 2 0 0
meth MLukeTokenizer.convert_tokens_to_string 2 0 0
meth MLukeTokenizer.call 25 24 0
meth MLukeTokenizer._encode_plus 25 24 0
meth MLukeTokenizer._batch_encode_plus 22 21 0
meth MLukeTokenizer._check_entity_input_format 3 2 0
meth MLukeTokenizer._create_input_sequence 8 7 0
meth MLukeTokenizer.prepare_for_model 25 24 0
prop MLukeTokenizer.vocab_size 1 0 0
attr MLukeTokenizer.fairseq_tokens_to_ids 1 0 0
attr MLukeTokenizer.fairseq_offset 1 0 0
attr MLukeTokenizer.fairseq_ids_to_tokens 1 0 0
attr MLukeTokenizer.entity_unk_token_id 1 0 0
attr MLukeTokenizer.entity_pad_token_id 1 0 0
attr MLukeTokenizer.entity_mask_token_id 1 0 0
attr MLukeTokenizer.entity_mask2_token_id 1 0 0
attr MLukeTokenizer.task 1 0 0
attr MLukeTokenizer.max_mention_length 1 0 0
attr MLukeTokenizer.entity_vocab 1 0 0
attr MLukeTokenizer.max_entity_length 1 0 0

transformers.models.mm_grounding_dino.configuration_mm_grounding_dino (77 missing, 0 any)

Symbol Typable Typed Any
meth MMGroundingDinoConfig.init 40 0 0
attr MMGroundingDinoConfig.backbone_config 1 0 0
attr MMGroundingDinoConfig.num_queries 1 0 0
attr MMGroundingDinoConfig.d_model 1 0 0
attr MMGroundingDinoConfig.encoder_ffn_dim 1 0 0
attr MMGroundingDinoConfig.encoder_layers 1 0 0
attr MMGroundingDinoConfig.encoder_attention_heads 1 0 0
attr MMGroundingDinoConfig.decoder_ffn_dim 1 0 0
attr MMGroundingDinoConfig.decoder_layers 1 0 0
attr MMGroundingDinoConfig.decoder_attention_heads 1 0 0
attr MMGroundingDinoConfig.dropout 1 0 0
attr MMGroundingDinoConfig.attention_dropout 1 0 0
attr MMGroundingDinoConfig.activation_dropout 1 0 0
attr MMGroundingDinoConfig.activation_function 1 0 0
attr MMGroundingDinoConfig.auxiliary_loss 1 0 0
attr MMGroundingDinoConfig.position_embedding_type 1 0 0
attr MMGroundingDinoConfig.num_feature_levels 1 0 0
attr MMGroundingDinoConfig.encoder_n_points 1 0 0
attr MMGroundingDinoConfig.decoder_n_points 1 0 0
attr MMGroundingDinoConfig.two_stage 1 0 0
attr MMGroundingDinoConfig.class_cost 1 0 0
attr MMGroundingDinoConfig.bbox_cost 1 0 0
attr MMGroundingDinoConfig.giou_cost 1 0 0
attr MMGroundingDinoConfig.bbox_loss_coefficient 1 0 0
attr MMGroundingDinoConfig.giou_loss_coefficient 1 0 0
attr MMGroundingDinoConfig.focal_alpha 1 0 0
attr MMGroundingDinoConfig.disable_custom_kernels 1 0 0
attr MMGroundingDinoConfig.text_config 1 0 0
attr MMGroundingDinoConfig.max_text_len 1 0 0
attr MMGroundingDinoConfig.text_enhancer_dropout 1 0 0
attr MMGroundingDinoConfig.fusion_droppath 1 0 0
attr MMGroundingDinoConfig.fusion_dropout 1 0 0
attr MMGroundingDinoConfig.embedding_init_target 1 0 0
attr MMGroundingDinoConfig.query_dim 1 0 0
attr MMGroundingDinoConfig.positional_embedding_temperature 1 0 0
attr MMGroundingDinoConfig.init_std 1 0 0
attr MMGroundingDinoConfig.layer_norm_eps 1 0 0
attr MMGroundingDinoConfig.tie_word_embeddings 1 0 0

transformers.models.mm_grounding_dino.modeling_mm_grounding_dino (37 missing, 0 any)

Symbol Typable Typed Any
meth MMGroundingDinoModel.init 2 1 0
meth MMGroundingDinoModel.freeze_backbone 1 0 0
meth MMGroundingDinoModel.unfreeze_backbone 1 0 0
meth MMGroundingDinoModel.get_valid_ratio 2 0 0
meth MMGroundingDinoModel.generate_encoder_output_proposals 4 0 0
meth MMGroundingDinoModel.forward 11 6 0
attr MMGroundingDinoModel.backbone 1 0 0
attr MMGroundingDinoModel.input_proj_vision 1 0 0
attr MMGroundingDinoModel.text_backbone 1 0 0
attr MMGroundingDinoModel.text_projection 1 0 0
attr MMGroundingDinoModel.encoder 1 0 0
attr MMGroundingDinoModel.decoder 1 0 0
attr MMGroundingDinoModel.level_embed 1 0 0
attr MMGroundingDinoModel.enc_output 1 0 0
attr MMGroundingDinoModel.enc_output_norm 1 0 0
attr MMGroundingDinoModel.encoder_output_bbox_embed 1 0 0
attr MMGroundingDinoModel.encoder_output_class_embed 1 0 0
attr MMGroundingDinoModel.query_position_embeddings 1 0 0
meth MMGroundingDinoForObjectDetection.init 2 1 0
meth MMGroundingDinoForObjectDetection.forward 12 10 0
attr MMGroundingDinoForObjectDetection.model 1 0 0
attr MMGroundingDinoForObjectDetection.class_embed 1 0 0
attr MMGroundingDinoForObjectDetection.bbox_embed 1 0 0
meth MMGroundingDinoPreTrainedModel._init_weights 2 0 0
meth MMGroundingDinoPreTrainedModel._set_gradient_checkpointing 3 0 0

transformers.models.mm_grounding_dino.modular_mm_grounding_dino (96 missing, 0 any)

Symbol Typable Typed Any
meth MMGroundingDinoConfig.init 40 0 0
attr MMGroundingDinoConfig.backbone_config 1 0 0
attr MMGroundingDinoConfig.num_queries 1 0 0
attr MMGroundingDinoConfig.d_model 1 0 0
attr MMGroundingDinoConfig.encoder_ffn_dim 1 0 0
attr MMGroundingDinoConfig.encoder_layers 1 0 0
attr MMGroundingDinoConfig.encoder_attention_heads 1 0 0
attr MMGroundingDinoConfig.decoder_ffn_dim 1 0 0
attr MMGroundingDinoConfig.decoder_layers 1 0 0
attr MMGroundingDinoConfig.decoder_attention_heads 1 0 0
attr MMGroundingDinoConfig.dropout 1 0 0
attr MMGroundingDinoConfig.attention_dropout 1 0 0
attr MMGroundingDinoConfig.activation_dropout 1 0 0
attr MMGroundingDinoConfig.activation_function 1 0 0
attr MMGroundingDinoConfig.auxiliary_loss 1 0 0
attr MMGroundingDinoConfig.position_embedding_type 1 0 0
attr MMGroundingDinoConfig.num_feature_levels 1 0 0
attr MMGroundingDinoConfig.encoder_n_points 1 0 0
attr MMGroundingDinoConfig.decoder_n_points 1 0 0
attr MMGroundingDinoConfig.two_stage 1 0 0
attr MMGroundingDinoConfig.class_cost 1 0 0
attr MMGroundingDinoConfig.bbox_cost 1 0 0
attr MMGroundingDinoConfig.giou_cost 1 0 0
attr MMGroundingDinoConfig.bbox_loss_coefficient 1 0 0
attr MMGroundingDinoConfig.giou_loss_coefficient 1 0 0
attr MMGroundingDinoConfig.focal_alpha 1 0 0
attr MMGroundingDinoConfig.disable_custom_kernels 1 0 0
attr MMGroundingDinoConfig.text_config 1 0 0
attr MMGroundingDinoConfig.max_text_len 1 0 0
attr MMGroundingDinoConfig.text_enhancer_dropout 1 0 0
attr MMGroundingDinoConfig.fusion_droppath 1 0 0
attr MMGroundingDinoConfig.fusion_dropout 1 0 0
attr MMGroundingDinoConfig.embedding_init_target 1 0 0
attr MMGroundingDinoConfig.query_dim 1 0 0
attr MMGroundingDinoConfig.positional_embedding_temperature 1 0 0
attr MMGroundingDinoConfig.init_std 1 0 0
attr MMGroundingDinoConfig.layer_norm_eps 1 0 0
attr MMGroundingDinoConfig.tie_word_embeddings 1 0 0
meth MMGroundingDinoModel.init 2 1 0
attr MMGroundingDinoModel.backbone 1 0 0
attr MMGroundingDinoModel.input_proj_vision 1 0 0
attr MMGroundingDinoModel.text_backbone 1 0 0
attr MMGroundingDinoModel.text_projection 1 0 0
attr MMGroundingDinoModel.encoder 1 0 0
attr MMGroundingDinoModel.decoder 1 0 0
attr MMGroundingDinoModel.level_embed 1 0 0
attr MMGroundingDinoModel.enc_output 1 0 0
attr MMGroundingDinoModel.enc_output_norm 1 0 0
attr MMGroundingDinoModel.encoder_output_bbox_embed 1 0 0
attr MMGroundingDinoModel.encoder_output_class_embed 1 0 0
attr MMGroundingDinoModel.query_position_embeddings 1 0 0
meth MMGroundingDinoForObjectDetection.init 2 1 0
attr MMGroundingDinoForObjectDetection.model 1 0 0
attr MMGroundingDinoForObjectDetection.class_embed 1 0 0
attr MMGroundingDinoForObjectDetection.bbox_embed 1 0 0
meth MMGroundingDinoPreTrainedModel._init_weights 2 0 0

transformers.models.mobilebert.configuration_mobilebert (51 missing, 0 any)

Symbol Typable Typed Any
meth MobileBertConfig.init 26 0 0
attr MobileBertConfig.pad_token_id 1 0 0
attr MobileBertConfig.tie_word_embeddings 1 0 0
attr MobileBertConfig.vocab_size 1 0 0
attr MobileBertConfig.hidden_size 1 0 0
attr MobileBertConfig.num_hidden_layers 1 0 0
attr MobileBertConfig.num_attention_heads 1 0 0
attr MobileBertConfig.hidden_act 1 0 0
attr MobileBertConfig.intermediate_size 1 0 0
attr MobileBertConfig.hidden_dropout_prob 1 0 0
attr MobileBertConfig.attention_probs_dropout_prob 1 0 0
attr MobileBertConfig.max_position_embeddings 1 0 0
attr MobileBertConfig.type_vocab_size 1 0 0
attr MobileBertConfig.initializer_range 1 0 0
attr MobileBertConfig.layer_norm_eps 1 0 0
attr MobileBertConfig.embedding_size 1 0 0
attr MobileBertConfig.trigram_input 1 0 0
attr MobileBertConfig.use_bottleneck 1 0 0
attr MobileBertConfig.intra_bottleneck_size 1 0 0
attr MobileBertConfig.use_bottleneck_attention 1 0 0
attr MobileBertConfig.key_query_shared_bottleneck 1 0 0
attr MobileBertConfig.num_feedforward_networks 1 0 0
attr MobileBertConfig.normalization_type 1 0 0
attr MobileBertConfig.classifier_activation 1 0 0
attr MobileBertConfig.classifier_dropout 1 0 0
attr MobileBertConfig.true_hidden_size 1 0 0

transformers.models.mobilebert.modeling_mobilebert (61 missing, 0 any)

Symbol Typable Typed Any
meth MobileBertForNextSentencePrediction.init 2 0 0
attr MobileBertForNextSentencePrediction.mobilebert 1 0 0
attr MobileBertForNextSentencePrediction.cls 1 0 0
meth MobileBertForPreTraining.init 2 0 0
meth MobileBertForPreTraining.get_output_embeddings 1 0 0
meth MobileBertForPreTraining.set_output_embeddings 2 0 0
attr MobileBertForPreTraining.mobilebert 1 0 0
attr MobileBertForPreTraining.cls 1 0 0
meth MobileBertForQuestionAnswering.init 2 0 0
attr MobileBertForQuestionAnswering.num_labels 1 0 0
attr MobileBertForQuestionAnswering.mobilebert 1 0 0
attr MobileBertForQuestionAnswering.qa_outputs 1 0 0
meth MobileBertForMultipleChoice.init 2 0 0
attr MobileBertForMultipleChoice.mobilebert 1 0 0
attr MobileBertForMultipleChoice.dropout 1 0 0
attr MobileBertForMultipleChoice.classifier 1 0 0
meth MobileBertPreTrainedModel._init_weights 2 0 0
meth MobileBertLayer.init 2 0 0
attr MobileBertLayer.use_bottleneck 1 0 0
attr MobileBertLayer.num_feedforward_networks 1 0 0
attr MobileBertLayer.attention 1 0 0
attr MobileBertLayer.intermediate 1 0 0
attr MobileBertLayer.output 1 0 0
attr MobileBertLayer.bottleneck 1 0 0
attr MobileBertLayer.ffn 1 0 0
meth MobileBertForSequenceClassification.init 2 0 0
attr MobileBertForSequenceClassification.num_labels 1 0 0
attr MobileBertForSequenceClassification.mobilebert 1 0 0
attr MobileBertForSequenceClassification.dropout 1 0 0
attr MobileBertForSequenceClassification.classifier 1 0 0
meth MobileBertModel.init 3 0 0
meth MobileBertModel.get_input_embeddings 1 0 0
meth MobileBertModel.set_input_embeddings 2 0 0
attr MobileBertModel.gradient_checkpointing 1 0 0
attr MobileBertModel.embeddings 1 0 0
attr MobileBertModel.encoder 1 0 0
attr MobileBertModel.pooler 1 0 0
meth MobileBertForTokenClassification.init 2 0 0
attr MobileBertForTokenClassification.num_labels 1 0 0
attr MobileBertForTokenClassification.mobilebert 1 0 0
attr MobileBertForTokenClassification.dropout 1 0 0
attr MobileBertForTokenClassification.classifier 1 0 0
meth MobileBertForMaskedLM.init 2 0 0
meth MobileBertForMaskedLM.get_output_embeddings 1 0 0
meth MobileBertForMaskedLM.set_output_embeddings 2 0 0
attr MobileBertForMaskedLM.mobilebert 1 0 0
attr MobileBertForMaskedLM.cls 1 0 0

transformers.models.mobilenet_v1.configuration_mobilenet_v1 (20 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV1Config.init 11 0 0
attr MobileNetV1Config.num_channels 1 0 0
attr MobileNetV1Config.image_size 1 0 0
attr MobileNetV1Config.depth_multiplier 1 0 0
attr MobileNetV1Config.min_depth 1 0 0
attr MobileNetV1Config.hidden_act 1 0 0
attr MobileNetV1Config.tf_padding 1 0 0
attr MobileNetV1Config.classifier_dropout_prob 1 0 0
attr MobileNetV1Config.initializer_range 1 0 0
attr MobileNetV1Config.layer_norm_eps 1 0 0

transformers.models.mobilenet_v1.image_processing_mobilenet_v1 (13 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV1ImageProcessor.init 12 11 0
meth MobileNetV1ImageProcessor.resize 7 6 0
meth MobileNetV1ImageProcessor.preprocess 15 14 0
attr MobileNetV1ImageProcessor.do_resize 1 0 0
attr MobileNetV1ImageProcessor.size 1 0 0
attr MobileNetV1ImageProcessor.resample 1 0 0
attr MobileNetV1ImageProcessor.do_center_crop 1 0 0
attr MobileNetV1ImageProcessor.crop_size 1 0 0
attr MobileNetV1ImageProcessor.do_rescale 1 0 0
attr MobileNetV1ImageProcessor.rescale_factor 1 0 0
attr MobileNetV1ImageProcessor.do_normalize 1 0 0
attr MobileNetV1ImageProcessor.image_mean 1 0 0
attr MobileNetV1ImageProcessor.image_std 1 0 0

transformers.models.mobilenet_v1.modeling_mobilenet_v1 (10 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV1Model.init 3 2 0
meth MobileNetV1Model.forward 5 4 0
attr MobileNetV1Model.conv_stem 1 0 0
attr MobileNetV1Model.layer 1 0 0
attr MobileNetV1Model.pooler 1 0 0
meth MobileNetV1ForImageClassification.forward 6 5 0
attr MobileNetV1ForImageClassification.num_labels 1 0 0
attr MobileNetV1ForImageClassification.mobilenet_v1 1 0 0
attr MobileNetV1ForImageClassification.dropout 1 0 0
attr MobileNetV1ForImageClassification.classifier 1 0 0

transformers.models.mobilenet_v2.configuration_mobilenet_v2 (32 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV2Config.init 17 0 0
attr MobileNetV2Config.num_channels 1 0 0
attr MobileNetV2Config.image_size 1 0 0
attr MobileNetV2Config.depth_multiplier 1 0 0
attr MobileNetV2Config.depth_divisible_by 1 0 0
attr MobileNetV2Config.min_depth 1 0 0
attr MobileNetV2Config.expand_ratio 1 0 0
attr MobileNetV2Config.output_stride 1 0 0
attr MobileNetV2Config.first_layer_is_expansion 1 0 0
attr MobileNetV2Config.finegrained_output 1 0 0
attr MobileNetV2Config.hidden_act 1 0 0
attr MobileNetV2Config.tf_padding 1 0 0
attr MobileNetV2Config.classifier_dropout_prob 1 0 0
attr MobileNetV2Config.initializer_range 1 0 0
attr MobileNetV2Config.layer_norm_eps 1 0 0
attr MobileNetV2Config.semantic_loss_ignore_index 1 0 0

transformers.models.mobilenet_v2.image_processing_mobilenet_v2 (21 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV2ImageProcessor.init 13 12 0
meth MobileNetV2ImageProcessor.resize 7 6 0
meth MobileNetV2ImageProcessor.call 4 0 0
meth MobileNetV2ImageProcessor._preprocess 14 13 0
meth MobileNetV2ImageProcessor.preprocess 17 16 0
meth MobileNetV2ImageProcessor.post_process_semantic_segmentation 3 1 0
attr MobileNetV2ImageProcessor.do_resize 1 0 0
attr MobileNetV2ImageProcessor.size 1 0 0
attr MobileNetV2ImageProcessor.resample 1 0 0
attr MobileNetV2ImageProcessor.do_center_crop 1 0 0
attr MobileNetV2ImageProcessor.crop_size 1 0 0
attr MobileNetV2ImageProcessor.do_rescale 1 0 0
attr MobileNetV2ImageProcessor.rescale_factor 1 0 0
attr MobileNetV2ImageProcessor.do_normalize 1 0 0
attr MobileNetV2ImageProcessor.image_mean 1 0 0
attr MobileNetV2ImageProcessor.image_std 1 0 0
attr MobileNetV2ImageProcessor.do_reduce_labels 1 0 0

transformers.models.mobilenet_v2.image_processing_mobilenet_v2_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV2ImageProcessorFast.init 2 1 0
meth MobileNetV2ImageProcessorFast.reduce_label 2 1 0
meth MobileNetV2ImageProcessorFast._preprocess 16 15 0
meth MobileNetV2ImageProcessorFast.post_process_semantic_segmentation 3 1 0

transformers.models.mobilenet_v2.modeling_mobilenet_v2 (15 missing, 0 any)

Symbol Typable Typed Any
meth MobileNetV2ForImageClassification.forward 6 5 0
attr MobileNetV2ForImageClassification.num_labels 1 0 0
attr MobileNetV2ForImageClassification.mobilenet_v2 1 0 0
attr MobileNetV2ForImageClassification.dropout 1 0 0
attr MobileNetV2ForImageClassification.classifier 1 0 0
meth MobileNetV2Model.init 3 2 0
meth MobileNetV2Model.forward 5 4 0
attr MobileNetV2Model.conv_stem 1 0 0
attr MobileNetV2Model.layer 1 0 0
attr MobileNetV2Model.conv_1x1 1 0 0
attr MobileNetV2Model.pooler 1 0 0
meth MobileNetV2ForSemanticSegmentation.forward 6 5 0
attr MobileNetV2ForSemanticSegmentation.num_labels 1 0 0
attr MobileNetV2ForSemanticSegmentation.mobilenet_v2 1 0 0
attr MobileNetV2ForSemanticSegmentation.segmentation_head 1 0 0

transformers.models.mobilevit.configuration_mobilevit (44 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTConfig.init 23 0 0
attr MobileViTConfig.num_channels 1 0 0
attr MobileViTConfig.image_size 1 0 0
attr MobileViTConfig.patch_size 1 0 0
attr MobileViTConfig.hidden_sizes 1 0 0
attr MobileViTConfig.neck_hidden_sizes 1 0 0
attr MobileViTConfig.num_attention_heads 1 0 0
attr MobileViTConfig.mlp_ratio 1 0 0
attr MobileViTConfig.expand_ratio 1 0 0
attr MobileViTConfig.hidden_act 1 0 0
attr MobileViTConfig.conv_kernel_size 1 0 0
attr MobileViTConfig.output_stride 1 0 0
attr MobileViTConfig.hidden_dropout_prob 1 0 0
attr MobileViTConfig.attention_probs_dropout_prob 1 0 0
attr MobileViTConfig.classifier_dropout_prob 1 0 0
attr MobileViTConfig.initializer_range 1 0 0
attr MobileViTConfig.layer_norm_eps 1 0 0
attr MobileViTConfig.qkv_bias 1 0 0
attr MobileViTConfig.aspp_out_channels 1 0 0
attr MobileViTConfig.atrous_rates 1 0 0
attr MobileViTConfig.aspp_dropout_prob 1 0 0
attr MobileViTConfig.semantic_loss_ignore_index 1 0 0

transformers.models.mobilevit.image_processing_mobilevit (18 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTImageProcessor.init 11 10 0
meth MobileViTImageProcessor.resize 7 6 0
meth MobileViTImageProcessor.call 4 0 0
meth MobileViTImageProcessor._preprocess 12 11 0
meth MobileViTImageProcessor.post_process_semantic_segmentation 3 1 0
attr MobileViTImageProcessor.do_resize 1 0 0
attr MobileViTImageProcessor.size 1 0 0
attr MobileViTImageProcessor.resample 1 0 0
attr MobileViTImageProcessor.do_rescale 1 0 0
attr MobileViTImageProcessor.rescale_factor 1 0 0
attr MobileViTImageProcessor.do_center_crop 1 0 0
attr MobileViTImageProcessor.crop_size 1 0 0
attr MobileViTImageProcessor.do_flip_channel_order 1 0 0
attr MobileViTImageProcessor.do_reduce_labels 1 0 0

transformers.models.mobilevit.image_processing_mobilevit_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTImageProcessorFast.init 2 1 0
meth MobileViTImageProcessorFast.reduce_label 2 1 0
meth MobileViTImageProcessorFast._preprocess 14 13 0
meth MobileViTImageProcessorFast.post_process_semantic_segmentation 3 1 0

transformers.models.mobilevit.modeling_mobilevit (15 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTForImageClassification.forward 6 5 0
attr MobileViTForImageClassification.num_labels 1 0 0
attr MobileViTForImageClassification.mobilevit 1 0 0
attr MobileViTForImageClassification.dropout 1 0 0
attr MobileViTForImageClassification.classifier 1 0 0
meth MobileViTModel.init 3 2 0
meth MobileViTModel.forward 5 4 0
attr MobileViTModel.expand_output 1 0 0
attr MobileViTModel.conv_stem 1 0 0
attr MobileViTModel.encoder 1 0 0
attr MobileViTModel.conv_1x1_exp 1 0 0
meth MobileViTForSemanticSegmentation.forward 6 5 0
attr MobileViTForSemanticSegmentation.num_labels 1 0 0
attr MobileViTForSemanticSegmentation.mobilevit 1 0 0
attr MobileViTForSemanticSegmentation.segmentation_head 1 0 0

transformers.models.mobilevitv2.configuration_mobilevitv2 (42 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTV2Config.init 22 0 0
attr MobileViTV2Config.num_channels 1 0 0
attr MobileViTV2Config.image_size 1 0 0
attr MobileViTV2Config.patch_size 1 0 0
attr MobileViTV2Config.expand_ratio 1 0 0
attr MobileViTV2Config.hidden_act 1 0 0
attr MobileViTV2Config.conv_kernel_size 1 0 0
attr MobileViTV2Config.output_stride 1 0 0
attr MobileViTV2Config.initializer_range 1 0 0
attr MobileViTV2Config.layer_norm_eps 1 0 0
attr MobileViTV2Config.n_attn_blocks 1 0 0
attr MobileViTV2Config.base_attn_unit_dims 1 0 0
attr MobileViTV2Config.width_multiplier 1 0 0
attr MobileViTV2Config.ffn_multiplier 1 0 0
attr MobileViTV2Config.ffn_dropout 1 0 0
attr MobileViTV2Config.attn_dropout 1 0 0
attr MobileViTV2Config.classifier_dropout_prob 1 0 0
attr MobileViTV2Config.aspp_out_channels 1 0 0
attr MobileViTV2Config.atrous_rates 1 0 0
attr MobileViTV2Config.aspp_dropout_prob 1 0 0
attr MobileViTV2Config.semantic_loss_ignore_index 1 0 0

transformers.models.mobilevitv2.modeling_mobilevitv2 (13 missing, 0 any)

Symbol Typable Typed Any
meth MobileViTV2ForImageClassification.forward 6 5 0
attr MobileViTV2ForImageClassification.num_labels 1 0 0
attr MobileViTV2ForImageClassification.mobilevitv2 1 0 0
attr MobileViTV2ForImageClassification.classifier 1 0 0
meth MobileViTV2Model.init 3 2 0
meth MobileViTV2Model.forward 5 4 0
attr MobileViTV2Model.expand_output 1 0 0
attr MobileViTV2Model.conv_stem 1 0 0
attr MobileViTV2Model.encoder 1 0 0
meth MobileViTV2ForSemanticSegmentation.forward 6 5 0
attr MobileViTV2ForSemanticSegmentation.num_labels 1 0 0
attr MobileViTV2ForSemanticSegmentation.mobilevitv2 1 0 0
attr MobileViTV2ForSemanticSegmentation.segmentation_head 1 0 0

transformers.models.modernbert.configuration_modernbert (46 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertConfig.setattr 3 0 0
meth ModernBertConfig.init 36 34 0
meth ModernBertConfig.convert_rope_params_to_dict 3 0 0
meth ModernBertConfig.to_dict 1 0 0
prop ModernBertConfig.sliding_window 2 0 0
attr ModernBertConfig.pad_token_id 1 0 0
attr ModernBertConfig.bos_token_id 1 0 0
attr ModernBertConfig.eos_token_id 1 0 0
attr ModernBertConfig.cls_token_id 1 0 0
attr ModernBertConfig.sep_token_id 1 0 0
attr ModernBertConfig.tie_word_embeddings 1 0 0
attr ModernBertConfig.vocab_size 1 0 0
attr ModernBertConfig.max_position_embeddings 1 0 0
attr ModernBertConfig.hidden_size 1 0 0
attr ModernBertConfig.intermediate_size 1 0 0
attr ModernBertConfig.num_hidden_layers 1 0 0
attr ModernBertConfig.num_attention_heads 1 0 0
attr ModernBertConfig.initializer_range 1 0 0
attr ModernBertConfig.initializer_cutoff_factor 1 0 0
attr ModernBertConfig.norm_eps 1 0 0
attr ModernBertConfig.norm_bias 1 0 0
attr ModernBertConfig.attention_bias 1 0 0
attr ModernBertConfig.attention_dropout 1 0 0
attr ModernBertConfig.hidden_activation 1 0 0
attr ModernBertConfig.local_attention 1 0 0
attr ModernBertConfig.embedding_dropout 1 0 0
attr ModernBertConfig.mlp_bias 1 0 0
attr ModernBertConfig.mlp_dropout 1 0 0
attr ModernBertConfig.decoder_bias 1 0 0
attr ModernBertConfig.classifier_pooling 1 0 0
attr ModernBertConfig.classifier_dropout 1 0 0
attr ModernBertConfig.classifier_bias 1 0 0
attr ModernBertConfig.classifier_activation 1 0 0
attr ModernBertConfig.deterministic_flash_attn 1 0 0
attr ModernBertConfig.sparse_prediction 1 0 0
attr ModernBertConfig.sparse_pred_ignore_index 1 0 0
attr ModernBertConfig.reference_compile 1 0 0
attr ModernBertConfig.layer_types 1 0 0
attr ModernBertConfig.global_attn_every_n_layers 1 0 0
attr ModernBertConfig.rope_parameters 1 0 0

transformers.models.modernbert.modeling_modernbert (41 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertForTokenClassification.init 2 1 0
attr ModernBertForTokenClassification.num_labels 1 0 0
attr ModernBertForTokenClassification.model 1 0 0
attr ModernBertForTokenClassification.head 1 0 0
attr ModernBertForTokenClassification.drop 1 0 0
attr ModernBertForTokenClassification.classifier 1 0 0
meth ModernBertForMultipleChoice.init 2 1 0
attr ModernBertForMultipleChoice.model 1 0 0
attr ModernBertForMultipleChoice.head 1 0 0
attr ModernBertForMultipleChoice.drop 1 0 0
attr ModernBertForMultipleChoice.classifier 1 0 0
meth ModernBertPreTrainedModel._init_weights 2 1 0
meth ModernBertModel.init 2 1 0
meth ModernBertModel.get_input_embeddings 1 0 0
meth ModernBertModel.set_input_embeddings 2 0 0
attr ModernBertModel.embeddings 1 0 0
attr ModernBertModel.layers 1 0 0
attr ModernBertModel.final_norm 1 0 0
attr ModernBertModel.rotary_emb 1 0 0
attr ModernBertModel.gradient_checkpointing 1 0 0
meth ModernBertForSequenceClassification.init 2 1 0
attr ModernBertForSequenceClassification.num_labels 1 0 0
attr ModernBertForSequenceClassification.model 1 0 0
attr ModernBertForSequenceClassification.head 1 0 0
attr ModernBertForSequenceClassification.drop 1 0 0
attr ModernBertForSequenceClassification.classifier 1 0 0
meth ModernBertForMaskedLM.init 2 1 0
meth ModernBertForMaskedLM.get_output_embeddings 1 0 0
meth ModernBertForMaskedLM.set_output_embeddings 2 1 0
attr ModernBertForMaskedLM.model 1 0 0
attr ModernBertForMaskedLM.head 1 0 0
attr ModernBertForMaskedLM.decoder 1 0 0
attr ModernBertForMaskedLM.sparse_prediction 1 0 0
attr ModernBertForMaskedLM.sparse_pred_ignore_index 1 0 0
meth ModernBertForQuestionAnswering.init 2 1 0
attr ModernBertForQuestionAnswering.num_labels 1 0 0
attr ModernBertForQuestionAnswering.model 1 0 0
attr ModernBertForQuestionAnswering.head 1 0 0
attr ModernBertForQuestionAnswering.drop 1 0 0
attr ModernBertForQuestionAnswering.classifier 1 0 0

transformers.models.modernbert.modular_modernbert (87 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertForTokenClassification.init 2 1 0
attr ModernBertForTokenClassification.num_labels 1 0 0
attr ModernBertForTokenClassification.model 1 0 0
attr ModernBertForTokenClassification.head 1 0 0
attr ModernBertForTokenClassification.drop 1 0 0
attr ModernBertForTokenClassification.classifier 1 0 0
meth ModernBertPreTrainedModel._init_weights 2 1 0
meth ModernBertModel.init 2 1 0
meth ModernBertModel.get_input_embeddings 1 0 0
meth ModernBertModel.set_input_embeddings 2 0 0
attr ModernBertModel.embeddings 1 0 0
attr ModernBertModel.layers 1 0 0
attr ModernBertModel.final_norm 1 0 0
attr ModernBertModel.rotary_emb 1 0 0
attr ModernBertModel.gradient_checkpointing 1 0 0
meth ModernBertForSequenceClassification.init 2 1 0
attr ModernBertForSequenceClassification.num_labels 1 0 0
attr ModernBertForSequenceClassification.model 1 0 0
attr ModernBertForSequenceClassification.head 1 0 0
attr ModernBertForSequenceClassification.drop 1 0 0
attr ModernBertForSequenceClassification.classifier 1 0 0
meth ModernBertForQuestionAnswering.init 2 1 0
attr ModernBertForQuestionAnswering.num_labels 1 0 0
attr ModernBertForQuestionAnswering.model 1 0 0
attr ModernBertForQuestionAnswering.head 1 0 0
attr ModernBertForQuestionAnswering.drop 1 0 0
attr ModernBertForQuestionAnswering.classifier 1 0 0
meth ModernBertForMultipleChoice.init 2 1 0
attr ModernBertForMultipleChoice.model 1 0 0
attr ModernBertForMultipleChoice.head 1 0 0
attr ModernBertForMultipleChoice.drop 1 0 0
attr ModernBertForMultipleChoice.classifier 1 0 0
meth ModernBertConfig.setattr 3 0 0
meth ModernBertConfig.init 36 34 0
meth ModernBertConfig.convert_rope_params_to_dict 3 0 0
meth ModernBertConfig.to_dict 1 0 0
prop ModernBertConfig.sliding_window 2 0 0
attr ModernBertConfig.pad_token_id 1 0 0
attr ModernBertConfig.bos_token_id 1 0 0
attr ModernBertConfig.eos_token_id 1 0 0
attr ModernBertConfig.cls_token_id 1 0 0
attr ModernBertConfig.sep_token_id 1 0 0
attr ModernBertConfig.tie_word_embeddings 1 0 0
attr ModernBertConfig.vocab_size 1 0 0
attr ModernBertConfig.max_position_embeddings 1 0 0
attr ModernBertConfig.hidden_size 1 0 0
attr ModernBertConfig.intermediate_size 1 0 0
attr ModernBertConfig.num_hidden_layers 1 0 0
attr ModernBertConfig.num_attention_heads 1 0 0
attr ModernBertConfig.initializer_range 1 0 0
attr ModernBertConfig.initializer_cutoff_factor 1 0 0
attr ModernBertConfig.norm_eps 1 0 0
attr ModernBertConfig.norm_bias 1 0 0
attr ModernBertConfig.attention_bias 1 0 0
attr ModernBertConfig.attention_dropout 1 0 0
attr ModernBertConfig.hidden_activation 1 0 0
attr ModernBertConfig.local_attention 1 0 0
attr ModernBertConfig.embedding_dropout 1 0 0
attr ModernBertConfig.mlp_bias 1 0 0
attr ModernBertConfig.mlp_dropout 1 0 0
attr ModernBertConfig.decoder_bias 1 0 0
attr ModernBertConfig.classifier_pooling 1 0 0
attr ModernBertConfig.classifier_dropout 1 0 0
attr ModernBertConfig.classifier_bias 1 0 0
attr ModernBertConfig.classifier_activation 1 0 0
attr ModernBertConfig.deterministic_flash_attn 1 0 0
attr ModernBertConfig.sparse_prediction 1 0 0
attr ModernBertConfig.sparse_pred_ignore_index 1 0 0
attr ModernBertConfig.reference_compile 1 0 0
attr ModernBertConfig.layer_types 1 0 0
attr ModernBertConfig.global_attn_every_n_layers 1 0 0
attr ModernBertConfig.rope_parameters 1 0 0
meth ModernBertForMaskedLM.init 2 1 0
meth ModernBertForMaskedLM.get_output_embeddings 1 0 0
meth ModernBertForMaskedLM.set_output_embeddings 2 1 0
attr ModernBertForMaskedLM.model 1 0 0
attr ModernBertForMaskedLM.head 1 0 0
attr ModernBertForMaskedLM.decoder 1 0 0
attr ModernBertForMaskedLM.sparse_prediction 1 0 0
attr ModernBertForMaskedLM.sparse_pred_ignore_index 1 0 0

transformers.models.modernbert_decoder.configuration_modernbert_decoder (37 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertDecoderConfig.init 33 31 0
meth ModernBertDecoderConfig.convert_rope_params_to_dict 3 0 0
attr ModernBertDecoderConfig.pad_token_id 1 0 0
attr ModernBertDecoderConfig.bos_token_id 1 0 0
attr ModernBertDecoderConfig.eos_token_id 1 0 0
attr ModernBertDecoderConfig.cls_token_id 1 0 0
attr ModernBertDecoderConfig.sep_token_id 1 0 0
attr ModernBertDecoderConfig.tie_word_embeddings 1 0 0
attr ModernBertDecoderConfig.vocab_size 1 0 0
attr ModernBertDecoderConfig.max_position_embeddings 1 0 0
attr ModernBertDecoderConfig.hidden_size 1 0 0
attr ModernBertDecoderConfig.intermediate_size 1 0 0
attr ModernBertDecoderConfig.num_hidden_layers 1 0 0
attr ModernBertDecoderConfig.num_attention_heads 1 0 0
attr ModernBertDecoderConfig.initializer_range 1 0 0
attr ModernBertDecoderConfig.initializer_cutoff_factor 1 0 0
attr ModernBertDecoderConfig.norm_eps 1 0 0
attr ModernBertDecoderConfig.norm_bias 1 0 0
attr ModernBertDecoderConfig.attention_bias 1 0 0
attr ModernBertDecoderConfig.attention_dropout 1 0 0
attr ModernBertDecoderConfig.hidden_activation 1 0 0
attr ModernBertDecoderConfig.embedding_dropout 1 0 0
attr ModernBertDecoderConfig.mlp_bias 1 0 0
attr ModernBertDecoderConfig.mlp_dropout 1 0 0
attr ModernBertDecoderConfig.decoder_bias 1 0 0
attr ModernBertDecoderConfig.classifier_dropout 1 0 0
attr ModernBertDecoderConfig.classifier_bias 1 0 0
attr ModernBertDecoderConfig.classifier_activation 1 0 0
attr ModernBertDecoderConfig.use_cache 1 0 0
attr ModernBertDecoderConfig.global_attn_every_n_layers 1 0 0
attr ModernBertDecoderConfig.reference_compile 1 0 0
attr ModernBertDecoderConfig.layer_types 1 0 0
attr ModernBertDecoderConfig.sliding_window 1 0 0
attr ModernBertDecoderConfig.rope_parameters 1 0 0

transformers.models.modernbert_decoder.modeling_modernbert_decoder (23 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertDecoderForCausalLM.init 2 1 0
meth ModernBertDecoderForCausalLM.get_output_embeddings 1 0 0
meth ModernBertDecoderForCausalLM.set_output_embeddings 2 0 0
attr ModernBertDecoderForCausalLM.model 1 0 0
attr ModernBertDecoderForCausalLM.lm_head 1 0 0
attr ModernBertDecoderForCausalLM.decoder 1 0 0
meth ModernBertDecoderModel.init 2 1 0
meth ModernBertDecoderModel.get_input_embeddings 1 0 0
meth ModernBertDecoderModel.set_input_embeddings 2 0 0
attr ModernBertDecoderModel.embeddings 1 0 0
attr ModernBertDecoderModel.layers 1 0 0
attr ModernBertDecoderModel.final_norm 1 0 0
attr ModernBertDecoderModel.rotary_emb 1 0 0
attr ModernBertDecoderModel.gradient_checkpointing 1 0 0
meth ModernBertDecoderPreTrainedModel._init_weights 2 1 0
meth ModernBertDecoderForSequenceClassification.init 2 1 0
attr ModernBertDecoderForSequenceClassification.num_labels 1 0 0
attr ModernBertDecoderForSequenceClassification.model 1 0 0
attr ModernBertDecoderForSequenceClassification.head 1 0 0
attr ModernBertDecoderForSequenceClassification.classifier 1 0 0
attr ModernBertDecoderForSequenceClassification.drop 1 0 0

transformers.models.modernbert_decoder.modular_modernbert_decoder (62 missing, 0 any)

Symbol Typable Typed Any
meth ModernBertDecoderForCausalLM.init 2 1 0
meth ModernBertDecoderForCausalLM.get_output_embeddings 1 0 0
meth ModernBertDecoderForCausalLM.set_output_embeddings 2 0 0
attr ModernBertDecoderForCausalLM.config 1 0 0
attr ModernBertDecoderForCausalLM.model 1 0 0
attr ModernBertDecoderForCausalLM.lm_head 1 0 0
attr ModernBertDecoderForCausalLM.decoder 1 0 0
meth ModernBertDecoderPreTrainedModel._init_weights 2 1 0
meth ModernBertDecoderForSequenceClassification.init 2 1 0
attr ModernBertDecoderForSequenceClassification.num_labels 1 0 0
attr ModernBertDecoderForSequenceClassification.model 1 0 0
attr ModernBertDecoderForSequenceClassification.head 1 0 0
attr ModernBertDecoderForSequenceClassification.classifier 1 0 0
attr ModernBertDecoderForSequenceClassification.drop 1 0 0
meth ModernBertDecoderModel.init 2 1 0
meth ModernBertDecoderModel.get_input_embeddings 1 0 0
meth ModernBertDecoderModel.set_input_embeddings 2 0 0
attr ModernBertDecoderModel.config 1 0 0
attr ModernBertDecoderModel.embeddings 1 0 0
attr ModernBertDecoderModel.layers 1 0 0
attr ModernBertDecoderModel.final_norm 1 0 0
attr ModernBertDecoderModel.rotary_emb 1 0 0
attr ModernBertDecoderModel.gradient_checkpointing 1 0 0
meth ModernBertDecoderConfig.init 33 31 0
meth ModernBertDecoderConfig.convert_rope_params_to_dict 3 0 0
attr ModernBertDecoderConfig.pad_token_id 1 0 0
attr ModernBertDecoderConfig.bos_token_id 1 0 0
attr ModernBertDecoderConfig.eos_token_id 1 0 0
attr ModernBertDecoderConfig.cls_token_id 1 0 0
attr ModernBertDecoderConfig.sep_token_id 1 0 0
attr ModernBertDecoderConfig.tie_word_embeddings 1 0 0
attr ModernBertDecoderConfig.vocab_size 1 0 0
attr ModernBertDecoderConfig.max_position_embeddings 1 0 0
attr ModernBertDecoderConfig.hidden_size 1 0 0
attr ModernBertDecoderConfig.intermediate_size 1 0 0
attr ModernBertDecoderConfig.num_hidden_layers 1 0 0
attr ModernBertDecoderConfig.num_attention_heads 1 0 0
attr ModernBertDecoderConfig.initializer_range 1 0 0
attr ModernBertDecoderConfig.initializer_cutoff_factor 1 0 0
attr ModernBertDecoderConfig.norm_eps 1 0 0
attr ModernBertDecoderConfig.norm_bias 1 0 0
attr ModernBertDecoderConfig.attention_bias 1 0 0
attr ModernBertDecoderConfig.attention_dropout 1 0 0
attr ModernBertDecoderConfig.hidden_activation 1 0 0
attr ModernBertDecoderConfig.embedding_dropout 1 0 0
attr ModernBertDecoderConfig.mlp_bias 1 0 0
attr ModernBertDecoderConfig.mlp_dropout 1 0 0
attr ModernBertDecoderConfig.decoder_bias 1 0 0
attr ModernBertDecoderConfig.classifier_dropout 1 0 0
attr ModernBertDecoderConfig.classifier_bias 1 0 0
attr ModernBertDecoderConfig.classifier_activation 1 0 0
attr ModernBertDecoderConfig.use_cache 1 0 0
attr ModernBertDecoderConfig.global_attn_every_n_layers 1 0 0
attr ModernBertDecoderConfig.reference_compile 1 0 0
attr ModernBertDecoderConfig.layer_types 1 0 0
attr ModernBertDecoderConfig.sliding_window 1 0 0
attr ModernBertDecoderConfig.rope_parameters 1 0 0

transformers.models.modernvbert.configuration_modernvbert (12 missing, 0 any)

Symbol Typable Typed Any
meth ModernVBertConfig.init 11 7 0
attr ModernVBertConfig.text_config 1 0 0
attr ModernVBertConfig.vision_config 1 0 0
attr ModernVBertConfig.pixel_shuffle_factor 1 0 0
attr ModernVBertConfig.initializer_range 1 0 0
attr ModernVBertConfig.initializer_cutoff_factor 1 0 0
attr ModernVBertConfig.classifier_pooling 1 0 0
attr ModernVBertConfig.classifier_dropout 1 0 0
attr ModernVBertConfig.classifier_bias 1 0 0

transformers.models.modernvbert.modeling_modernvbert (35 missing, 0 any)

Symbol Typable Typed Any
meth ModernVBertModel.init 2 1 0
meth ModernVBertModel.get_input_embeddings 1 0 0
meth ModernVBertModel.set_input_embeddings 2 0 0
meth ModernVBertModel.inputs_merger 4 3 0
attr ModernVBertModel.padding_idx 1 0 0
attr ModernVBertModel.vocab_size 1 0 0
attr ModernVBertModel.vision_model 1 0 0
attr ModernVBertModel.connector 1 0 0
attr ModernVBertModel.text_model 1 0 0
attr ModernVBertModel.image_seq_len 1 0 0
attr ModernVBertModel.image_token_id 1 0 0
meth ModernVBertForTokenClassification.init 2 1 0
attr ModernVBertForTokenClassification.num_labels 1 0 0
attr ModernVBertForTokenClassification.model 1 0 0
attr ModernVBertForTokenClassification.head 1 0 0
attr ModernVBertForTokenClassification.drop 1 0 0
attr ModernVBertForTokenClassification.classifier 1 0 0
meth ModernVBertForMaskedLM.init 2 0 0
meth ModernVBertForMaskedLM.get_output_embeddings 1 0 0
meth ModernVBertForMaskedLM.set_output_embeddings 2 0 0
attr ModernVBertForMaskedLM.vocab_size 1 0 0
attr ModernVBertForMaskedLM.model 1 0 0
attr ModernVBertForMaskedLM.projection_head 1 0 0
attr ModernVBertForMaskedLM.lm_head 1 0 0
meth ModernVBertForSequenceClassification.init 2 1 0
attr ModernVBertForSequenceClassification.num_labels 1 0 0
attr ModernVBertForSequenceClassification.model 1 0 0
attr ModernVBertForSequenceClassification.head 1 0 0
attr ModernVBertForSequenceClassification.drop 1 0 0
attr ModernVBertForSequenceClassification.classifier 1 0 0
meth ModernVBertPreTrainedModel._init_weights 2 0 0

transformers.models.modernvbert.modular_modernvbert (41 missing, 0 any)

Symbol Typable Typed Any
meth ModernVBertModel.init 2 1 0
attr ModernVBertModel.connector 1 0 0
attr ModernVBertModel.text_model 1 0 0
attr ModernVBertModel.vision_model 1 0 0
attr ModernVBertModel.image_seq_len 1 0 0
meth ModernVBertForTokenClassification.init 2 1 0
attr ModernVBertForTokenClassification.num_labels 1 0 0
attr ModernVBertForTokenClassification.model 1 0 0
attr ModernVBertForTokenClassification.head 1 0 0
attr ModernVBertForTokenClassification.drop 1 0 0
attr ModernVBertForTokenClassification.classifier 1 0 0
meth ModernVBertConfig.init 11 7 0
attr ModernVBertConfig.text_config 1 0 0
attr ModernVBertConfig.vision_config 1 0 0
attr ModernVBertConfig.pixel_shuffle_factor 1 0 0
attr ModernVBertConfig.initializer_range 1 0 0
attr ModernVBertConfig.initializer_cutoff_factor 1 0 0
attr ModernVBertConfig.classifier_pooling 1 0 0
attr ModernVBertConfig.classifier_dropout 1 0 0
attr ModernVBertConfig.classifier_bias 1 0 0
meth ModernVBertForMaskedLM.init 2 0 0
meth ModernVBertForMaskedLM.get_output_embeddings 1 0 0
meth ModernVBertForMaskedLM.set_output_embeddings 2 0 0
attr ModernVBertForMaskedLM.vocab_size 1 0 0
attr ModernVBertForMaskedLM.model 1 0 0
attr ModernVBertForMaskedLM.projection_head 1 0 0
attr ModernVBertForMaskedLM.lm_head 1 0 0
meth ModernVBertForSequenceClassification.init 2 1 0
attr ModernVBertForSequenceClassification.num_labels 1 0 0
attr ModernVBertForSequenceClassification.config 1 0 0
attr ModernVBertForSequenceClassification.model 1 0 0
attr ModernVBertForSequenceClassification.head 1 0 0
attr ModernVBertForSequenceClassification.drop 1 0 0
attr ModernVBertForSequenceClassification.classifier 1 0 0
meth ModernVBertPreTrainedModel._init_weights 2 0 0

transformers.models.moonshine.configuration_moonshine (26 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineConfig.init 26 24 0
attr MoonshineConfig.vocab_size 1 0 0
attr MoonshineConfig.hidden_size 1 0 0
attr MoonshineConfig.intermediate_size 1 0 0
attr MoonshineConfig.encoder_num_hidden_layers 1 0 0
attr MoonshineConfig.decoder_num_hidden_layers 1 0 0
attr MoonshineConfig.encoder_num_attention_heads 1 0 0
attr MoonshineConfig.decoder_num_attention_heads 1 0 0
attr MoonshineConfig.encoder_num_key_value_heads 1 0 0
attr MoonshineConfig.decoder_num_key_value_heads 1 0 0
attr MoonshineConfig.pad_head_dim_to_multiple_of 1 0 0
attr MoonshineConfig.encoder_hidden_act 1 0 0
attr MoonshineConfig.decoder_hidden_act 1 0 0
attr MoonshineConfig.max_position_embeddings 1 0 0
attr MoonshineConfig.initializer_range 1 0 0
attr MoonshineConfig.decoder_start_token_id 1 0 0
attr MoonshineConfig.use_cache 1 0 0
attr MoonshineConfig.is_encoder_decoder 1 0 0
attr MoonshineConfig.attention_bias 1 0 0
attr MoonshineConfig.attention_dropout 1 0 0
attr MoonshineConfig.bos_token_id 1 0 0
attr MoonshineConfig.eos_token_id 1 0 0
attr MoonshineConfig.pad_token_id 1 0 0
attr MoonshineConfig.tie_word_embeddings 1 0 0
attr MoonshineConfig.rope_parameters 1 0 0

transformers.models.moonshine.modeling_moonshine (15 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineModel.init 2 1 0
meth MoonshineModel.get_input_embeddings 1 0 0
meth MoonshineModel.set_input_embeddings 2 0 0
meth MoonshineModel.freeze_encoder 1 0 0
meth MoonshineModel._mask_input_features 1 0 0
attr MoonshineModel.encoder 1 0 0
attr MoonshineModel.decoder 1 0 0
meth MoonshinePreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth MoonshineForConditionalGeneration.init 2 1 0
meth MoonshineForConditionalGeneration.get_output_embeddings 1 0 0
meth MoonshineForConditionalGeneration.set_output_embeddings 2 0 0
attr MoonshineForConditionalGeneration.model 1 0 0
attr MoonshineForConditionalGeneration.proj_out 1 0 0

transformers.models.moonshine.modular_moonshine (34 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineModel._mask_input_features 1 0 0
meth MoonshinePreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth MoonshineForConditionalGeneration.init 2 1 0
meth MoonshineForConditionalGeneration.get_output_embeddings 1 0 0
meth MoonshineForConditionalGeneration.set_output_embeddings 2 0 0
attr MoonshineForConditionalGeneration.model 1 0 0
attr MoonshineForConditionalGeneration.proj_out 1 0 0
meth MoonshineConfig.init 26 24 0
attr MoonshineConfig.vocab_size 1 0 0
attr MoonshineConfig.hidden_size 1 0 0
attr MoonshineConfig.intermediate_size 1 0 0
attr MoonshineConfig.encoder_num_hidden_layers 1 0 0
attr MoonshineConfig.decoder_num_hidden_layers 1 0 0
attr MoonshineConfig.encoder_num_attention_heads 1 0 0
attr MoonshineConfig.decoder_num_attention_heads 1 0 0
attr MoonshineConfig.encoder_num_key_value_heads 1 0 0
attr MoonshineConfig.decoder_num_key_value_heads 1 0 0
attr MoonshineConfig.pad_head_dim_to_multiple_of 1 0 0
attr MoonshineConfig.encoder_hidden_act 1 0 0
attr MoonshineConfig.decoder_hidden_act 1 0 0
attr MoonshineConfig.max_position_embeddings 1 0 0
attr MoonshineConfig.initializer_range 1 0 0
attr MoonshineConfig.decoder_start_token_id 1 0 0
attr MoonshineConfig.use_cache 1 0 0
attr MoonshineConfig.is_encoder_decoder 1 0 0
attr MoonshineConfig.attention_bias 1 0 0
attr MoonshineConfig.attention_dropout 1 0 0
attr MoonshineConfig.bos_token_id 1 0 0
attr MoonshineConfig.eos_token_id 1 0 0
attr MoonshineConfig.pad_token_id 1 0 0
attr MoonshineConfig.tie_word_embeddings 1 0 0
attr MoonshineConfig.rope_parameters 1 0 0

transformers.models.moonshine_streaming.configuration_moonshine_streaming (32 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineStreamingConfig.init 22 20 0
attr MoonshineStreamingConfig.encoder_config 1 0 0
attr MoonshineStreamingConfig.vocab_size 1 0 0
attr MoonshineStreamingConfig.max_position_embeddings 1 0 0
attr MoonshineStreamingConfig.hidden_size 1 0 0
attr MoonshineStreamingConfig.intermediate_size 1 0 0
attr MoonshineStreamingConfig.num_hidden_layers 1 0 0
attr MoonshineStreamingConfig.num_attention_heads 1 0 0
attr MoonshineStreamingConfig.num_key_value_heads 1 0 0
attr MoonshineStreamingConfig.hidden_act 1 0 0
attr MoonshineStreamingConfig.use_cache 1 0 0
attr MoonshineStreamingConfig.attention_bias 1 0 0
attr MoonshineStreamingConfig.attention_dropout 1 0 0
attr MoonshineStreamingConfig.head_dim 1 0 0
attr MoonshineStreamingConfig.rope_parameters 1 0 0
attr MoonshineStreamingConfig.pad_head_dim_to_multiple_of 1 0 0
meth MoonshineStreamingEncoderConfig.init 15 13 0
attr MoonshineStreamingEncoderConfig.hidden_size 1 0 0
attr MoonshineStreamingEncoderConfig.intermediate_size 1 0 0
attr MoonshineStreamingEncoderConfig.hidden_act 1 0 0
attr MoonshineStreamingEncoderConfig.num_hidden_layers 1 0 0
attr MoonshineStreamingEncoderConfig.num_attention_heads 1 0 0
attr MoonshineStreamingEncoderConfig.num_key_value_heads 1 0 0
attr MoonshineStreamingEncoderConfig.max_position_embeddings 1 0 0
attr MoonshineStreamingEncoderConfig.attention_dropout 1 0 0
attr MoonshineStreamingEncoderConfig.attention_bias 1 0 0
attr MoonshineStreamingEncoderConfig.head_dim 1 0 0
attr MoonshineStreamingEncoderConfig.sample_rate 1 0 0
attr MoonshineStreamingEncoderConfig.frame_ms 1 0 0
attr MoonshineStreamingEncoderConfig.sliding_windows 1 0 0

transformers.models.moonshine_streaming.modeling_moonshine_streaming (16 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineStreamingModel.init 2 0 0
meth MoonshineStreamingModel.get_input_embeddings 1 0 0
meth MoonshineStreamingModel.set_input_embeddings 2 0 0
meth MoonshineStreamingModel.freeze_encoder 1 0 0
meth MoonshineStreamingModel._mask_input_features 1 0 0
attr MoonshineStreamingModel.encoder 1 0 0
attr MoonshineStreamingModel.decoder 1 0 0
meth MoonshineStreamingPreTrainedModel._init_weights 2 1 0
meth MoonshineStreamingForConditionalGeneration.init 2 1 0
meth MoonshineStreamingForConditionalGeneration.get_output_embeddings 1 0 0
meth MoonshineStreamingForConditionalGeneration.set_output_embeddings 2 0 0
attr MoonshineStreamingForConditionalGeneration.model 1 0 0
attr MoonshineStreamingForConditionalGeneration.proj_out 1 0 0

transformers.models.moonshine_streaming.modular_moonshine_streaming (5 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineStreamingModel.init 2 0 0
attr MoonshineStreamingModel.encoder 1 0 0
attr MoonshineStreamingModel.decoder 1 0 0
meth MoonshineStreamingPreTrainedModel._init_weights 2 1 0

transformers.models.moonshine_streaming.processing_moonshine_streaming (8 missing, 0 any)

Symbol Typable Typed Any
meth MoonshineStreamingProcessor.init 3 0 0
meth MoonshineStreamingProcessor.call 4 3 0
meth MoonshineStreamingProcessor.pad 3 0 0
prop MoonshineStreamingProcessor.model_input_names 1 0 0

transformers.models.moshi.configuration_moshi (72 missing, 0 any)

Symbol Typable Typed Any
meth MoshiConfig.init 23 21 0
meth MoshiConfig.from_audio_encoder_config 3 1 0
prop MoshiConfig.sampling_rate 1 0 0
attr MoshiConfig.vocab_size 1 0 0
attr MoshiConfig.hidden_size 1 0 0
attr MoshiConfig.num_hidden_layers 1 0 0
attr MoshiConfig.num_attention_heads 1 0 0
attr MoshiConfig.num_key_value_heads 1 0 0
attr MoshiConfig.max_position_embeddings 1 0 0
attr MoshiConfig.hidden_act 1 0 0
attr MoshiConfig.head_dim 1 0 0
attr MoshiConfig.initializer_range 1 0 0
attr MoshiConfig.use_cache 1 0 0
attr MoshiConfig.sliding_window 1 0 0
attr MoshiConfig.attention_dropout 1 0 0
attr MoshiConfig.ffn_dim 1 0 0
attr MoshiConfig.rms_norm_eps 1 0 0
attr MoshiConfig.num_codebooks 1 0 0
attr MoshiConfig.rope_parameters 1 0 0
attr MoshiConfig.audio_encoder_config 1 0 0
attr MoshiConfig.audio_vocab_size 1 0 0
attr MoshiConfig.depth_decoder_config 1 0 0
attr MoshiConfig.tie_word_embeddings 1 0 0
attr MoshiConfig.pad_token_id 1 0 0
attr MoshiConfig.bos_token_id 1 0 0
attr MoshiConfig.eos_token_id 1 0 0
meth MoshiDepthConfig.init 23 0 0
attr MoshiDepthConfig.vocab_size 1 0 0
attr MoshiDepthConfig.hidden_size 1 0 0
attr MoshiDepthConfig.input_size 1 0 0
attr MoshiDepthConfig.num_hidden_layers 1 0 0
attr MoshiDepthConfig.num_attention_heads 1 0 0
attr MoshiDepthConfig.num_key_value_heads 1 0 0
attr MoshiDepthConfig.max_position_embeddings 1 0 0
attr MoshiDepthConfig.hidden_act 1 0 0
attr MoshiDepthConfig.head_dim 1 0 0
attr MoshiDepthConfig.initializer_range 1 0 0
attr MoshiDepthConfig.use_cache 1 0 0
attr MoshiDepthConfig.sliding_window 1 0 0
attr MoshiDepthConfig.attention_dropout 1 0 0
attr MoshiDepthConfig.ffn_dim 1 0 0
attr MoshiDepthConfig.rms_norm_eps 1 0 0
attr MoshiDepthConfig.num_codebooks 1 0 0
attr MoshiDepthConfig.audio_vocab_size 1 0 0
attr MoshiDepthConfig.tie_word_embeddings 1 0 0
attr MoshiDepthConfig.pad_token_id 1 0 0
attr MoshiDepthConfig.bos_token_id 1 0 0
attr MoshiDepthConfig.eos_token_id 1 0 0

transformers.models.moshi.modeling_moshi (62 missing, 0 any)

Symbol Typable Typed Any
meth MoshiModel.init 2 1 0
meth MoshiModel.forward 12 11 0
attr MoshiModel.padding_idx 1 0 0
attr MoshiModel.vocab_size 1 0 0
attr MoshiModel.embed_tokens 1 0 0
attr MoshiModel.layers 1 0 0
attr MoshiModel.norm 1 0 0
attr MoshiModel.gradient_checkpointing 1 0 0
meth MoshiForCausalLM.init 2 0 0
meth MoshiForCausalLM.forward 14 13 0
attr MoshiForCausalLM.model 1 0 0
attr MoshiForCausalLM.vocab_size 1 0 0
attr MoshiForCausalLM.lm_head 1 0 0
meth MoshiPreTrainedModel._init_weights 2 0 0
meth MoshiForConditionalGeneration.init 2 1 0
meth MoshiForConditionalGeneration.get_depth_decoder 1 0 0
meth MoshiForConditionalGeneration.forward 16 15 0
meth MoshiForConditionalGeneration._prepare_inputs_embeds_for_generation 11 10 0
meth MoshiForConditionalGeneration.generate 11 10 0
meth MoshiForConditionalGeneration.prepare_inputs_for_generation 15 1 0
meth MoshiForConditionalGeneration.get_input_embeddings 1 0 0
meth MoshiForConditionalGeneration.set_input_embeddings 2 0 0
meth MoshiForConditionalGeneration.get_output_embeddings 1 0 0
meth MoshiForConditionalGeneration.set_output_embeddings 2 0 0
meth MoshiForConditionalGeneration.freeze_audio_encoder 1 0 0
meth MoshiForConditionalGeneration.freeze_depth_decoder 1 0 0
meth MoshiForConditionalGeneration.apply_delay_pattern_mask 3 0 0
meth MoshiForConditionalGeneration.build_delay_pattern_mask 5 4 0
meth MoshiForConditionalGeneration.get_unconditional_inputs 2 0 0
meth MoshiForConditionalGeneration._check_and_maybe_initialize_inputs 8 0 0
attr MoshiForConditionalGeneration.embed_tokens 1 0 0
attr MoshiForConditionalGeneration.audio_encoder 1 0 0
attr MoshiForConditionalGeneration.decoder 1 0 0
attr MoshiForConditionalGeneration.depth_decoder 1 0 0
attr MoshiForConditionalGeneration.num_codebooks 1 0 0

transformers.models.mpnet.configuration_mpnet (34 missing, 0 any)

Symbol Typable Typed Any
meth MPNetConfig.init 18 0 0
attr MPNetConfig.pad_token_id 1 0 0
attr MPNetConfig.bos_token_id 1 0 0
attr MPNetConfig.eos_token_id 1 0 0
attr MPNetConfig.tie_word_embeddings 1 0 0
attr MPNetConfig.vocab_size 1 0 0
attr MPNetConfig.hidden_size 1 0 0
attr MPNetConfig.num_hidden_layers 1 0 0
attr MPNetConfig.num_attention_heads 1 0 0
attr MPNetConfig.hidden_act 1 0 0
attr MPNetConfig.intermediate_size 1 0 0
attr MPNetConfig.hidden_dropout_prob 1 0 0
attr MPNetConfig.attention_probs_dropout_prob 1 0 0
attr MPNetConfig.max_position_embeddings 1 0 0
attr MPNetConfig.initializer_range 1 0 0
attr MPNetConfig.layer_norm_eps 1 0 0
attr MPNetConfig.relative_attention_num_buckets 1 0 0

transformers.models.mpnet.modeling_mpnet (56 missing, 0 any)

Symbol Typable Typed Any
meth MPNetForMaskedLM.init 2 0 0
meth MPNetForMaskedLM.get_output_embeddings 1 0 0
meth MPNetForMaskedLM.set_output_embeddings 2 0 0
meth MPNetForMaskedLM.forward 10 9 0
attr MPNetForMaskedLM.mpnet 1 0 0
attr MPNetForMaskedLM.lm_head 1 0 0
meth MPNetModel.init 3 0 0
meth MPNetModel.get_input_embeddings 1 0 0
meth MPNetModel.set_input_embeddings 2 0 0
meth MPNetModel.forward 9 8 0
attr MPNetModel.embeddings 1 0 0
attr MPNetModel.encoder 1 0 0
attr MPNetModel.pooler 1 0 0
meth MPNetForSequenceClassification.init 2 0 0
meth MPNetForSequenceClassification.forward 10 9 0
attr MPNetForSequenceClassification.num_labels 1 0 0
attr MPNetForSequenceClassification.mpnet 1 0 0
attr MPNetForSequenceClassification.classifier 1 0 0
meth MPNetPreTrainedModel._init_weights 2 0 0
meth MPNetLayer.init 2 0 0
meth MPNetLayer.forward 6 0 0
attr MPNetLayer.attention 1 0 0
attr MPNetLayer.intermediate 1 0 0
attr MPNetLayer.output 1 0 0
meth MPNetForTokenClassification.init 2 0 0
meth MPNetForTokenClassification.forward 10 9 0
attr MPNetForTokenClassification.num_labels 1 0 0
attr MPNetForTokenClassification.mpnet 1 0 0
attr MPNetForTokenClassification.dropout 1 0 0
attr MPNetForTokenClassification.classifier 1 0 0
meth MPNetForMultipleChoice.init 2 0 0
meth MPNetForMultipleChoice.forward 10 9 0
attr MPNetForMultipleChoice.mpnet 1 0 0
attr MPNetForMultipleChoice.dropout 1 0 0
attr MPNetForMultipleChoice.classifier 1 0 0
meth MPNetForQuestionAnswering.init 2 0 0
meth MPNetForQuestionAnswering.forward 11 10 0
attr MPNetForQuestionAnswering.num_labels 1 0 0
attr MPNetForQuestionAnswering.mpnet 1 0 0
attr MPNetForQuestionAnswering.qa_outputs 1 0 0

transformers.models.mpnet.tokenization_mpnet (14 missing, 0 any)

Symbol Typable Typed Any
meth MPNetTokenizer.init 13 1 0
prop MPNetTokenizer.mask_token 2 1 0
attr MPNetTokenizer.do_lower_case 1 0 0

transformers.models.mpt.configuration_mpt (29 missing, 0 any)

Symbol Typable Typed Any
meth MptConfig.init 24 17 0
attr MptConfig.d_model 1 0 0
attr MptConfig.n_heads 1 0 0
attr MptConfig.n_layers 1 0 0
attr MptConfig.expansion_ratio 1 0 0
attr MptConfig.max_seq_len 1 0 0
attr MptConfig.vocab_size 1 0 0
attr MptConfig.resid_pdrop 1 0 0
attr MptConfig.emb_pdrop 1 0 0
attr MptConfig.learned_pos_emb 1 0 0
attr MptConfig.init_device 1 0 0
attr MptConfig.logit_scale 1 0 0
attr MptConfig.no_bias 1 0 0
attr MptConfig.embedding_fraction 1 0 0
attr MptConfig.norm_type 1 0 0
attr MptConfig.layer_norm_epsilon 1 0 0
attr MptConfig.use_cache 1 0 0
attr MptConfig.initializer_range 1 0 0
attr MptConfig.tie_word_embeddings 1 0 0
attr MptConfig.pad_token_id 1 0 0
attr MptConfig.bos_token_id 1 0 0
attr MptConfig.eos_token_id 1 0 0
attr MptConfig.attn_config 1 0 0

transformers.models.mpt.modeling_mpt (37 missing, 0 any)

Symbol Typable Typed Any
meth MptForSequenceClassification.init 2 1 0
meth MptForSequenceClassification.set_output_embeddings 2 1 0
meth MptForSequenceClassification.forward 11 10 0
attr MptForSequenceClassification.num_labels 1 0 0
attr MptForSequenceClassification.transformer 1 0 0
attr MptForSequenceClassification.score 1 0 0
meth MptModel.init 2 1 0
meth MptModel.get_input_embeddings 1 0 0
meth MptModel.build_mpt_alibi_tensor 5 0 0
meth MptModel.set_input_embeddings 2 1 0
meth MptModel.forward 11 10 0
attr MptModel.hidden_size 1 0 0
attr MptModel.num_heads 1 0 0
attr MptModel.wte 1 0 0
attr MptModel.blocks 1 0 0
attr MptModel.norm_f 1 0 0
attr MptModel.gradient_checkpointing 1 0 0
meth MptForTokenClassification.init 2 1 0
meth MptForTokenClassification.forward 11 10 0
attr MptForTokenClassification.num_labels 1 0 0
attr MptForTokenClassification.transformer 1 0 0
attr MptForTokenClassification.dropout 1 0 0
attr MptForTokenClassification.classifier 1 0 0
meth MptForCausalLM.init 2 1 0
meth MptForCausalLM.set_output_embeddings 2 1 0
meth MptForCausalLM.forward 13 12 0
attr MptForCausalLM.transformer 1 0 0
attr MptForCausalLM.lm_head 1 0 0
meth MptForQuestionAnswering.init 2 0 0
meth MptForQuestionAnswering.forward 10 9 0
attr MptForQuestionAnswering.transformer 1 0 0
attr MptForQuestionAnswering.qa_outputs 1 0 0

transformers.models.mra.configuration_mra (44 missing, 0 any)

Symbol Typable Typed Any
meth MraConfig.init 23 0 0
attr MraConfig.pad_token_id 1 0 0
attr MraConfig.bos_token_id 1 0 0
attr MraConfig.eos_token_id 1 0 0
attr MraConfig.tie_word_embeddings 1 0 0
attr MraConfig.add_cross_attention 1 0 0
attr MraConfig.vocab_size 1 0 0
attr MraConfig.max_position_embeddings 1 0 0
attr MraConfig.hidden_size 1 0 0
attr MraConfig.num_hidden_layers 1 0 0
attr MraConfig.num_attention_heads 1 0 0
attr MraConfig.intermediate_size 1 0 0
attr MraConfig.hidden_act 1 0 0
attr MraConfig.hidden_dropout_prob 1 0 0
attr MraConfig.attention_probs_dropout_prob 1 0 0
attr MraConfig.initializer_range 1 0 0
attr MraConfig.type_vocab_size 1 0 0
attr MraConfig.layer_norm_eps 1 0 0
attr MraConfig.block_per_row 1 0 0
attr MraConfig.approx_mode 1 0 0
attr MraConfig.initial_prior_first_n_blocks 1 0 0
attr MraConfig.initial_prior_diagonal_n_blocks 1 0 0

transformers.models.mra.modeling_mra (55 missing, 0 any)

Symbol Typable Typed Any
meth MraLayer.init 2 0 0
meth MraLayer.forward 3 0 0
meth MraLayer.feed_forward_chunk 2 0 0
attr MraLayer.chunk_size_feed_forward 1 0 0
attr MraLayer.seq_len_dim 1 0 0
attr MraLayer.attention 1 0 0
attr MraLayer.add_cross_attention 1 0 0
attr MraLayer.intermediate 1 0 0
attr MraLayer.output 1 0 0
meth MraForMultipleChoice.init 2 0 0
meth MraForMultipleChoice.forward 10 9 0
attr MraForMultipleChoice.mra 1 0 0
attr MraForMultipleChoice.pre_classifier 1 0 0
attr MraForMultipleChoice.classifier 1 0 0
meth MraForSequenceClassification.init 2 0 0
meth MraForSequenceClassification.forward 10 9 0
attr MraForSequenceClassification.num_labels 1 0 0
attr MraForSequenceClassification.mra 1 0 0
attr MraForSequenceClassification.classifier 1 0 0
meth MraModel.init 2 0 0
meth MraModel.get_input_embeddings 1 0 0
meth MraModel.set_input_embeddings 2 0 0
meth MraModel.forward 9 8 0
attr MraModel.embeddings 1 0 0
attr MraModel.encoder 1 0 0
meth MraForTokenClassification.init 2 0 0
meth MraForTokenClassification.forward 10 9 0
attr MraForTokenClassification.num_labels 1 0 0
attr MraForTokenClassification.mra 1 0 0
attr MraForTokenClassification.dropout 1 0 0
attr MraForTokenClassification.classifier 1 0 0
meth MraForMaskedLM.init 2 0 0
meth MraForMaskedLM.get_output_embeddings 1 0 0
meth MraForMaskedLM.set_output_embeddings 2 0 0
meth MraForMaskedLM.forward 10 9 0
attr MraForMaskedLM.mra 1 0 0
attr MraForMaskedLM.cls 1 0 0
meth MraPreTrainedModel._init_weights 2 1 0
meth MraForQuestionAnswering.init 2 0 0
meth MraForQuestionAnswering.forward 11 10 0
attr MraForQuestionAnswering.num_labels 1 0 0
attr MraForQuestionAnswering.mra 1 0 0
attr MraForQuestionAnswering.qa_outputs 1 0 0

transformers.models.mt5.configuration_mt5 (48 missing, 0 any)

Symbol Typable Typed Any
meth MT5Config.init 24 0 0
attr MT5Config.is_decoder 1 0 0
attr MT5Config.vocab_size 1 0 0
attr MT5Config.d_model 1 0 0
attr MT5Config.d_kv 1 0 0
attr MT5Config.d_ff 1 0 0
attr MT5Config.num_layers 1 0 0
attr MT5Config.num_decoder_layers 1 0 0
attr MT5Config.num_heads 1 0 0
attr MT5Config.relative_attention_num_buckets 1 0 0
attr MT5Config.relative_attention_max_distance 1 0 0
attr MT5Config.dropout_rate 1 0 0
attr MT5Config.classifier_dropout 1 0 0
attr MT5Config.layer_norm_epsilon 1 0 0
attr MT5Config.initializer_factor 1 0 0
attr MT5Config.feed_forward_proj 1 0 0
attr MT5Config.use_cache 1 0 0
attr MT5Config.dense_act_fn 1 0 0
attr MT5Config.is_gated_act 1 0 0
attr MT5Config.tie_word_embeddings 1 0 0
attr MT5Config.tokenizer_class 1 0 0
attr MT5Config.bos_token_id 1 0 0
attr MT5Config.pad_token_id 1 0 0
attr MT5Config.eos_token_id 1 0 0
attr MT5Config.decoder_start_token_id 1 0 0

transformers.models.mt5.modeling_mt5 (52 missing, 0 any)

Symbol Typable Typed Any
meth MT5ForQuestionAnswering.init 2 1 0
meth MT5ForQuestionAnswering.get_input_embeddings 1 0 0
meth MT5ForQuestionAnswering.set_input_embeddings 2 0 0
meth MT5ForQuestionAnswering.forward 15 14 0
attr MT5ForQuestionAnswering.model_dim 1 0 0
attr MT5ForQuestionAnswering.shared 1 0 0
attr MT5ForQuestionAnswering.encoder 1 0 0
attr MT5ForQuestionAnswering.decoder 1 0 0
attr MT5ForQuestionAnswering.num_labels 1 0 0
attr MT5ForQuestionAnswering.qa_outputs 1 0 0
meth MT5ForTokenClassification.init 2 1 0
meth MT5ForTokenClassification.forward 9 8 0
attr MT5ForTokenClassification.num_labels 1 0 0
attr MT5ForTokenClassification.transformer 1 0 0
attr MT5ForTokenClassification.dropout 1 0 0
attr MT5ForTokenClassification.classifier 1 0 0
meth MT5PreTrainedModel._init_weights 2 0 0
meth MT5PreTrainedModel._shift_right 2 0 0
prop MT5PreTrainedModel.dummy_inputs 1 0 0
meth MT5Model.init 2 1 0
meth MT5Model.get_input_embeddings 1 0 0
meth MT5Model.set_input_embeddings 2 0 0
meth MT5Model.forward 15 14 0
attr MT5Model.shared 1 0 0
attr MT5Model.encoder 1 0 0
attr MT5Model.decoder 1 0 0
meth MT5ForSequenceClassification.init 2 1 0
meth MT5ForSequenceClassification.forward 14 13 0
attr MT5ForSequenceClassification.transformer 1 0 0
attr MT5ForSequenceClassification.classification_head 1 0 0
meth MT5ForConditionalGeneration.init 2 1 0
meth MT5ForConditionalGeneration.get_input_embeddings 1 0 0
meth MT5ForConditionalGeneration.set_input_embeddings 2 0 0
meth MT5ForConditionalGeneration.forward 16 15 0
meth MT5ForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr MT5ForConditionalGeneration.model_dim 1 0 0
attr MT5ForConditionalGeneration.shared 1 0 0
attr MT5ForConditionalGeneration.encoder 1 0 0
attr MT5ForConditionalGeneration.decoder 1 0 0
attr MT5ForConditionalGeneration.lm_head 1 0 0
meth MT5EncoderModel.init 2 1 0
meth MT5EncoderModel.get_input_embeddings 1 0 0
meth MT5EncoderModel.set_input_embeddings 2 0 0
meth MT5EncoderModel.forward 8 7 0
attr MT5EncoderModel.shared 1 0 0
attr MT5EncoderModel.encoder 1 0 0

transformers.models.musicgen.configuration_musicgen (59 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenConfig.init 5 0 0
prop MusicgenConfig.sampling_rate 1 0 0
attr MusicgenConfig.text_encoder 1 0 0
attr MusicgenConfig.audio_encoder 1 0 0
attr MusicgenConfig.decoder 1 0 0
attr MusicgenConfig.initializer_factor 1 0 0
attr MusicgenConfig.tie_encoder_decoder 1 0 0
meth MusicgenDecoderConfig.init 25 0 0
attr MusicgenDecoderConfig.is_decoder 1 0 0
attr MusicgenDecoderConfig.add_cross_attention 1 0 0
attr MusicgenDecoderConfig.cross_attention_hidden_size 1 0 0
attr MusicgenDecoderConfig.vocab_size 1 0 0
attr MusicgenDecoderConfig.max_position_embeddings 1 0 0
attr MusicgenDecoderConfig.hidden_size 1 0 0
attr MusicgenDecoderConfig.ffn_dim 1 0 0
attr MusicgenDecoderConfig.num_hidden_layers 1 0 0
attr MusicgenDecoderConfig.num_attention_heads 1 0 0
attr MusicgenDecoderConfig.dropout 1 0 0
attr MusicgenDecoderConfig.attention_dropout 1 0 0
attr MusicgenDecoderConfig.activation_dropout 1 0 0
attr MusicgenDecoderConfig.activation_function 1 0 0
attr MusicgenDecoderConfig.initializer_factor 1 0 0
attr MusicgenDecoderConfig.layerdrop 1 0 0
attr MusicgenDecoderConfig.use_cache 1 0 0
attr MusicgenDecoderConfig.scale_embedding 1 0 0
attr MusicgenDecoderConfig.num_codebooks 1 0 0
attr MusicgenDecoderConfig.audio_channels 1 0 0
attr MusicgenDecoderConfig.tie_word_embeddings 1 0 0
attr MusicgenDecoderConfig.pad_token_id 1 0 0
attr MusicgenDecoderConfig.bos_token_id 1 0 0
attr MusicgenDecoderConfig.eos_token_id 1 0 0

transformers.models.musicgen.modeling_musicgen (72 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenModel.init 2 1 0
meth MusicgenModel.get_input_embeddings 1 0 0
meth MusicgenModel.set_input_embeddings 2 0 0
meth MusicgenModel.forward 13 12 0
attr MusicgenModel.decoder 1 0 0
meth MusicgenForCausalLM.init 2 1 0
meth MusicgenForCausalLM.get_input_embeddings 1 0 0
meth MusicgenForCausalLM.set_input_embeddings 2 0 0
meth MusicgenForCausalLM.get_output_embeddings 1 0 0
meth MusicgenForCausalLM.set_output_embeddings 2 0 0
meth MusicgenForCausalLM.forward 14 13 0
meth MusicgenForCausalLM.prepare_inputs_for_generation 10 0 0
meth MusicgenForCausalLM.build_delay_pattern_mask 4 3 0
meth MusicgenForCausalLM.apply_delay_pattern_mask 3 0 0
meth MusicgenForCausalLM.generate 8 6 0
attr MusicgenForCausalLM.model 1 0 0
attr MusicgenForCausalLM.num_codebooks 1 0 0
attr MusicgenForCausalLM.lm_heads 1 0 0
meth MusicgenPreTrainedModel._init_weights 2 0 0
meth MusicgenForConditionalGeneration.init 5 4 0
meth MusicgenForConditionalGeneration.get_input_embeddings 1 0 0
meth MusicgenForConditionalGeneration.get_output_embeddings 1 0 0
meth MusicgenForConditionalGeneration.set_output_embeddings 2 0 0
meth MusicgenForConditionalGeneration.from_sub_models_pretrained 6 4 0
meth MusicgenForConditionalGeneration.forward 17 16 0
meth MusicgenForConditionalGeneration.prepare_inputs_for_generation 11 0 0
meth MusicgenForConditionalGeneration._prepare_text_encoder_kwargs_for_generation 5 4 0
meth MusicgenForConditionalGeneration._prepare_audio_encoder_kwargs_for_generation 4 1 0
meth MusicgenForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
meth MusicgenForConditionalGeneration.resize_token_embeddings 3 0 0
meth MusicgenForConditionalGeneration.freeze_audio_encoder 1 0 0
meth MusicgenForConditionalGeneration.freeze_text_encoder 1 0 0
meth MusicgenForConditionalGeneration.generate 8 6 0
meth MusicgenForConditionalGeneration.get_unconditional_inputs 2 0 0
attr MusicgenForConditionalGeneration.text_encoder 1 0 0
attr MusicgenForConditionalGeneration.audio_encoder 1 0 0
attr MusicgenForConditionalGeneration.decoder 1 0 0
attr MusicgenForConditionalGeneration.enc_to_dec_proj 1 0 0

transformers.models.musicgen.processing_musicgen (14 missing, 1 any)

Symbol Typable Typed Any
meth MusicgenProcessor.init 3 0 0
meth MusicgenProcessor.get_decoder_prompt_ids 4 0 0
meth MusicgenProcessor.call 3 0 0
meth MusicgenProcessor.batch_decode 3 0 0
meth MusicgenProcessor._decode_audio 3 2 1

transformers.models.musicgen_melody.configuration_musicgen_melody (60 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenMelodyDecoderConfig.init 24 0 0
attr MusicgenMelodyDecoderConfig.is_decoder 1 0 0
attr MusicgenMelodyDecoderConfig.add_cross_attention 1 0 0
attr MusicgenMelodyDecoderConfig.vocab_size 1 0 0
attr MusicgenMelodyDecoderConfig.max_position_embeddings 1 0 0
attr MusicgenMelodyDecoderConfig.hidden_size 1 0 0
attr MusicgenMelodyDecoderConfig.ffn_dim 1 0 0
attr MusicgenMelodyDecoderConfig.num_hidden_layers 1 0 0
attr MusicgenMelodyDecoderConfig.num_attention_heads 1 0 0
attr MusicgenMelodyDecoderConfig.dropout 1 0 0
attr MusicgenMelodyDecoderConfig.attention_dropout 1 0 0
attr MusicgenMelodyDecoderConfig.activation_dropout 1 0 0
attr MusicgenMelodyDecoderConfig.activation_function 1 0 0
attr MusicgenMelodyDecoderConfig.initializer_factor 1 0 0
attr MusicgenMelodyDecoderConfig.layerdrop 1 0 0
attr MusicgenMelodyDecoderConfig.use_cache 1 0 0
attr MusicgenMelodyDecoderConfig.scale_embedding 1 0 0
attr MusicgenMelodyDecoderConfig.num_codebooks 1 0 0
attr MusicgenMelodyDecoderConfig.audio_channels 1 0 0
attr MusicgenMelodyDecoderConfig.tie_word_embeddings 1 0 0
attr MusicgenMelodyDecoderConfig.pad_token_id 1 0 0
attr MusicgenMelodyDecoderConfig.bos_token_id 1 0 0
attr MusicgenMelodyDecoderConfig.eos_token_id 1 0 0
meth MusicgenMelodyConfig.init 7 0 0
prop MusicgenMelodyConfig.sampling_rate 1 0 0
attr MusicgenMelodyConfig.text_encoder 1 0 0
attr MusicgenMelodyConfig.audio_encoder 1 0 0
attr MusicgenMelodyConfig.decoder 1 0 0
attr MusicgenMelodyConfig.num_chroma 1 0 0
attr MusicgenMelodyConfig.chroma_length 1 0 0
attr MusicgenMelodyConfig.tie_encoder_decoder 1 0 0

transformers.models.musicgen_melody.feature_extraction_musicgen_melody (23 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenMelodyFeatureExtractor.init 11 0 0
meth MusicgenMelodyFeatureExtractor._extract_stem_indices 3 0 0
meth MusicgenMelodyFeatureExtractor.call 10 9 0
attr MusicgenMelodyFeatureExtractor.n_fft 1 0 0
attr MusicgenMelodyFeatureExtractor.hop_length 1 0 0
attr MusicgenMelodyFeatureExtractor.chunk_length 1 0 0
attr MusicgenMelodyFeatureExtractor.n_samples 1 0 0
attr MusicgenMelodyFeatureExtractor.sampling_rate 1 0 0
attr MusicgenMelodyFeatureExtractor.chroma_filters 1 0 0
attr MusicgenMelodyFeatureExtractor.spectrogram 1 0 0
attr MusicgenMelodyFeatureExtractor.stem_indices 1 0 0

transformers.models.musicgen_melody.modeling_musicgen_melody (69 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenMelodyModel.init 2 1 0
meth MusicgenMelodyModel.get_input_embeddings 1 0 0
meth MusicgenMelodyModel.set_input_embeddings 2 0 0
meth MusicgenMelodyModel.forward 13 12 0
attr MusicgenMelodyModel.decoder 1 0 0
meth MusicgenMelodyForCausalLM.init 2 1 0
meth MusicgenMelodyForCausalLM.get_input_embeddings 1 0 0
meth MusicgenMelodyForCausalLM.set_input_embeddings 2 0 0
meth MusicgenMelodyForCausalLM.get_output_embeddings 1 0 0
meth MusicgenMelodyForCausalLM.set_output_embeddings 2 0 0
meth MusicgenMelodyForCausalLM.forward 14 13 0
meth MusicgenMelodyForCausalLM.prepare_inputs_for_generation 10 0 0
meth MusicgenMelodyForCausalLM.build_delay_pattern_mask 4 3 0
meth MusicgenMelodyForCausalLM.apply_delay_pattern_mask 3 0 0
meth MusicgenMelodyForCausalLM.generate 8 6 0
attr MusicgenMelodyForCausalLM.model 1 0 0
attr MusicgenMelodyForCausalLM.num_codebooks 1 0 0
attr MusicgenMelodyForCausalLM.lm_heads 1 0 0
meth MusicgenMelodyPreTrainedModel._init_weights 2 0 0
meth MusicgenMelodyForConditionalGeneration.init 5 4 0
meth MusicgenMelodyForConditionalGeneration._init_weights 2 0 0
meth MusicgenMelodyForConditionalGeneration.get_input_embeddings 1 0 0
meth MusicgenMelodyForConditionalGeneration.get_output_embeddings 1 0 0
meth MusicgenMelodyForConditionalGeneration.set_output_embeddings 2 0 0
meth MusicgenMelodyForConditionalGeneration.from_sub_models_pretrained 6 4 0
meth MusicgenMelodyForConditionalGeneration.forward 16 15 0
meth MusicgenMelodyForConditionalGeneration.prepare_inputs_for_generation 10 0 0
meth MusicgenMelodyForConditionalGeneration._prepare_encoder_hidden_states_kwargs_for_generation 5 4 0
meth MusicgenMelodyForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
meth MusicgenMelodyForConditionalGeneration.resize_token_embeddings 3 0 0
meth MusicgenMelodyForConditionalGeneration.freeze_audio_encoder 1 0 0
meth MusicgenMelodyForConditionalGeneration.freeze_text_encoder 1 0 0
meth MusicgenMelodyForConditionalGeneration.generate 8 6 0
attr MusicgenMelodyForConditionalGeneration.text_encoder 1 0 0
attr MusicgenMelodyForConditionalGeneration.audio_encoder 1 0 0
attr MusicgenMelodyForConditionalGeneration.decoder 1 0 0
attr MusicgenMelodyForConditionalGeneration.enc_to_dec_proj 1 0 0
attr MusicgenMelodyForConditionalGeneration.audio_enc_to_dec_proj 1 0 0

transformers.models.musicgen_melody.processing_musicgen_melody (17 missing, 1 any)

Symbol Typable Typed Any
meth MusicgenMelodyProcessor.init 3 0 0
meth MusicgenMelodyProcessor.get_decoder_prompt_ids 4 0 0
meth MusicgenMelodyProcessor.call 3 0 0
meth MusicgenMelodyProcessor.batch_decode 3 0 0
meth MusicgenMelodyProcessor._decode_audio 3 2 1
meth MusicgenMelodyProcessor.get_unconditional_inputs 3 0 0

transformers.models.mvp.configuration_mvp (60 missing, 0 any)

Symbol Typable Typed Any
meth MvpConfig.init 31 0 0
attr MvpConfig.is_decoder 1 0 0
attr MvpConfig.tie_word_embeddings 1 0 0
attr MvpConfig.vocab_size 1 0 0
attr MvpConfig.max_position_embeddings 1 0 0
attr MvpConfig.d_model 1 0 0
attr MvpConfig.encoder_ffn_dim 1 0 0
attr MvpConfig.encoder_layers 1 0 0
attr MvpConfig.encoder_attention_heads 1 0 0
attr MvpConfig.decoder_ffn_dim 1 0 0
attr MvpConfig.decoder_layers 1 0 0
attr MvpConfig.decoder_attention_heads 1 0 0
attr MvpConfig.dropout 1 0 0
attr MvpConfig.attention_dropout 1 0 0
attr MvpConfig.activation_dropout 1 0 0
attr MvpConfig.activation_function 1 0 0
attr MvpConfig.init_std 1 0 0
attr MvpConfig.encoder_layerdrop 1 0 0
attr MvpConfig.decoder_layerdrop 1 0 0
attr MvpConfig.classifier_dropout 1 0 0
attr MvpConfig.use_cache 1 0 0
attr MvpConfig.num_hidden_layers 1 0 0
attr MvpConfig.scale_embedding 1 0 0
attr MvpConfig.use_prompt 1 0 0
attr MvpConfig.prompt_length 1 0 0
attr MvpConfig.prompt_mid_dim 1 0 0
attr MvpConfig.pad_token_id 1 0 0
attr MvpConfig.bos_token_id 1 0 0
attr MvpConfig.eos_token_id 1 0 0
attr MvpConfig.decoder_start_token_id 1 0 0

transformers.models.mvp.modeling_mvp (41 missing, 0 any)

Symbol Typable Typed Any
meth MvpForCausalLM.init 2 0 0
meth MvpForCausalLM.get_input_embeddings 1 0 0
meth MvpForCausalLM.set_input_embeddings 2 0 0
meth MvpForCausalLM.set_lightweight_tuning 1 0 0
meth MvpForCausalLM.forward 15 14 0
attr MvpForCausalLM.model 1 0 0
attr MvpForCausalLM.lm_head 1 0 0
meth MvpForQuestionAnswering.init 2 0 0
meth MvpForQuestionAnswering.set_lightweight_tuning 1 0 0
meth MvpForQuestionAnswering.forward 15 14 0
attr MvpForQuestionAnswering.num_labels 1 0 0
attr MvpForQuestionAnswering.model 1 0 0
attr MvpForQuestionAnswering.qa_outputs 1 0 0
meth MvpForSequenceClassification.init 3 1 0
meth MvpForSequenceClassification.set_lightweight_tuning 1 0 0
meth MvpForSequenceClassification.forward 14 13 0
attr MvpForSequenceClassification.model 1 0 0
attr MvpForSequenceClassification.classification_head 1 0 0
meth MvpPreTrainedModel._init_weights 2 0 0
prop MvpPreTrainedModel.dummy_inputs 1 0 0
meth MvpForConditionalGeneration.init 2 1 0
meth MvpForConditionalGeneration.set_lightweight_tuning 1 0 0
meth MvpForConditionalGeneration.forward 16 15 0
meth MvpForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr MvpForConditionalGeneration.model 1 0 0
attr MvpForConditionalGeneration.lm_head 1 0 0
meth MvpModel.init 2 1 0
meth MvpModel.get_input_embeddings 1 0 0
meth MvpModel.set_input_embeddings 2 0 0
meth MvpModel.set_lightweight_tuning 1 0 0
meth MvpModel.forward 15 14 0
attr MvpModel.use_prompt 1 0 0
attr MvpModel.shared 1 0 0
attr MvpModel.encoder 1 0 0
attr MvpModel.decoder 1 0 0

transformers.models.myt5.tokenization_myt5 (20 missing, 0 any)

Symbol Typable Typed Any
meth MyT5Tokenizer.init 8 1 0
meth MyT5Tokenizer.get_vocab 1 0 0
meth MyT5Tokenizer._tokenize 3 2 0
meth MyT5Tokenizer._convert_token_to_id 2 0 0
meth MyT5Tokenizer._convert_id_to_token 2 0 0
meth MyT5Tokenizer.convert_tokens_to_string 2 0 0
prop MyT5Tokenizer.vocab_size 1 0 0
attr MyT5Tokenizer.offset 1 0 0
attr MyT5Tokenizer.byte_maps 1 0 0
attr MyT5Tokenizer.decompose_rewriter 1 0 0
attr MyT5Tokenizer.merge_rewriter 1 0 0

transformers.models.nanochat.configuration_nanochat (21 missing, 0 any)

Symbol Typable Typed Any
meth NanoChatConfig.init 21 19 0
attr NanoChatConfig.vocab_size 1 0 0
attr NanoChatConfig.hidden_size 1 0 0
attr NanoChatConfig.intermediate_size 1 0 0
attr NanoChatConfig.num_hidden_layers 1 0 0
attr NanoChatConfig.num_attention_heads 1 0 0
attr NanoChatConfig.num_key_value_heads 1 0 0
attr NanoChatConfig.max_position_embeddings 1 0 0
attr NanoChatConfig.hidden_act 1 0 0
attr NanoChatConfig.attention_dropout 1 0 0
attr NanoChatConfig.rms_norm_eps 1 0 0
attr NanoChatConfig.initializer_range 1 0 0
attr NanoChatConfig.use_cache 1 0 0
attr NanoChatConfig.final_logit_softcapping 1 0 0
attr NanoChatConfig.attention_bias 1 0 0
attr NanoChatConfig.rope_parameters 1 0 0
attr NanoChatConfig.pad_token_id 1 0 0
attr NanoChatConfig.bos_token_id 1 0 0
attr NanoChatConfig.eos_token_id 1 0 0
attr NanoChatConfig.tie_word_embeddings 1 0 0

transformers.models.nanochat.modeling_nanochat (13 missing, 0 any)

Symbol Typable Typed Any
meth NanoChatForCausalLM.init 2 0 0
attr NanoChatForCausalLM.model 1 0 0
attr NanoChatForCausalLM.vocab_size 1 0 0
attr NanoChatForCausalLM.lm_head 1 0 0
meth NanoChatModel.init 2 1 0
attr NanoChatModel.padding_idx 1 0 0
attr NanoChatModel.vocab_size 1 0 0
attr NanoChatModel.embed_tokens 1 0 0
attr NanoChatModel.layers 1 0 0
attr NanoChatModel.norm 1 0 0
attr NanoChatModel.rotary_emb 1 0 0
attr NanoChatModel.gradient_checkpointing 1 0 0

transformers.models.nanochat.modular_nanochat (3 missing, 0 any)

Symbol Typable Typed Any
meth NanoChatForCausalLM.forward 2 1 0
meth NanoChatModel.init 2 1 0
attr NanoChatModel.norm 1 0 0

transformers.models.nemotron.configuration_nemotron (22 missing, 0 any)

Symbol Typable Typed Any
meth NemotronConfig.init 22 20 0
attr NemotronConfig.vocab_size 1 0 0
attr NemotronConfig.max_position_embeddings 1 0 0
attr NemotronConfig.hidden_size 1 0 0
attr NemotronConfig.intermediate_size 1 0 0
attr NemotronConfig.num_hidden_layers 1 0 0
attr NemotronConfig.num_attention_heads 1 0 0
attr NemotronConfig.head_dim 1 0 0
attr NemotronConfig.num_key_value_heads 1 0 0
attr NemotronConfig.hidden_act 1 0 0
attr NemotronConfig.initializer_range 1 0 0
attr NemotronConfig.norm_eps 1 0 0
attr NemotronConfig.use_cache 1 0 0
attr NemotronConfig.attention_bias 1 0 0
attr NemotronConfig.attention_dropout 1 0 0
attr NemotronConfig.mlp_bias 1 0 0
attr NemotronConfig.rope_parameters 1 0 0
attr NemotronConfig.tie_word_embeddings 1 0 0
attr NemotronConfig.pad_token_id 1 0 0
attr NemotronConfig.bos_token_id 1 0 0
attr NemotronConfig.eos_token_id 1 0 0

transformers.models.nemotron.modeling_nemotron (17 missing, 0 any)

Symbol Typable Typed Any
meth NemotronForCausalLM.init 2 0 0
meth NemotronForCausalLM.forward 13 12 0
attr NemotronForCausalLM.model 1 0 0
attr NemotronForCausalLM.vocab_size 1 0 0
attr NemotronForCausalLM.lm_head 1 0 0
meth NemotronModel.init 2 1 0
meth NemotronModel.forward 11 10 0
attr NemotronModel.padding_idx 1 0 0
attr NemotronModel.vocab_size 1 0 0
attr NemotronModel.embed_tokens 1 0 0
attr NemotronModel.layers 1 0 0
attr NemotronModel.norm 1 0 0
attr NemotronModel.rotary_emb 1 0 0
attr NemotronModel.gradient_checkpointing 1 0 0
meth NemotronPreTrainedModel._init_weights 2 0 0

transformers.models.nemotron_h.configuration_nemotron_h (113 missing, 0 any)

Symbol Typable Typed Any
meth NemotronHConfig._validate_layers_block_type 4 0 0
meth NemotronHConfig.init 57 0 0
prop NemotronHConfig.num_hidden_layers 2 1 0
attr NemotronHConfig.vocab_size 1 0 0
attr NemotronHConfig.tie_word_embeddings 1 0 0
attr NemotronHConfig.hidden_size 1 0 0
attr NemotronHConfig.intermediate_size 1 0 0
attr NemotronHConfig.num_attention_heads 1 0 0
attr NemotronHConfig.head_dim 1 0 0
attr NemotronHConfig.sliding_window 1 0 0
attr NemotronHConfig.max_position_embeddings 1 0 0
attr NemotronHConfig.attention_dropout 1 0 0
attr NemotronHConfig.hidden_dropout 1 0 0
attr NemotronHConfig.layers_block_type 1 0 0
attr NemotronHConfig.num_key_value_heads 1 0 0
attr NemotronHConfig.mlp_hidden_act 1 0 0
attr NemotronHConfig.attention_bias 1 0 0
attr NemotronHConfig.mlp_bias 1 0 0
attr NemotronHConfig.use_bias 1 0 0
attr NemotronHConfig.initializer_range 1 0 0
attr NemotronHConfig.layer_norm_epsilon 1 0 0
attr NemotronHConfig.residual_in_fp32 1 0 0
attr NemotronHConfig.use_cache 1 0 0
attr NemotronHConfig.num_logits_to_keep 1 0 0
attr NemotronHConfig.use_mamba_kernels 1 0 0
attr NemotronHConfig.n_groups 1 0 0
attr NemotronHConfig.mamba_head_dim 1 0 0
attr NemotronHConfig.ssm_state_size 1 0 0
attr NemotronHConfig.mamba_num_heads 1 0 0
attr NemotronHConfig.conv_kernel 1 0 0
attr NemotronHConfig.expand 1 0 0
attr NemotronHConfig.mamba_hidden_act 1 0 0
attr NemotronHConfig.time_step_min 1 0 0
attr NemotronHConfig.time_step_max 1 0 0
attr NemotronHConfig.time_step_limit 1 0 0
attr NemotronHConfig.time_step_floor 1 0 0
attr NemotronHConfig.use_conv_bias 1 0 0
attr NemotronHConfig.mamba_proj_bias 1 0 0
attr NemotronHConfig.chunk_size 1 0 0
attr NemotronHConfig.rescale_prenorm_residual 1 0 0
attr NemotronHConfig.n_routed_experts 1 0 0
attr NemotronHConfig.n_shared_experts 1 0 0
attr NemotronHConfig.moe_intermediate_size 1 0 0
attr NemotronHConfig.moe_shared_expert_intermediate_size 1 0 0
attr NemotronHConfig.moe_latent_size 1 0 0
attr NemotronHConfig.moe_shared_expert_overlap 1 0 0
attr NemotronHConfig.num_experts_per_tok 1 0 0
attr NemotronHConfig.routed_scaling_factor 1 0 0
attr NemotronHConfig.n_group 1 0 0
attr NemotronHConfig.topk_group 1 0 0
attr NemotronHConfig.norm_topk_prob 1 0 0
attr NemotronHConfig.mamba_ssm_cache_dtype 1 0 0
attr NemotronHConfig.num_nextn_predict_layers 1 0 0
attr NemotronHConfig.mtp_layers_block_type 1 0 0

transformers.models.nemotron_h.modeling_nemotron_h (29 missing, 0 any)

Symbol Typable Typed Any
meth NemotronHForCausalLM.init 2 0 0
meth NemotronHForCausalLM.forward 11 10 0
meth NemotronHForCausalLM.prepare_inputs_for_generation 10 0 0
attr NemotronHForCausalLM.model 1 0 0
attr NemotronHForCausalLM.vocab_size 1 0 0
attr NemotronHForCausalLM.lm_head 1 0 0
meth NemotronHModel.init 2 0 0
meth NemotronHModel.get_input_embeddings 1 0 0
meth NemotronHModel.set_input_embeddings 2 0 0
meth NemotronHModel._update_mamba_mask 3 0 0
attr NemotronHModel.embeddings 1 0 0
attr NemotronHModel.layers 1 0 0
attr NemotronHModel.norm_f 1 0 0
meth NemotronHPreTrainedModel._init_weights 2 0 0

transformers.models.nemotron_h.modular_nemotron_h (16 missing, 0 any)

Symbol Typable Typed Any
meth NemotronHForCausalLM.init 2 0 0
meth NemotronHForCausalLM.forward 11 10 0
meth NemotronHModel.init 2 0 0
meth NemotronHModel.get_input_embeddings 1 0 0
meth NemotronHModel.set_input_embeddings 2 0 0
meth NemotronHModel._update_mamba_mask 3 0 0
attr NemotronHModel.embeddings 1 0 0
attr NemotronHModel.layers 1 0 0
attr NemotronHModel.norm_f 1 0 0
meth NemotronHPreTrainedModel._init_weights 2 0 0

transformers.models.nllb.tokenization_nllb (27 missing, 0 any)

Symbol Typable Typed Any
meth NllbTokenizer.init 17 3 0
meth NllbTokenizer._build_translation_inputs 6 3 0
meth NllbTokenizer.prepare_seq2seq_batch 11 10 0
meth NllbTokenizer._switch_to_input_mode 1 0 0
meth NllbTokenizer._switch_to_target_mode 1 0 0
meth NllbTokenizer.set_src_lang_special_tokens 2 1 0
attr NllbTokenizer.legacy_behaviour 1 0 0
attr NllbTokenizer.fairseq_offset 1 0 0
attr NllbTokenizer.fairseq_tokens_to_ids 1 0 0
attr NllbTokenizer.fairseq_ids_to_tokens 1 0 0
attr NllbTokenizer.cur_lang_code 1 0 0
attr NllbTokenizer.tgt_lang 1 0 0

transformers.models.nllb_moe.configuration_nllb_moe (80 missing, 0 any)

Symbol Typable Typed Any
meth NllbMoeConfig.init 41 0 0
attr NllbMoeConfig.vocab_size 1 0 0
attr NllbMoeConfig.max_position_embeddings 1 0 0
attr NllbMoeConfig.d_model 1 0 0
attr NllbMoeConfig.encoder_ffn_dim 1 0 0
attr NllbMoeConfig.encoder_layers 1 0 0
attr NllbMoeConfig.encoder_attention_heads 1 0 0
attr NllbMoeConfig.decoder_ffn_dim 1 0 0
attr NllbMoeConfig.decoder_layers 1 0 0
attr NllbMoeConfig.decoder_attention_heads 1 0 0
attr NllbMoeConfig.dropout 1 0 0
attr NllbMoeConfig.attention_dropout 1 0 0
attr NllbMoeConfig.activation_dropout 1 0 0
attr NllbMoeConfig.activation_function 1 0 0
attr NllbMoeConfig.init_std 1 0 0
attr NllbMoeConfig.encoder_layerdrop 1 0 0
attr NllbMoeConfig.decoder_layerdrop 1 0 0
attr NllbMoeConfig.use_cache 1 0 0
attr NllbMoeConfig.num_hidden_layers 1 0 0
attr NllbMoeConfig.scale_embedding 1 0 0
attr NllbMoeConfig.router_z_loss_coef 1 0 0
attr NllbMoeConfig.router_aux_loss_coef 1 0 0
attr NllbMoeConfig.decoder_sparse_step 1 0 0
attr NllbMoeConfig.encoder_sparse_step 1 0 0
attr NllbMoeConfig.num_experts 1 0 0
attr NllbMoeConfig.expert_capacity 1 0 0
attr NllbMoeConfig.router_bias 1 0 0
attr NllbMoeConfig.router_dtype 1 0 0
attr NllbMoeConfig.router_ignore_padding_tokens 1 0 0
attr NllbMoeConfig.batch_prioritized_routing 1 0 0
attr NllbMoeConfig.second_expert_policy 1 0 0
attr NllbMoeConfig.normalize_router_prob_before_dropping 1 0 0
attr NllbMoeConfig.moe_eval_capacity_token_fraction 1 0 0
attr NllbMoeConfig.moe_token_dropout 1 0 0
attr NllbMoeConfig.output_router_logits 1 0 0
attr NllbMoeConfig.pad_token_id 1 0 0
attr NllbMoeConfig.bos_token_id 1 0 0
attr NllbMoeConfig.eos_token_id 1 0 0
attr NllbMoeConfig.decoder_start_token_id 1 0 0
attr NllbMoeConfig.tie_word_embeddings 1 0 0

transformers.models.nllb_moe.modeling_nllb_moe (35 missing, 0 any)

Symbol Typable Typed Any
meth NllbMoeTop2Router.init 2 1 0
meth NllbMoeTop2Router._cast_classifier 1 0 0
meth NllbMoeTop2Router.normalize_router_probabilities 4 0 0
attr NllbMoeTop2Router.num_experts 1 0 0
attr NllbMoeTop2Router.expert_capacity 1 0 0
attr NllbMoeTop2Router.classifier 1 0 0
attr NllbMoeTop2Router.router_ignore_padding_tokens 1 0 0
attr NllbMoeTop2Router.dtype 1 0 0
attr NllbMoeTop2Router.second_expert_policy 1 0 0
attr NllbMoeTop2Router.normalize_router_prob_before_dropping 1 0 0
attr NllbMoeTop2Router.batch_prioritized_routing 1 0 0
attr NllbMoeTop2Router.moe_eval_capacity_token_fraction 1 0 0
meth NllbMoePreTrainedModel._init_weights 2 0 0
meth NllbMoeModel.init 2 1 0
meth NllbMoeModel.get_input_embeddings 1 0 0
meth NllbMoeModel.set_input_embeddings 2 0 0
attr NllbMoeModel.shared 1 0 0
attr NllbMoeModel.encoder 1 0 0
attr NllbMoeModel.decoder 1 0 0
meth NllbMoeSparseMLP.init 3 2 0
meth NllbMoeSparseMLP.forward 3 2 0
attr NllbMoeSparseMLP.router 1 0 0
attr NllbMoeSparseMLP.num_experts 1 0 0
attr NllbMoeSparseMLP.experts 1 0 0
meth NllbMoeForConditionalGeneration.init 2 1 0
attr NllbMoeForConditionalGeneration.model 1 0 0
attr NllbMoeForConditionalGeneration.lm_head 1 0 0
attr NllbMoeForConditionalGeneration.num_experts 1 0 0
attr NllbMoeForConditionalGeneration.router_z_loss_coef 1 0 0
attr NllbMoeForConditionalGeneration.router_aux_loss_coef 1 0 0

transformers.models.nougat.image_processing_nougat (18 missing, 0 any)

Symbol Typable Typed Any
meth NougatImageProcessor.init 14 13 0
meth NougatImageProcessor.python_find_non_zero 2 1 0
meth NougatImageProcessor.python_bounding_rect 2 0 0
meth NougatImageProcessor.thumbnail 7 6 0
meth NougatImageProcessor.resize 7 6 0
attr NougatImageProcessor.do_crop_margin 1 0 0
attr NougatImageProcessor.do_resize 1 0 0
attr NougatImageProcessor.size 1 0 0
attr NougatImageProcessor.resample 1 0 0
attr NougatImageProcessor.do_thumbnail 1 0 0
attr NougatImageProcessor.do_align_long_axis 1 0 0
attr NougatImageProcessor.do_pad 1 0 0
attr NougatImageProcessor.do_rescale 1 0 0
attr NougatImageProcessor.rescale_factor 1 0 0
attr NougatImageProcessor.do_normalize 1 0 0
attr NougatImageProcessor.image_mean 1 0 0
attr NougatImageProcessor.image_std 1 0 0

transformers.models.nougat.image_processing_nougat_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth NougatImageProcessorFast.init 2 1 0
meth NougatImageProcessorFast.python_find_non_zero 2 1 0
meth NougatImageProcessorFast.python_bounding_rect 2 0 0
meth NougatImageProcessorFast.resize 6 5 0
meth NougatImageProcessorFast._preprocess 19 18 0

transformers.models.nougat.processing_nougat (9 missing, 0 any)

Symbol Typable Typed Any
meth NougatProcessor.init 3 0 0
meth NougatProcessor.call 35 32 0
meth NougatProcessor.post_process_generation 3 0 0

transformers.models.nougat.tokenization_nougat (2 missing, 0 any)

Symbol Typable Typed Any
meth NougatTokenizer.init 9 7 0

transformers.models.nystromformer.configuration_nystromformer (44 missing, 0 any)

Symbol Typable Typed Any
meth NystromformerConfig.init 23 0 0
attr NystromformerConfig.add_cross_attention 1 0 0
attr NystromformerConfig.tie_word_embeddings 1 0 0
attr NystromformerConfig.pad_token_id 1 0 0
attr NystromformerConfig.bos_token_id 1 0 0
attr NystromformerConfig.eos_token_id 1 0 0
attr NystromformerConfig.vocab_size 1 0 0
attr NystromformerConfig.max_position_embeddings 1 0 0
attr NystromformerConfig.hidden_size 1 0 0
attr NystromformerConfig.num_hidden_layers 1 0 0
attr NystromformerConfig.num_attention_heads 1 0 0
attr NystromformerConfig.intermediate_size 1 0 0
attr NystromformerConfig.hidden_act 1 0 0
attr NystromformerConfig.hidden_dropout_prob 1 0 0
attr NystromformerConfig.attention_probs_dropout_prob 1 0 0
attr NystromformerConfig.initializer_range 1 0 0
attr NystromformerConfig.type_vocab_size 1 0 0
attr NystromformerConfig.segment_means_seq_len 1 0 0
attr NystromformerConfig.num_landmarks 1 0 0
attr NystromformerConfig.conv_kernel_size 1 0 0
attr NystromformerConfig.inv_coeff_init_option 1 0 0
attr NystromformerConfig.layer_norm_eps 1 0 0

transformers.models.nystromformer.modeling_nystromformer (57 missing, 0 any)

Symbol Typable Typed Any
meth NystromformerForTokenClassification.init 2 0 0
meth NystromformerForTokenClassification.forward 11 10 0
attr NystromformerForTokenClassification.num_labels 1 0 0
attr NystromformerForTokenClassification.nystromformer 1 0 0
attr NystromformerForTokenClassification.dropout 1 0 0
attr NystromformerForTokenClassification.classifier 1 0 0
meth NystromformerModel.init 2 0 0
meth NystromformerModel.get_input_embeddings 1 0 0
meth NystromformerModel.set_input_embeddings 2 0 0
meth NystromformerModel.forward 10 9 0
attr NystromformerModel.embeddings 1 0 0
attr NystromformerModel.encoder 1 0 0
meth NystromformerPreTrainedModel._init_weights 2 0 0
meth NystromformerForSequenceClassification.init 2 0 0
meth NystromformerForSequenceClassification.forward 11 10 0
attr NystromformerForSequenceClassification.num_labels 1 0 0
attr NystromformerForSequenceClassification.nystromformer 1 0 0
attr NystromformerForSequenceClassification.classifier 1 0 0
meth NystromformerForQuestionAnswering.init 2 0 0
meth NystromformerForQuestionAnswering.forward 12 11 0
attr NystromformerForQuestionAnswering.num_labels 1 0 0
attr NystromformerForQuestionAnswering.nystromformer 1 0 0
attr NystromformerForQuestionAnswering.qa_outputs 1 0 0
meth NystromformerForMultipleChoice.init 2 0 0
meth NystromformerForMultipleChoice.forward 11 10 0
attr NystromformerForMultipleChoice.nystromformer 1 0 0
attr NystromformerForMultipleChoice.pre_classifier 1 0 0
attr NystromformerForMultipleChoice.classifier 1 0 0
meth NystromformerLayer.init 2 0 0
meth NystromformerLayer.forward 4 0 0
meth NystromformerLayer.feed_forward_chunk 2 0 0
attr NystromformerLayer.chunk_size_feed_forward 1 0 0
attr NystromformerLayer.seq_len_dim 1 0 0
attr NystromformerLayer.attention 1 0 0
attr NystromformerLayer.add_cross_attention 1 0 0
attr NystromformerLayer.intermediate 1 0 0
attr NystromformerLayer.output 1 0 0
meth NystromformerForMaskedLM.init 2 0 0
meth NystromformerForMaskedLM.get_output_embeddings 1 0 0
meth NystromformerForMaskedLM.set_output_embeddings 2 0 0
meth NystromformerForMaskedLM.forward 11 10 0
attr NystromformerForMaskedLM.nystromformer 1 0 0
attr NystromformerForMaskedLM.cls 1 0 0

transformers.models.olmo.configuration_olmo (20 missing, 0 any)

Symbol Typable Typed Any
meth OlmoConfig.init 20 18 0
attr OlmoConfig.vocab_size 1 0 0
attr OlmoConfig.max_position_embeddings 1 0 0
attr OlmoConfig.hidden_size 1 0 0
attr OlmoConfig.intermediate_size 1 0 0
attr OlmoConfig.num_hidden_layers 1 0 0
attr OlmoConfig.num_attention_heads 1 0 0
attr OlmoConfig.num_key_value_heads 1 0 0
attr OlmoConfig.hidden_act 1 0 0
attr OlmoConfig.initializer_range 1 0 0
attr OlmoConfig.use_cache 1 0 0
attr OlmoConfig.attention_bias 1 0 0
attr OlmoConfig.attention_dropout 1 0 0
attr OlmoConfig.clip_qkv 1 0 0
attr OlmoConfig.rope_parameters 1 0 0
attr OlmoConfig.tie_word_embeddings 1 0 0
attr OlmoConfig.pad_token_id 1 0 0
attr OlmoConfig.bos_token_id 1 0 0
attr OlmoConfig.eos_token_id 1 0 0

transformers.models.olmo.modeling_olmo (13 missing, 0 any)

Symbol Typable Typed Any
meth OlmoModel.init 2 1 0
attr OlmoModel.padding_idx 1 0 0
attr OlmoModel.vocab_size 1 0 0
attr OlmoModel.embed_tokens 1 0 0
attr OlmoModel.layers 1 0 0
attr OlmoModel.norm 1 0 0
attr OlmoModel.rotary_emb 1 0 0
attr OlmoModel.gradient_checkpointing 1 0 0
meth OlmoForCausalLM.init 2 0 0
attr OlmoForCausalLM.model 1 0 0
attr OlmoForCausalLM.vocab_size 1 0 0
attr OlmoForCausalLM.lm_head 1 0 0

transformers.models.olmo.modular_olmo (4 missing, 0 any)

Symbol Typable Typed Any
meth OlmoModel.init 2 1 0
attr OlmoModel.layers 1 0 0
attr OlmoModel.norm 1 0 0
attr OlmoPreTrainedModel 1 0 0

transformers.models.olmo2.configuration_olmo2 (20 missing, 0 any)

Symbol Typable Typed Any
meth Olmo2Config.init 20 18 0
attr Olmo2Config.vocab_size 1 0 0
attr Olmo2Config.max_position_embeddings 1 0 0
attr Olmo2Config.hidden_size 1 0 0
attr Olmo2Config.intermediate_size 1 0 0
attr Olmo2Config.num_hidden_layers 1 0 0
attr Olmo2Config.num_attention_heads 1 0 0
attr Olmo2Config.num_key_value_heads 1 0 0
attr Olmo2Config.hidden_act 1 0 0
attr Olmo2Config.initializer_range 1 0 0
attr Olmo2Config.use_cache 1 0 0
attr Olmo2Config.attention_bias 1 0 0
attr Olmo2Config.attention_dropout 1 0 0
attr Olmo2Config.rope_parameters 1 0 0
attr Olmo2Config.tie_word_embeddings 1 0 0
attr Olmo2Config.pad_token_id 1 0 0
attr Olmo2Config.bos_token_id 1 0 0
attr Olmo2Config.eos_token_id 1 0 0
attr Olmo2Config.rms_norm_eps 1 0 0

transformers.models.olmo2.modeling_olmo2 (13 missing, 0 any)

Symbol Typable Typed Any
meth Olmo2ForCausalLM.init 2 0 0
attr Olmo2ForCausalLM.model 1 0 0
attr Olmo2ForCausalLM.vocab_size 1 0 0
attr Olmo2ForCausalLM.lm_head 1 0 0
meth Olmo2Model.init 2 1 0
attr Olmo2Model.padding_idx 1 0 0
attr Olmo2Model.vocab_size 1 0 0
attr Olmo2Model.embed_tokens 1 0 0
attr Olmo2Model.layers 1 0 0
attr Olmo2Model.norm 1 0 0
attr Olmo2Model.rotary_emb 1 0 0
attr Olmo2Model.gradient_checkpointing 1 0 0

transformers.models.olmo2.modular_olmo2 (6 missing, 0 any)

Symbol Typable Typed Any
meth Olmo2Config.init 20 18 0
attr Olmo2Config.rms_norm_eps 1 0 0
meth Olmo2Model.init 2 1 0
attr Olmo2Model.norm 1 0 0
attr Olmo2Model.layers 1 0 0

transformers.models.olmo3.configuration_olmo3 (22 missing, 0 any)

Symbol Typable Typed Any
meth Olmo3Config.init 22 20 0
attr Olmo3Config.vocab_size 1 0 0
attr Olmo3Config.max_position_embeddings 1 0 0
attr Olmo3Config.hidden_size 1 0 0
attr Olmo3Config.intermediate_size 1 0 0
attr Olmo3Config.num_hidden_layers 1 0 0
attr Olmo3Config.num_attention_heads 1 0 0
attr Olmo3Config.num_key_value_heads 1 0 0
attr Olmo3Config.hidden_act 1 0 0
attr Olmo3Config.initializer_range 1 0 0
attr Olmo3Config.use_cache 1 0 0
attr Olmo3Config.attention_bias 1 0 0
attr Olmo3Config.attention_dropout 1 0 0
attr Olmo3Config.tie_word_embeddings 1 0 0
attr Olmo3Config.pad_token_id 1 0 0
attr Olmo3Config.bos_token_id 1 0 0
attr Olmo3Config.eos_token_id 1 0 0
attr Olmo3Config.rms_norm_eps 1 0 0
attr Olmo3Config.sliding_window 1 0 0
attr Olmo3Config.layer_types 1 0 0
attr Olmo3Config.rope_parameters 1 0 0

transformers.models.olmo3.modeling_olmo3 (13 missing, 0 any)

Symbol Typable Typed Any
meth Olmo3ForCausalLM.init 2 0 0
attr Olmo3ForCausalLM.model 1 0 0
attr Olmo3ForCausalLM.vocab_size 1 0 0
attr Olmo3ForCausalLM.lm_head 1 0 0
meth Olmo3Model.init 2 1 0
attr Olmo3Model.padding_idx 1 0 0
attr Olmo3Model.vocab_size 1 0 0
attr Olmo3Model.embed_tokens 1 0 0
attr Olmo3Model.layers 1 0 0
attr Olmo3Model.norm 1 0 0
attr Olmo3Model.rotary_emb 1 0 0
attr Olmo3Model.gradient_checkpointing 1 0 0

transformers.models.olmo3.modular_olmo3 (26 missing, 0 any)

Symbol Typable Typed Any
meth Olmo3Config.init 22 20 0
attr Olmo3Config.vocab_size 1 0 0
attr Olmo3Config.max_position_embeddings 1 0 0
attr Olmo3Config.hidden_size 1 0 0
attr Olmo3Config.intermediate_size 1 0 0
attr Olmo3Config.num_hidden_layers 1 0 0
attr Olmo3Config.num_attention_heads 1 0 0
attr Olmo3Config.num_key_value_heads 1 0 0
attr Olmo3Config.hidden_act 1 0 0
attr Olmo3Config.initializer_range 1 0 0
attr Olmo3Config.use_cache 1 0 0
attr Olmo3Config.attention_bias 1 0 0
attr Olmo3Config.attention_dropout 1 0 0
attr Olmo3Config.tie_word_embeddings 1 0 0
attr Olmo3Config.pad_token_id 1 0 0
attr Olmo3Config.bos_token_id 1 0 0
attr Olmo3Config.eos_token_id 1 0 0
attr Olmo3Config.rms_norm_eps 1 0 0
attr Olmo3Config.sliding_window 1 0 0
attr Olmo3Config.layer_types 1 0 0
attr Olmo3Config.rope_parameters 1 0 0
meth Olmo3Model.init 2 1 0
attr Olmo3Model.norm 1 0 0
attr Olmo3Model.layers 1 0 0
attr Olmo3Model.rotary_emb 1 0 0

transformers.models.olmo_hybrid.configuration_olmo_hybrid (33 missing, 0 any)

Symbol Typable Typed Any
meth OlmoHybridConfig.init 32 29 0
attr OlmoHybridConfig.layer_types 1 0 0
attr OlmoHybridConfig.linear_num_key_heads 1 0 0
attr OlmoHybridConfig.linear_num_value_heads 1 0 0
attr OlmoHybridConfig.linear_key_head_dim 1 0 0
attr OlmoHybridConfig.linear_value_head_dim 1 0 0
attr OlmoHybridConfig.linear_a_log_min 1 0 0
attr OlmoHybridConfig.linear_a_log_max 1 0 0
attr OlmoHybridConfig.linear_dt_min 1 0 0
attr OlmoHybridConfig.linear_dt_max 1 0 0
attr OlmoHybridConfig.linear_dt_init_floor 1 0 0
attr OlmoHybridConfig.linear_conv_kernel_dim 1 0 0
attr OlmoHybridConfig.linear_allow_neg_eigval 1 0 0
attr OlmoHybridConfig.vocab_size 1 0 0
attr OlmoHybridConfig.max_position_embeddings 1 0 0
attr OlmoHybridConfig.hidden_size 1 0 0
attr OlmoHybridConfig.intermediate_size 1 0 0
attr OlmoHybridConfig.num_hidden_layers 1 0 0
attr OlmoHybridConfig.num_attention_heads 1 0 0
attr OlmoHybridConfig.num_key_value_heads 1 0 0
attr OlmoHybridConfig.hidden_act 1 0 0
attr OlmoHybridConfig.initializer_range 1 0 0
attr OlmoHybridConfig.rms_norm_eps 1 0 0
attr OlmoHybridConfig.use_cache 1 0 0
attr OlmoHybridConfig.attention_bias 1 0 0
attr OlmoHybridConfig.attention_dropout 1 0 0
attr OlmoHybridConfig.rope_parameters 1 0 0
attr OlmoHybridConfig.tie_word_embeddings 1 0 0
attr OlmoHybridConfig.pad_token_id 1 0 0
attr OlmoHybridConfig.bos_token_id 1 0 0
attr OlmoHybridConfig.eos_token_id 1 0 0

transformers.models.olmo_hybrid.modeling_olmo_hybrid (16 missing, 0 any)

Symbol Typable Typed Any
meth OlmoHybridModel.init 2 1 0
meth OlmoHybridModel._update_linear_attn_mask 3 0 0
attr OlmoHybridModel.embed_tokens 1 0 0
attr OlmoHybridModel.layers 1 0 0
attr OlmoHybridModel.norm 1 0 0
attr OlmoHybridModel.rotary_emb 1 0 0
attr OlmoHybridModel.gradient_checkpointing 1 0 0
meth OlmoHybridForCausalLM.init 2 0 0
attr OlmoHybridForCausalLM.model 1 0 0
attr OlmoHybridForCausalLM.vocab_size 1 0 0
attr OlmoHybridForCausalLM.lm_head 1 0 0
meth OlmoHybridPreTrainedModel._init_weights 2 0 0

transformers.models.olmo_hybrid.modular_olmo_hybrid (20 missing, 0 any)

Symbol Typable Typed Any
meth OlmoHybridModel.init 2 1 0
attr OlmoHybridModel.layers 1 0 0
attr OlmoHybridModel.rotary_emb 1 0 0
meth OlmoHybridConfig.init 32 29 0
attr OlmoHybridConfig.layer_types 1 0 0
attr OlmoHybridConfig.linear_num_key_heads 1 0 0
attr OlmoHybridConfig.linear_num_value_heads 1 0 0
attr OlmoHybridConfig.linear_key_head_dim 1 0 0
attr OlmoHybridConfig.linear_value_head_dim 1 0 0
attr OlmoHybridConfig.linear_a_log_min 1 0 0
attr OlmoHybridConfig.linear_a_log_max 1 0 0
attr OlmoHybridConfig.linear_dt_min 1 0 0
attr OlmoHybridConfig.linear_dt_max 1 0 0
attr OlmoHybridConfig.linear_dt_init_floor 1 0 0
attr OlmoHybridConfig.linear_conv_kernel_dim 1 0 0
attr OlmoHybridConfig.linear_allow_neg_eigval 1 0 0
meth OlmoHybridPreTrainedModel._init_weights 2 0 0

transformers.models.olmoe.configuration_olmoe (26 missing, 0 any)

Symbol Typable Typed Any
meth OlmoeConfig.init 26 24 0
attr OlmoeConfig.vocab_size 1 0 0
attr OlmoeConfig.max_position_embeddings 1 0 0
attr OlmoeConfig.hidden_size 1 0 0
attr OlmoeConfig.intermediate_size 1 0 0
attr OlmoeConfig.num_hidden_layers 1 0 0
attr OlmoeConfig.num_attention_heads 1 0 0
attr OlmoeConfig.num_key_value_heads 1 0 0
attr OlmoeConfig.hidden_act 1 0 0
attr OlmoeConfig.initializer_range 1 0 0
attr OlmoeConfig.rms_norm_eps 1 0 0
attr OlmoeConfig.use_cache 1 0 0
attr OlmoeConfig.attention_bias 1 0 0
attr OlmoeConfig.attention_dropout 1 0 0
attr OlmoeConfig.clip_qkv 1 0 0
attr OlmoeConfig.num_experts_per_tok 1 0 0
attr OlmoeConfig.num_experts 1 0 0
attr OlmoeConfig.output_router_logits 1 0 0
attr OlmoeConfig.router_aux_loss_coef 1 0 0
attr OlmoeConfig.norm_topk_prob 1 0 0
attr OlmoeConfig.rope_parameters 1 0 0
attr OlmoeConfig.tie_word_embeddings 1 0 0
attr OlmoeConfig.pad_token_id 1 0 0
attr OlmoeConfig.bos_token_id 1 0 0
attr OlmoeConfig.eos_token_id 1 0 0

transformers.models.olmoe.modeling_olmoe (19 missing, 0 any)

Symbol Typable Typed Any
meth OlmoePreTrainedModel._init_weights 2 0 0
attr OlmoePreTrainedModel._can_record_outputs 1 0 0
meth OlmoeModel.init 2 1 0
attr OlmoeModel.padding_idx 1 0 0
attr OlmoeModel.vocab_size 1 0 0
attr OlmoeModel.embed_tokens 1 0 0
attr OlmoeModel.layers 1 0 0
attr OlmoeModel.norm 1 0 0
attr OlmoeModel.rotary_emb 1 0 0
attr OlmoeModel.gradient_checkpointing 1 0 0
meth OlmoeForCausalLM.init 2 0 0
attr OlmoeForCausalLM.model 1 0 0
attr OlmoeForCausalLM.vocab_size 1 0 0
attr OlmoeForCausalLM.lm_head 1 0 0
attr OlmoeForCausalLM.router_aux_loss_coef 1 0 0
attr OlmoeForCausalLM.num_experts 1 0 0
attr OlmoeForCausalLM.num_experts_per_tok 1 0 0

transformers.models.olmoe.modular_olmoe (14 missing, 0 any)

Symbol Typable Typed Any
meth OlmoePreTrainedModel._init_weights 2 0 0
attr OlmoePreTrainedModel._can_record_outputs 1 0 0
meth OlmoeModel.init 2 1 0
attr OlmoeModel.embed_tokens 1 0 0
attr OlmoeModel.layers 1 0 0
attr OlmoeModel.norm 1 0 0
attr OlmoeModel.rotary_emb 1 0 0
meth OlmoeForCausalLM.init 2 0 0
meth OlmoeForCausalLM.forward 2 0 0
attr OlmoeForCausalLM.model 1 0 0
attr OlmoeForCausalLM.num_experts 1 0 0

transformers.models.omdet_turbo.configuration_omdet_turbo (81 missing, 0 any)

Symbol Typable Typed Any
meth OmDetTurboConfig.init 42 0 0
attr OmDetTurboConfig.text_config 1 0 0
attr OmDetTurboConfig.backbone_config 1 0 0
attr OmDetTurboConfig.apply_layernorm_after_vision_backbone 1 0 0
attr OmDetTurboConfig.image_size 1 0 0
attr OmDetTurboConfig.disable_custom_kernels 1 0 0
attr OmDetTurboConfig.layer_norm_eps 1 0 0
attr OmDetTurboConfig.batch_norm_eps 1 0 0
attr OmDetTurboConfig.init_std 1 0 0
attr OmDetTurboConfig.text_projection_in_dim 1 0 0
attr OmDetTurboConfig.text_projection_out_dim 1 0 0
attr OmDetTurboConfig.task_encoder_hidden_dim 1 0 0
attr OmDetTurboConfig.class_embed_dim 1 0 0
attr OmDetTurboConfig.class_distance_type 1 0 0
attr OmDetTurboConfig.num_queries 1 0 0
attr OmDetTurboConfig.csp_activation 1 0 0
attr OmDetTurboConfig.conv_norm_activation 1 0 0
attr OmDetTurboConfig.encoder_feedforward_activation 1 0 0
attr OmDetTurboConfig.encoder_feedforward_dropout 1 0 0
attr OmDetTurboConfig.encoder_dropout 1 0 0
attr OmDetTurboConfig.hidden_expansion 1 0 0
attr OmDetTurboConfig.vision_features_channels 1 0 0
attr OmDetTurboConfig.encoder_hidden_dim 1 0 0
attr OmDetTurboConfig.encoder_in_channels 1 0 0
attr OmDetTurboConfig.encoder_projection_indices 1 0 0
attr OmDetTurboConfig.encoder_attention_heads 1 0 0
attr OmDetTurboConfig.encoder_dim_feedforward 1 0 0
attr OmDetTurboConfig.encoder_layers 1 0 0
attr OmDetTurboConfig.positional_encoding_temperature 1 0 0
attr OmDetTurboConfig.num_feature_levels 1 0 0
attr OmDetTurboConfig.decoder_hidden_dim 1 0 0
attr OmDetTurboConfig.decoder_num_heads 1 0 0
attr OmDetTurboConfig.decoder_num_layers 1 0 0
attr OmDetTurboConfig.decoder_activation 1 0 0
attr OmDetTurboConfig.decoder_dim_feedforward 1 0 0
attr OmDetTurboConfig.decoder_num_points 1 0 0
attr OmDetTurboConfig.decoder_dropout 1 0 0
attr OmDetTurboConfig.eval_size 1 0 0
attr OmDetTurboConfig.learn_initial_query 1 0 0
attr OmDetTurboConfig.cache_size 1 0 0

transformers.models.omdet_turbo.modeling_omdet_turbo (35 missing, 0 any)

Symbol Typable Typed Any
meth OmDetTurboForObjectDetection.init 2 1 0
meth OmDetTurboForObjectDetection.get_input_embeddings 1 0 0
meth OmDetTurboForObjectDetection.set_input_embeddings 2 0 0
meth OmDetTurboForObjectDetection.resize_token_embeddings 4 3 0
meth OmDetTurboForObjectDetection.forward 12 11 0
attr OmDetTurboForObjectDetection.vision_backbone 1 0 0
attr OmDetTurboForObjectDetection.language_backbone 1 0 0
attr OmDetTurboForObjectDetection.encoder 1 0 0
attr OmDetTurboForObjectDetection.decoder 1 0 0
attr OmDetTurboForObjectDetection.num_queries 1 0 0
attr OmDetTurboForObjectDetection.language_cache_class 1 0 0
attr OmDetTurboForObjectDetection.language_cache_prompt 1 0 0
attr OmDetTurboForObjectDetection.vocab_size 1 0 0
meth OmDetTurboPreTrainedModel._init_weights 2 0 0
meth OmDetTurboPreTrainedModel._set_gradient_checkpointing 3 0 0
meth OmDetTurboPreTrainedModel._get_cache_key_at_index 4 0 0
meth OmDetTurboPreTrainedModel.get_cached_class_embeddings 3 0 0
meth OmDetTurboPreTrainedModel.get_cached_task_embeddings 3 0 0
meth OmDetTurboPreTrainedModel.get_language_embedding 6 0 0

transformers.models.omdet_turbo.processing_omdet_turbo (5 missing, 0 any)

Symbol Typable Typed Any
meth OmDetTurboProcessor.init 3 0 0
meth OmDetTurboProcessor.post_process_grounded_object_detection 7 6 0
prop OmDetTurboProcessor.model_input_names 1 0 0

transformers.models.oneformer.configuration_oneformer (44 missing, 0 any)

Symbol Typable Typed Any
meth OneFormerConfig.init 43 41 0
attr OneFormerConfig.backbone_config 1 0 0
attr OneFormerConfig.ignore_value 1 0 0
attr OneFormerConfig.num_queries 1 0 0
attr OneFormerConfig.no_object_weight 1 0 0
attr OneFormerConfig.class_weight 1 0 0
attr OneFormerConfig.mask_weight 1 0 0
attr OneFormerConfig.dice_weight 1 0 0
attr OneFormerConfig.contrastive_weight 1 0 0
attr OneFormerConfig.contrastive_temperature 1 0 0
attr OneFormerConfig.train_num_points 1 0 0
attr OneFormerConfig.oversample_ratio 1 0 0
attr OneFormerConfig.importance_sample_ratio 1 0 0
attr OneFormerConfig.init_std 1 0 0
attr OneFormerConfig.init_xavier_std 1 0 0
attr OneFormerConfig.layer_norm_eps 1 0 0
attr OneFormerConfig.is_training 1 0 0
attr OneFormerConfig.use_auxiliary_loss 1 0 0
attr OneFormerConfig.output_auxiliary_logits 1 0 0
attr OneFormerConfig.strides 1 0 0
attr OneFormerConfig.task_seq_len 1 0 0
attr OneFormerConfig.text_encoder_width 1 0 0
attr OneFormerConfig.text_encoder_context_length 1 0 0
attr OneFormerConfig.text_encoder_num_layers 1 0 0
attr OneFormerConfig.text_encoder_vocab_size 1 0 0
attr OneFormerConfig.text_encoder_proj_layers 1 0 0
attr OneFormerConfig.text_encoder_n_ctx 1 0 0
attr OneFormerConfig.conv_dim 1 0 0
attr OneFormerConfig.mask_dim 1 0 0
attr OneFormerConfig.hidden_dim 1 0 0
attr OneFormerConfig.encoder_feedforward_dim 1 0 0
attr OneFormerConfig.norm 1 0 0
attr OneFormerConfig.encoder_layers 1 0 0
attr OneFormerConfig.decoder_layers 1 0 0
attr OneFormerConfig.use_task_norm 1 0 0
attr OneFormerConfig.num_attention_heads 1 0 0
attr OneFormerConfig.dropout 1 0 0
attr OneFormerConfig.dim_feedforward 1 0 0
attr OneFormerConfig.pre_norm 1 0 0
attr OneFormerConfig.enforce_input_proj 1 0 0
attr OneFormerConfig.query_dec_layers 1 0 0
attr OneFormerConfig.common_stride 1 0 0
attr OneFormerConfig.num_hidden_layers 1 0 0

transformers.models.oneformer.image_processing_oneformer (39 missing, 0 any)

Symbol Typable Typed Any
meth OneFormerImageProcessor.init 16 14 0
meth OneFormerImageProcessor.resize 7 5 0
meth OneFormerImageProcessor.convert_segmentation_map_to_binary_masks 5 4 0
meth OneFormerImageProcessor.call 5 1 0
meth OneFormerImageProcessor._preprocess 11 10 0
meth OneFormerImageProcessor.get_semantic_annotations 3 0 0
meth OneFormerImageProcessor.get_instance_annotations 3 0 0
meth OneFormerImageProcessor.get_panoptic_annotations 3 0 0
meth OneFormerImageProcessor.encode_inputs 9 8 0
meth OneFormerImageProcessor.post_process_semantic_segmentation 3 2 0
meth OneFormerImageProcessor.post_process_instance_segmentation 9 7 0
meth OneFormerImageProcessor.post_process_panoptic_segmentation 7 6 0
attr OneFormerImageProcessor.do_resize 1 0 0
attr OneFormerImageProcessor.size 1 0 0
attr OneFormerImageProcessor.resample 1 0 0
attr OneFormerImageProcessor.do_rescale 1 0 0
attr OneFormerImageProcessor.rescale_factor 1 0 0
attr OneFormerImageProcessor.do_normalize 1 0 0
attr OneFormerImageProcessor.image_mean 1 0 0
attr OneFormerImageProcessor.image_std 1 0 0
attr OneFormerImageProcessor.ignore_index 1 0 0
attr OneFormerImageProcessor.do_reduce_labels 1 0 0
attr OneFormerImageProcessor.class_info_file 1 0 0
attr OneFormerImageProcessor.repo_path 1 0 0
attr OneFormerImageProcessor.metadata 1 0 0
attr OneFormerImageProcessor.num_text 1 0 0
attr OneFormerImageProcessor.num_labels 1 0 0

transformers.models.oneformer.image_processing_oneformer_fast (17 missing, 0 any)

Symbol Typable Typed Any
meth OneFormerImageProcessorFast.init 2 1 0
meth OneFormerImageProcessorFast._preprocess 18 17 0
meth OneFormerImageProcessorFast.convert_segmentation_map_to_binary_masks 5 4 0
meth OneFormerImageProcessorFast.get_semantic_annotations 3 0 0
meth OneFormerImageProcessorFast.get_instance_annotations 3 0 0
meth OneFormerImageProcessorFast.get_panoptic_annotations 3 0 0
meth OneFormerImageProcessorFast.post_process_semantic_segmentation 3 2 0
meth OneFormerImageProcessorFast.post_process_instance_segmentation 9 7 0
meth OneFormerImageProcessorFast.post_process_panoptic_segmentation 7 6 0
attr OneFormerImageProcessorFast.metadata 1 0 0

transformers.models.oneformer.modeling_oneformer (13 missing, 0 any)

Symbol Typable Typed Any
meth OneFormerModel.init 2 1 0
meth OneFormerModel.forward 9 8 0
attr OneFormerModel.pixel_level_module 1 0 0
attr OneFormerModel.transformer_module 1 0 0
attr OneFormerModel.task_encoder 1 0 0
attr OneFormerModel.is_training 1 0 0
attr OneFormerModel.text_mapper 1 0 0
meth OneFormerPreTrainedModel._init_weights 2 1 0
meth OneFormerForUniversalSegmentation.init 2 1 0
meth OneFormerForUniversalSegmentation.forward 12 11 0
attr OneFormerForUniversalSegmentation.model 1 0 0
attr OneFormerForUniversalSegmentation.matcher 1 0 0
attr OneFormerForUniversalSegmentation.criterion 1 0 0

transformers.models.oneformer.processing_oneformer (28 missing, 0 any)

Symbol Typable Typed Any
meth OneFormerProcessor.init 6 2 0
meth OneFormerProcessor._preprocess_text 3 0 0
meth OneFormerProcessor.call 5 0 0
meth OneFormerProcessor.encode_inputs 5 0 0
meth OneFormerProcessor.post_process_semantic_segmentation 3 0 0
meth OneFormerProcessor.post_process_instance_segmentation 3 0 0
meth OneFormerProcessor.post_process_panoptic_segmentation 3 0 0
attr OneFormerProcessor.max_seq_length 1 0 0
attr OneFormerProcessor.task_seq_length 1 0 0

transformers.models.openai.configuration_openai (42 missing, 0 any)

Symbol Typable Typed Any
meth OpenAIGPTConfig.init 22 0 0
attr OpenAIGPTConfig.vocab_size 1 0 0
attr OpenAIGPTConfig.n_positions 1 0 0
attr OpenAIGPTConfig.n_embd 1 0 0
attr OpenAIGPTConfig.n_layer 1 0 0
attr OpenAIGPTConfig.n_head 1 0 0
attr OpenAIGPTConfig.afn 1 0 0
attr OpenAIGPTConfig.resid_pdrop 1 0 0
attr OpenAIGPTConfig.embd_pdrop 1 0 0
attr OpenAIGPTConfig.attn_pdrop 1 0 0
attr OpenAIGPTConfig.layer_norm_epsilon 1 0 0
attr OpenAIGPTConfig.initializer_range 1 0 0
attr OpenAIGPTConfig.summary_type 1 0 0
attr OpenAIGPTConfig.summary_use_proj 1 0 0
attr OpenAIGPTConfig.summary_activation 1 0 0
attr OpenAIGPTConfig.summary_first_dropout 1 0 0
attr OpenAIGPTConfig.summary_proj_to_labels 1 0 0
attr OpenAIGPTConfig.pad_token_id 1 0 0
attr OpenAIGPTConfig.bos_token_id 1 0 0
attr OpenAIGPTConfig.eos_token_id 1 0 0
attr OpenAIGPTConfig.tie_word_embeddings 1 0 0

transformers.models.openai.modeling_openai (30 missing, 0 any)

Symbol Typable Typed Any
meth OpenAIGPTModel.init 2 0 0
meth OpenAIGPTModel.get_input_embeddings 1 0 0
meth OpenAIGPTModel.set_input_embeddings 2 0 0
meth OpenAIGPTModel.forward 10 9 0
attr OpenAIGPTModel.tokens_embed 1 0 0
attr OpenAIGPTModel.positions_embed 1 0 0
attr OpenAIGPTModel.drop 1 0 0
attr OpenAIGPTModel.h 1 0 0
meth OpenAIGPTForSequenceClassification.init 2 0 0
meth OpenAIGPTForSequenceClassification.forward 11 10 0
attr OpenAIGPTForSequenceClassification.num_labels 1 0 0
attr OpenAIGPTForSequenceClassification.transformer 1 0 0
attr OpenAIGPTForSequenceClassification.score 1 0 0
meth OpenAIGPTDoubleHeadsModel.init 2 0 0
meth OpenAIGPTDoubleHeadsModel.forward 13 12 0
attr OpenAIGPTDoubleHeadsModel.transformer 1 0 0
attr OpenAIGPTDoubleHeadsModel.lm_head 1 0 0
attr OpenAIGPTDoubleHeadsModel.multiple_choice_head 1 0 0
meth OpenAIGPTPreTrainedModel._init_weights 2 0 0
meth OpenAIGPTLMHeadModel.init 2 0 0
meth OpenAIGPTLMHeadModel.forward 12 11 0
meth OpenAIGPTLMHeadModel.prepare_inputs_for_generation 3 2 0
attr OpenAIGPTLMHeadModel.transformer 1 0 0
attr OpenAIGPTLMHeadModel.lm_head 1 0 0

transformers.models.openai.tokenization_openai (3 missing, 0 any)

Symbol Typable Typed Any
meth OpenAIGPTTokenizer.init 5 3 0
prop OpenAIGPTTokenizer.do_lower_case 1 0 0

transformers.models.opt.configuration_opt (43 missing, 0 any)

Symbol Typable Typed Any
meth OPTConfig.init 23 0 0
attr OPTConfig.pad_token_id 1 0 0
attr OPTConfig.bos_token_id 1 0 0
attr OPTConfig.eos_token_id 1 0 0
attr OPTConfig.tie_word_embeddings 1 0 0
attr OPTConfig.vocab_size 1 0 0
attr OPTConfig.max_position_embeddings 1 0 0
attr OPTConfig.num_attention_heads 1 0 0
attr OPTConfig.word_embed_proj_dim 1 0 0
attr OPTConfig.ffn_dim 1 0 0
attr OPTConfig.hidden_size 1 0 0
attr OPTConfig.num_hidden_layers 1 0 0
attr OPTConfig.dropout 1 0 0
attr OPTConfig.attention_dropout 1 0 0
attr OPTConfig.activation_function 1 0 0
attr OPTConfig.init_std 1 0 0
attr OPTConfig.layerdrop 1 0 0
attr OPTConfig.use_cache 1 0 0
attr OPTConfig.do_layer_norm_before 1 0 0
attr OPTConfig.enable_bias 1 0 0
attr OPTConfig.layer_norm_elementwise_affine 1 0 0

transformers.models.opt.modeling_opt (27 missing, 0 any)

Symbol Typable Typed Any
meth OPTForQuestionAnswering.init 2 1 0
meth OPTForQuestionAnswering.forward 13 12 0
meth OPTForQuestionAnswering.get_input_embeddings 1 0 0
meth OPTForQuestionAnswering.set_input_embeddings 2 0 0
attr OPTForQuestionAnswering.model 1 0 0
attr OPTForQuestionAnswering.qa_outputs 1 0 0
meth OPTForSequenceClassification.init 2 1 0
meth OPTForSequenceClassification.forward 12 11 0
meth OPTForSequenceClassification.get_input_embeddings 1 0 0
meth OPTForSequenceClassification.set_input_embeddings 2 0 0
attr OPTForSequenceClassification.num_labels 1 0 0
attr OPTForSequenceClassification.model 1 0 0
attr OPTForSequenceClassification.score 1 0 0
meth OPTModel.init 2 1 0
meth OPTModel.get_input_embeddings 1 0 0
meth OPTModel.set_input_embeddings 2 0 0
attr OPTModel.decoder 1 0 0
meth OPTForCausalLM.init 2 0 0
meth OPTForCausalLM.get_input_embeddings 1 0 0
meth OPTForCausalLM.set_input_embeddings 2 0 0
attr OPTForCausalLM.model 1 0 0
attr OPTForCausalLM.lm_head 1 0 0

transformers.models.ovis2.configuration_ovis2 (41 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2VisionConfig.init 19 11 0
attr Ovis2VisionConfig.hidden_size 1 0 0
attr Ovis2VisionConfig.intermediate_size 1 0 0
attr Ovis2VisionConfig.num_hidden_layers 1 0 0
attr Ovis2VisionConfig.num_attention_heads 1 0 0
attr Ovis2VisionConfig.num_channels 1 0 0
attr Ovis2VisionConfig.patch_size 1 0 0
attr Ovis2VisionConfig.image_size 1 0 0
attr Ovis2VisionConfig.attention_dropout 1 0 0
attr Ovis2VisionConfig.hidden_act 1 0 0
attr Ovis2VisionConfig.qkv_bias 1 0 0
attr Ovis2VisionConfig.mlp_bias 1 0 0
attr Ovis2VisionConfig.rms_norm_eps 1 0 0
attr Ovis2VisionConfig.vocab_size 1 0 0
attr Ovis2VisionConfig.hidden_stride 1 0 0
attr Ovis2VisionConfig.num_visual_indicator_tokens 1 0 0
attr Ovis2VisionConfig.tokenize_function 1 0 0
attr Ovis2VisionConfig.initializer_range 1 0 0
meth Ovis2Config.init 9 0 0
attr Ovis2Config.vocab_size 1 0 0
attr Ovis2Config.hidden_size 1 0 0
attr Ovis2Config.image_token_id 1 0 0
attr Ovis2Config.visual_indicator_token_ids 1 0 0
attr Ovis2Config.tie_word_embeddings 1 0 0
attr Ovis2Config.vision_config 1 0 0
attr Ovis2Config.text_config 1 0 0

transformers.models.ovis2.image_processing_ovis2 (15 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2ImageProcessor.init 15 14 0
meth Ovis2ImageProcessor.resize 7 6 0
meth Ovis2ImageProcessor.crop_image_to_patches 8 7 0
attr Ovis2ImageProcessor.do_resize 1 0 0
attr Ovis2ImageProcessor.size 1 0 0
attr Ovis2ImageProcessor.crop_to_patches 1 0 0
attr Ovis2ImageProcessor.min_patches 1 0 0
attr Ovis2ImageProcessor.max_patches 1 0 0
attr Ovis2ImageProcessor.resample 1 0 0
attr Ovis2ImageProcessor.do_rescale 1 0 0
attr Ovis2ImageProcessor.rescale_factor 1 0 0
attr Ovis2ImageProcessor.do_normalize 1 0 0
attr Ovis2ImageProcessor.image_mean 1 0 0
attr Ovis2ImageProcessor.image_std 1 0 0
attr Ovis2ImageProcessor.do_convert_rgb 1 0 0

transformers.models.ovis2.image_processing_ovis2_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2ImageProcessorFast.crop_image_to_patches 8 7 0
meth Ovis2ImageProcessorFast._preprocess 19 18 0

transformers.models.ovis2.modeling_ovis2 (31 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2PreTrainedModel._init_weights 2 0 0
meth Ovis2Model.init 2 1 0
meth Ovis2Model.get_input_embeddings 1 0 0
meth Ovis2Model.set_input_embeddings 2 0 0
meth Ovis2Model.get_placeholder_mask 4 3 0
meth Ovis2Model.forward 15 14 0
attr Ovis2Model.vision_tower 1 0 0
attr Ovis2Model.language_model 1 0 0
attr Ovis2Model.visual_embeddings_table 1 0 0
attr Ovis2Model.visual_vocab_size 1 0 0
attr Ovis2Model.vocab_size 1 0 0
attr Ovis2Model.visual_indicator_token_ids 1 0 0
meth Ovis2ForConditionalGeneration.init 2 1 0
meth Ovis2ForConditionalGeneration.get_input_embeddings 1 0 0
meth Ovis2ForConditionalGeneration.set_input_embeddings 2 0 0
meth Ovis2ForConditionalGeneration.forward 15 14 0
meth Ovis2ForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr Ovis2ForConditionalGeneration.model 1 0 0
attr Ovis2ForConditionalGeneration.lm_head 1 0 0

transformers.models.ovis2.modular_ovis2 (13 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2PreTrainedModel._init_weights 2 0 0
meth Ovis2Model.init 2 1 0
meth Ovis2Model.forward 15 14 0
attr Ovis2Model.vision_tower 1 0 0
attr Ovis2Model.visual_embeddings_table 1 0 0
attr Ovis2Model.visual_vocab_size 1 0 0
attr Ovis2Model.vocab_size 1 0 0
attr Ovis2Model.visual_indicator_token_ids 1 0 0
attr Ovis2Model.language_model 1 0 0
meth Ovis2ForConditionalGeneration.init 2 1 0
meth Ovis2ForConditionalGeneration.forward 15 14 0
attr Ovis2ForConditionalGeneration.lm_head 1 0 0

transformers.models.ovis2.processing_ovis2 (18 missing, 0 any)

Symbol Typable Typed Any
meth Ovis2Processor.init 7 0 0
meth Ovis2Processor._expand_image_tokens 3 2 0
meth Ovis2Processor.batch_decode 3 0 0
meth Ovis2Processor.decode 3 0 0
prop Ovis2Processor.model_input_names 1 0 0
attr Ovis2Processor.image_seq_length 1 0 0
attr Ovis2Processor.image_token 1 0 0
attr Ovis2Processor.image_token_id 1 0 0

transformers.models.owlv2.configuration_owlv2 (69 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2Config.init 7 0 0
attr Owlv2Config.text_config 1 0 0
attr Owlv2Config.vision_config 1 0 0
attr Owlv2Config.projection_dim 1 0 0
attr Owlv2Config.logit_scale_init_value 1 0 0
attr Owlv2Config.return_dict 1 0 0
attr Owlv2Config.initializer_factor 1 0 0
meth Owlv2VisionConfig.init 14 0 0
attr Owlv2VisionConfig.hidden_size 1 0 0
attr Owlv2VisionConfig.intermediate_size 1 0 0
attr Owlv2VisionConfig.num_hidden_layers 1 0 0
attr Owlv2VisionConfig.num_attention_heads 1 0 0
attr Owlv2VisionConfig.num_channels 1 0 0
attr Owlv2VisionConfig.image_size 1 0 0
attr Owlv2VisionConfig.patch_size 1 0 0
attr Owlv2VisionConfig.hidden_act 1 0 0
attr Owlv2VisionConfig.layer_norm_eps 1 0 0
attr Owlv2VisionConfig.attention_dropout 1 0 0
attr Owlv2VisionConfig.initializer_range 1 0 0
attr Owlv2VisionConfig.initializer_factor 1 0 0
meth Owlv2TextConfig.init 16 0 0
attr Owlv2TextConfig.pad_token_id 1 0 0
attr Owlv2TextConfig.bos_token_id 1 0 0
attr Owlv2TextConfig.eos_token_id 1 0 0
attr Owlv2TextConfig.vocab_size 1 0 0
attr Owlv2TextConfig.hidden_size 1 0 0
attr Owlv2TextConfig.intermediate_size 1 0 0
attr Owlv2TextConfig.num_hidden_layers 1 0 0
attr Owlv2TextConfig.num_attention_heads 1 0 0
attr Owlv2TextConfig.max_position_embeddings 1 0 0
attr Owlv2TextConfig.hidden_act 1 0 0
attr Owlv2TextConfig.layer_norm_eps 1 0 0
attr Owlv2TextConfig.attention_dropout 1 0 0
attr Owlv2TextConfig.initializer_range 1 0 0
attr Owlv2TextConfig.initializer_factor 1 0 0

transformers.models.owlv2.image_processing_owlv2 (19 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2ImageProcessor.init 11 10 0
meth Owlv2ImageProcessor.pad 4 3 0
meth Owlv2ImageProcessor.resize 8 6 0
meth Owlv2ImageProcessor.post_process_object_detection 4 3 0
meth Owlv2ImageProcessor.post_process_image_guided_detection 5 0 0
attr Owlv2ImageProcessor.do_rescale 1 0 0
attr Owlv2ImageProcessor.rescale_factor 1 0 0
attr Owlv2ImageProcessor.do_pad 1 0 0
attr Owlv2ImageProcessor.do_resize 1 0 0
attr Owlv2ImageProcessor.size 1 0 0
attr Owlv2ImageProcessor.resample 1 0 0
attr Owlv2ImageProcessor.do_normalize 1 0 0
attr Owlv2ImageProcessor.image_mean 1 0 0
attr Owlv2ImageProcessor.image_std 1 0 0

transformers.models.owlv2.image_processing_owlv2_fast (10 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2ImageProcessorFast.post_process_object_detection 4 3 0
meth Owlv2ImageProcessorFast.post_process_image_guided_detection 5 0 0
meth Owlv2ImageProcessorFast.pad 5 4 0
meth Owlv2ImageProcessorFast.resize 6 4 0
meth Owlv2ImageProcessorFast._preprocess 14 13 0

transformers.models.owlv2.modeling_owlv2 (29 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2ForObjectDetection.init 2 1 0
meth Owlv2ForObjectDetection.forward 9 8 0
attr Owlv2ForObjectDetection.owlv2 1 0 0
attr Owlv2ForObjectDetection.class_head 1 0 0
attr Owlv2ForObjectDetection.box_head 1 0 0
attr Owlv2ForObjectDetection.objectness_head 1 0 0
attr Owlv2ForObjectDetection.layer_norm 1 0 0
attr Owlv2ForObjectDetection.sigmoid 1 0 0
attr Owlv2ForObjectDetection.num_patches_height 1 0 0
attr Owlv2ForObjectDetection.num_patches_width 1 0 0
meth Owlv2TextModel.init 2 1 0
meth Owlv2TextModel.set_input_embeddings 2 0 0
meth Owlv2TextModel.forward 7 6 0
attr Owlv2TextModel.text_model 1 0 0
meth Owlv2Model.init 2 1 0
meth Owlv2Model.forward 11 10 0
attr Owlv2Model.projection_dim 1 0 0
attr Owlv2Model.text_embed_dim 1 0 0
attr Owlv2Model.vision_embed_dim 1 0 0
attr Owlv2Model.text_model 1 0 0
attr Owlv2Model.vision_model 1 0 0
attr Owlv2Model.visual_projection 1 0 0
attr Owlv2Model.text_projection 1 0 0
attr Owlv2Model.logit_scale 1 0 0
meth Owlv2VisionModel.init 2 1 0
meth Owlv2VisionModel.forward 7 6 0
attr Owlv2VisionModel.vision_model 1 0 0
meth Owlv2PreTrainedModel._init_weights 2 1 0

transformers.models.owlv2.modular_owlv2 (4 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2ImageProcessorFast.pad 5 4 0
meth Owlv2ImageProcessorFast.resize 6 4 0
meth Owlv2ImageProcessorFast._preprocess 14 13 0

transformers.models.owlv2.processing_owlv2 (6 missing, 0 any)

Symbol Typable Typed Any
meth Owlv2Processor.init 4 0 0
meth Owlv2Processor.post_process_grounded_object_detection 5 4 0
meth Owlv2Processor.post_process_image_guided_detection 5 4 0

transformers.models.owlvit.configuration_owlvit (69 missing, 0 any)

Symbol Typable Typed Any
meth OwlViTTextConfig.init 16 0 0
attr OwlViTTextConfig.pad_token_id 1 0 0
attr OwlViTTextConfig.bos_token_id 1 0 0
attr OwlViTTextConfig.eos_token_id 1 0 0
attr OwlViTTextConfig.vocab_size 1 0 0
attr OwlViTTextConfig.hidden_size 1 0 0
attr OwlViTTextConfig.intermediate_size 1 0 0
attr OwlViTTextConfig.num_hidden_layers 1 0 0
attr OwlViTTextConfig.num_attention_heads 1 0 0
attr OwlViTTextConfig.max_position_embeddings 1 0 0
attr OwlViTTextConfig.hidden_act 1 0 0
attr OwlViTTextConfig.layer_norm_eps 1 0 0
attr OwlViTTextConfig.attention_dropout 1 0 0
attr OwlViTTextConfig.initializer_range 1 0 0
attr OwlViTTextConfig.initializer_factor 1 0 0
meth OwlViTVisionConfig.init 14 0 0
attr OwlViTVisionConfig.hidden_size 1 0 0
attr OwlViTVisionConfig.intermediate_size 1 0 0
attr OwlViTVisionConfig.num_hidden_layers 1 0 0
attr OwlViTVisionConfig.num_attention_heads 1 0 0
attr OwlViTVisionConfig.num_channels 1 0 0
attr OwlViTVisionConfig.image_size 1 0 0
attr OwlViTVisionConfig.patch_size 1 0 0
attr OwlViTVisionConfig.hidden_act 1 0 0
attr OwlViTVisionConfig.layer_norm_eps 1 0 0
attr OwlViTVisionConfig.attention_dropout 1 0 0
attr OwlViTVisionConfig.initializer_range 1 0 0
attr OwlViTVisionConfig.initializer_factor 1 0 0
meth OwlViTConfig.init 7 0 0
attr OwlViTConfig.text_config 1 0 0
attr OwlViTConfig.vision_config 1 0 0
attr OwlViTConfig.projection_dim 1 0 0
attr OwlViTConfig.logit_scale_init_value 1 0 0
attr OwlViTConfig.return_dict 1 0 0
attr OwlViTConfig.initializer_factor 1 0 0

transformers.models.owlvit.image_processing_owlvit (30 missing, 0 any)

Symbol Typable Typed Any
meth OwlViTImageProcessor.init 12 0 0
meth OwlViTImageProcessor.resize 7 6 0
meth OwlViTImageProcessor.center_crop 6 5 0
meth OwlViTImageProcessor.post_process_object_detection 4 3 0
meth OwlViTImageProcessor.post_process_image_guided_detection 5 0 0
attr OwlViTImageProcessor.do_resize 1 0 0
attr OwlViTImageProcessor.size 1 0 0
attr OwlViTImageProcessor.resample 1 0 0
attr OwlViTImageProcessor.do_center_crop 1 0 0
attr OwlViTImageProcessor.crop_size 1 0 0
attr OwlViTImageProcessor.do_rescale 1 0 0
attr OwlViTImageProcessor.rescale_factor 1 0 0
attr OwlViTImageProcessor.do_normalize 1 0 0
attr OwlViTImageProcessor.image_mean 1 0 0
attr OwlViTImageProcessor.image_std 1 0 0

transformers.models.owlvit.image_processing_owlvit_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth OwlViTImageProcessorFast.post_process_object_detection 4 3 0
meth OwlViTImageProcessorFast.post_process_image_guided_detection 5 0 0

transformers.models.owlvit.modeling_owlvit (28 missing, 0 any)

Symbol Typable Typed Any
meth OwlViTTextModel.init 2 1 0
meth OwlViTTextModel.set_input_embeddings 2 0 0
meth OwlViTTextModel.forward 7 6 0
attr OwlViTTextModel.text_model 1 0 0
meth OwlViTVisionModel.init 2 1 0
meth OwlViTVisionModel.forward 7 6 0
attr OwlViTVisionModel.vision_model 1 0 0
meth OwlViTModel.init 2 1 0
meth OwlViTModel.forward 11 10 0
attr OwlViTModel.projection_dim 1 0 0
attr OwlViTModel.text_embed_dim 1 0 0
attr OwlViTModel.vision_embed_dim 1 0 0
attr OwlViTModel.text_model 1 0 0
attr OwlViTModel.vision_model 1 0 0
attr OwlViTModel.visual_projection 1 0 0
attr OwlViTModel.text_projection 1 0 0
attr OwlViTModel.logit_scale 1 0 0
meth OwlViTPreTrainedModel._init_weights 2 1 0
meth OwlViTForObjectDetection.init 2 1 0
meth OwlViTForObjectDetection.forward 9 8 0
attr OwlViTForObjectDetection.owlvit 1 0 0
attr OwlViTForObjectDetection.class_head 1 0 0
attr OwlViTForObjectDetection.box_head 1 0 0
attr OwlViTForObjectDetection.layer_norm 1 0 0
attr OwlViTForObjectDetection.sigmoid 1 0 0
attr OwlViTForObjectDetection.num_patches_height 1 0 0
attr OwlViTForObjectDetection.num_patches_width 1 0 0

transformers.models.owlvit.processing_owlvit (9 missing, 0 any)

Symbol Typable Typed Any
meth OwlViTProcessor.init 4 0 0
meth OwlViTProcessor.post_process 3 0 0
meth OwlViTProcessor.post_process_grounded_object_detection 5 4 0
meth OwlViTProcessor.post_process_image_guided_detection 5 4 0

transformers.models.paddleocr_vl.configuration_paddleocr_vl (60 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRTextConfig.init 20 18 0
attr PaddleOCRTextConfig.vocab_size 1 0 0
attr PaddleOCRTextConfig.max_position_embeddings 1 0 0
attr PaddleOCRTextConfig.hidden_size 1 0 0
attr PaddleOCRTextConfig.intermediate_size 1 0 0
attr PaddleOCRTextConfig.num_hidden_layers 1 0 0
attr PaddleOCRTextConfig.num_attention_heads 1 0 0
attr PaddleOCRTextConfig.num_key_value_heads 1 0 0
attr PaddleOCRTextConfig.hidden_act 1 0 0
attr PaddleOCRTextConfig.initializer_range 1 0 0
attr PaddleOCRTextConfig.rms_norm_eps 1 0 0
attr PaddleOCRTextConfig.use_cache 1 0 0
attr PaddleOCRTextConfig.use_bias 1 0 0
attr PaddleOCRTextConfig.head_dim 1 0 0
attr PaddleOCRTextConfig.rope_parameters 1 0 0
attr PaddleOCRTextConfig.tie_word_embeddings 1 0 0
attr PaddleOCRTextConfig.pad_token_id 1 0 0
attr PaddleOCRTextConfig.bos_token_id 1 0 0
attr PaddleOCRTextConfig.eos_token_id 1 0 0
meth PaddleOCRVLConfig.init 9 0 0
attr PaddleOCRVLConfig.image_token_id 1 0 0
attr PaddleOCRVLConfig.video_token_id 1 0 0
attr PaddleOCRVLConfig.vision_start_token_id 1 0 0
attr PaddleOCRVLConfig.vision_end_token_id 1 0 0
attr PaddleOCRVLConfig.tie_word_embeddings 1 0 0
attr PaddleOCRVLConfig.vision_config 1 0 0
attr PaddleOCRVLConfig.text_config 1 0 0
meth PaddleOCRVisionConfig.init 13 0 0
attr PaddleOCRVisionConfig.hidden_size 1 0 0
attr PaddleOCRVisionConfig.intermediate_size 1 0 0
attr PaddleOCRVisionConfig.num_hidden_layers 1 0 0
attr PaddleOCRVisionConfig.num_attention_heads 1 0 0
attr PaddleOCRVisionConfig.num_channels 1 0 0
attr PaddleOCRVisionConfig.patch_size 1 0 0
attr PaddleOCRVisionConfig.image_size 1 0 0
attr PaddleOCRVisionConfig.attention_dropout 1 0 0
attr PaddleOCRVisionConfig.layer_norm_eps 1 0 0
attr PaddleOCRVisionConfig.hidden_act 1 0 0
attr PaddleOCRVisionConfig.spatial_merge_size 1 0 0

transformers.models.paddleocr_vl.image_processing_paddleocr_vl (19 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRVLImageProcessor.init 16 15 0
meth PaddleOCRVLImageProcessor._preprocess 16 15 0
meth PaddleOCRVLImageProcessor.preprocess 19 18 0
meth PaddleOCRVLImageProcessor.get_number_of_image_patches 4 2 0
attr PaddleOCRVLImageProcessor.min_pixels 1 0 0
attr PaddleOCRVLImageProcessor.max_pixels 1 0 0
attr PaddleOCRVLImageProcessor.size 1 0 0
attr PaddleOCRVLImageProcessor.do_resize 1 0 0
attr PaddleOCRVLImageProcessor.resample 1 0 0
attr PaddleOCRVLImageProcessor.do_rescale 1 0 0
attr PaddleOCRVLImageProcessor.rescale_factor 1 0 0
attr PaddleOCRVLImageProcessor.do_normalize 1 0 0
attr PaddleOCRVLImageProcessor.image_mean 1 0 0
attr PaddleOCRVLImageProcessor.image_std 1 0 0
attr PaddleOCRVLImageProcessor.patch_size 1 0 0
attr PaddleOCRVLImageProcessor.temporal_patch_size 1 0 0
attr PaddleOCRVLImageProcessor.merge_size 1 0 0
attr PaddleOCRVLImageProcessor.do_convert_rgb 1 0 0

transformers.models.paddleocr_vl.image_processing_paddleocr_vl_fast (17 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRVLImageProcessorFast.init 16 15 0
meth PaddleOCRVLImageProcessorFast._preprocess 16 14 0
attr PaddleOCRVLImageProcessorFast.min_pixels 1 0 0
attr PaddleOCRVLImageProcessorFast.max_pixels 1 0 0
attr PaddleOCRVLImageProcessorFast.size 1 0 0
attr PaddleOCRVLImageProcessorFast.do_resize 1 0 0
attr PaddleOCRVLImageProcessorFast.resample 1 0 0
attr PaddleOCRVLImageProcessorFast.do_rescale 1 0 0
attr PaddleOCRVLImageProcessorFast.rescale_factor 1 0 0
attr PaddleOCRVLImageProcessorFast.do_normalize 1 0 0
attr PaddleOCRVLImageProcessorFast.image_mean 1 0 0
attr PaddleOCRVLImageProcessorFast.image_std 1 0 0
attr PaddleOCRVLImageProcessorFast.patch_size 1 0 0
attr PaddleOCRVLImageProcessorFast.temporal_patch_size 1 0 0
attr PaddleOCRVLImageProcessorFast.merge_size 1 0 0
attr PaddleOCRVLImageProcessorFast.do_convert_rgb 1 0 0

transformers.models.paddleocr_vl.modeling_paddleocr_vl (53 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRVLForConditionalGeneration.init 2 0 0
meth PaddleOCRVLForConditionalGeneration.get_input_embeddings 1 0 0
meth PaddleOCRVLForConditionalGeneration.set_input_embeddings 2 0 0
meth PaddleOCRVLForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth PaddleOCRVLForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth PaddleOCRVLForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr PaddleOCRVLForConditionalGeneration.model 1 0 0
attr PaddleOCRVLForConditionalGeneration.lm_head 1 0 0
meth PaddleOCRVisionTransformer.init 2 1 0
attr PaddleOCRVisionTransformer.embeddings 1 0 0
attr PaddleOCRVisionTransformer.encoder 1 0 0
attr PaddleOCRVisionTransformer.post_layernorm 1 0 0
meth PaddleOCRTextModel.init 2 1 0
attr PaddleOCRTextModel.padding_idx 1 0 0
attr PaddleOCRTextModel.vocab_size 1 0 0
attr PaddleOCRTextModel.embed_tokens 1 0 0
attr PaddleOCRTextModel.layers 1 0 0
attr PaddleOCRTextModel.norm 1 0 0
attr PaddleOCRTextModel.rotary_emb 1 0 0
attr PaddleOCRTextModel.gradient_checkpointing 1 0 0
meth PaddleOCRVisionModel.init 2 1 0
attr PaddleOCRVisionModel.vision_model 1 0 0
meth PaddleOCRVLPreTrainedModel._init_weights 2 0 0
meth PaddleOCRVLModel.init 2 1 0
meth PaddleOCRVLModel.get_input_embeddings 1 0 0
meth PaddleOCRVLModel.set_input_embeddings 2 0 0
meth PaddleOCRVLModel.get_vision_position_ids 7 6 0
meth PaddleOCRVLModel.get_rope_index 7 6 0
meth PaddleOCRVLModel.get_placeholder_mask 4 3 0
meth PaddleOCRVLModel.forward 13 12 0
attr PaddleOCRVLModel.visual 1 0 0
attr PaddleOCRVLModel.language_model 1 0 0
attr PaddleOCRVLModel.rope_deltas 1 0 0
attr PaddleOCRVLModel.projector 1 0 0

transformers.models.paddleocr_vl.modular_paddleocr_vl (70 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRVLProcessor.init 5 0 0
attr PaddleOCRVLProcessor.image_token 1 0 0
attr PaddleOCRVLProcessor.image_token_id 1 0 0
meth PaddleOCRVLForConditionalGeneration.get_video_features 1 0 0
meth PaddleOCRVisionTransformer.init 2 1 0
attr PaddleOCRVisionTransformer.embeddings 1 0 0
attr PaddleOCRVisionTransformer.encoder 1 0 0
attr PaddleOCRVisionTransformer.post_layernorm 1 0 0
meth PaddleOCRVLConfig.init 9 0 0
meth PaddleOCRTextModel.init 2 1 0
meth PaddleOCRVisionModel.init 2 1 0
attr PaddleOCRVisionModel.vision_model 1 0 0
meth PaddleOCRVisionConfig.init 13 0 0
attr PaddleOCRVisionConfig.spatial_merge_size 1 0 0
meth PaddleOCRVLPreTrainedModel._init_weights 2 0 0
meth PaddleOCRVLImageProcessorFast.init 16 15 0
meth PaddleOCRVLImageProcessorFast._preprocess 16 14 0
attr PaddleOCRVLImageProcessorFast.min_pixels 1 0 0
attr PaddleOCRVLImageProcessorFast.max_pixels 1 0 0
attr PaddleOCRVLImageProcessorFast.size 1 0 0
attr PaddleOCRVLImageProcessorFast.do_resize 1 0 0
attr PaddleOCRVLImageProcessorFast.resample 1 0 0
attr PaddleOCRVLImageProcessorFast.do_rescale 1 0 0
attr PaddleOCRVLImageProcessorFast.rescale_factor 1 0 0
attr PaddleOCRVLImageProcessorFast.do_normalize 1 0 0
attr PaddleOCRVLImageProcessorFast.image_mean 1 0 0
attr PaddleOCRVLImageProcessorFast.image_std 1 0 0
attr PaddleOCRVLImageProcessorFast.patch_size 1 0 0
attr PaddleOCRVLImageProcessorFast.temporal_patch_size 1 0 0
attr PaddleOCRVLImageProcessorFast.merge_size 1 0 0
attr PaddleOCRVLImageProcessorFast.do_convert_rgb 1 0 0
meth PaddleOCRVLImageProcessor.init 16 15 0
meth PaddleOCRVLImageProcessor._preprocess 16 15 0
meth PaddleOCRVLModel.init 2 1 0
meth PaddleOCRVLModel.get_input_embeddings 1 0 0
meth PaddleOCRVLModel.set_input_embeddings 2 0 0
meth PaddleOCRVLModel.get_video_features 1 0 0
meth PaddleOCRVLModel.get_placeholder_mask 4 3 0
meth PaddleOCRVLModel.forward 13 12 0
attr PaddleOCRVLModel.visual 1 0 0
attr PaddleOCRVLModel.projector 1 0 0
attr PaddleOCRVLModel.language_model 1 0 0
attr PaddleOCRVLModel.rope_deltas 1 0 0

transformers.models.paddleocr_vl.processing_paddleocr_vl (7 missing, 0 any)

Symbol Typable Typed Any
meth PaddleOCRVLProcessor.init 5 0 0
attr PaddleOCRVLProcessor.image_token 1 0 0
attr PaddleOCRVLProcessor.image_token_id 1 0 0

transformers.models.paligemma.configuration_paligemma (15 missing, 0 any)

Symbol Typable Typed Any
meth PaliGemmaConfig.init 9 1 0
attr PaliGemmaConfig.image_token_index 1 0 0
attr PaliGemmaConfig.projection_dim 1 0 0
attr PaliGemmaConfig.hidden_size 1 0 0
attr PaliGemmaConfig.vision_config 1 0 0
attr PaliGemmaConfig.tie_word_embeddings 1 0 0
attr PaliGemmaConfig.is_encoder_decoder 1 0 0
attr PaliGemmaConfig.text_config 1 0 0

transformers.models.paligemma.modeling_paligemma (32 missing, 0 any)

Symbol Typable Typed Any
meth PaliGemmaModel.init 2 1 0
meth PaliGemmaModel.get_input_embeddings 1 0 0
meth PaliGemmaModel.set_input_embeddings 2 0 0
meth PaliGemmaModel.get_placeholder_mask 4 3 0
attr PaliGemmaModel.vision_tower 1 0 0
attr PaliGemmaModel.multi_modal_projector 1 0 0
attr PaliGemmaModel.vocab_size 1 0 0
attr PaliGemmaModel.language_model 1 0 0
attr PaliGemmaModel.text_config_dtype 1 0 0
meth PaliGemmaForConditionalGeneration.init 2 1 0
meth PaliGemmaForConditionalGeneration.get_input_embeddings 1 0 0
meth PaliGemmaForConditionalGeneration.set_input_embeddings 2 0 0
meth PaliGemmaForConditionalGeneration.get_image_features 3 2 0
meth PaliGemmaForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth PaliGemmaForConditionalGeneration.create_masks_for_generate 10 9 0
attr PaliGemmaForConditionalGeneration.model 1 0 0
attr PaliGemmaForConditionalGeneration.lm_head 1 0 0

transformers.models.paligemma.processing_paligemma (12 missing, 0 any)

Symbol Typable Typed Any
meth PaliGemmaProcessor.init 5 0 0
meth PaliGemmaProcessor._get_num_multimodal_tokens 3 0 0
prop PaliGemmaProcessor.model_input_names 1 0 0
attr PaliGemmaProcessor.image_seq_length 1 0 0
attr PaliGemmaProcessor.image_token_id 1 0 0
attr PaliGemmaProcessor.image_token 1 0 0

transformers.models.parakeet.configuration_parakeet (59 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetCTCConfig.init 7 1 0
meth ParakeetCTCConfig.from_encoder_config 3 1 0
attr ParakeetCTCConfig.vocab_size 1 0 0
attr ParakeetCTCConfig.ctc_loss_reduction 1 0 0
attr ParakeetCTCConfig.ctc_zero_infinity 1 0 0
attr ParakeetCTCConfig.encoder_config 1 0 0
attr ParakeetCTCConfig.initializer_range 1 0 0
attr ParakeetCTCConfig.pad_token_id 1 0 0
meth ParakeetEncoderConfig.init 23 0 0
attr ParakeetEncoderConfig.hidden_size 1 0 0
attr ParakeetEncoderConfig.num_hidden_layers 1 0 0
attr ParakeetEncoderConfig.num_attention_heads 1 0 0
attr ParakeetEncoderConfig.num_key_value_heads 1 0 0
attr ParakeetEncoderConfig.intermediate_size 1 0 0
attr ParakeetEncoderConfig.hidden_act 1 0 0
attr ParakeetEncoderConfig.attention_bias 1 0 0
attr ParakeetEncoderConfig.convolution_bias 1 0 0
attr ParakeetEncoderConfig.conv_kernel_size 1 0 0
attr ParakeetEncoderConfig.subsampling_conv_kernel_size 1 0 0
attr ParakeetEncoderConfig.subsampling_conv_stride 1 0 0
attr ParakeetEncoderConfig.subsampling_factor 1 0 0
attr ParakeetEncoderConfig.subsampling_conv_channels 1 0 0
attr ParakeetEncoderConfig.num_mel_bins 1 0 0
attr ParakeetEncoderConfig.dropout 1 0 0
attr ParakeetEncoderConfig.dropout_positions 1 0 0
attr ParakeetEncoderConfig.layerdrop 1 0 0
attr ParakeetEncoderConfig.activation_dropout 1 0 0
attr ParakeetEncoderConfig.attention_dropout 1 0 0
attr ParakeetEncoderConfig.max_position_embeddings 1 0 0
attr ParakeetEncoderConfig.scale_input 1 0 0
attr ParakeetEncoderConfig.initializer_range 1 0 0

transformers.models.parakeet.feature_extraction_parakeet (18 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetFeatureExtractor.init 9 0 0
meth ParakeetFeatureExtractor._torch_extract_fbank_features 3 0 0
meth ParakeetFeatureExtractor.call 13 12 0
attr ParakeetFeatureExtractor.hop_length 1 0 0
attr ParakeetFeatureExtractor.n_fft 1 0 0
attr ParakeetFeatureExtractor.win_length 1 0 0
attr ParakeetFeatureExtractor.preemphasis 1 0 0
attr ParakeetFeatureExtractor.mel_filters 1 0 0

transformers.models.parakeet.modeling_parakeet (16 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetEncoder.init 2 1 0
attr ParakeetEncoder.gradient_checkpointing 1 0 0
attr ParakeetEncoder.dropout 1 0 0
attr ParakeetEncoder.dropout_positions 1 0 0
attr ParakeetEncoder.layerdrop 1 0 0
attr ParakeetEncoder.input_scale 1 0 0
attr ParakeetEncoder.subsampling 1 0 0
attr ParakeetEncoder.encode_positions 1 0 0
attr ParakeetEncoder.layers 1 0 0
meth ParakeetPreTrainedModel._init_weights 2 0 0
meth ParakeetPreTrainedModel._get_subsampling_output_length 2 1 0
meth ParakeetPreTrainedModel._get_output_attention_mask 3 2 0
meth ParakeetForCTC.init 2 1 0
attr ParakeetForCTC.encoder 1 0 0
attr ParakeetForCTC.ctc_head 1 0 0

transformers.models.parakeet.modular_parakeet (16 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetEncoder.init 2 1 0
attr ParakeetEncoder.gradient_checkpointing 1 0 0
attr ParakeetEncoder.dropout 1 0 0
attr ParakeetEncoder.dropout_positions 1 0 0
attr ParakeetEncoder.layerdrop 1 0 0
attr ParakeetEncoder.input_scale 1 0 0
attr ParakeetEncoder.subsampling 1 0 0
attr ParakeetEncoder.encode_positions 1 0 0
attr ParakeetEncoder.layers 1 0 0
meth ParakeetPreTrainedModel._init_weights 2 0 0
meth ParakeetPreTrainedModel._get_subsampling_output_length 2 1 0
meth ParakeetPreTrainedModel._get_output_attention_mask 3 2 0
meth ParakeetForCTC.init 2 1 0
attr ParakeetForCTC.encoder 1 0 0
attr ParakeetForCTC.ctc_head 1 0 0

transformers.models.parakeet.processing_parakeet (5 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetProcessor.init 3 0 0
meth ParakeetProcessor.call 5 4 0
prop ParakeetProcessor.model_input_names 1 0 0

transformers.models.parakeet.tokenization_parakeet (1 missing, 0 any)

Symbol Typable Typed Any
meth ParakeetTokenizer._decode 6 5 0

transformers.models.patchtsmixer.configuration_patchtsmixer (38 missing, 0 any)

Symbol Typable Typed Any
meth PatchTSMixerConfig.init 36 34 0
attr PatchTSMixerConfig.num_input_channels 1 0 0
attr PatchTSMixerConfig.context_length 1 0 0
attr PatchTSMixerConfig.patch_length 1 0 0
attr PatchTSMixerConfig.patch_stride 1 0 0
attr PatchTSMixerConfig.d_model 1 0 0
attr PatchTSMixerConfig.expansion_factor 1 0 0
attr PatchTSMixerConfig.num_layers 1 0 0
attr PatchTSMixerConfig.dropout 1 0 0
attr PatchTSMixerConfig.mode 1 0 0
attr PatchTSMixerConfig.gated_attn 1 0 0
attr PatchTSMixerConfig.norm_mlp 1 0 0
attr PatchTSMixerConfig.scaling 1 0 0
attr PatchTSMixerConfig.head_dropout 1 0 0
attr PatchTSMixerConfig.num_patches 1 0 0
attr PatchTSMixerConfig.mask_type 1 0 0
attr PatchTSMixerConfig.random_mask_ratio 1 0 0
attr PatchTSMixerConfig.num_forecast_mask_patches 1 0 0
attr PatchTSMixerConfig.mask_value 1 0 0
attr PatchTSMixerConfig.channel_consistent_masking 1 0 0
attr PatchTSMixerConfig.masked_loss 1 0 0
attr PatchTSMixerConfig.patch_last 1 0 0
attr PatchTSMixerConfig.use_positional_encoding 1 0 0
attr PatchTSMixerConfig.positional_encoding_type 1 0 0
attr PatchTSMixerConfig.prediction_length 1 0 0
attr PatchTSMixerConfig.prediction_channel_indices 1 0 0
attr PatchTSMixerConfig.num_targets 1 0 0
attr PatchTSMixerConfig.output_range 1 0 0
attr PatchTSMixerConfig.head_aggregation 1 0 0
attr PatchTSMixerConfig.self_attn 1 0 0
attr PatchTSMixerConfig.self_attn_heads 1 0 0
attr PatchTSMixerConfig.init_std 1 0 0
attr PatchTSMixerConfig.distribution_output 1 0 0
attr PatchTSMixerConfig.loss 1 0 0
attr PatchTSMixerConfig.num_parallel_samples 1 0 0
attr PatchTSMixerConfig.unmasked_channel_indices 1 0 0
attr PatchTSMixerConfig.norm_eps 1 0 0

transformers.models.patchtsmixer.modeling_patchtsmixer (39 missing, 0 any)

Symbol Typable Typed Any
meth PatchTSMixerForTimeSeriesClassification.init 2 1 0
meth PatchTSMixerForTimeSeriesClassification.forward 7 6 0
attr PatchTSMixerForTimeSeriesClassification.model 1 0 0
attr PatchTSMixerForTimeSeriesClassification.head 1 0 0
attr PatchTSMixerForTimeSeriesClassification.use_return_dict 1 0 0
attr PatchTSMixerForTimeSeriesClassification.inject_scale 1 0 0
meth PatchTSMixerForPrediction.init 2 1 0
meth PatchTSMixerForPrediction.forward 8 7 0
attr PatchTSMixerForPrediction.loss 1 0 0
attr PatchTSMixerForPrediction.use_return_dict 1 0 0
attr PatchTSMixerForPrediction.prediction_channel_indices 1 0 0
attr PatchTSMixerForPrediction.num_parallel_samples 1 0 0
attr PatchTSMixerForPrediction.model 1 0 0
attr PatchTSMixerForPrediction.head 1 0 0
attr PatchTSMixerForPrediction.distribution_output 1 0 0
meth PatchTSMixerPreTrainedModel._init_weights 2 0 0
meth PatchTSMixerForPretraining.init 2 1 0
meth PatchTSMixerForPretraining.forward 7 6 0
attr PatchTSMixerForPretraining.model 1 0 0
attr PatchTSMixerForPretraining.head 1 0 0
attr PatchTSMixerForPretraining.masked_loss 1 0 0
attr PatchTSMixerForPretraining.use_return_dict 1 0 0
meth PatchTSMixerForRegression.init 2 1 0
meth PatchTSMixerForRegression.forward 7 6 0
attr PatchTSMixerForRegression.model 1 0 0
attr PatchTSMixerForRegression.loss 1 0 0
attr PatchTSMixerForRegression.distribution_output 1 0 0
attr PatchTSMixerForRegression.use_return_dict 1 0 0
attr PatchTSMixerForRegression.num_parallel_samples 1 0 0
attr PatchTSMixerForRegression.head 1 0 0
attr PatchTSMixerForRegression.inject_scale 1 0 0
meth PatchTSMixerModel.init 3 2 0
meth PatchTSMixerModel.forward 6 5 0
attr PatchTSMixerModel.use_return_dict 1 0 0
attr PatchTSMixerModel.encoder 1 0 0
attr PatchTSMixerModel.patching 1 0 0
attr PatchTSMixerModel.masking 1 0 0
attr PatchTSMixerModel.scaler 1 0 0

transformers.models.patchtst.configuration_patchtst (41 missing, 0 any)

Symbol Typable Typed Any
meth PatchTSTConfig.init 41 39 0
attr PatchTSTConfig.context_length 1 0 0
attr PatchTSTConfig.num_input_channels 1 0 0
attr PatchTSTConfig.loss 1 0 0
attr PatchTSTConfig.distribution_output 1 0 0
attr PatchTSTConfig.num_parallel_samples 1 0 0
attr PatchTSTConfig.d_model 1 0 0
attr PatchTSTConfig.num_attention_heads 1 0 0
attr PatchTSTConfig.ffn_dim 1 0 0
attr PatchTSTConfig.num_hidden_layers 1 0 0
attr PatchTSTConfig.attention_dropout 1 0 0
attr PatchTSTConfig.share_embedding 1 0 0
attr PatchTSTConfig.channel_attention 1 0 0
attr PatchTSTConfig.norm_type 1 0 0
attr PatchTSTConfig.norm_eps 1 0 0
attr PatchTSTConfig.positional_dropout 1 0 0
attr PatchTSTConfig.path_dropout 1 0 0
attr PatchTSTConfig.ff_dropout 1 0 0
attr PatchTSTConfig.bias 1 0 0
attr PatchTSTConfig.activation_function 1 0 0
attr PatchTSTConfig.pre_norm 1 0 0
attr PatchTSTConfig.positional_encoding_type 1 0 0
attr PatchTSTConfig.use_cls_token 1 0 0
attr PatchTSTConfig.init_std 1 0 0
attr PatchTSTConfig.scaling 1 0 0
attr PatchTSTConfig.patch_length 1 0 0
attr PatchTSTConfig.patch_stride 1 0 0
attr PatchTSTConfig.do_mask_input 1 0 0
attr PatchTSTConfig.mask_type 1 0 0
attr PatchTSTConfig.random_mask_ratio 1 0 0
attr PatchTSTConfig.num_forecast_mask_patches 1 0 0
attr PatchTSTConfig.channel_consistent_masking 1 0 0
attr PatchTSTConfig.unmasked_channel_indices 1 0 0
attr PatchTSTConfig.mask_value 1 0 0
attr PatchTSTConfig.pooling_type 1 0 0
attr PatchTSTConfig.head_dropout 1 0 0
attr PatchTSTConfig.share_projection 1 0 0
attr PatchTSTConfig.prediction_length 1 0 0
attr PatchTSTConfig.num_targets 1 0 0
attr PatchTSTConfig.output_range 1 0 0

transformers.models.patchtst.modeling_patchtst (29 missing, 0 any)

Symbol Typable Typed Any
meth PatchTSTForRegression.init 2 1 0
meth PatchTSTForRegression.forward 8 7 0
attr PatchTSTForRegression.model 1 0 0
attr PatchTSTForRegression.head 1 0 0
attr PatchTSTForRegression.distribution_output 1 0 0
meth PatchTSTForPrediction.init 2 1 0
meth PatchTSTForPrediction.forward 8 7 0
attr PatchTSTForPrediction.model 1 0 0
attr PatchTSTForPrediction.head 1 0 0
attr PatchTSTForPrediction.distribution_output 1 0 0
meth PatchTSTForClassification.init 2 1 0
meth PatchTSTForClassification.forward 8 7 0
attr PatchTSTForClassification.model 1 0 0
attr PatchTSTForClassification.head 1 0 0
meth PatchTSTForPretraining.init 2 1 0
meth PatchTSTForPretraining.forward 7 6 0
attr PatchTSTForPretraining.model 1 0 0
attr PatchTSTForPretraining.head 1 0 0
meth PatchTSTPreTrainedModel._init_weights 2 1 0
meth PatchTSTPreTrainedModel._set_gradient_checkpointing 3 0 0
meth PatchTSTModel.init 2 1 0
meth PatchTSTModel.forward 8 7 0
attr PatchTSTModel.scaler 1 0 0
attr PatchTSTModel.patchifier 1 0 0
attr PatchTSTModel.do_mask_input 1 0 0
attr PatchTSTModel.encoder 1 0 0
attr PatchTSTModel.masking 1 0 0

transformers.models.pe_audio.configuration_pe_audio (22 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioEncoderConfig.init 16 14 0
attr PeAudioEncoderConfig.hidden_size 1 0 0
attr PeAudioEncoderConfig.intermediate_size 1 0 0
attr PeAudioEncoderConfig.num_hidden_layers 1 0 0
attr PeAudioEncoderConfig.num_attention_heads 1 0 0
attr PeAudioEncoderConfig.num_key_value_heads 1 0 0
attr PeAudioEncoderConfig.head_dim 1 0 0
attr PeAudioEncoderConfig.hidden_act 1 0 0
attr PeAudioEncoderConfig.max_position_embeddings 1 0 0
attr PeAudioEncoderConfig.initializer_range 1 0 0
attr PeAudioEncoderConfig.rms_norm_eps 1 0 0
attr PeAudioEncoderConfig.rope_parameters 1 0 0
attr PeAudioEncoderConfig.attention_bias 1 0 0
attr PeAudioEncoderConfig.attention_dropout 1 0 0
attr PeAudioEncoderConfig.dac_config 1 0 0
meth PeAudioConfig.init 4 0 0
attr PeAudioConfig.text_config 1 0 0
attr PeAudioConfig.audio_config 1 0 0

transformers.models.pe_audio.feature_extraction_pe_audio (5 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioFeatureExtractor.init 6 4 0
meth PeAudioFeatureExtractor._reflect_pad 2 0 0
attr PeAudioFeatureExtractor.hop_length 1 0 0

transformers.models.pe_audio.modeling_pe_audio (27 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioModel.init 2 1 0
meth PeAudioModel.get_text_audio_embeds 3 0 0
meth PeAudioModel.get_audio_embeds 3 0 0
meth PeAudioModel.forward 7 6 0
attr PeAudioModel.text_model 1 0 0
attr PeAudioModel.audio_encoder 1 0 0
attr PeAudioModel.text_audio_head 1 0 0
attr PeAudioModel.audio_head 1 0 0
attr PeAudioModel.text_audio_logit_scale 1 0 0
attr PeAudioModel.text_audio_logit_bias 1 0 0
meth PeAudioEncoder.init 2 1 0
meth PeAudioEncoder.forward 4 3 0
attr PeAudioEncoder.embedder 1 0 0
attr PeAudioEncoder.patch_embedder 1 0 0
attr PeAudioEncoder.layers 1 0 0
attr PeAudioEncoder.norm 1 0 0
attr PeAudioEncoder.rotary_emb 1 0 0
attr PeAudioEncoder.output 1 0 0
attr PeAudioEncoder.gradient_checkpointing 1 0 0
meth PeAudioFrameLevelModel.get_audio_embeds 3 0 0
meth PeAudioFrameLevelModel.forward 7 6 0

transformers.models.pe_audio.modular_pe_audio (19 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioModel.init 2 1 0
meth PeAudioModel.get_text_audio_embeds 3 0 0
meth PeAudioModel.get_audio_embeds 3 0 0
meth PeAudioModel.forward 7 6 0
attr PeAudioModel.text_model 1 0 0
attr PeAudioModel.audio_encoder 1 0 0
attr PeAudioModel.text_audio_head 1 0 0
attr PeAudioModel.audio_head 1 0 0
attr PeAudioModel.text_audio_logit_scale 1 0 0
attr PeAudioModel.text_audio_logit_bias 1 0 0
meth PeAudioEncoder.forward 4 3 0
meth PeAudioFrameLevelModel.get_audio_embeds 3 0 0
meth PeAudioFrameLevelModel.forward 7 6 0

transformers.models.pe_audio_video.configuration_pe_audio_video (25 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioVideoConfig.init 4 0 0
prop PeAudioVideoConfig.audio_config 1 0 0
prop PeAudioVideoConfig.video_config 1 0 0
attr PeAudioVideoConfig.text_config 1 0 0
attr PeAudioVideoConfig.audio_video_config 1 0 0
meth PeAudioVideoEncoderConfig.init 17 15 0
attr PeAudioVideoEncoderConfig.hidden_size 1 0 0
attr PeAudioVideoEncoderConfig.intermediate_size 1 0 0
attr PeAudioVideoEncoderConfig.num_hidden_layers 1 0 0
attr PeAudioVideoEncoderConfig.num_attention_heads 1 0 0
attr PeAudioVideoEncoderConfig.num_key_value_heads 1 0 0
attr PeAudioVideoEncoderConfig.head_dim 1 0 0
attr PeAudioVideoEncoderConfig.hidden_act 1 0 0
attr PeAudioVideoEncoderConfig.max_position_embeddings 1 0 0
attr PeAudioVideoEncoderConfig.initializer_range 1 0 0
attr PeAudioVideoEncoderConfig.rms_norm_eps 1 0 0
attr PeAudioVideoEncoderConfig.rope_parameters 1 0 0
attr PeAudioVideoEncoderConfig.attention_bias 1 0 0
attr PeAudioVideoEncoderConfig.attention_dropout 1 0 0
attr PeAudioVideoEncoderConfig.audio_config 1 0 0
attr PeAudioVideoEncoderConfig.video_config 1 0 0

transformers.models.pe_audio_video.modeling_pe_audio_video (44 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioVideoModel.init 2 1 0
meth PeAudioVideoModel.get_text_audio_embeds 3 0 0
meth PeAudioVideoModel.get_text_video_embeds 3 0 0
meth PeAudioVideoModel.get_text_audio_video_embeds 3 0 0
meth PeAudioVideoModel.get_audio_embeds 3 0 0
meth PeAudioVideoModel.get_video_embeds 3 0 0
meth PeAudioVideoModel.get_audio_video_embeds 8 7 0
meth PeAudioVideoModel.forward 9 7 0
attr PeAudioVideoModel.text_model 1 0 0
attr PeAudioVideoModel.audio_model 1 0 0
attr PeAudioVideoModel.video_model 1 0 0
attr PeAudioVideoModel.audio_video_encoder 1 0 0
attr PeAudioVideoModel.audio_video_head 1 0 0
attr PeAudioVideoModel.text_audio_video_head 1 0 0
attr PeAudioVideoModel.audio_video_logit_scale 1 0 0
attr PeAudioVideoModel.audio_video_logit_bias 1 0 0
attr PeAudioVideoModel.text_audio_video_logit_scale 1 0 0
attr PeAudioVideoModel.text_audio_video_logit_bias 1 0 0
attr PeAudioVideoModel.audio_plus_text_head 1 0 0
attr PeAudioVideoModel.audio_plus_text_logit_scale 1 0 0
attr PeAudioVideoModel.audio_plus_text_logit_bias 1 0 0
attr PeAudioVideoModel.video_plus_text_head 1 0 0
attr PeAudioVideoModel.video_plus_text_logit_scale 1 0 0
attr PeAudioVideoModel.video_plus_text_logit_bias 1 0 0
meth PeAudioVideoEncoder.init 2 1 0
meth PeAudioVideoEncoder.forward 6 5 0
attr PeAudioVideoEncoder.embedder 1 0 0
attr PeAudioVideoEncoder.patch_embedder 1 0 0
attr PeAudioVideoEncoder.layers 1 0 0
attr PeAudioVideoEncoder.norm 1 0 0
attr PeAudioVideoEncoder.rotary_emb 1 0 0
attr PeAudioVideoEncoder.output 1 0 0
attr PeAudioVideoEncoder.gradient_checkpointing 1 0 0

transformers.models.pe_audio_video.modular_pe_audio_video (44 missing, 0 any)

Symbol Typable Typed Any
meth PeAudioVideoModel.init 2 1 0
meth PeAudioVideoModel.get_text_audio_embeds 3 0 0
meth PeAudioVideoModel.get_text_video_embeds 3 0 0
meth PeAudioVideoModel.get_text_audio_video_embeds 3 0 0
meth PeAudioVideoModel.get_audio_embeds 3 0 0
meth PeAudioVideoModel.get_video_embeds 3 0 0
meth PeAudioVideoModel.get_audio_video_embeds 8 7 0
meth PeAudioVideoModel.forward 9 7 0
attr PeAudioVideoModel.text_model 1 0 0
attr PeAudioVideoModel.audio_model 1 0 0
attr PeAudioVideoModel.video_model 1 0 0
attr PeAudioVideoModel.audio_video_encoder 1 0 0
attr PeAudioVideoModel.audio_video_head 1 0 0
attr PeAudioVideoModel.text_audio_video_head 1 0 0
attr PeAudioVideoModel.audio_video_logit_scale 1 0 0
attr PeAudioVideoModel.audio_video_logit_bias 1 0 0
attr PeAudioVideoModel.text_audio_video_logit_scale 1 0 0
attr PeAudioVideoModel.text_audio_video_logit_bias 1 0 0
attr PeAudioVideoModel.audio_plus_text_head 1 0 0
attr PeAudioVideoModel.audio_plus_text_logit_scale 1 0 0
attr PeAudioVideoModel.audio_plus_text_logit_bias 1 0 0
attr PeAudioVideoModel.video_plus_text_head 1 0 0
attr PeAudioVideoModel.video_plus_text_logit_scale 1 0 0
attr PeAudioVideoModel.video_plus_text_logit_bias 1 0 0
meth PeAudioVideoEncoder.init 2 1 0
meth PeAudioVideoEncoder.forward 6 5 0
attr PeAudioVideoEncoder.embedder 1 0 0
attr PeAudioVideoEncoder.patch_embedder 1 0 0
attr PeAudioVideoEncoder.layers 1 0 0
attr PeAudioVideoEncoder.norm 1 0 0
attr PeAudioVideoEncoder.rotary_emb 1 0 0
attr PeAudioVideoEncoder.output 1 0 0
attr PeAudioVideoEncoder.gradient_checkpointing 1 0 0

transformers.models.pe_video.configuration_pe_video (22 missing, 0 any)

Symbol Typable Typed Any
meth PeVideoEncoderConfig.init 16 14 0
attr PeVideoEncoderConfig.hidden_size 1 0 0
attr PeVideoEncoderConfig.intermediate_size 1 0 0
attr PeVideoEncoderConfig.num_hidden_layers 1 0 0
attr PeVideoEncoderConfig.num_attention_heads 1 0 0
attr PeVideoEncoderConfig.num_key_value_heads 1 0 0
attr PeVideoEncoderConfig.head_dim 1 0 0
attr PeVideoEncoderConfig.hidden_act 1 0 0
attr PeVideoEncoderConfig.max_position_embeddings 1 0 0
attr PeVideoEncoderConfig.initializer_range 1 0 0
attr PeVideoEncoderConfig.rms_norm_eps 1 0 0
attr PeVideoEncoderConfig.rope_parameters 1 0 0
attr PeVideoEncoderConfig.attention_bias 1 0 0
attr PeVideoEncoderConfig.attention_dropout 1 0 0
attr PeVideoEncoderConfig.vision_config 1 0 0
meth PeVideoConfig.init 4 0 0
attr PeVideoConfig.text_config 1 0 0
attr PeVideoConfig.video_config 1 0 0

transformers.models.pe_video.modeling_pe_video (17 missing, 0 any)

Symbol Typable Typed Any
meth PeVideoModel.init 2 1 0
meth PeVideoModel.forward 7 6 0
attr PeVideoModel.text_model 1 0 0
attr PeVideoModel.video_encoder 1 0 0
attr PeVideoModel.text_video_head 1 0 0
attr PeVideoModel.video_head 1 0 0
attr PeVideoModel.text_video_logit_scale 1 0 0
attr PeVideoModel.text_video_logit_bias 1 0 0
meth PeVideoEncoder.init 2 1 0
meth PeVideoEncoder.forward 4 3 0
attr PeVideoEncoder.embedder 1 0 0
attr PeVideoEncoder.patch_embedder 1 0 0
attr PeVideoEncoder.layers 1 0 0
attr PeVideoEncoder.norm 1 0 0
attr PeVideoEncoder.rotary_emb 1 0 0
attr PeVideoEncoder.output 1 0 0
attr PeVideoEncoder.gradient_checkpointing 1 0 0

transformers.models.pe_video.modular_pe_video (11 missing, 0 any)

Symbol Typable Typed Any
meth PeVideoModel.init 2 1 0
meth PeVideoModel.forward 7 6 0
attr PeVideoModel.text_model 1 0 0
attr PeVideoModel.video_encoder 1 0 0
attr PeVideoModel.text_video_head 1 0 0
attr PeVideoModel.video_head 1 0 0
attr PeVideoModel.text_video_logit_scale 1 0 0
attr PeVideoModel.text_video_logit_bias 1 0 0
meth PeVideoEncoder.init 2 1 0
meth PeVideoEncoder.forward 4 3 0
attr PeVideoEncoder.embedder 1 0 0

transformers.models.pe_video.video_processing_pe_video (2 missing, 0 any)

Symbol Typable Typed Any
meth PeVideoVideoProcessor.sample_frames 5 3 0

transformers.models.pegasus.configuration_pegasus (52 missing, 0 any)

Symbol Typable Typed Any
meth PegasusConfig.init 27 0 0
attr PegasusConfig.is_decoder 1 0 0
attr PegasusConfig.tie_word_embeddings 1 0 0
attr PegasusConfig.vocab_size 1 0 0
attr PegasusConfig.max_position_embeddings 1 0 0
attr PegasusConfig.d_model 1 0 0
attr PegasusConfig.encoder_ffn_dim 1 0 0
attr PegasusConfig.encoder_layers 1 0 0
attr PegasusConfig.encoder_attention_heads 1 0 0
attr PegasusConfig.decoder_ffn_dim 1 0 0
attr PegasusConfig.decoder_layers 1 0 0
attr PegasusConfig.decoder_attention_heads 1 0 0
attr PegasusConfig.dropout 1 0 0
attr PegasusConfig.attention_dropout 1 0 0
attr PegasusConfig.activation_dropout 1 0 0
attr PegasusConfig.activation_function 1 0 0
attr PegasusConfig.init_std 1 0 0
attr PegasusConfig.encoder_layerdrop 1 0 0
attr PegasusConfig.decoder_layerdrop 1 0 0
attr PegasusConfig.use_cache 1 0 0
attr PegasusConfig.num_hidden_layers 1 0 0
attr PegasusConfig.scale_embedding 1 0 0
attr PegasusConfig.pad_token_id 1 0 0
attr PegasusConfig.eos_token_id 1 0 0
attr PegasusConfig.decoder_start_token_id 1 0 0
attr PegasusConfig.forced_eos_token_id 1 0 0

transformers.models.pegasus.modeling_pegasus (26 missing, 0 any)

Symbol Typable Typed Any
meth PegasusPreTrainedModel._init_weights 2 0 0
meth PegasusModel.init 2 1 0
meth PegasusModel.get_input_embeddings 1 0 0
meth PegasusModel.set_input_embeddings 2 0 0
meth PegasusModel.resize_position_embeddings 2 1 0
meth PegasusModel.forward 15 14 0
attr PegasusModel.shared 1 0 0
attr PegasusModel.encoder 1 0 0
attr PegasusModel.decoder 1 0 0
meth PegasusForCausalLM.init 2 0 0
meth PegasusForCausalLM.get_input_embeddings 1 0 0
meth PegasusForCausalLM.set_input_embeddings 2 0 0
meth PegasusForCausalLM.resize_position_embeddings 2 1 0
meth PegasusForCausalLM.forward 15 14 0
attr PegasusForCausalLM.model 1 0 0
attr PegasusForCausalLM.lm_head 1 0 0
meth PegasusForConditionalGeneration.init 2 1 0
meth PegasusForConditionalGeneration.resize_position_embeddings 2 1 0
meth PegasusForConditionalGeneration.forward 16 15 0
meth PegasusForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr PegasusForConditionalGeneration.model 1 0 0
attr PegasusForConditionalGeneration.lm_head 1 0 0

transformers.models.pegasus.tokenization_pegasus (11 missing, 0 any)

Symbol Typable Typed Any
meth PegasusTokenizer.init 11 1 0
attr PegasusTokenizer.offset 1 0 0

transformers.models.pegasus_x.configuration_pegasus_x (55 missing, 0 any)

Symbol Typable Typed Any
meth PegasusXConfig.init 29 0 0
attr PegasusXConfig.vocab_size 1 0 0
attr PegasusXConfig.max_position_embeddings 1 0 0
attr PegasusXConfig.d_model 1 0 0
attr PegasusXConfig.encoder_ffn_dim 1 0 0
attr PegasusXConfig.encoder_layers 1 0 0
attr PegasusXConfig.encoder_attention_heads 1 0 0
attr PegasusXConfig.decoder_ffn_dim 1 0 0
attr PegasusXConfig.decoder_layers 1 0 0
attr PegasusXConfig.decoder_attention_heads 1 0 0
attr PegasusXConfig.dropout 1 0 0
attr PegasusXConfig.attention_dropout 1 0 0
attr PegasusXConfig.activation_dropout 1 0 0
attr PegasusXConfig.activation_function 1 0 0
attr PegasusXConfig.init_std 1 0 0
attr PegasusXConfig.encoder_layerdrop 1 0 0
attr PegasusXConfig.decoder_layerdrop 1 0 0
attr PegasusXConfig.use_cache 1 0 0
attr PegasusXConfig.num_hidden_layers 1 0 0
attr PegasusXConfig.scale_embedding 1 0 0
attr PegasusXConfig.num_global_tokens 1 0 0
attr PegasusXConfig.block_size 1 0 0
attr PegasusXConfig.stagger_local_blocks 1 0 0
attr PegasusXConfig.pad_token_id 1 0 0
attr PegasusXConfig.eos_token_id 1 0 0
attr PegasusXConfig.decoder_start_token_id 1 0 0
attr PegasusXConfig.tie_word_embeddings 1 0 0

transformers.models.pegasus_x.modeling_pegasus_x (15 missing, 0 any)

Symbol Typable Typed Any
meth PegasusXForConditionalGeneration.init 2 1 0
meth PegasusXForConditionalGeneration.resize_position_embeddings 2 1 0
meth PegasusXForConditionalGeneration.forward 16 15 0
meth PegasusXForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr PegasusXForConditionalGeneration.model 1 0 0
attr PegasusXForConditionalGeneration.lm_head 1 0 0
meth PegasusXModel.init 2 1 0
meth PegasusXModel.get_input_embeddings 1 0 0
meth PegasusXModel.set_input_embeddings 2 0 0
meth PegasusXModel.resize_position_embeddings 2 1 0
meth PegasusXModel.forward 15 14 0
attr PegasusXModel.shared 1 0 0
attr PegasusXModel.encoder 1 0 0
attr PegasusXModel.decoder 1 0 0

transformers.models.perceiver.configuration_perceiver (55 missing, 0 any)

Symbol Typable Typed Any
meth PerceiverConfig.init 29 0 0
attr PerceiverConfig.num_latents 1 0 0
attr PerceiverConfig.d_latents 1 0 0
attr PerceiverConfig.d_model 1 0 0
attr PerceiverConfig.num_blocks 1 0 0
attr PerceiverConfig.num_self_attends_per_block 1 0 0
attr PerceiverConfig.num_self_attention_heads 1 0 0
attr PerceiverConfig.num_cross_attention_heads 1 0 0
attr PerceiverConfig.qk_channels 1 0 0
attr PerceiverConfig.v_channels 1 0 0
attr PerceiverConfig.cross_attention_shape_for_attention 1 0 0
attr PerceiverConfig.self_attention_widening_factor 1 0 0
attr PerceiverConfig.cross_attention_widening_factor 1 0 0
attr PerceiverConfig.hidden_act 1 0 0
attr PerceiverConfig.attention_probs_dropout_prob 1 0 0
attr PerceiverConfig.initializer_range 1 0 0
attr PerceiverConfig.layer_norm_eps 1 0 0
attr PerceiverConfig.use_query_residual 1 0 0
attr PerceiverConfig.vocab_size 1 0 0
attr PerceiverConfig.max_position_embeddings 1 0 0
attr PerceiverConfig.image_size 1 0 0
attr PerceiverConfig.train_size 1 0 0
attr PerceiverConfig.num_frames 1 0 0
attr PerceiverConfig.audio_samples_per_frame 1 0 0
attr PerceiverConfig.samples_per_patch 1 0 0
attr PerceiverConfig.output_shape 1 0 0
attr PerceiverConfig.output_num_channels 1 0 0

transformers.models.perceiver.image_processing_perceiver (13 missing, 0 any)

Symbol Typable Typed Any
meth PerceiverImageProcessor.init 12 11 0
meth PerceiverImageProcessor.center_crop 7 6 0
meth PerceiverImageProcessor.resize 7 6 0
attr PerceiverImageProcessor.do_center_crop 1 0 0
attr PerceiverImageProcessor.crop_size 1 0 0
attr PerceiverImageProcessor.do_resize 1 0 0
attr PerceiverImageProcessor.size 1 0 0
attr PerceiverImageProcessor.resample 1 0 0
attr PerceiverImageProcessor.do_rescale 1 0 0
attr PerceiverImageProcessor.rescale_factor 1 0 0
attr PerceiverImageProcessor.do_normalize 1 0 0
attr PerceiverImageProcessor.image_mean 1 0 0
attr PerceiverImageProcessor.image_std 1 0 0

transformers.models.perceiver.image_processing_perceiver_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth PerceiverImageProcessorFast.center_crop 5 4 0
meth PerceiverImageProcessorFast._preprocess 15 14 0

transformers.models.perceiver.modeling_perceiver (61 missing, 0 any)

Symbol Typable Typed Any
meth PerceiverForSequenceClassification.init 2 0 0
meth PerceiverForSequenceClassification.forward 9 8 0
attr PerceiverForSequenceClassification.num_labels 1 0 0
attr PerceiverForSequenceClassification.perceiver 1 0 0
meth PerceiverModel.init 5 3 0
meth PerceiverModel.get_input_embeddings 1 0 0
meth PerceiverModel.set_input_embeddings 2 0 0
meth PerceiverModel.forward 9 8 0
attr PerceiverModel.input_preprocessor 1 0 0
attr PerceiverModel.output_postprocessor 1 0 0
attr PerceiverModel.embeddings 1 0 0
attr PerceiverModel.encoder 1 0 0
attr PerceiverModel.decoder 1 0 0
meth PerceiverForImageClassificationFourier.init 2 0 0
meth PerceiverForImageClassificationFourier.forward 9 8 0
attr PerceiverForImageClassificationFourier.num_labels 1 0 0
attr PerceiverForImageClassificationFourier.perceiver 1 0 0
meth PerceiverLayer.init 10 0 0
meth PerceiverLayer.feed_forward_chunk 2 0 0
attr PerceiverLayer.chunk_size_feed_forward 1 0 0
attr PerceiverLayer.seq_len_dim 1 0 0
attr PerceiverLayer.attention 1 0 0
attr PerceiverLayer.layernorm 1 0 0
attr PerceiverLayer.mlp 1 0 0
meth PerceiverPreTrainedModel._init_weights 2 0 0
meth PerceiverForOpticalFlow.init 2 0 0
meth PerceiverForOpticalFlow.forward 8 7 0
attr PerceiverForOpticalFlow.perceiver 1 0 0
meth PerceiverForMaskedLM.init 2 1 0
meth PerceiverForMaskedLM.forward 9 8 0
attr PerceiverForMaskedLM.perceiver 1 0 0
attr PerceiverForMaskedLM.embedding_decoder 1 0 0
meth PerceiverForMultimodalAutoencoding.init 2 1 0
meth PerceiverForMultimodalAutoencoding.forward 9 8 0
attr PerceiverForMultimodalAutoencoding.perceiver 1 0 0
meth PerceiverForImageClassificationLearned.init 2 0 0
meth PerceiverForImageClassificationLearned.forward 10 9 0
attr PerceiverForImageClassificationLearned.num_labels 1 0 0
attr PerceiverForImageClassificationLearned.perceiver 1 0 0
meth PerceiverForImageClassificationConvProcessing.init 2 0 0
meth PerceiverForImageClassificationConvProcessing.forward 9 8 0
attr PerceiverForImageClassificationConvProcessing.num_labels 1 0 0
attr PerceiverForImageClassificationConvProcessing.perceiver 1 0 0

transformers.models.perceiver.tokenization_perceiver (15 missing, 0 any)

Symbol Typable Typed Any
meth PerceiverTokenizer.init 9 1 0
meth PerceiverTokenizer._convert_token_to_id 2 0 0
meth PerceiverTokenizer._convert_id_to_token 2 0 0
meth PerceiverTokenizer.convert_tokens_to_string 2 0 0
prop PerceiverTokenizer.vocab_size 1 0 0

transformers.models.perception_lm.configuration_perception_lm (14 missing, 0 any)

Symbol Typable Typed Any
meth PerceptionLMConfig.init 8 0 0
attr PerceptionLMConfig.image_token_id 1 0 0
attr PerceptionLMConfig.video_token_id 1 0 0
attr PerceptionLMConfig.vision_config 1 0 0
attr PerceptionLMConfig.vision_use_cls_token 1 0 0
attr PerceptionLMConfig.text_config 1 0 0
attr PerceptionLMConfig.projector_pooling_ratio 1 0 0

transformers.models.perception_lm.image_processing_perception_lm_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth PerceptionLMImageProcessorFast.preprocess 3 2 0
meth PerceptionLMImageProcessorFast._factors 2 1 0
meth PerceptionLMImageProcessorFast._find_supported_aspect_ratios 1 0 0
meth PerceptionLMImageProcessorFast._fit_image_to_canvas 4 3 0
meth PerceptionLMImageProcessorFast.resize 6 5 0

transformers.models.perception_lm.modeling_perception_lm (27 missing, 0 any)

Symbol Typable Typed Any
meth PerceptionLMModel.init 2 1 0
meth PerceptionLMModel.get_input_embeddings 1 0 0
meth PerceptionLMModel.set_input_embeddings 2 0 0
meth PerceptionLMModel.get_placeholder_mask 5 4 0
meth PerceptionLMModel.forward 14 13 0
attr PerceptionLMModel.vision_tower 1 0 0
attr PerceptionLMModel.multi_modal_projector 1 0 0
attr PerceptionLMModel.language_model 1 0 0
meth PerceptionLMForConditionalGeneration.init 2 1 0
meth PerceptionLMForConditionalGeneration.get_input_embeddings 1 0 0
meth PerceptionLMForConditionalGeneration.set_input_embeddings 2 0 0
meth PerceptionLMForConditionalGeneration.forward 15 14 0
meth PerceptionLMForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr PerceptionLMForConditionalGeneration.model 1 0 0
attr PerceptionLMForConditionalGeneration.lm_head 1 0 0

transformers.models.perception_lm.modular_perception_lm (20 missing, 0 any)

Symbol Typable Typed Any
meth PerceptionLMModel.init 2 1 0
meth PerceptionLMModel.get_placeholder_mask 5 4 0
meth PerceptionLMModel.forward 14 13 0
attr PerceptionLMModel.vision_tower 1 0 0
attr PerceptionLMModel.multi_modal_projector 1 0 0
attr PerceptionLMModel.language_model 1 0 0
meth PerceptionLMForConditionalGeneration.prepare_inputs_for_generation 11 0 0
meth PerceptionLMForConditionalGeneration.forward 15 14 0
meth PerceptionLMForConditionalGeneration.get_image_features 2 0 0

transformers.models.perception_lm.processing_perception_lm (19 missing, 0 any)

Symbol Typable Typed Any
meth PerceptionLMProcessor.init 8 0 0
meth PerceptionLMProcessor._expand_media_tokens 4 2 0
meth PerceptionLMProcessor._get_num_multimodal_tokens 3 0 0
attr PerceptionLMProcessor.patch_size 1 0 0
attr PerceptionLMProcessor.pooling_ratio 1 0 0
attr PerceptionLMProcessor.image_token 1 0 0
attr PerceptionLMProcessor.video_token 1 0 0
attr PerceptionLMProcessor.image_token_id 1 0 0
attr PerceptionLMProcessor.video_token_id 1 0 0

transformers.models.persimmon.configuration_persimmon (20 missing, 0 any)

Symbol Typable Typed Any
meth PersimmonConfig.init 20 18 0
attr PersimmonConfig.vocab_size 1 0 0
attr PersimmonConfig.max_position_embeddings 1 0 0
attr PersimmonConfig.hidden_size 1 0 0
attr PersimmonConfig.intermediate_size 1 0 0
attr PersimmonConfig.num_hidden_layers 1 0 0
attr PersimmonConfig.num_attention_heads 1 0 0
attr PersimmonConfig.hidden_act 1 0 0
attr PersimmonConfig.initializer_range 1 0 0
attr PersimmonConfig.layer_norm_eps 1 0 0
attr PersimmonConfig.use_cache 1 0 0
attr PersimmonConfig.qk_layernorm 1 0 0
attr PersimmonConfig.hidden_dropout 1 0 0
attr PersimmonConfig.attention_dropout 1 0 0
attr PersimmonConfig.rope_parameters 1 0 0
attr PersimmonConfig.tie_word_embeddings 1 0 0
attr PersimmonConfig.pad_token_id 1 0 0
attr PersimmonConfig.bos_token_id 1 0 0
attr PersimmonConfig.eos_token_id 1 0 0

transformers.models.persimmon.modeling_persimmon (14 missing, 0 any)

Symbol Typable Typed Any
meth PersimmonForCausalLM.init 2 0 0
meth PersimmonForCausalLM.forward 13 12 0
attr PersimmonForCausalLM.model 1 0 0
attr PersimmonForCausalLM.vocab_size 1 0 0
attr PersimmonForCausalLM.lm_head 1 0 0
meth PersimmonModel.init 2 1 0
attr PersimmonModel.padding_idx 1 0 0
attr PersimmonModel.vocab_size 1 0 0
attr PersimmonModel.embed_tokens 1 0 0
attr PersimmonModel.layers 1 0 0
attr PersimmonModel.final_layernorm 1 0 0
attr PersimmonModel.rotary_emb 1 0 0
attr PersimmonModel.gradient_checkpointing 1 0 0

transformers.models.phi.configuration_phi (22 missing, 0 any)

Symbol Typable Typed Any
meth PhiConfig.init 22 20 0
attr PhiConfig.vocab_size 1 0 0
attr PhiConfig.hidden_size 1 0 0
attr PhiConfig.intermediate_size 1 0 0
attr PhiConfig.num_hidden_layers 1 0 0
attr PhiConfig.num_attention_heads 1 0 0
attr PhiConfig.num_key_value_heads 1 0 0
attr PhiConfig.resid_pdrop 1 0 0
attr PhiConfig.embd_pdrop 1 0 0
attr PhiConfig.attention_dropout 1 0 0
attr PhiConfig.hidden_act 1 0 0
attr PhiConfig.max_position_embeddings 1 0 0
attr PhiConfig.initializer_range 1 0 0
attr PhiConfig.layer_norm_eps 1 0 0
attr PhiConfig.use_cache 1 0 0
attr PhiConfig.qk_layernorm 1 0 0
attr PhiConfig.rope_parameters 1 0 0
attr PhiConfig.bos_token_id 1 0 0
attr PhiConfig.eos_token_id 1 0 0
attr PhiConfig.pad_token_id 1 0 0
attr PhiConfig.tie_word_embeddings 1 0 0

transformers.models.phi.modeling_phi (14 missing, 0 any)

Symbol Typable Typed Any
meth PhiModel.init 2 1 0
attr PhiModel.padding_idx 1 0 0
attr PhiModel.vocab_size 1 0 0
attr PhiModel.embed_tokens 1 0 0
attr PhiModel.layers 1 0 0
attr PhiModel.rotary_emb 1 0 0
attr PhiModel.gradient_checkpointing 1 0 0
attr PhiModel.embed_dropout 1 0 0
attr PhiModel.final_layernorm 1 0 0
meth PhiForCausalLM.init 2 0 0
attr PhiForCausalLM.model 1 0 0
attr PhiForCausalLM.vocab_size 1 0 0
attr PhiForCausalLM.lm_head 1 0 0

transformers.models.phi.modular_phi (8 missing, 0 any)

Symbol Typable Typed Any
meth PhiModel.init 2 1 0
attr PhiModel.layers 1 0 0
attr PhiModel.embed_dropout 1 0 0
attr PhiModel.final_layernorm 1 0 0
attr PhiPreTrainedModel 1 0 0
meth PhiForCausalLM.init 2 0 0
attr PhiForCausalLM.lm_head 1 0 0

transformers.models.phi3.configuration_phi3 (26 missing, 0 any)

Symbol Typable Typed Any
meth Phi3Config.init 23 21 0
meth Phi3Config.convert_rope_params_to_dict 4 2 0
meth Phi3Config.validate_rope 2 1 0
attr Phi3Config.vocab_size 1 0 0
attr Phi3Config.hidden_size 1 0 0
attr Phi3Config.intermediate_size 1 0 0
attr Phi3Config.num_hidden_layers 1 0 0
attr Phi3Config.num_attention_heads 1 0 0
attr Phi3Config.num_key_value_heads 1 0 0
attr Phi3Config.resid_pdrop 1 0 0
attr Phi3Config.embd_pdrop 1 0 0
attr Phi3Config.attention_dropout 1 0 0
attr Phi3Config.hidden_act 1 0 0
attr Phi3Config.max_position_embeddings 1 0 0
attr Phi3Config.original_max_position_embeddings 1 0 0
attr Phi3Config.initializer_range 1 0 0
attr Phi3Config.rms_norm_eps 1 0 0
attr Phi3Config.use_cache 1 0 0
attr Phi3Config.rope_parameters 1 0 0
attr Phi3Config.sliding_window 1 0 0
attr Phi3Config.bos_token_id 1 0 0
attr Phi3Config.eos_token_id 1 0 0
attr Phi3Config.pad_token_id 1 0 0
attr Phi3Config.tie_word_embeddings 1 0 0

transformers.models.phi3.modeling_phi3 (23 missing, 0 any)

Symbol Typable Typed Any
meth Phi3ForCausalLM.init 2 0 0
meth Phi3ForCausalLM.prepare_inputs_for_generation 10 0 0
attr Phi3ForCausalLM.model 1 0 0
attr Phi3ForCausalLM.vocab_size 1 0 0
attr Phi3ForCausalLM.lm_head 1 0 0
meth Phi3Model.init 2 1 0
attr Phi3Model.padding_idx 1 0 0
attr Phi3Model.vocab_size 1 0 0
attr Phi3Model.embed_tokens 1 0 0
attr Phi3Model.layers 1 0 0
attr Phi3Model.norm 1 0 0
attr Phi3Model.rotary_emb 1 0 0
attr Phi3Model.gradient_checkpointing 1 0 0

transformers.models.phi3.modular_phi3 (11 missing, 0 any)

Symbol Typable Typed Any
meth Phi3ForCausalLM.prepare_inputs_for_generation 10 0 0
attr Phi3Model 1 0 0

transformers.models.phi4_multimodal.configuration_phi4_multimodal (80 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalConfig.init 25 23 0
meth Phi4MultimodalConfig.convert_rope_params_to_dict 4 2 0
meth Phi4MultimodalConfig.validate_rope 2 1 0
attr Phi4MultimodalConfig.vision_config 1 0 0
attr Phi4MultimodalConfig.audio_config 1 0 0
attr Phi4MultimodalConfig.vocab_size 1 0 0
attr Phi4MultimodalConfig.hidden_size 1 0 0
attr Phi4MultimodalConfig.intermediate_size 1 0 0
attr Phi4MultimodalConfig.num_hidden_layers 1 0 0
attr Phi4MultimodalConfig.num_attention_heads 1 0 0
attr Phi4MultimodalConfig.num_key_value_heads 1 0 0
attr Phi4MultimodalConfig.resid_pdrop 1 0 0
attr Phi4MultimodalConfig.embd_pdrop 1 0 0
attr Phi4MultimodalConfig.attention_dropout 1 0 0
attr Phi4MultimodalConfig.hidden_act 1 0 0
attr Phi4MultimodalConfig.max_position_embeddings 1 0 0
attr Phi4MultimodalConfig.original_max_position_embeddings 1 0 0
attr Phi4MultimodalConfig.initializer_range 1 0 0
attr Phi4MultimodalConfig.rms_norm_eps 1 0 0
attr Phi4MultimodalConfig.use_cache 1 0 0
attr Phi4MultimodalConfig.rope_parameters 1 0 0
attr Phi4MultimodalConfig.sliding_window 1 0 0
attr Phi4MultimodalConfig.bos_token_id 1 0 0
attr Phi4MultimodalConfig.eos_token_id 1 0 0
attr Phi4MultimodalConfig.pad_token_id 1 0 0
attr Phi4MultimodalConfig.tie_word_embeddings 1 0 0
meth Phi4MultimodalAudioConfig.init 26 24 0
attr Phi4MultimodalAudioConfig.hidden_size 1 0 0
attr Phi4MultimodalAudioConfig.num_attention_heads 1 0 0
attr Phi4MultimodalAudioConfig.intermediate_size 1 0 0
attr Phi4MultimodalAudioConfig.activation 1 0 0
attr Phi4MultimodalAudioConfig.chunk_size 1 0 0
attr Phi4MultimodalAudioConfig.left_chunk 1 0 0
attr Phi4MultimodalAudioConfig.num_blocks 1 0 0
attr Phi4MultimodalAudioConfig.dropout_rate 1 0 0
attr Phi4MultimodalAudioConfig.ext_pw_out_channel 1 0 0
attr Phi4MultimodalAudioConfig.depthwise_separable_out_channel 1 0 0
attr Phi4MultimodalAudioConfig.depthwise_multiplier 1 0 0
attr Phi4MultimodalAudioConfig.kernel_size 1 0 0
attr Phi4MultimodalAudioConfig.conv_activation 1 0 0
attr Phi4MultimodalAudioConfig.input_size 1 0 0
attr Phi4MultimodalAudioConfig.conv_glu_type 1 0 0
attr Phi4MultimodalAudioConfig.time_reduction 1 0 0
attr Phi4MultimodalAudioConfig.bias_max_distance 1 0 0
attr Phi4MultimodalAudioConfig.bias_symmetric 1 0 0
attr Phi4MultimodalAudioConfig.nemo_activation 1 0 0
attr Phi4MultimodalAudioConfig.nemo_conv_channels 1 0 0
attr Phi4MultimodalAudioConfig.downsample_rate 1 0 0
attr Phi4MultimodalAudioConfig.audio_token_id 1 0 0
attr Phi4MultimodalAudioConfig.initializer_range 1 0 0
attr Phi4MultimodalAudioConfig.feature_layer 1 0 0
attr Phi4MultimodalAudioConfig.nemo_final_size 1 0 0
meth Phi4MultimodalVisionConfig.init 15 3 0
attr Phi4MultimodalVisionConfig.hidden_size 1 0 0
attr Phi4MultimodalVisionConfig.intermediate_size 1 0 0
attr Phi4MultimodalVisionConfig.num_hidden_layers 1 0 0
attr Phi4MultimodalVisionConfig.num_attention_heads 1 0 0
attr Phi4MultimodalVisionConfig.num_channels 1 0 0
attr Phi4MultimodalVisionConfig.patch_size 1 0 0
attr Phi4MultimodalVisionConfig.image_size 1 0 0
attr Phi4MultimodalVisionConfig.attention_dropout 1 0 0
attr Phi4MultimodalVisionConfig.layer_norm_eps 1 0 0
attr Phi4MultimodalVisionConfig.hidden_act 1 0 0
attr Phi4MultimodalVisionConfig.crop_size 1 0 0
attr Phi4MultimodalVisionConfig.image_token_id 1 0 0
attr Phi4MultimodalVisionConfig.feature_layer 1 0 0

transformers.models.phi4_multimodal.feature_extraction_phi4_multimodal (14 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalFeatureExtractor.init 14 12 0
meth Phi4MultimodalFeatureExtractor.call 11 10 0
meth Phi4MultimodalFeatureExtractor._compute_audio_embed_size 2 0 0
attr Phi4MultimodalFeatureExtractor.hop_length 1 0 0
attr Phi4MultimodalFeatureExtractor.n_fft 1 0 0
attr Phi4MultimodalFeatureExtractor.win_length 1 0 0
attr Phi4MultimodalFeatureExtractor.preemphasis 1 0 0
attr Phi4MultimodalFeatureExtractor.padding_value 1 0 0
attr Phi4MultimodalFeatureExtractor.audio_compression_rate 1 0 0
attr Phi4MultimodalFeatureExtractor.audio_downsample_rate 1 0 0
attr Phi4MultimodalFeatureExtractor.audio_feat_stride 1 0 0
attr Phi4MultimodalFeatureExtractor.mel_filters 1 0 0

transformers.models.phi4_multimodal.image_processing_phi4_multimodal_fast (22 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalImageProcessorFast.init 2 1 0
meth Phi4MultimodalImageProcessorFast.find_closest_aspect_ratio 6 0 0
meth Phi4MultimodalImageProcessorFast.dynamic_preprocess 7 0 0
meth Phi4MultimodalImageProcessorFast.pad_to_max_num_crops 3 0 0
meth Phi4MultimodalImageProcessorFast.pad_mask_to_max_num_crops 3 0 0
meth Phi4MultimodalImageProcessorFast._preprocess 13 11 0

transformers.models.phi4_multimodal.modeling_phi4_multimodal (71 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalVisionModel.init 2 1 0
meth Phi4MultimodalVisionModel.forward 4 3 0
attr Phi4MultimodalVisionModel.embeddings 1 0 0
attr Phi4MultimodalVisionModel.encoder 1 0 0
attr Phi4MultimodalVisionModel.post_layernorm 1 0 0
attr Phi4MultimodalVisionModel.head 1 0 0
meth Phi4MultimodalAudioModel.init 2 1 0
meth Phi4MultimodalAudioModel._streaming_mask 5 0 0
meth Phi4MultimodalAudioModel.forward_embeddings 3 0 0
meth Phi4MultimodalAudioModel.calculate_hs_mask 4 0 0
meth Phi4MultimodalAudioModel.forward 4 2 0
attr Phi4MultimodalAudioModel.encoder_embedding 1 0 0
attr Phi4MultimodalAudioModel.embed 1 0 0
attr Phi4MultimodalAudioModel.relative_attention_bias_layer 1 0 0
attr Phi4MultimodalAudioModel.encoders 1 0 0
attr Phi4MultimodalAudioModel.gradient_checkpointing 1 0 0
meth Phi4MultimodalPreTrainedModel._init_weights 2 0 0
meth Phi4MultimodalForCausalLM.init 2 0 0
meth Phi4MultimodalForCausalLM.forward 19 15 0
meth Phi4MultimodalForCausalLM.prepare_inputs_for_generation 16 0 0
attr Phi4MultimodalForCausalLM.model 1 0 0
attr Phi4MultimodalForCausalLM.vocab_size 1 0 0
attr Phi4MultimodalForCausalLM.lm_head 1 0 0
meth Phi4MultimodalAudioPreTrainedModel._init_weights 2 0 0
meth Phi4MultimodalModel.init 2 1 0
meth Phi4MultimodalModel.forward 17 13 0
attr Phi4MultimodalModel.padding_idx 1 0 0
attr Phi4MultimodalModel.vocab_size 1 0 0
attr Phi4MultimodalModel.embed_tokens 1 0 0
attr Phi4MultimodalModel.layers 1 0 0
attr Phi4MultimodalModel.norm 1 0 0
attr Phi4MultimodalModel.rotary_emb 1 0 0
attr Phi4MultimodalModel.gradient_checkpointing 1 0 0
attr Phi4MultimodalModel.embed_dropout 1 0 0
attr Phi4MultimodalModel.embed_tokens_extend 1 0 0
meth Phi4MultimodalVisionPreTrainedModel._init_weights 2 0 0

transformers.models.phi4_multimodal.modular_phi4_multimodal (116 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalAudioModel.init 2 1 0
meth Phi4MultimodalAudioModel._streaming_mask 5 0 0
meth Phi4MultimodalAudioModel.forward_embeddings 3 0 0
meth Phi4MultimodalAudioModel.calculate_hs_mask 4 0 0
meth Phi4MultimodalAudioModel.forward 4 2 0
attr Phi4MultimodalAudioModel.encoder_embedding 1 0 0
attr Phi4MultimodalAudioModel.embed 1 0 0
attr Phi4MultimodalAudioModel.relative_attention_bias_layer 1 0 0
attr Phi4MultimodalAudioModel.encoders 1 0 0
attr Phi4MultimodalAudioModel.gradient_checkpointing 1 0 0
meth Phi4MultimodalPreTrainedModel._init_weights 2 0 0
meth Phi4MultimodalForCausalLM.init 2 0 0
meth Phi4MultimodalForCausalLM.forward 19 15 0
meth Phi4MultimodalForCausalLM.prepare_inputs_for_generation 16 0 0
attr Phi4MultimodalForCausalLM.model 1 0 0
attr Phi4MultimodalForCausalLM.vocab_size 1 0 0
attr Phi4MultimodalForCausalLM.lm_head 1 0 0
meth Phi4MultimodalAudioPreTrainedModel._init_weights 2 0 0
meth Phi4MultimodalVisionPreTrainedModel._init_weights 2 0 0
meth Phi4MultimodalModel.init 2 1 0
meth Phi4MultimodalModel.forward 17 13 0
attr Phi4MultimodalModel.padding_idx 1 0 0
attr Phi4MultimodalModel.vocab_size 1 0 0
attr Phi4MultimodalModel.embed_tokens 1 0 0
attr Phi4MultimodalModel.embed_dropout 1 0 0
attr Phi4MultimodalModel.embed_tokens_extend 1 0 0
attr Phi4MultimodalModel.layers 1 0 0
attr Phi4MultimodalModel.norm 1 0 0
attr Phi4MultimodalModel.gradient_checkpointing 1 0 0
meth Phi4MultimodalVisionModel.init 2 1 0
meth Phi4MultimodalVisionModel.forward 4 3 0
attr Phi4MultimodalVisionModel.embeddings 1 0 0
attr Phi4MultimodalVisionModel.encoder 1 0 0
attr Phi4MultimodalVisionModel.post_layernorm 1 0 0
attr Phi4MultimodalVisionModel.head 1 0 0
meth Phi4MultimodalConfig.init 25 23 0
attr Phi4MultimodalConfig.vision_config 1 0 0
attr Phi4MultimodalConfig.audio_config 1 0 0
meth Phi4MultimodalVisionConfig.init 15 3 0
attr Phi4MultimodalVisionConfig.crop_size 1 0 0
attr Phi4MultimodalVisionConfig.image_token_id 1 0 0
attr Phi4MultimodalVisionConfig.feature_layer 1 0 0
meth Phi4MultimodalAudioConfig.init 26 24 0
attr Phi4MultimodalAudioConfig.hidden_size 1 0 0
attr Phi4MultimodalAudioConfig.num_attention_heads 1 0 0
attr Phi4MultimodalAudioConfig.intermediate_size 1 0 0
attr Phi4MultimodalAudioConfig.activation 1 0 0
attr Phi4MultimodalAudioConfig.chunk_size 1 0 0
attr Phi4MultimodalAudioConfig.left_chunk 1 0 0
attr Phi4MultimodalAudioConfig.num_blocks 1 0 0
attr Phi4MultimodalAudioConfig.dropout_rate 1 0 0
attr Phi4MultimodalAudioConfig.ext_pw_out_channel 1 0 0
attr Phi4MultimodalAudioConfig.depthwise_separable_out_channel 1 0 0
attr Phi4MultimodalAudioConfig.depthwise_multiplier 1 0 0
attr Phi4MultimodalAudioConfig.kernel_size 1 0 0
attr Phi4MultimodalAudioConfig.conv_activation 1 0 0
attr Phi4MultimodalAudioConfig.input_size 1 0 0
attr Phi4MultimodalAudioConfig.conv_glu_type 1 0 0
attr Phi4MultimodalAudioConfig.time_reduction 1 0 0
attr Phi4MultimodalAudioConfig.bias_max_distance 1 0 0
attr Phi4MultimodalAudioConfig.bias_symmetric 1 0 0
attr Phi4MultimodalAudioConfig.nemo_activation 1 0 0
attr Phi4MultimodalAudioConfig.nemo_conv_channels 1 0 0
attr Phi4MultimodalAudioConfig.downsample_rate 1 0 0
attr Phi4MultimodalAudioConfig.audio_token_id 1 0 0
attr Phi4MultimodalAudioConfig.initializer_range 1 0 0
attr Phi4MultimodalAudioConfig.feature_layer 1 0 0
attr Phi4MultimodalAudioConfig.nemo_final_size 1 0 0

transformers.models.phi4_multimodal.processing_phi4_multimodal (9 missing, 0 any)

Symbol Typable Typed Any
meth Phi4MultimodalProcessor.init 5 0 0
attr Phi4MultimodalProcessor.image_token 1 0 0
attr Phi4MultimodalProcessor.image_token_id 1 0 0
attr Phi4MultimodalProcessor.audio_token 1 0 0
attr Phi4MultimodalProcessor.audio_token_id 1 0 0

transformers.models.phimoe.configuration_phimoe (30 missing, 0 any)

Symbol Typable Typed Any
meth PhimoeConfig.init 28 26 0
meth PhimoeConfig.validate_rope 2 0 0
attr PhimoeConfig.vocab_size 1 0 0
attr PhimoeConfig.max_position_embeddings 1 0 0
attr PhimoeConfig.hidden_size 1 0 0
attr PhimoeConfig.intermediate_size 1 0 0
attr PhimoeConfig.num_hidden_layers 1 0 0
attr PhimoeConfig.num_attention_heads 1 0 0
attr PhimoeConfig.sliding_window 1 0 0
attr PhimoeConfig.attention_bias 1 0 0
attr PhimoeConfig.lm_head_bias 1 0 0
attr PhimoeConfig.num_key_value_heads 1 0 0
attr PhimoeConfig.hidden_act 1 0 0
attr PhimoeConfig.initializer_range 1 0 0
attr PhimoeConfig.rms_norm_eps 1 0 0
attr PhimoeConfig.use_cache 1 0 0
attr PhimoeConfig.attention_dropout 1 0 0
attr PhimoeConfig.num_experts_per_tok 1 0 0
attr PhimoeConfig.num_local_experts 1 0 0
attr PhimoeConfig.output_router_logits 1 0 0
attr PhimoeConfig.router_aux_loss_coef 1 0 0
attr PhimoeConfig.router_jitter_noise 1 0 0
attr PhimoeConfig.input_jitter_noise 1 0 0
attr PhimoeConfig.rope_parameters 1 0 0
attr PhimoeConfig.tie_word_embeddings 1 0 0
attr PhimoeConfig.pad_token_id 1 0 0
attr PhimoeConfig.bos_token_id 1 0 0
attr PhimoeConfig.eos_token_id 1 0 0

transformers.models.phimoe.modeling_phimoe (29 missing, 0 any)

Symbol Typable Typed Any
meth PhimoePreTrainedModel._init_weights 2 0 0
attr PhimoePreTrainedModel._can_record_outputs 1 0 0
meth PhimoeForCausalLM.init 2 0 0
meth PhimoeForCausalLM.prepare_inputs_for_generation 10 0 0
attr PhimoeForCausalLM.model 1 0 0
attr PhimoeForCausalLM.vocab_size 1 0 0
attr PhimoeForCausalLM.lm_head 1 0 0
attr PhimoeForCausalLM.router_aux_loss_coef 1 0 0
attr PhimoeForCausalLM.num_experts 1 0 0
attr PhimoeForCausalLM.num_experts_per_tok 1 0 0
meth PhimoeModel.init 2 1 0
attr PhimoeModel.padding_idx 1 0 0
attr PhimoeModel.vocab_size 1 0 0
attr PhimoeModel.embed_tokens 1 0 0
attr PhimoeModel.layers 1 0 0
attr PhimoeModel.norm 1 0 0
attr PhimoeModel.rotary_emb 1 0 0
attr PhimoeModel.gradient_checkpointing 1 0 0

transformers.models.phimoe.modular_phimoe (16 missing, 0 any)

Symbol Typable Typed Any
attr PhimoePreTrainedModel._can_record_outputs 1 0 0
meth PhimoeForCausalLM.init 2 0 0
meth PhimoeForCausalLM.prepare_inputs_for_generation 10 0 0
attr PhimoeForCausalLM.lm_head 1 0 0
meth PhimoeModel.init 2 1 0
attr PhimoeModel.norm 1 0 0

transformers.models.phobert.tokenization_phobert (31 missing, 0 any)

Symbol Typable Typed Any
meth PhobertTokenizer.init 11 0 0
meth PhobertTokenizer.get_vocab 1 0 0
meth PhobertTokenizer.bpe 2 0 0
meth PhobertTokenizer._tokenize 2 0 0
meth PhobertTokenizer._convert_token_to_id 2 0 0
meth PhobertTokenizer._convert_id_to_token 2 0 0
meth PhobertTokenizer.convert_tokens_to_string 2 0 0
meth PhobertTokenizer.add_from_file 2 0 0
prop PhobertTokenizer.vocab_size 1 0 0
attr PhobertTokenizer.vocab_file 1 0 0
attr PhobertTokenizer.merges_file 1 0 0
attr PhobertTokenizer.encoder 1 0 0
attr PhobertTokenizer.decoder 1 0 0
attr PhobertTokenizer.bpe_ranks 1 0 0
attr PhobertTokenizer.cache 1 0 0

transformers.models.pix2struct.configuration_pix2struct (92 missing, 0 any)

Symbol Typable Typed Any
meth Pix2StructVisionConfig.init 17 0 0
attr Pix2StructVisionConfig.hidden_size 1 0 0
attr Pix2StructVisionConfig.patch_embed_hidden_size 1 0 0
attr Pix2StructVisionConfig.d_ff 1 0 0
attr Pix2StructVisionConfig.dropout_rate 1 0 0
attr Pix2StructVisionConfig.num_hidden_layers 1 0 0
attr Pix2StructVisionConfig.num_attention_heads 1 0 0
attr Pix2StructVisionConfig.initializer_range 1 0 0
attr Pix2StructVisionConfig.initializer_factor 1 0 0
attr Pix2StructVisionConfig.attention_dropout 1 0 0
attr Pix2StructVisionConfig.layer_norm_eps 1 0 0
attr Pix2StructVisionConfig.dense_act_fn 1 0 0
attr Pix2StructVisionConfig.seq_len 1 0 0
attr Pix2StructVisionConfig.relative_attention_num_buckets 1 0 0
attr Pix2StructVisionConfig.relative_attention_max_distance 1 0 0
attr Pix2StructVisionConfig.d_kv 1 0 0
meth Pix2StructConfig.init 9 0 0
attr Pix2StructConfig.text_config 1 0 0
attr Pix2StructConfig.vision_config 1 0 0
attr Pix2StructConfig.decoder_start_token_id 1 0 0
attr Pix2StructConfig.pad_token_id 1 0 0
attr Pix2StructConfig.eos_token_id 1 0 0
attr Pix2StructConfig.initializer_factor 1 0 0
attr Pix2StructConfig.initializer_range 1 0 0
attr Pix2StructConfig.is_vqa 1 0 0
attr Pix2StructConfig.tie_word_embeddings 1 0 0
meth Pix2StructTextConfig.init 22 0 0
attr Pix2StructTextConfig.vocab_size 1 0 0
attr Pix2StructTextConfig.hidden_size 1 0 0
attr Pix2StructTextConfig.d_kv 1 0 0
attr Pix2StructTextConfig.d_ff 1 0 0
attr Pix2StructTextConfig.num_layers 1 0 0
attr Pix2StructTextConfig.num_heads 1 0 0
attr Pix2StructTextConfig.relative_attention_num_buckets 1 0 0
attr Pix2StructTextConfig.relative_attention_max_distance 1 0 0
attr Pix2StructTextConfig.dropout_rate 1 0 0
attr Pix2StructTextConfig.layer_norm_epsilon 1 0 0
attr Pix2StructTextConfig.initializer_factor 1 0 0
attr Pix2StructTextConfig.use_cache 1 0 0
attr Pix2StructTextConfig.eos_token_id 1 0 0
attr Pix2StructTextConfig.bos_token_id 1 0 0
attr Pix2StructTextConfig.decoder_start_token_id 1 0 0
attr Pix2StructTextConfig.dense_act_fn 1 0 0
attr Pix2StructTextConfig.pad_token_id 1 0 0
attr Pix2StructTextConfig.tie_word_embeddings 1 0 0
attr Pix2StructTextConfig.is_decoder 1 0 0
attr Pix2StructTextConfig.add_cross_attention 1 0 0

transformers.models.pix2struct.image_processing_pix2struct (9 missing, 0 any)

Symbol Typable Typed Any
meth Pix2StructImageProcessor.init 7 6 0
meth Pix2StructImageProcessor.extract_flattened_patches 6 5 0
meth Pix2StructImageProcessor.normalize 5 4 0
meth Pix2StructImageProcessor.preprocess 11 10 0
attr Pix2StructImageProcessor.patch_size 1 0 0
attr Pix2StructImageProcessor.do_normalize 1 0 0
attr Pix2StructImageProcessor.do_convert_rgb 1 0 0
attr Pix2StructImageProcessor.max_patches 1 0 0
attr Pix2StructImageProcessor.is_vqa 1 0 0

transformers.models.pix2struct.image_processing_pix2struct_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth Pix2StructImageProcessorFast._further_process_kwargs 3 2 0
meth Pix2StructImageProcessorFast._validate_preprocess_kwargs 2 0 0
meth Pix2StructImageProcessorFast._preprocess 8 7 0

transformers.models.pix2struct.modeling_pix2struct (32 missing, 0 any)

Symbol Typable Typed Any
meth Pix2StructPreTrainedModel._init_weights 2 0 0
meth Pix2StructPreTrainedModel._shift_right 2 0 0
prop Pix2StructPreTrainedModel.dummy_inputs 1 0 0
meth Pix2StructVisionModel.init 2 1 0
meth Pix2StructVisionModel.get_input_embeddings 1 0 0
meth Pix2StructVisionModel.forward 7 6 0
attr Pix2StructVisionModel.embeddings 1 0 0
attr Pix2StructVisionModel.encoder 1 0 0
attr Pix2StructVisionModel.layernorm 1 0 0
meth Pix2StructTextModel.init 2 0 0
meth Pix2StructTextModel.set_input_embeddings 2 0 0
meth Pix2StructTextModel.forward 14 13 0
attr Pix2StructTextModel.embed_tokens 1 0 0
attr Pix2StructTextModel.layer 1 0 0
attr Pix2StructTextModel.final_layer_norm 1 0 0
attr Pix2StructTextModel.dropout 1 0 0
attr Pix2StructTextModel.lm_head 1 0 0
attr Pix2StructTextModel.gradient_checkpointing 1 0 0
meth Pix2StructForConditionalGeneration.init 2 1 0
meth Pix2StructForConditionalGeneration.get_input_embeddings 1 0 0
meth Pix2StructForConditionalGeneration.set_input_embeddings 2 0 0
meth Pix2StructForConditionalGeneration.set_output_embeddings 2 0 0
meth Pix2StructForConditionalGeneration.forward 15 14 0
attr Pix2StructForConditionalGeneration.encoder 1 0 0
attr Pix2StructForConditionalGeneration.decoder 1 0 0
attr Pix2StructForConditionalGeneration.is_vqa 1 0 0

transformers.models.pix2struct.processing_pix2struct (5 missing, 0 any)

Symbol Typable Typed Any
meth Pix2StructProcessor.init 3 0 0
meth Pix2StructProcessor.call 4 3 0
prop Pix2StructProcessor.model_input_names 1 0 0

transformers.models.pixio.configuration_pixio (39 missing, 0 any)

Symbol Typable Typed Any
meth PixioConfig.init 21 0 0
attr PixioConfig.hidden_size 1 0 0
attr PixioConfig.num_hidden_layers 1 0 0
attr PixioConfig.num_attention_heads 1 0 0
attr PixioConfig.mlp_ratio 1 0 0
attr PixioConfig.hidden_act 1 0 0
attr PixioConfig.hidden_dropout_prob 1 0 0
attr PixioConfig.attention_probs_dropout_prob 1 0 0
attr PixioConfig.initializer_range 1 0 0
attr PixioConfig.layer_norm_eps 1 0 0
attr PixioConfig.image_size 1 0 0
attr PixioConfig.patch_size 1 0 0
attr PixioConfig.num_channels 1 0 0
attr PixioConfig.qkv_bias 1 0 0
attr PixioConfig.drop_path_rate 1 0 0
attr PixioConfig.stage_names 1 0 0
attr PixioConfig.apply_layernorm 1 0 0
attr PixioConfig.reshape_hidden_states 1 0 0
attr PixioConfig.n_cls_tokens 1 0 0

transformers.models.pixio.modeling_pixio (13 missing, 0 any)

Symbol Typable Typed Any
meth PixioBackbone.init 2 0 0
meth PixioBackbone.forward 4 3 0
attr PixioBackbone.num_features 1 0 0
attr PixioBackbone.embeddings 1 0 0
attr PixioBackbone.encoder 1 0 0
attr PixioBackbone.layernorm 1 0 0
meth PixioModel.init 2 1 0
meth PixioModel.forward 4 3 0
attr PixioModel.embeddings 1 0 0
attr PixioModel.encoder 1 0 0
attr PixioModel.layernorm 1 0 0
meth PixioPreTrainedModel._init_weights 2 1 0

transformers.models.pixio.modular_pixio (29 missing, 0 any)

Symbol Typable Typed Any
meth PixioBackbone.forward 4 3 0
meth PixioModel.init 2 1 0
meth PixioModel.forward 4 3 0
attr PixioModel.config 1 0 0
attr PixioModel.embeddings 1 0 0
attr PixioModel.encoder 1 0 0
attr PixioModel.layernorm 1 0 0
meth PixioConfig.init 21 0 0
attr PixioConfig.n_cls_tokens 1 0 0

transformers.models.pixtral.configuration_pixtral (14 missing, 0 any)

Symbol Typable Typed Any
meth PixtralVisionConfig.init 13 11 0
attr PixtralVisionConfig.hidden_size 1 0 0
attr PixtralVisionConfig.intermediate_size 1 0 0
attr PixtralVisionConfig.num_hidden_layers 1 0 0
attr PixtralVisionConfig.num_attention_heads 1 0 0
attr PixtralVisionConfig.num_channels 1 0 0
attr PixtralVisionConfig.patch_size 1 0 0
attr PixtralVisionConfig.image_size 1 0 0
attr PixtralVisionConfig.attention_dropout 1 0 0
attr PixtralVisionConfig.hidden_act 1 0 0
attr PixtralVisionConfig.head_dim 1 0 0
attr PixtralVisionConfig.initializer_range 1 0 0
attr PixtralVisionConfig.rope_parameters 1 0 0

transformers.models.pixtral.image_processing_pixtral (14 missing, 0 any)

Symbol Typable Typed Any
meth PixtralImageProcessor.init 12 11 0
meth PixtralImageProcessor.resize 8 7 0
meth PixtralImageProcessor._pad_for_batching 5 4 0
meth PixtralImageProcessor.preprocess 16 15 0
attr PixtralImageProcessor.do_resize 1 0 0
attr PixtralImageProcessor.size 1 0 0
attr PixtralImageProcessor.patch_size 1 0 0
attr PixtralImageProcessor.resample 1 0 0
attr PixtralImageProcessor.do_rescale 1 0 0
attr PixtralImageProcessor.rescale_factor 1 0 0
attr PixtralImageProcessor.do_normalize 1 0 0
attr PixtralImageProcessor.image_mean 1 0 0
attr PixtralImageProcessor.image_std 1 0 0
attr PixtralImageProcessor.do_convert_rgb 1 0 0

transformers.models.pixtral.image_processing_pixtral_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth PixtralImageProcessorFast.init 2 1 0
meth PixtralImageProcessorFast.resize 6 5 0
meth PixtralImageProcessorFast._pad_for_batching 3 2 0
meth PixtralImageProcessorFast._preprocess 16 15 0

transformers.models.pixtral.modeling_pixtral (9 missing, 0 any)

Symbol Typable Typed Any
meth PixtralVisionModel.init 2 0 0
meth PixtralVisionModel.get_input_embeddings 1 0 0
meth PixtralVisionModel.forward 8 7 0
attr PixtralVisionModel.patch_conv 1 0 0
attr PixtralVisionModel.patch_size 1 0 0
attr PixtralVisionModel.ln_pre 1 0 0
attr PixtralVisionModel.transformer 1 0 0
attr PixtralVisionModel.patch_positional_embedding 1 0 0

transformers.models.pixtral.processing_pixtral (21 missing, 0 any)

Symbol Typable Typed Any
meth PixtralProcessor.init 10 2 0
meth PixtralProcessor._get_num_multimodal_tokens 3 0 0
prop PixtralProcessor.model_input_names 1 0 0
attr PixtralProcessor.patch_size 1 0 0
attr PixtralProcessor.spatial_merge_size 1 0 0
attr PixtralProcessor.image_token 1 0 0
attr PixtralProcessor.image_token_id 1 0 0
attr PixtralProcessor.image_break_token 1 0 0
attr PixtralProcessor.image_end_token 1 0 0
attr PixtralProcessor.image_break_token_id 1 0 0
attr PixtralProcessor.image_end_token_id 1 0 0
attr PixtralProcessor.image_ids 1 0 0

transformers.models.plbart.configuration_plbart (54 missing, 0 any)

Symbol Typable Typed Any
meth PLBartConfig.init 28 0 0
attr PLBartConfig.is_decoder 1 0 0
attr PLBartConfig.tie_word_embeddings 1 0 0
attr PLBartConfig.vocab_size 1 0 0
attr PLBartConfig.max_position_embeddings 1 0 0
attr PLBartConfig.d_model 1 0 0
attr PLBartConfig.encoder_ffn_dim 1 0 0
attr PLBartConfig.encoder_layers 1 0 0
attr PLBartConfig.encoder_attention_heads 1 0 0
attr PLBartConfig.decoder_ffn_dim 1 0 0
attr PLBartConfig.decoder_layers 1 0 0
attr PLBartConfig.decoder_attention_heads 1 0 0
attr PLBartConfig.dropout 1 0 0
attr PLBartConfig.attention_dropout 1 0 0
attr PLBartConfig.activation_dropout 1 0 0
attr PLBartConfig.activation_function 1 0 0
attr PLBartConfig.init_std 1 0 0
attr PLBartConfig.encoder_layerdrop 1 0 0
attr PLBartConfig.decoder_layerdrop 1 0 0
attr PLBartConfig.classifier_dropout 1 0 0
attr PLBartConfig.use_cache 1 0 0
attr PLBartConfig.num_hidden_layers 1 0 0
attr PLBartConfig.scale_embedding 1 0 0
attr PLBartConfig.pad_token_id 1 0 0
attr PLBartConfig.bos_token_id 1 0 0
attr PLBartConfig.eos_token_id 1 0 0
attr PLBartConfig.forced_eos_token_id 1 0 0

transformers.models.plbart.modeling_plbart (28 missing, 0 any)

Symbol Typable Typed Any
meth PLBartForConditionalGeneration.init 2 1 0
meth PLBartForConditionalGeneration.forward 16 15 0
meth PLBartForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr PLBartForConditionalGeneration.model 1 0 0
attr PLBartForConditionalGeneration.lm_head 1 0 0
meth PLBartPreTrainedModel._init_weights 2 0 0
meth PLBartForSequenceClassification.init 3 1 0
meth PLBartForSequenceClassification.forward 15 14 0
attr PLBartForSequenceClassification.model 1 0 0
attr PLBartForSequenceClassification.classification_head 1 0 0
meth PLBartModel.init 2 1 0
meth PLBartModel.get_input_embeddings 1 0 0
meth PLBartModel.set_input_embeddings 2 0 0
meth PLBartModel.forward 15 14 0
attr PLBartModel.shared 1 0 0
attr PLBartModel.encoder 1 0 0
attr PLBartModel.decoder 1 0 0
meth PLBartForCausalLM.init 2 0 0
meth PLBartForCausalLM.get_input_embeddings 1 0 0
meth PLBartForCausalLM.set_input_embeddings 2 0 0
meth PLBartForCausalLM.forward 15 14 0
attr PLBartForCausalLM.model 1 0 0
attr PLBartForCausalLM.lm_head 1 0 0

transformers.models.plbart.modular_plbart (19 missing, 0 any)

Symbol Typable Typed Any
meth PLBartForConditionalGeneration.init 2 1 0
meth PLBartForConditionalGeneration.forward 16 15 0
meth PLBartForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr PLBartForConditionalGeneration.model 1 0 0
attr PLBartForConditionalGeneration.lm_head 1 0 0
meth PLBartPreTrainedModel._init_weights 2 0 0
meth PLBartForSequenceClassification.forward 2 0 0
meth PLBartModel.init 2 1 0
meth PLBartModel.get_input_embeddings 1 0 0
meth PLBartModel.set_input_embeddings 2 0 0
meth PLBartModel.forward 15 14 0
attr PLBartModel.shared 1 0 0
attr PLBartModel.encoder 1 0 0
attr PLBartModel.decoder 1 0 0
meth PLBartForCausalLM.forward 2 0 0

transformers.models.plbart.tokenization_plbart (44 missing, 0 any)

Symbol Typable Typed Any
meth PLBartTokenizer.init 16 1 0
meth PLBartTokenizer.get_vocab 1 0 0
meth PLBartTokenizer._build_translation_inputs 6 3 0
meth PLBartTokenizer._convert_token_to_id 2 0 0
meth PLBartTokenizer._convert_id_to_token 2 0 0
meth PLBartTokenizer.prepare_seq2seq_batch 6 5 0
meth PLBartTokenizer._switch_to_input_mode 1 0 0
meth PLBartTokenizer._switch_to_target_mode 1 0 0
meth PLBartTokenizer.set_src_lang_special_tokens 2 1 0
meth PLBartTokenizer.decode 5 0 0
prop PLBartTokenizer.vocab_size 1 0 0
attr PLBartTokenizer.sp_model_kwargs 1 0 0
attr PLBartTokenizer.language_codes 1 0 0
attr PLBartTokenizer.vocab_file 1 0 0
attr PLBartTokenizer.lang_code_to_id 1 0 0
attr PLBartTokenizer.id_to_lang_code 1 0 0
attr PLBartTokenizer.fairseq_tokens_to_ids 1 0 0
attr PLBartTokenizer.fairseq_ids_to_tokens 1 0 0
attr PLBartTokenizer.fairseq_offset 1 0 0
attr PLBartTokenizer.sp_model_size 1 0 0
attr PLBartTokenizer.tgt_lang 1 0 0
attr PLBartTokenizer.cur_lang_code_id 1 0 0

transformers.models.poolformer.configuration_poolformer (34 missing, 0 any)

Symbol Typable Typed Any
meth PoolFormerConfig.init 18 0 0
attr PoolFormerConfig.num_channels 1 0 0
attr PoolFormerConfig.patch_size 1 0 0
attr PoolFormerConfig.stride 1 0 0
attr PoolFormerConfig.padding 1 0 0
attr PoolFormerConfig.pool_size 1 0 0
attr PoolFormerConfig.hidden_sizes 1 0 0
attr PoolFormerConfig.mlp_ratio 1 0 0
attr PoolFormerConfig.depths 1 0 0
attr PoolFormerConfig.patch_sizes 1 0 0
attr PoolFormerConfig.strides 1 0 0
attr PoolFormerConfig.num_encoder_blocks 1 0 0
attr PoolFormerConfig.drop_path_rate 1 0 0
attr PoolFormerConfig.hidden_act 1 0 0
attr PoolFormerConfig.use_layer_scale 1 0 0
attr PoolFormerConfig.layer_scale_init_value 1 0 0
attr PoolFormerConfig.initializer_range 1 0 0

transformers.models.poolformer.image_processing_poolformer (13 missing, 0 any)

Symbol Typable Typed Any
meth PoolFormerImageProcessor.init 13 12 0
meth PoolFormerImageProcessor.resize 8 7 0
attr PoolFormerImageProcessor.do_resize 1 0 0
attr PoolFormerImageProcessor.size 1 0 0
attr PoolFormerImageProcessor.crop_pct 1 0 0
attr PoolFormerImageProcessor.resample 1 0 0
attr PoolFormerImageProcessor.do_center_crop 1 0 0
attr PoolFormerImageProcessor.crop_size 1 0 0
attr PoolFormerImageProcessor.do_rescale 1 0 0
attr PoolFormerImageProcessor.rescale_factor 1 0 0
attr PoolFormerImageProcessor.do_normalize 1 0 0
attr PoolFormerImageProcessor.image_mean 1 0 0
attr PoolFormerImageProcessor.image_std 1 0 0

transformers.models.poolformer.image_processing_poolformer_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth PoolFormerImageProcessorFast.init 2 1 0
meth PoolFormerImageProcessorFast.resize 7 6 0
meth PoolFormerImageProcessorFast.center_crop 4 3 0
meth PoolFormerImageProcessorFast._preprocess 16 15 0

transformers.models.poolformer.modeling_poolformer (19 missing, 0 any)

Symbol Typable Typed Any
meth PoolFormerForImageClassification.init 2 0 0
meth PoolFormerForImageClassification.get_input_embeddings 1 0 0
meth PoolFormerForImageClassification.set_input_embeddings 2 0 0
meth PoolFormerForImageClassification.forward 6 5 0
attr PoolFormerForImageClassification.num_labels 1 0 0
attr PoolFormerForImageClassification.poolformer 1 0 0
attr PoolFormerForImageClassification.norm 1 0 0
attr PoolFormerForImageClassification.classifier 1 0 0
meth PoolFormerModel.init 2 0 0
meth PoolFormerModel.get_input_embeddings 1 0 0
meth PoolFormerModel.set_input_embeddings 2 0 0
meth PoolFormerModel.forward 5 4 0
attr PoolFormerModel.encoder 1 0 0
meth PoolFormerPreTrainedModel._init_weights 2 0 0

transformers.models.pop2piano.configuration_pop2piano (47 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoConfig.init 23 0 0
attr Pop2PianoConfig.is_decoder 1 0 0
attr Pop2PianoConfig.tie_word_embeddings 1 0 0
attr Pop2PianoConfig.vocab_size 1 0 0
attr Pop2PianoConfig.composer_vocab_size 1 0 0
attr Pop2PianoConfig.d_model 1 0 0
attr Pop2PianoConfig.d_kv 1 0 0
attr Pop2PianoConfig.d_ff 1 0 0
attr Pop2PianoConfig.num_layers 1 0 0
attr Pop2PianoConfig.num_decoder_layers 1 0 0
attr Pop2PianoConfig.num_heads 1 0 0
attr Pop2PianoConfig.relative_attention_num_buckets 1 0 0
attr Pop2PianoConfig.relative_attention_max_distance 1 0 0
attr Pop2PianoConfig.dropout_rate 1 0 0
attr Pop2PianoConfig.layer_norm_epsilon 1 0 0
attr Pop2PianoConfig.initializer_factor 1 0 0
attr Pop2PianoConfig.feed_forward_proj 1 0 0
attr Pop2PianoConfig.use_cache 1 0 0
attr Pop2PianoConfig.dense_act_fn 1 0 0
attr Pop2PianoConfig.is_gated_act 1 0 0
attr Pop2PianoConfig.hidden_size 1 0 0
attr Pop2PianoConfig.num_attention_heads 1 0 0
attr Pop2PianoConfig.num_hidden_layers 1 0 0
attr Pop2PianoConfig.pad_token_id 1 0 0
attr Pop2PianoConfig.eos_token_id 1 0 0

transformers.models.pop2piano.feature_extraction_pop2piano (18 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoFeatureExtractor.init 9 7 0
meth Pop2PianoFeatureExtractor.mel_spectrogram 2 1 0
meth Pop2PianoFeatureExtractor.extract_rhythm 2 1 0
meth Pop2PianoFeatureExtractor.interpolate_beat_times 4 3 0
meth Pop2PianoFeatureExtractor.preprocess_mel 3 2 0
meth Pop2PianoFeatureExtractor._pad 3 1 0
meth Pop2PianoFeatureExtractor.pad 5 4 0
meth Pop2PianoFeatureExtractor.call 8 7 0
attr Pop2PianoFeatureExtractor.sampling_rate 1 0 0
attr Pop2PianoFeatureExtractor.padding_value 1 0 0
attr Pop2PianoFeatureExtractor.window_size 1 0 0
attr Pop2PianoFeatureExtractor.hop_length 1 0 0
attr Pop2PianoFeatureExtractor.min_frequency 1 0 0
attr Pop2PianoFeatureExtractor.feature_size 1 0 0
attr Pop2PianoFeatureExtractor.num_bars 1 0 0
attr Pop2PianoFeatureExtractor.mel_filters 1 0 0

transformers.models.pop2piano.modeling_pop2piano (23 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoPreTrainedModel._init_weights 2 0 0
meth Pop2PianoPreTrainedModel._shift_right 2 0 0
meth Pop2PianoForConditionalGeneration.init 2 1 0
meth Pop2PianoForConditionalGeneration.get_input_embeddings 1 0 0
meth Pop2PianoForConditionalGeneration.set_input_embeddings 2 0 0
meth Pop2PianoForConditionalGeneration.get_mel_conditioner_outputs 5 4 0
meth Pop2PianoForConditionalGeneration.forward 17 16 0
meth Pop2PianoForConditionalGeneration.generate 6 0 0
meth Pop2PianoForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr Pop2PianoForConditionalGeneration.model_dim 1 0 0
attr Pop2PianoForConditionalGeneration.shared 1 0 0
attr Pop2PianoForConditionalGeneration.mel_conditioner 1 0 0
attr Pop2PianoForConditionalGeneration.encoder 1 0 0
attr Pop2PianoForConditionalGeneration.decoder 1 0 0
attr Pop2PianoForConditionalGeneration.lm_head 1 0 0

transformers.models.pop2piano.processing_pop2piano (11 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoProcessor.init 3 0 0
meth Pop2PianoProcessor.call 12 11 0
meth Pop2PianoProcessor.batch_decode 4 3 0
meth Pop2PianoProcessor.save_pretrained 3 0 0
meth Pop2PianoProcessor.from_pretrained 3 0 0

transformers.models.pop2piano.tokenization_pop2piano (26 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoTokenizer.init 9 0 0
meth Pop2PianoTokenizer.get_vocab 1 0 0
meth Pop2PianoTokenizer._convert_token_to_id 3 1 0
meth Pop2PianoTokenizer.relative_batch_tokens_ids_to_notes 5 4 0
meth Pop2PianoTokenizer.relative_batch_tokens_ids_to_midi 6 5 0
meth Pop2PianoTokenizer.relative_tokens_ids_to_notes 4 3 0
meth Pop2PianoTokenizer.notes_to_midi 4 3 0
meth Pop2PianoTokenizer.encode_plus 5 4 0
meth Pop2PianoTokenizer.batch_encode_plus 5 4 0
meth Pop2PianoTokenizer.call 10 9 0
meth Pop2PianoTokenizer.batch_decode 4 2 0
prop Pop2PianoTokenizer.vocab_size 1 0 0
attr Pop2PianoTokenizer.default_velocity 1 0 0
attr Pop2PianoTokenizer.num_bars 1 0 0
attr Pop2PianoTokenizer.decoder 1 0 0
attr Pop2PianoTokenizer.encoder 1 0 0

transformers.models.pp_doclayout_v2.configuration_pp_doclayout_v2 (83 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV2Config.init 43 0 0
attr PPDocLayoutV2Config.initializer_range 1 0 0
attr PPDocLayoutV2Config.initializer_bias_prior_prob 1 0 0
attr PPDocLayoutV2Config.layer_norm_eps 1 0 0
attr PPDocLayoutV2Config.batch_norm_eps 1 0 0
attr PPDocLayoutV2Config.backbone_config 1 0 0
attr PPDocLayoutV2Config.freeze_backbone_batch_norms 1 0 0
attr PPDocLayoutV2Config.encoder_hidden_dim 1 0 0
attr PPDocLayoutV2Config.encoder_in_channels 1 0 0
attr PPDocLayoutV2Config.feat_strides 1 0 0
attr PPDocLayoutV2Config.encoder_layers 1 0 0
attr PPDocLayoutV2Config.encoder_ffn_dim 1 0 0
attr PPDocLayoutV2Config.encoder_attention_heads 1 0 0
attr PPDocLayoutV2Config.dropout 1 0 0
attr PPDocLayoutV2Config.activation_dropout 1 0 0
attr PPDocLayoutV2Config.encode_proj_layers 1 0 0
attr PPDocLayoutV2Config.positional_encoding_temperature 1 0 0
attr PPDocLayoutV2Config.encoder_activation_function 1 0 0
attr PPDocLayoutV2Config.activation_function 1 0 0
attr PPDocLayoutV2Config.eval_size 1 0 0
attr PPDocLayoutV2Config.normalize_before 1 0 0
attr PPDocLayoutV2Config.hidden_expansion 1 0 0
attr PPDocLayoutV2Config.d_model 1 0 0
attr PPDocLayoutV2Config.num_queries 1 0 0
attr PPDocLayoutV2Config.decoder_in_channels 1 0 0
attr PPDocLayoutV2Config.decoder_ffn_dim 1 0 0
attr PPDocLayoutV2Config.num_feature_levels 1 0 0
attr PPDocLayoutV2Config.decoder_n_points 1 0 0
attr PPDocLayoutV2Config.decoder_layers 1 0 0
attr PPDocLayoutV2Config.decoder_attention_heads 1 0 0
attr PPDocLayoutV2Config.decoder_activation_function 1 0 0
attr PPDocLayoutV2Config.attention_dropout 1 0 0
attr PPDocLayoutV2Config.num_denoising 1 0 0
attr PPDocLayoutV2Config.label_noise_ratio 1 0 0
attr PPDocLayoutV2Config.box_noise_scale 1 0 0
attr PPDocLayoutV2Config.learn_initial_query 1 0 0
attr PPDocLayoutV2Config.anchor_image_size 1 0 0
attr PPDocLayoutV2Config.disable_custom_kernels 1 0 0
attr PPDocLayoutV2Config.class_thresholds 1 0 0
attr PPDocLayoutV2Config.class_order 1 0 0
attr PPDocLayoutV2Config.reading_order_config 1 0 0

transformers.models.pp_doclayout_v2.image_processing_pp_doclayout_v2_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV2ImageProcessorFast._preprocess 17 16 0
meth PPDocLayoutV2ImageProcessorFast._get_order_seqs 2 0 0
meth PPDocLayoutV2ImageProcessorFast.extract_custom_vertices 1 0 0
meth PPDocLayoutV2ImageProcessorFast.post_process_object_detection 4 2 0

transformers.models.pp_doclayout_v2.modeling_pp_doclayout_v2 (38 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV2ForObjectDetection.init 2 1 0
meth PPDocLayoutV2ForObjectDetection._set_aux_loss 3 0 0
attr PPDocLayoutV2ForObjectDetection.model 1 0 0
attr PPDocLayoutV2ForObjectDetection.reading_order 1 0 0
attr PPDocLayoutV2ForObjectDetection.num_queries 1 0 0
meth PPDocLayoutV2PreTrainedModel._init_weights 2 0 0
meth PPDocLayoutV2Model.init 2 1 0
meth PPDocLayoutV2Model.freeze_backbone 1 0 0
meth PPDocLayoutV2Model.unfreeze_backbone 1 0 0
meth PPDocLayoutV2Model.generate_anchors 5 0 0
attr PPDocLayoutV2Model.backbone 1 0 0
attr PPDocLayoutV2Model.encoder_input_proj 1 0 0
attr PPDocLayoutV2Model.encoder 1 0 0
attr PPDocLayoutV2Model.enc_output 1 0 0
attr PPDocLayoutV2Model.enc_score_head 1 0 0
attr PPDocLayoutV2Model.enc_bbox_head 1 0 0
attr PPDocLayoutV2Model.decoder_input_proj 1 0 0
attr PPDocLayoutV2Model.decoder 1 0 0
attr PPDocLayoutV2Model.denoising_class_embed 1 0 0
attr PPDocLayoutV2Model.weight_embedding 1 0 0
meth PPDocLayoutV2ReadingOrder.init 2 0 0
meth PPDocLayoutV2ReadingOrder.forward 5 1 0
attr PPDocLayoutV2ReadingOrder.embeddings 1 0 0
attr PPDocLayoutV2ReadingOrder.label_embeddings 1 0 0
attr PPDocLayoutV2ReadingOrder.label_features_projection 1 0 0
attr PPDocLayoutV2ReadingOrder.encoder 1 0 0
attr PPDocLayoutV2ReadingOrder.relative_head 1 0 0

transformers.models.pp_doclayout_v2.modular_pp_doclayout_v2 (108 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV2PreTrainedModel._init_weights 2 0 0
meth PPDocLayoutV2Config.init 43 0 0
attr PPDocLayoutV2Config.initializer_range 1 0 0
attr PPDocLayoutV2Config.initializer_bias_prior_prob 1 0 0
attr PPDocLayoutV2Config.layer_norm_eps 1 0 0
attr PPDocLayoutV2Config.batch_norm_eps 1 0 0
attr PPDocLayoutV2Config.backbone_config 1 0 0
attr PPDocLayoutV2Config.freeze_backbone_batch_norms 1 0 0
attr PPDocLayoutV2Config.encoder_hidden_dim 1 0 0
attr PPDocLayoutV2Config.encoder_in_channels 1 0 0
attr PPDocLayoutV2Config.feat_strides 1 0 0
attr PPDocLayoutV2Config.encoder_layers 1 0 0
attr PPDocLayoutV2Config.encoder_ffn_dim 1 0 0
attr PPDocLayoutV2Config.encoder_attention_heads 1 0 0
attr PPDocLayoutV2Config.dropout 1 0 0
attr PPDocLayoutV2Config.activation_dropout 1 0 0
attr PPDocLayoutV2Config.encode_proj_layers 1 0 0
attr PPDocLayoutV2Config.positional_encoding_temperature 1 0 0
attr PPDocLayoutV2Config.encoder_activation_function 1 0 0
attr PPDocLayoutV2Config.activation_function 1 0 0
attr PPDocLayoutV2Config.eval_size 1 0 0
attr PPDocLayoutV2Config.normalize_before 1 0 0
attr PPDocLayoutV2Config.hidden_expansion 1 0 0
attr PPDocLayoutV2Config.d_model 1 0 0
attr PPDocLayoutV2Config.num_queries 1 0 0
attr PPDocLayoutV2Config.decoder_in_channels 1 0 0
attr PPDocLayoutV2Config.decoder_ffn_dim 1 0 0
attr PPDocLayoutV2Config.num_feature_levels 1 0 0
attr PPDocLayoutV2Config.decoder_n_points 1 0 0
attr PPDocLayoutV2Config.decoder_layers 1 0 0
attr PPDocLayoutV2Config.decoder_attention_heads 1 0 0
attr PPDocLayoutV2Config.decoder_activation_function 1 0 0
attr PPDocLayoutV2Config.attention_dropout 1 0 0
attr PPDocLayoutV2Config.num_denoising 1 0 0
attr PPDocLayoutV2Config.label_noise_ratio 1 0 0
attr PPDocLayoutV2Config.box_noise_scale 1 0 0
attr PPDocLayoutV2Config.learn_initial_query 1 0 0
attr PPDocLayoutV2Config.anchor_image_size 1 0 0
attr PPDocLayoutV2Config.disable_custom_kernels 1 0 0
attr PPDocLayoutV2Config.class_thresholds 1 0 0
attr PPDocLayoutV2Config.class_order 1 0 0
attr PPDocLayoutV2Config.reading_order_config 1 0 0
meth PPDocLayoutV2ImageProcessorFast.extract_custom_vertices 1 0 0
meth PPDocLayoutV2ImageProcessorFast._mask2polygon 1 0 0
meth PPDocLayoutV2ImageProcessorFast._extract_polygon_points_by_masks 1 0 0
meth PPDocLayoutV2ImageProcessorFast.post_process_object_detection 4 2 0
meth PPDocLayoutV2ForObjectDetection.init 2 1 0
attr PPDocLayoutV2ForObjectDetection.reading_order 1 0 0
attr PPDocLayoutV2ForObjectDetection.num_queries 1 0 0
attr PPDocLayoutV2ForObjectDetection.config 1 0 0
meth PPDocLayoutV2Model.init 2 1 0
attr PPDocLayoutV2Model.denoising_class_embed 1 0 0
meth PPDocLayoutV2ReadingOrder.init 2 0 0
meth PPDocLayoutV2ReadingOrder.forward 5 1 0
attr PPDocLayoutV2ReadingOrder.embeddings 1 0 0
attr PPDocLayoutV2ReadingOrder.label_embeddings 1 0 0
attr PPDocLayoutV2ReadingOrder.label_features_projection 1 0 0
attr PPDocLayoutV2ReadingOrder.encoder 1 0 0
attr PPDocLayoutV2ReadingOrder.relative_head 1 0 0
attr PPDocLayoutV2ReadingOrder.config 1 0 0

transformers.models.pp_doclayout_v3.configuration_pp_doclayout_v3 (91 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV3Config.init 47 0 0
attr PPDocLayoutV3Config.initializer_range 1 0 0
attr PPDocLayoutV3Config.initializer_bias_prior_prob 1 0 0
attr PPDocLayoutV3Config.layer_norm_eps 1 0 0
attr PPDocLayoutV3Config.batch_norm_eps 1 0 0
attr PPDocLayoutV3Config.tie_word_embeddings 1 0 0
attr PPDocLayoutV3Config.backbone_config 1 0 0
attr PPDocLayoutV3Config.freeze_backbone_batch_norms 1 0 0
attr PPDocLayoutV3Config.encoder_hidden_dim 1 0 0
attr PPDocLayoutV3Config.encoder_in_channels 1 0 0
attr PPDocLayoutV3Config.feat_strides 1 0 0
attr PPDocLayoutV3Config.encoder_layers 1 0 0
attr PPDocLayoutV3Config.encoder_ffn_dim 1 0 0
attr PPDocLayoutV3Config.encoder_attention_heads 1 0 0
attr PPDocLayoutV3Config.dropout 1 0 0
attr PPDocLayoutV3Config.activation_dropout 1 0 0
attr PPDocLayoutV3Config.encode_proj_layers 1 0 0
attr PPDocLayoutV3Config.positional_encoding_temperature 1 0 0
attr PPDocLayoutV3Config.encoder_activation_function 1 0 0
attr PPDocLayoutV3Config.activation_function 1 0 0
attr PPDocLayoutV3Config.eval_size 1 0 0
attr PPDocLayoutV3Config.normalize_before 1 0 0
attr PPDocLayoutV3Config.hidden_expansion 1 0 0
attr PPDocLayoutV3Config.mask_feature_channels 1 0 0
attr PPDocLayoutV3Config.x4_feat_dim 1 0 0
attr PPDocLayoutV3Config.d_model 1 0 0
attr PPDocLayoutV3Config.num_queries 1 0 0
attr PPDocLayoutV3Config.num_prototypes 1 0 0
attr PPDocLayoutV3Config.decoder_in_channels 1 0 0
attr PPDocLayoutV3Config.decoder_ffn_dim 1 0 0
attr PPDocLayoutV3Config.num_feature_levels 1 0 0
attr PPDocLayoutV3Config.decoder_n_points 1 0 0
attr PPDocLayoutV3Config.decoder_layers 1 0 0
attr PPDocLayoutV3Config.decoder_attention_heads 1 0 0
attr PPDocLayoutV3Config.decoder_activation_function 1 0 0
attr PPDocLayoutV3Config.attention_dropout 1 0 0
attr PPDocLayoutV3Config.num_denoising 1 0 0
attr PPDocLayoutV3Config.label_noise_ratio 1 0 0
attr PPDocLayoutV3Config.mask_enhanced 1 0 0
attr PPDocLayoutV3Config.box_noise_scale 1 0 0
attr PPDocLayoutV3Config.learn_initial_query 1 0 0
attr PPDocLayoutV3Config.anchor_image_size 1 0 0
attr PPDocLayoutV3Config.disable_custom_kernels 1 0 0
attr PPDocLayoutV3Config.global_pointer_head_size 1 0 0
attr PPDocLayoutV3Config.gp_dropout_value 1 0 0

transformers.models.pp_doclayout_v3.image_processing_pp_doclayout_v3_fast (15 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV3ImageProcessorFast._preprocess 17 16 0
meth PPDocLayoutV3ImageProcessorFast._get_order_seqs 2 0 0
meth PPDocLayoutV3ImageProcessorFast.extract_custom_vertices 3 0 0
meth PPDocLayoutV3ImageProcessorFast._mask2polygon 3 0 0
meth PPDocLayoutV3ImageProcessorFast._extract_polygon_points_by_masks 4 0 0
meth PPDocLayoutV3ImageProcessorFast.post_process_object_detection 4 2 0

transformers.models.pp_doclayout_v3.modeling_pp_doclayout_v3 (31 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV3Model.init 2 1 0
meth PPDocLayoutV3Model.freeze_backbone 1 0 0
meth PPDocLayoutV3Model.unfreeze_backbone 1 0 0
meth PPDocLayoutV3Model.generate_anchors 5 0 0
attr PPDocLayoutV3Model.backbone 1 0 0
attr PPDocLayoutV3Model.encoder_input_proj 1 0 0
attr PPDocLayoutV3Model.encoder 1 0 0
attr PPDocLayoutV3Model.enc_output 1 0 0
attr PPDocLayoutV3Model.enc_score_head 1 0 0
attr PPDocLayoutV3Model.enc_bbox_head 1 0 0
attr PPDocLayoutV3Model.decoder_input_proj 1 0 0
attr PPDocLayoutV3Model.decoder 1 0 0
attr PPDocLayoutV3Model.decoder_order_head 1 0 0
attr PPDocLayoutV3Model.decoder_global_pointer 1 0 0
attr PPDocLayoutV3Model.decoder_norm 1 0 0
attr PPDocLayoutV3Model.mask_enhanced 1 0 0
attr PPDocLayoutV3Model.mask_query_head 1 0 0
attr PPDocLayoutV3Model.denoising_class_embed 1 0 0
attr PPDocLayoutV3Model.weight_embedding 1 0 0
meth PPDocLayoutV3ForObjectDetection.init 2 1 0
meth PPDocLayoutV3ForObjectDetection._set_aux_loss 3 0 0
attr PPDocLayoutV3ForObjectDetection.model 1 0 0
attr PPDocLayoutV3ForObjectDetection.num_queries 1 0 0
meth PPDocLayoutV3PreTrainedModel._init_weights 2 0 0

transformers.models.pp_doclayout_v3.modular_pp_doclayout_v3 (118 missing, 0 any)

Symbol Typable Typed Any
meth PPDocLayoutV3Model.init 2 1 0
attr PPDocLayoutV3Model.encoder_input_proj 1 0 0
attr PPDocLayoutV3Model.decoder_order_head 1 0 0
attr PPDocLayoutV3Model.decoder_global_pointer 1 0 0
attr PPDocLayoutV3Model.decoder_norm 1 0 0
attr PPDocLayoutV3Model.decoder 1 0 0
attr PPDocLayoutV3Model.mask_enhanced 1 0 0
attr PPDocLayoutV3Model.mask_query_head 1 0 0
meth PPDocLayoutV3PreTrainedModel._init_weights 2 0 0
meth PPDocLayoutV3ImageProcessorFast._preprocess 17 16 0
meth PPDocLayoutV3ImageProcessorFast._get_order_seqs 2 0 0
meth PPDocLayoutV3ImageProcessorFast.extract_custom_vertices 3 0 0
meth PPDocLayoutV3ImageProcessorFast._mask2polygon 3 0 0
meth PPDocLayoutV3ImageProcessorFast._extract_polygon_points_by_masks 4 0 0
meth PPDocLayoutV3ImageProcessorFast.post_process_object_detection 4 2 0
meth PPDocLayoutV3ForObjectDetection.init 2 1 0
attr PPDocLayoutV3ForObjectDetection.num_queries 1 0 0
meth PPDocLayoutV3Config.init 47 0 0
attr PPDocLayoutV3Config.initializer_range 1 0 0
attr PPDocLayoutV3Config.initializer_bias_prior_prob 1 0 0
attr PPDocLayoutV3Config.layer_norm_eps 1 0 0
attr PPDocLayoutV3Config.batch_norm_eps 1 0 0
attr PPDocLayoutV3Config.tie_word_embeddings 1 0 0
attr PPDocLayoutV3Config.backbone_config 1 0 0
attr PPDocLayoutV3Config.freeze_backbone_batch_norms 1 0 0
attr PPDocLayoutV3Config.encoder_hidden_dim 1 0 0
attr PPDocLayoutV3Config.encoder_in_channels 1 0 0
attr PPDocLayoutV3Config.feat_strides 1 0 0
attr PPDocLayoutV3Config.encoder_layers 1 0 0
attr PPDocLayoutV3Config.encoder_ffn_dim 1 0 0
attr PPDocLayoutV3Config.encoder_attention_heads 1 0 0
attr PPDocLayoutV3Config.dropout 1 0 0
attr PPDocLayoutV3Config.activation_dropout 1 0 0
attr PPDocLayoutV3Config.encode_proj_layers 1 0 0
attr PPDocLayoutV3Config.positional_encoding_temperature 1 0 0
attr PPDocLayoutV3Config.encoder_activation_function 1 0 0
attr PPDocLayoutV3Config.activation_function 1 0 0
attr PPDocLayoutV3Config.eval_size 1 0 0
attr PPDocLayoutV3Config.normalize_before 1 0 0
attr PPDocLayoutV3Config.hidden_expansion 1 0 0
attr PPDocLayoutV3Config.mask_feature_channels 1 0 0
attr PPDocLayoutV3Config.x4_feat_dim 1 0 0
attr PPDocLayoutV3Config.d_model 1 0 0
attr PPDocLayoutV3Config.num_queries 1 0 0
attr PPDocLayoutV3Config.num_prototypes 1 0 0
attr PPDocLayoutV3Config.decoder_in_channels 1 0 0
attr PPDocLayoutV3Config.decoder_ffn_dim 1 0 0
attr PPDocLayoutV3Config.num_feature_levels 1 0 0
attr PPDocLayoutV3Config.decoder_n_points 1 0 0
attr PPDocLayoutV3Config.decoder_layers 1 0 0
attr PPDocLayoutV3Config.decoder_attention_heads 1 0 0
attr PPDocLayoutV3Config.decoder_activation_function 1 0 0
attr PPDocLayoutV3Config.attention_dropout 1 0 0
attr PPDocLayoutV3Config.num_denoising 1 0 0
attr PPDocLayoutV3Config.label_noise_ratio 1 0 0
attr PPDocLayoutV3Config.mask_enhanced 1 0 0
attr PPDocLayoutV3Config.box_noise_scale 1 0 0
attr PPDocLayoutV3Config.learn_initial_query 1 0 0
attr PPDocLayoutV3Config.anchor_image_size 1 0 0
attr PPDocLayoutV3Config.disable_custom_kernels 1 0 0
attr PPDocLayoutV3Config.global_pointer_head_size 1 0 0
attr PPDocLayoutV3Config.gp_dropout_value 1 0 0

transformers.models.prompt_depth_anything.configuration_prompt_depth_anything (24 missing, 0 any)

Symbol Typable Typed Any
meth PromptDepthAnythingConfig.init 13 0 0
attr PromptDepthAnythingConfig.backbone_config 1 0 0
attr PromptDepthAnythingConfig.reassemble_hidden_size 1 0 0
attr PromptDepthAnythingConfig.patch_size 1 0 0
attr PromptDepthAnythingConfig.initializer_range 1 0 0
attr PromptDepthAnythingConfig.reassemble_factors 1 0 0
attr PromptDepthAnythingConfig.neck_hidden_sizes 1 0 0
attr PromptDepthAnythingConfig.fusion_hidden_size 1 0 0
attr PromptDepthAnythingConfig.head_in_index 1 0 0
attr PromptDepthAnythingConfig.head_hidden_size 1 0 0
attr PromptDepthAnythingConfig.depth_estimation_type 1 0 0
attr PromptDepthAnythingConfig.max_depth 1 0 0

transformers.models.prompt_depth_anything.image_processing_prompt_depth_anything (17 missing, 0 any)

Symbol Typable Typed Any
meth PromptDepthAnythingImageProcessor.init 15 13 0
meth PromptDepthAnythingImageProcessor.resize 9 8 0
meth PromptDepthAnythingImageProcessor.pad_image 5 4 0
attr PromptDepthAnythingImageProcessor.do_resize 1 0 0
attr PromptDepthAnythingImageProcessor.size 1 0 0
attr PromptDepthAnythingImageProcessor.keep_aspect_ratio 1 0 0
attr PromptDepthAnythingImageProcessor.ensure_multiple_of 1 0 0
attr PromptDepthAnythingImageProcessor.resample 1 0 0
attr PromptDepthAnythingImageProcessor.do_rescale 1 0 0
attr PromptDepthAnythingImageProcessor.rescale_factor 1 0 0
attr PromptDepthAnythingImageProcessor.do_normalize 1 0 0
attr PromptDepthAnythingImageProcessor.image_mean 1 0 0
attr PromptDepthAnythingImageProcessor.image_std 1 0 0
attr PromptDepthAnythingImageProcessor.do_pad 1 0 0
attr PromptDepthAnythingImageProcessor.size_divisor 1 0 0
attr PromptDepthAnythingImageProcessor.prompt_scale_to_meter 1 0 0

transformers.models.prompt_depth_anything.image_processing_prompt_depth_anything_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth PromptDepthAnythingImageProcessorFast.init 2 1 0
meth PromptDepthAnythingImageProcessorFast._preprocess 17 16 0

transformers.models.prompt_depth_anything.modeling_prompt_depth_anything (6 missing, 0 any)

Symbol Typable Typed Any
meth PromptDepthAnythingForDepthEstimation.init 2 0 0
meth PromptDepthAnythingForDepthEstimation.forward 8 7 0
attr PromptDepthAnythingForDepthEstimation.backbone 1 0 0
attr PromptDepthAnythingForDepthEstimation.neck 1 0 0
attr PromptDepthAnythingForDepthEstimation.head 1 0 0

transformers.models.prompt_depth_anything.modular_prompt_depth_anything (1 missing, 0 any)

Symbol Typable Typed Any
meth PromptDepthAnythingForDepthEstimation.forward 8 7 0

transformers.models.prophetnet.configuration_prophetnet (30 missing, 0 any)

Symbol Typable Typed Any
meth ProphetNetConfig.init 30 28 0
prop ProphetNetConfig.num_hidden_layers 2 1 0
attr ProphetNetConfig.vocab_size 1 0 0
attr ProphetNetConfig.hidden_size 1 0 0
attr ProphetNetConfig.encoder_ffn_dim 1 0 0
attr ProphetNetConfig.num_encoder_layers 1 0 0
attr ProphetNetConfig.num_encoder_attention_heads 1 0 0
attr ProphetNetConfig.decoder_ffn_dim 1 0 0
attr ProphetNetConfig.num_decoder_layers 1 0 0
attr ProphetNetConfig.num_decoder_attention_heads 1 0 0
attr ProphetNetConfig.max_position_embeddings 1 0 0
attr ProphetNetConfig.init_std 1 0 0
attr ProphetNetConfig.activation_function 1 0 0
attr ProphetNetConfig.ngram 1 0 0
attr ProphetNetConfig.num_buckets 1 0 0
attr ProphetNetConfig.relative_max_distance 1 0 0
attr ProphetNetConfig.disable_ngram_loss 1 0 0
attr ProphetNetConfig.eps 1 0 0
attr ProphetNetConfig.attention_dropout 1 0 0
attr ProphetNetConfig.activation_dropout 1 0 0
attr ProphetNetConfig.dropout 1 0 0
attr ProphetNetConfig.use_cache 1 0 0
attr ProphetNetConfig.pad_token_id 1 0 0
attr ProphetNetConfig.bos_token_id 1 0 0
attr ProphetNetConfig.eos_token_id 1 0 0
attr ProphetNetConfig.add_cross_attention 1 0 0
attr ProphetNetConfig.decoder_start_token_id 1 0 0
attr ProphetNetConfig.is_decoder 1 0 0
attr ProphetNetConfig.tie_word_embeddings 1 0 0

transformers.models.prophetnet.modeling_prophetnet (78 missing, 0 any)

Symbol Typable Typed Any
meth ProphetNetModel.init 2 1 0
meth ProphetNetModel.get_input_embeddings 1 0 0
meth ProphetNetModel.set_input_embeddings 2 0 0
meth ProphetNetModel.forward 15 14 0
attr ProphetNetModel.word_embeddings 1 0 0
attr ProphetNetModel.encoder 1 0 0
attr ProphetNetModel.decoder 1 0 0
meth ProphetNetDecoder.init 2 1 0
meth ProphetNetDecoder.get_input_embeddings 1 0 0
meth ProphetNetDecoder.set_input_embeddings 2 0 0
meth ProphetNetDecoder.forward 13 12 0
meth ProphetNetDecoder.compute_buffered_relative_buckets 2 0 0
meth ProphetNetDecoder.prepare_attention_mask 3 0 0
meth ProphetNetDecoder.prepare_predict_attention_mask 3 0 0
attr ProphetNetDecoder.ngram 1 0 0
attr ProphetNetDecoder.num_buckets 1 0 0
attr ProphetNetDecoder.relative_max_distance 1 0 0
attr ProphetNetDecoder.dropout 1 0 0
attr ProphetNetDecoder.max_target_positions 1 0 0
attr ProphetNetDecoder.word_embeddings 1 0 0
attr ProphetNetDecoder.position_embeddings 1 0 0
attr ProphetNetDecoder.ngram_embeddings 1 0 0
attr ProphetNetDecoder.layers 1 0 0
attr ProphetNetDecoder.embeddings_layer_norm 1 0 0
attr ProphetNetDecoder.gradient_checkpointing 1 0 0
meth ProphetNetPreTrainedModel._shift_right 2 0 0
meth ProphetNetForCausalLM.init 2 1 0
meth ProphetNetForCausalLM.get_input_embeddings 1 0 0
meth ProphetNetForCausalLM.set_input_embeddings 2 0 0
meth ProphetNetForCausalLM.forward 13 12 0
meth ProphetNetForCausalLM._compute_loss 4 0 0
meth ProphetNetForCausalLM.prepare_inputs_for_generation 7 0 0
attr ProphetNetForCausalLM.prophetnet 1 0 0
attr ProphetNetForCausalLM.padding_idx 1 0 0
attr ProphetNetForCausalLM.disable_ngram_loss 1 0 0
attr ProphetNetForCausalLM.lm_head 1 0 0
meth ProphetNetForConditionalGeneration.init 2 1 0
meth ProphetNetForConditionalGeneration.get_input_embeddings 1 0 0
meth ProphetNetForConditionalGeneration.forward 16 15 0
meth ProphetNetForConditionalGeneration._compute_loss 4 0 0
meth ProphetNetForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
meth ProphetNetForConditionalGeneration.get_encoder 2 0 0
attr ProphetNetForConditionalGeneration.prophetnet 1 0 0
attr ProphetNetForConditionalGeneration.padding_idx 1 0 0
attr ProphetNetForConditionalGeneration.disable_ngram_loss 1 0 0
attr ProphetNetForConditionalGeneration.lm_head 1 0 0
meth ProphetNetEncoder.init 2 1 0
meth ProphetNetEncoder.get_input_embeddings 1 0 0
meth ProphetNetEncoder.set_input_embeddings 2 0 0
meth ProphetNetEncoder.forward 8 7 0
attr ProphetNetEncoder.word_embeddings 1 0 0
attr ProphetNetEncoder.position_embeddings 1 0 0
attr ProphetNetEncoder.embeddings_layer_norm 1 0 0
attr ProphetNetEncoder.layers 1 0 0
attr ProphetNetEncoder.gradient_checkpointing 1 0 0

transformers.models.prophetnet.tokenization_prophetnet (14 missing, 0 any)

Symbol Typable Typed Any
meth ProphetNetTokenizer.init 14 12 0
meth ProphetNetTokenizer.get_vocab 1 0 0
meth ProphetNetTokenizer._tokenize 2 0 0
meth ProphetNetTokenizer._convert_token_to_id 2 1 0
meth ProphetNetTokenizer._convert_id_to_token 2 1 0
meth ProphetNetTokenizer.convert_tokens_to_string 2 1 0
prop ProphetNetTokenizer.vocab_size 1 0 0
attr ProphetNetTokenizer.vocab 1 0 0
attr ProphetNetTokenizer.ids_to_tokens 1 0 0
attr ProphetNetTokenizer.do_basic_tokenize 1 0 0
attr ProphetNetTokenizer.wordpiece_tokenizer 1 0 0
attr ProphetNetTokenizer.basic_tokenizer 1 0 0

transformers.models.pvt.configuration_pvt (20 missing, 0 any)

Symbol Typable Typed Any
meth PvtConfig.init 20 18 0
attr PvtConfig.image_size 1 0 0
attr PvtConfig.num_channels 1 0 0
attr PvtConfig.num_encoder_blocks 1 0 0
attr PvtConfig.depths 1 0 0
attr PvtConfig.sequence_reduction_ratios 1 0 0
attr PvtConfig.hidden_sizes 1 0 0
attr PvtConfig.patch_sizes 1 0 0
attr PvtConfig.strides 1 0 0
attr PvtConfig.mlp_ratios 1 0 0
attr PvtConfig.num_attention_heads 1 0 0
attr PvtConfig.hidden_act 1 0 0
attr PvtConfig.hidden_dropout_prob 1 0 0
attr PvtConfig.attention_probs_dropout_prob 1 0 0
attr PvtConfig.initializer_range 1 0 0
attr PvtConfig.drop_path_rate 1 0 0
attr PvtConfig.layer_norm_eps 1 0 0
attr PvtConfig.num_labels 1 0 0
attr PvtConfig.qkv_bias 1 0 0

transformers.models.pvt.image_processing_pvt (11 missing, 0 any)

Symbol Typable Typed Any
meth PvtImageProcessor.init 10 9 0
meth PvtImageProcessor.resize 7 6 0
meth PvtImageProcessor.preprocess 13 12 0
attr PvtImageProcessor.do_resize 1 0 0
attr PvtImageProcessor.do_rescale 1 0 0
attr PvtImageProcessor.do_normalize 1 0 0
attr PvtImageProcessor.size 1 0 0
attr PvtImageProcessor.resample 1 0 0
attr PvtImageProcessor.rescale_factor 1 0 0
attr PvtImageProcessor.image_mean 1 0 0
attr PvtImageProcessor.image_std 1 0 0

transformers.models.pvt.modeling_pvt (7 missing, 0 any)

Symbol Typable Typed Any
meth PvtForImageClassification.forward 7 6 0
attr PvtForImageClassification.num_labels 1 0 0
attr PvtForImageClassification.pvt 1 0 0
attr PvtForImageClassification.classifier 1 0 0
meth PvtModel.init 2 1 0
meth PvtModel.forward 6 5 0
attr PvtModel.encoder 1 0 0

transformers.models.pvt_v2.configuration_pvt_v2 (23 missing, 0 any)

Symbol Typable Typed Any
meth PvtV2Config.init 22 18 0
attr PvtV2Config.image_size 1 0 0
attr PvtV2Config.num_channels 1 0 0
attr PvtV2Config.num_encoder_blocks 1 0 0
attr PvtV2Config.depths 1 0 0
attr PvtV2Config.sr_ratios 1 0 0
attr PvtV2Config.hidden_sizes 1 0 0
attr PvtV2Config.patch_sizes 1 0 0
attr PvtV2Config.strides 1 0 0
attr PvtV2Config.mlp_ratios 1 0 0
attr PvtV2Config.num_attention_heads 1 0 0
attr PvtV2Config.hidden_act 1 0 0
attr PvtV2Config.hidden_dropout_prob 1 0 0
attr PvtV2Config.attention_probs_dropout_prob 1 0 0
attr PvtV2Config.initializer_range 1 0 0
attr PvtV2Config.drop_path_rate 1 0 0
attr PvtV2Config.layer_norm_eps 1 0 0
attr PvtV2Config.qkv_bias 1 0 0
attr PvtV2Config.linear_attention 1 0 0
attr PvtV2Config.stage_names 1 0 0

transformers.models.pvt_v2.modeling_pvt_v2 (10 missing, 0 any)

Symbol Typable Typed Any
meth PvtV2Model.init 2 1 0
meth PvtV2Model.forward 6 5 0
attr PvtV2Model.encoder 1 0 0
meth PvtV2Backbone.init 2 1 0
meth PvtV2Backbone.forward 6 5 0
attr PvtV2Backbone.num_features 1 0 0
meth PvtV2ForImageClassification.forward 7 6 0
attr PvtV2ForImageClassification.num_labels 1 0 0
attr PvtV2ForImageClassification.pvt_v2 1 0 0
attr PvtV2ForImageClassification.classifier 1 0 0

transformers.models.qwen2.configuration_qwen2 (23 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2Config.init 23 21 0
attr Qwen2Config.vocab_size 1 0 0
attr Qwen2Config.max_position_embeddings 1 0 0
attr Qwen2Config.hidden_size 1 0 0
attr Qwen2Config.intermediate_size 1 0 0
attr Qwen2Config.num_hidden_layers 1 0 0
attr Qwen2Config.num_attention_heads 1 0 0
attr Qwen2Config.use_sliding_window 1 0 0
attr Qwen2Config.sliding_window 1 0 0
attr Qwen2Config.max_window_layers 1 0 0
attr Qwen2Config.num_key_value_heads 1 0 0
attr Qwen2Config.hidden_act 1 0 0
attr Qwen2Config.initializer_range 1 0 0
attr Qwen2Config.rms_norm_eps 1 0 0
attr Qwen2Config.use_cache 1 0 0
attr Qwen2Config.attention_dropout 1 0 0
attr Qwen2Config.layer_types 1 0 0
attr Qwen2Config.pad_token_id 1 0 0
attr Qwen2Config.bos_token_id 1 0 0
attr Qwen2Config.eos_token_id 1 0 0
attr Qwen2Config.tie_word_embeddings 1 0 0
attr Qwen2Config.rope_parameters 1 0 0

transformers.models.qwen2.modeling_qwen2 (18 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2RMSNorm.init 3 2 0
meth Qwen2RMSNorm.extra_repr 1 0 0
attr Qwen2RMSNorm.weight 1 0 0
attr Qwen2RMSNorm.variance_epsilon 1 0 0
meth Qwen2Model.init 2 1 0
attr Qwen2Model.padding_idx 1 0 0
attr Qwen2Model.vocab_size 1 0 0
attr Qwen2Model.embed_tokens 1 0 0
attr Qwen2Model.layers 1 0 0
attr Qwen2Model.norm 1 0 0
attr Qwen2Model.rotary_emb 1 0 0
attr Qwen2Model.gradient_checkpointing 1 0 0
attr Qwen2Model.has_sliding_layers 1 0 0
meth Qwen2ForCausalLM.init 2 0 0
attr Qwen2ForCausalLM.model 1 0 0
attr Qwen2ForCausalLM.vocab_size 1 0 0
attr Qwen2ForCausalLM.lm_head 1 0 0

transformers.models.qwen2.modular_qwen2 (3 missing, 0 any)

Symbol Typable Typed Any
attr Qwen2RMSNorm 1 0 0
meth Qwen2Model.init 2 1 0
attr Qwen2Model.has_sliding_layers 1 0 0

transformers.models.qwen2.tokenization_qwen2 (5 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2Tokenizer.init 9 5 0
attr Qwen2Tokenizer.add_prefix_space 1 0 0

transformers.models.qwen2_5_omni.configuration_qwen2_5_omni (122 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5OmniConfig.init 6 1 0
meth Qwen2_5OmniConfig.get_text_config 3 0 0
attr Qwen2_5OmniConfig.thinker_config 1 0 0
attr Qwen2_5OmniConfig.talker_config 1 0 0
attr Qwen2_5OmniConfig.token2wav_config 1 0 0
attr Qwen2_5OmniConfig.enable_audio_output 1 0 0
meth Qwen2_5OmniToken2WavConfig.init 4 0 0
attr Qwen2_5OmniToken2WavConfig.dit_config 1 0 0
attr Qwen2_5OmniToken2WavConfig.bigvgan_config 1 0 0
meth Qwen2_5OmniTalkerConfig.init 40 2 0
attr Qwen2_5OmniTalkerConfig.audio_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.image_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.video_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_mask_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vision_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vision_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vocab_size 1 0 0
attr Qwen2_5OmniTalkerConfig.head_dim 1 0 0
attr Qwen2_5OmniTalkerConfig.embedding_size 1 0 0
attr Qwen2_5OmniTalkerConfig.max_position_embeddings 1 0 0
attr Qwen2_5OmniTalkerConfig.hidden_size 1 0 0
attr Qwen2_5OmniTalkerConfig.intermediate_size 1 0 0
attr Qwen2_5OmniTalkerConfig.num_hidden_layers 1 0 0
attr Qwen2_5OmniTalkerConfig.num_attention_heads 1 0 0
attr Qwen2_5OmniTalkerConfig.use_sliding_window 1 0 0
attr Qwen2_5OmniTalkerConfig.sliding_window 1 0 0
attr Qwen2_5OmniTalkerConfig.max_window_layers 1 0 0
attr Qwen2_5OmniTalkerConfig.num_key_value_heads 1 0 0
attr Qwen2_5OmniTalkerConfig.hidden_act 1 0 0
attr Qwen2_5OmniTalkerConfig.rms_norm_eps 1 0 0
attr Qwen2_5OmniTalkerConfig.use_cache 1 0 0
attr Qwen2_5OmniTalkerConfig.attention_dropout 1 0 0
attr Qwen2_5OmniTalkerConfig.position_id_per_seconds 1 0 0
attr Qwen2_5OmniTalkerConfig.seconds_per_chunk 1 0 0
attr Qwen2_5OmniTalkerConfig.audio_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.audio_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.initializer_range 1 0 0
attr Qwen2_5OmniTalkerConfig.spatial_merge_size 1 0 0
attr Qwen2_5OmniTalkerConfig.tie_word_embeddings 1 0 0
attr Qwen2_5OmniTalkerConfig.layer_types 1 0 0
attr Qwen2_5OmniTalkerConfig.rope_parameters 1 0 0
meth Qwen2_5OmniThinkerConfig.init 15 0 0
attr Qwen2_5OmniThinkerConfig.audio_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.image_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.video_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.user_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.position_id_per_seconds 1 0 0
attr Qwen2_5OmniThinkerConfig.seconds_per_chunk 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_start_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_end_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.initializer_range 1 0 0
attr Qwen2_5OmniThinkerConfig.tie_word_embeddings 1 0 0
attr Qwen2_5OmniThinkerConfig.vision_config 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_config 1 0 0
attr Qwen2_5OmniThinkerConfig.text_config 1 0 0

transformers.models.qwen2_5_omni.modeling_qwen2_5_omni (181 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5OmniForConditionalGeneration.init 2 0 0
meth Qwen2_5OmniForConditionalGeneration.enable_talker 1 0 0
meth Qwen2_5OmniForConditionalGeneration.load_speakers 2 0 0
meth Qwen2_5OmniForConditionalGeneration.disable_talker 1 0 0
meth Qwen2_5OmniForConditionalGeneration.from_pretrained 13 0 0
meth Qwen2_5OmniForConditionalGeneration.generate 13 11 0
attr Qwen2_5OmniForConditionalGeneration.thinker 1 0 0
attr Qwen2_5OmniForConditionalGeneration.has_talker 1 0 0
attr Qwen2_5OmniForConditionalGeneration.speaker_map 1 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.init 2 1 0
meth Qwen2_5OmniTalkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.forward 20 19 0
meth Qwen2_5OmniTalkerForConditionalGeneration._get_initial_cache_position 4 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.prepare_inputs_for_generation 20 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.thinker_to_talker_proj 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.model 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codebook_size 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_head 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_bos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_eos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_pad_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_mask_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_bos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_eos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_pad_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.rope_deltas 1 0 0
meth Qwen2_5OmniPreTrainedModel._init_weights 2 0 0
meth Qwen2_5OmniToken2WavDiTModel.init 2 1 0
meth Qwen2_5OmniToken2WavDiTModel._create_block_diff 2 0 0
meth Qwen2_5OmniToken2WavDiTModel.forward 10 0 0
meth Qwen2_5OmniToken2WavDiTModel.sample 7 0 0
attr Qwen2_5OmniToken2WavDiTModel.mel_dim 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.repeats 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.time_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.text_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.input_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.rotary_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.hidden_size 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.layers 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.block_size 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.num_attention_heads 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.transformer_blocks 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.norm_out 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.proj_out 1 0 0
meth Qwen2_5OmniPreTrainedModelForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen2_5OmniThinkerTextModel.init 2 1 0
attr Qwen2_5OmniThinkerTextModel.padding_idx 1 0 0
attr Qwen2_5OmniThinkerTextModel.vocab_size 1 0 0
attr Qwen2_5OmniThinkerTextModel.embed_tokens 1 0 0
attr Qwen2_5OmniThinkerTextModel.layers 1 0 0
attr Qwen2_5OmniThinkerTextModel.norm 1 0 0
attr Qwen2_5OmniThinkerTextModel.has_sliding_layers 1 0 0
attr Qwen2_5OmniThinkerTextModel.rotary_emb 1 0 0
attr Qwen2_5OmniThinkerTextModel.gradient_checkpointing 1 0 0
meth Qwen2_5OmniToken2WavModel.init 2 1 0
meth Qwen2_5OmniToken2WavModel.forward 8 0 0
attr Qwen2_5OmniToken2WavModel.code2wav_dit_model 1 0 0
attr Qwen2_5OmniToken2WavModel.code2wav_bigvgan_model 1 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.init 2 1 0
meth Qwen2_5OmniThinkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.get_placeholder_mask 5 4 0
meth Qwen2_5OmniThinkerForConditionalGeneration.prepare_inputs_for_generation 18 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.audio_tower 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.visual 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.vocab_size 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.model 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.lm_head 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.rope_deltas 1 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.init 2 1 0
meth Qwen2_5OmniToken2WavBigVGANModel.normalize_spectrogram 4 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.amplitude_to_db 3 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.process_mel_spectrogram 2 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.forward 3 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.num_residual_blocks 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.num_upsample_layers 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.conv_pre 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.ups 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.resblocks 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.activation_post 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.conv_post 1 0 0
meth Qwen2_5OmniTalkerModel.init 2 1 0
attr Qwen2_5OmniTalkerModel.padding_idx 1 0 0
attr Qwen2_5OmniTalkerModel.vocab_size 1 0 0
attr Qwen2_5OmniTalkerModel.embed_tokens 1 0 0
attr Qwen2_5OmniTalkerModel.layers 1 0 0
attr Qwen2_5OmniTalkerModel.norm 1 0 0
attr Qwen2_5OmniTalkerModel.has_sliding_layers 1 0 0
attr Qwen2_5OmniTalkerModel.rotary_emb 1 0 0
attr Qwen2_5OmniTalkerModel.gradient_checkpointing 1 0 0

transformers.models.qwen2_5_omni.modular_qwen2_5_omni (288 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5OmniForConditionalGeneration.init 2 0 0
meth Qwen2_5OmniForConditionalGeneration.enable_talker 1 0 0
meth Qwen2_5OmniForConditionalGeneration.load_speakers 2 0 0
meth Qwen2_5OmniForConditionalGeneration.disable_talker 1 0 0
meth Qwen2_5OmniForConditionalGeneration.from_pretrained 13 0 0
meth Qwen2_5OmniForConditionalGeneration.generate 13 11 0
attr Qwen2_5OmniForConditionalGeneration.thinker 1 0 0
attr Qwen2_5OmniForConditionalGeneration.has_talker 1 0 0
attr Qwen2_5OmniForConditionalGeneration.speaker_map 1 0 0
meth Qwen2_5OmniToken2WavConfig.init 4 0 0
attr Qwen2_5OmniToken2WavConfig.dit_config 1 0 0
attr Qwen2_5OmniToken2WavConfig.bigvgan_config 1 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.init 2 1 0
meth Qwen2_5OmniTalkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.forward 20 19 0
meth Qwen2_5OmniTalkerForConditionalGeneration._get_initial_cache_position 4 0 0
meth Qwen2_5OmniTalkerForConditionalGeneration.prepare_inputs_for_generation 20 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.thinker_to_talker_proj 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.model 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codebook_size 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_head 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_bos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_eos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_pad_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.codec_mask_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_bos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_eos_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.text_pad_token 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen2_5OmniTalkerForConditionalGeneration.rope_deltas 1 0 0
meth Qwen2_5OmniTalkerConfig.init 40 2 0
attr Qwen2_5OmniTalkerConfig.audio_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.image_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.video_token_index 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_text_pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.tts_codec_mask_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vision_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vision_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.vocab_size 1 0 0
attr Qwen2_5OmniTalkerConfig.head_dim 1 0 0
attr Qwen2_5OmniTalkerConfig.embedding_size 1 0 0
attr Qwen2_5OmniTalkerConfig.max_position_embeddings 1 0 0
attr Qwen2_5OmniTalkerConfig.hidden_size 1 0 0
attr Qwen2_5OmniTalkerConfig.intermediate_size 1 0 0
attr Qwen2_5OmniTalkerConfig.num_hidden_layers 1 0 0
attr Qwen2_5OmniTalkerConfig.num_attention_heads 1 0 0
attr Qwen2_5OmniTalkerConfig.use_sliding_window 1 0 0
attr Qwen2_5OmniTalkerConfig.sliding_window 1 0 0
attr Qwen2_5OmniTalkerConfig.max_window_layers 1 0 0
attr Qwen2_5OmniTalkerConfig.num_key_value_heads 1 0 0
attr Qwen2_5OmniTalkerConfig.hidden_act 1 0 0
attr Qwen2_5OmniTalkerConfig.rms_norm_eps 1 0 0
attr Qwen2_5OmniTalkerConfig.use_cache 1 0 0
attr Qwen2_5OmniTalkerConfig.attention_dropout 1 0 0
attr Qwen2_5OmniTalkerConfig.position_id_per_seconds 1 0 0
attr Qwen2_5OmniTalkerConfig.seconds_per_chunk 1 0 0
attr Qwen2_5OmniTalkerConfig.audio_start_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.audio_end_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.pad_token_id 1 0 0
attr Qwen2_5OmniTalkerConfig.initializer_range 1 0 0
attr Qwen2_5OmniTalkerConfig.spatial_merge_size 1 0 0
attr Qwen2_5OmniTalkerConfig.tie_word_embeddings 1 0 0
attr Qwen2_5OmniTalkerConfig.layer_types 1 0 0
attr Qwen2_5OmniTalkerConfig.rope_parameters 1 0 0
meth Qwen2_5OmniPreTrainedModel._init_weights 2 0 0
meth Qwen2_5OmniConfig.init 6 1 0
meth Qwen2_5OmniConfig.get_text_config 3 0 0
attr Qwen2_5OmniConfig.thinker_config 1 0 0
attr Qwen2_5OmniConfig.talker_config 1 0 0
attr Qwen2_5OmniConfig.token2wav_config 1 0 0
attr Qwen2_5OmniConfig.enable_audio_output 1 0 0
meth Qwen2_5OmniToken2WavDiTModel.init 2 1 0
meth Qwen2_5OmniToken2WavDiTModel._create_block_diff 2 0 0
meth Qwen2_5OmniToken2WavDiTModel.forward 10 0 0
meth Qwen2_5OmniToken2WavDiTModel.sample 7 0 0
attr Qwen2_5OmniToken2WavDiTModel.mel_dim 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.repeats 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.time_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.text_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.input_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.rotary_embed 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.hidden_size 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.layers 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.block_size 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.num_attention_heads 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.transformer_blocks 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.norm_out 1 0 0
attr Qwen2_5OmniToken2WavDiTModel.proj_out 1 0 0
meth Qwen2_5OmniPreTrainedModelForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen2_5OmniThinkerTextModel.init 2 1 0
meth Qwen2_5OmniTalkerModel.init 2 1 0
attr Qwen2_5OmniTalkerModel.embed_tokens 1 0 0
meth Qwen2_5OmniToken2WavModel.init 2 1 0
meth Qwen2_5OmniToken2WavModel.forward 8 0 0
attr Qwen2_5OmniToken2WavModel.code2wav_dit_model 1 0 0
attr Qwen2_5OmniToken2WavModel.code2wav_bigvgan_model 1 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.init 2 1 0
meth Qwen2_5OmniThinkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2_5OmniThinkerForConditionalGeneration.get_placeholder_mask 5 4 0
meth Qwen2_5OmniThinkerForConditionalGeneration.prepare_inputs_for_generation 18 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.audio_tower 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.visual 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.vocab_size 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.model 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.lm_head 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen2_5OmniThinkerForConditionalGeneration.rope_deltas 1 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.init 2 1 0
meth Qwen2_5OmniToken2WavBigVGANModel.normalize_spectrogram 4 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.amplitude_to_db 3 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.process_mel_spectrogram 2 0 0
meth Qwen2_5OmniToken2WavBigVGANModel.forward 3 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.num_residual_blocks 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.num_upsample_layers 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.conv_pre 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.ups 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.resblocks 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.activation_post 1 0 0
attr Qwen2_5OmniToken2WavBigVGANModel.conv_post 1 0 0
meth Qwen2_5OmniThinkerConfig.init 15 0 0
attr Qwen2_5OmniThinkerConfig.audio_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.image_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.video_token_index 1 0 0
attr Qwen2_5OmniThinkerConfig.user_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.position_id_per_seconds 1 0 0
attr Qwen2_5OmniThinkerConfig.seconds_per_chunk 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_start_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_end_token_id 1 0 0
attr Qwen2_5OmniThinkerConfig.initializer_range 1 0 0
attr Qwen2_5OmniThinkerConfig.tie_word_embeddings 1 0 0
attr Qwen2_5OmniThinkerConfig.vision_config 1 0 0
attr Qwen2_5OmniThinkerConfig.audio_config 1 0 0
attr Qwen2_5OmniThinkerConfig.text_config 1 0 0

transformers.models.qwen2_5_omni.processing_qwen2_5_omni (36 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5OmniProcessor.init 6 0 0
meth Qwen2_5OmniProcessor.replace_multimodal_special_tokens 9 0 0
meth Qwen2_5OmniProcessor.apply_chat_template 4 0 0
meth Qwen2_5OmniProcessor.post_process_image_text_to_text 4 0 0
meth Qwen2_5OmniProcessor.post_process_multimodal_output 5 0 0
prop Qwen2_5OmniProcessor.model_input_names 1 0 0
attr Qwen2_5OmniProcessor.image_token 1 0 0
attr Qwen2_5OmniProcessor.audio_token 1 0 0
attr Qwen2_5OmniProcessor.video_token 1 0 0
attr Qwen2_5OmniProcessor.vision_bos_token 1 0 0
attr Qwen2_5OmniProcessor.vision_eos_token 1 0 0
attr Qwen2_5OmniProcessor.audio_bos_token 1 0 0
attr Qwen2_5OmniProcessor.audio_eos_token 1 0 0

transformers.models.qwen2_5_vl.configuration_qwen2_5_vl (40 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5_VLTextConfig.init 22 20 0
meth Qwen2_5_VLTextConfig.convert_rope_params_to_dict 3 1 0
attr Qwen2_5_VLTextConfig.vocab_size 1 0 0
attr Qwen2_5_VLTextConfig.max_position_embeddings 1 0 0
attr Qwen2_5_VLTextConfig.hidden_size 1 0 0
attr Qwen2_5_VLTextConfig.intermediate_size 1 0 0
attr Qwen2_5_VLTextConfig.num_hidden_layers 1 0 0
attr Qwen2_5_VLTextConfig.num_attention_heads 1 0 0
attr Qwen2_5_VLTextConfig.use_sliding_window 1 0 0
attr Qwen2_5_VLTextConfig.sliding_window 1 0 0
attr Qwen2_5_VLTextConfig.max_window_layers 1 0 0
attr Qwen2_5_VLTextConfig.num_key_value_heads 1 0 0
attr Qwen2_5_VLTextConfig.hidden_act 1 0 0
attr Qwen2_5_VLTextConfig.initializer_range 1 0 0
attr Qwen2_5_VLTextConfig.rms_norm_eps 1 0 0
attr Qwen2_5_VLTextConfig.use_cache 1 0 0
attr Qwen2_5_VLTextConfig.attention_dropout 1 0 0
attr Qwen2_5_VLTextConfig.layer_types 1 0 0
attr Qwen2_5_VLTextConfig.rope_parameters 1 0 0
attr Qwen2_5_VLTextConfig.bos_token_id 1 0 0
attr Qwen2_5_VLTextConfig.eos_token_id 1 0 0
attr Qwen2_5_VLTextConfig.pad_token_id 1 0 0
meth Qwen2_5_VLConfig.init 9 0 0
attr Qwen2_5_VLConfig.image_token_id 1 0 0
attr Qwen2_5_VLConfig.video_token_id 1 0 0
attr Qwen2_5_VLConfig.vision_start_token_id 1 0 0
attr Qwen2_5_VLConfig.vision_end_token_id 1 0 0
attr Qwen2_5_VLConfig.tie_word_embeddings 1 0 0
attr Qwen2_5_VLConfig.vision_config 1 0 0
attr Qwen2_5_VLConfig.text_config 1 0 0

transformers.models.qwen2_5_vl.modeling_qwen2_5_vl (48 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5_VLTextModel.init 2 1 0
attr Qwen2_5_VLTextModel.padding_idx 1 0 0
attr Qwen2_5_VLTextModel.vocab_size 1 0 0
attr Qwen2_5_VLTextModel.embed_tokens 1 0 0
attr Qwen2_5_VLTextModel.layers 1 0 0
attr Qwen2_5_VLTextModel.norm 1 0 0
attr Qwen2_5_VLTextModel.has_sliding_layers 1 0 0
attr Qwen2_5_VLTextModel.rotary_emb 1 0 0
attr Qwen2_5_VLTextModel.gradient_checkpointing 1 0 0
meth Qwen2_5_VLForConditionalGeneration.init 2 0 0
meth Qwen2_5_VLForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2_5_VLForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2_5_VLForConditionalGeneration.prepare_inputs_for_generation 15 0 0
meth Qwen2_5_VLForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen2_5_VLForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen2_5_VLForConditionalGeneration.model 1 0 0
attr Qwen2_5_VLForConditionalGeneration.lm_head 1 0 0
meth Qwen2_5_VLPreTrainedModel._init_weights 2 0 0
meth Qwen2_5_VLModel.init 2 0 0
meth Qwen2_5_VLModel.get_input_embeddings 1 0 0
meth Qwen2_5_VLModel.set_input_embeddings 2 0 0
meth Qwen2_5_VLModel.get_vision_position_ids 7 6 0
meth Qwen2_5_VLModel.get_rope_index 8 7 0
meth Qwen2_5_VLModel.get_placeholder_mask 5 4 0
attr Qwen2_5_VLModel.visual 1 0 0
attr Qwen2_5_VLModel.language_model 1 0 0
attr Qwen2_5_VLModel.rope_deltas 1 0 0

transformers.models.qwen2_5_vl.modular_qwen2_5_vl (27 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5_VLProcessor._get_num_multimodal_tokens 4 0 0
prop Qwen2_5_VLProcessor.model_input_names 1 0 0
meth Qwen2_5_VLModel.init 2 0 0
meth Qwen2_5_VLModel.get_rope_index 8 7 0
attr Qwen2_5_VLModel.visual 1 0 0
meth Qwen2_5_VLPreTrainedModel._init_weights 2 0 0
attr Qwen2_5_VLTextModel 1 0 0
meth Qwen2_5_VLForConditionalGeneration.prepare_inputs_for_generation 15 0 0

transformers.models.qwen2_5_vl.processing_qwen2_5_vl (20 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2_5_VLProcessor.init 6 0 0
meth Qwen2_5_VLProcessor._get_num_multimodal_tokens 4 0 0
meth Qwen2_5_VLProcessor.post_process_image_text_to_text 5 0 0
prop Qwen2_5_VLProcessor.model_input_names 1 0 0
attr Qwen2_5_VLProcessor.image_token 1 0 0
attr Qwen2_5_VLProcessor.video_token 1 0 0
attr Qwen2_5_VLProcessor.image_token_id 1 0 0
attr Qwen2_5_VLProcessor.video_token_id 1 0 0

transformers.models.qwen2_audio.configuration_qwen2_audio (37 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2AudioConfig.init 5 0 0
attr Qwen2AudioConfig.audio_token_index 1 0 0
attr Qwen2AudioConfig.audio_config 1 0 0
attr Qwen2AudioConfig.text_config 1 0 0
meth Qwen2AudioEncoderConfig.init 15 0 0
attr Qwen2AudioEncoderConfig.num_mel_bins 1 0 0
attr Qwen2AudioEncoderConfig.d_model 1 0 0
attr Qwen2AudioEncoderConfig.encoder_layers 1 0 0
attr Qwen2AudioEncoderConfig.encoder_attention_heads 1 0 0
attr Qwen2AudioEncoderConfig.encoder_ffn_dim 1 0 0
attr Qwen2AudioEncoderConfig.dropout 1 0 0
attr Qwen2AudioEncoderConfig.attention_dropout 1 0 0
attr Qwen2AudioEncoderConfig.activation_function 1 0 0
attr Qwen2AudioEncoderConfig.activation_dropout 1 0 0
attr Qwen2AudioEncoderConfig.encoder_layerdrop 1 0 0
attr Qwen2AudioEncoderConfig.num_hidden_layers 1 0 0
attr Qwen2AudioEncoderConfig.initializer_range 1 0 0
attr Qwen2AudioEncoderConfig.scale_embedding 1 0 0
attr Qwen2AudioEncoderConfig.max_source_positions 1 0 0

transformers.models.qwen2_audio.modeling_qwen2_audio (50 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2AudioEncoder.init 2 1 0
meth Qwen2AudioEncoder._freeze_parameters 1 0 0
meth Qwen2AudioEncoder.set_input_embeddings 2 1 0
meth Qwen2AudioEncoder.forward 7 0 0
meth Qwen2AudioEncoder._get_feat_extract_output_lengths 2 1 0
attr Qwen2AudioEncoder.dropout 1 0 0
attr Qwen2AudioEncoder.layerdrop 1 0 0
attr Qwen2AudioEncoder.num_mel_bins 1 0 0
attr Qwen2AudioEncoder.max_source_positions 1 0 0
attr Qwen2AudioEncoder.embed_scale 1 0 0
attr Qwen2AudioEncoder.conv1 1 0 0
attr Qwen2AudioEncoder.conv2 1 0 0
attr Qwen2AudioEncoder.embed_positions 1 0 0
attr Qwen2AudioEncoder.layers 1 0 0
attr Qwen2AudioEncoder.layer_norm 1 0 0
attr Qwen2AudioEncoder.avg_pooler 1 0 0
attr Qwen2AudioEncoder.gradient_checkpointing 1 0 0
meth Qwen2AudioForConditionalGeneration.init 2 1 0
meth Qwen2AudioForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2AudioForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2AudioForConditionalGeneration.get_output_embeddings 1 0 0
meth Qwen2AudioForConditionalGeneration.set_output_embeddings 2 0 0
meth Qwen2AudioForConditionalGeneration.set_decoder 2 0 0
meth Qwen2AudioForConditionalGeneration.get_decoder 1 0 0
meth Qwen2AudioForConditionalGeneration._merge_input_ids_with_audio_features 7 0 0
meth Qwen2AudioForConditionalGeneration.forward 15 14 0
meth Qwen2AudioForConditionalGeneration.prepare_inputs_for_generation 3 0 0
prop Qwen2AudioForConditionalGeneration.padding_side 2 1 0
attr Qwen2AudioForConditionalGeneration.audio_tower 1 0 0
attr Qwen2AudioForConditionalGeneration.multi_modal_projector 1 0 0
attr Qwen2AudioForConditionalGeneration.vocab_size 1 0 0
attr Qwen2AudioForConditionalGeneration.language_model 1 0 0
attr Qwen2AudioForConditionalGeneration.pad_token_id 1 0 0

transformers.models.qwen2_audio.processing_qwen2_audio (13 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2AudioProcessor.init 7 0 0
prop Qwen2AudioProcessor.model_input_names 1 0 0
prop Qwen2AudioProcessor.default_chat_template 1 0 0
attr Qwen2AudioProcessor.audio_token 1 0 0
attr Qwen2AudioProcessor.audio_token_id 1 0 0
attr Qwen2AudioProcessor.audio_bos_token 1 0 0
attr Qwen2AudioProcessor.audio_eos_token 1 0 0

transformers.models.qwen2_moe.configuration_qwen2_moe (33 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2MoeConfig.init 33 31 0
attr Qwen2MoeConfig.layer_types 1 0 0
attr Qwen2MoeConfig.vocab_size 1 0 0
attr Qwen2MoeConfig.max_position_embeddings 1 0 0
attr Qwen2MoeConfig.hidden_size 1 0 0
attr Qwen2MoeConfig.intermediate_size 1 0 0
attr Qwen2MoeConfig.num_hidden_layers 1 0 0
attr Qwen2MoeConfig.num_attention_heads 1 0 0
attr Qwen2MoeConfig.use_sliding_window 1 0 0
attr Qwen2MoeConfig.sliding_window 1 0 0
attr Qwen2MoeConfig.max_window_layers 1 0 0
attr Qwen2MoeConfig.num_key_value_heads 1 0 0
attr Qwen2MoeConfig.hidden_act 1 0 0
attr Qwen2MoeConfig.initializer_range 1 0 0
attr Qwen2MoeConfig.rms_norm_eps 1 0 0
attr Qwen2MoeConfig.use_cache 1 0 0
attr Qwen2MoeConfig.attention_dropout 1 0 0
attr Qwen2MoeConfig.decoder_sparse_step 1 0 0
attr Qwen2MoeConfig.moe_intermediate_size 1 0 0
attr Qwen2MoeConfig.shared_expert_intermediate_size 1 0 0
attr Qwen2MoeConfig.num_experts_per_tok 1 0 0
attr Qwen2MoeConfig.num_experts 1 0 0
attr Qwen2MoeConfig.norm_topk_prob 1 0 0
attr Qwen2MoeConfig.output_router_logits 1 0 0
attr Qwen2MoeConfig.router_aux_loss_coef 1 0 0
attr Qwen2MoeConfig.mlp_only_layers 1 0 0
attr Qwen2MoeConfig.qkv_bias 1 0 0
attr Qwen2MoeConfig.pad_token_id 1 0 0
attr Qwen2MoeConfig.bos_token_id 1 0 0
attr Qwen2MoeConfig.eos_token_id 1 0 0
attr Qwen2MoeConfig.tie_word_embeddings 1 0 0
attr Qwen2MoeConfig.rope_parameters 1 0 0

transformers.models.qwen2_moe.modeling_qwen2_moe (19 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2MoeModel.init 2 1 0
attr Qwen2MoeModel.padding_idx 1 0 0
attr Qwen2MoeModel.vocab_size 1 0 0
attr Qwen2MoeModel.embed_tokens 1 0 0
attr Qwen2MoeModel.layers 1 0 0
attr Qwen2MoeModel.norm 1 0 0
attr Qwen2MoeModel.rotary_emb 1 0 0
attr Qwen2MoeModel.gradient_checkpointing 1 0 0
meth Qwen2MoePreTrainedModel._init_weights 2 0 0
attr Qwen2MoePreTrainedModel._can_record_outputs 1 0 0
meth Qwen2MoeForCausalLM.init 2 0 0
attr Qwen2MoeForCausalLM.model 1 0 0
attr Qwen2MoeForCausalLM.vocab_size 1 0 0
attr Qwen2MoeForCausalLM.lm_head 1 0 0
attr Qwen2MoeForCausalLM.router_aux_loss_coef 1 0 0
attr Qwen2MoeForCausalLM.num_experts 1 0 0
attr Qwen2MoeForCausalLM.num_experts_per_tok 1 0 0

transformers.models.qwen2_moe.modular_qwen2_moe (9 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2MoeModel.init 2 1 0
attr Qwen2MoeModel.layers 1 0 0
attr Qwen2MoeModel.norm 1 0 0
attr Qwen2MoeModel.rotary_emb 1 0 0
attr Qwen2MoePreTrainedModel._can_record_outputs 1 0 0
meth Qwen2MoeForCausalLM.init 2 0 0
attr Qwen2MoeForCausalLM.num_experts 1 0 0
attr Qwen2MoeForCausalLM.model 1 0 0

transformers.models.qwen2_vl.configuration_qwen2_vl (40 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLTextConfig.init 22 20 0
meth Qwen2VLTextConfig.convert_rope_params_to_dict 3 1 0
attr Qwen2VLTextConfig.vocab_size 1 0 0
attr Qwen2VLTextConfig.max_position_embeddings 1 0 0
attr Qwen2VLTextConfig.hidden_size 1 0 0
attr Qwen2VLTextConfig.intermediate_size 1 0 0
attr Qwen2VLTextConfig.num_hidden_layers 1 0 0
attr Qwen2VLTextConfig.num_attention_heads 1 0 0
attr Qwen2VLTextConfig.use_sliding_window 1 0 0
attr Qwen2VLTextConfig.sliding_window 1 0 0
attr Qwen2VLTextConfig.max_window_layers 1 0 0
attr Qwen2VLTextConfig.num_key_value_heads 1 0 0
attr Qwen2VLTextConfig.hidden_act 1 0 0
attr Qwen2VLTextConfig.initializer_range 1 0 0
attr Qwen2VLTextConfig.rms_norm_eps 1 0 0
attr Qwen2VLTextConfig.use_cache 1 0 0
attr Qwen2VLTextConfig.attention_dropout 1 0 0
attr Qwen2VLTextConfig.layer_types 1 0 0
attr Qwen2VLTextConfig.rope_parameters 1 0 0
attr Qwen2VLTextConfig.bos_token_id 1 0 0
attr Qwen2VLTextConfig.eos_token_id 1 0 0
attr Qwen2VLTextConfig.pad_token_id 1 0 0
meth Qwen2VLConfig.init 9 0 0
attr Qwen2VLConfig.image_token_id 1 0 0
attr Qwen2VLConfig.video_token_id 1 0 0
attr Qwen2VLConfig.vision_start_token_id 1 0 0
attr Qwen2VLConfig.vision_end_token_id 1 0 0
attr Qwen2VLConfig.tie_word_embeddings 1 0 0
attr Qwen2VLConfig.vision_config 1 0 0
attr Qwen2VLConfig.text_config 1 0 0

transformers.models.qwen2_vl.image_processing_qwen2_vl (19 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLImageProcessor.init 16 15 0
meth Qwen2VLImageProcessor._preprocess 16 15 0
meth Qwen2VLImageProcessor.preprocess 19 18 0
meth Qwen2VLImageProcessor.get_number_of_image_patches 4 2 0
attr Qwen2VLImageProcessor.min_pixels 1 0 0
attr Qwen2VLImageProcessor.max_pixels 1 0 0
attr Qwen2VLImageProcessor.size 1 0 0
attr Qwen2VLImageProcessor.do_resize 1 0 0
attr Qwen2VLImageProcessor.resample 1 0 0
attr Qwen2VLImageProcessor.do_rescale 1 0 0
attr Qwen2VLImageProcessor.rescale_factor 1 0 0
attr Qwen2VLImageProcessor.do_normalize 1 0 0
attr Qwen2VLImageProcessor.image_mean 1 0 0
attr Qwen2VLImageProcessor.image_std 1 0 0
attr Qwen2VLImageProcessor.patch_size 1 0 0
attr Qwen2VLImageProcessor.temporal_patch_size 1 0 0
attr Qwen2VLImageProcessor.merge_size 1 0 0
attr Qwen2VLImageProcessor.do_convert_rgb 1 0 0

transformers.models.qwen2_vl.image_processing_qwen2_vl_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLImageProcessorFast.init 2 1 0
meth Qwen2VLImageProcessorFast._further_process_kwargs 5 4 0
meth Qwen2VLImageProcessorFast._preprocess 16 14 0
meth Qwen2VLImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.qwen2_vl.modeling_qwen2_vl (46 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLPreTrainedModel._init_weights 2 0 0
meth Qwen2VLForConditionalGeneration.init 2 0 0
meth Qwen2VLForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen2VLForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen2VLForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen2VLForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen2VLForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen2VLForConditionalGeneration.model 1 0 0
attr Qwen2VLForConditionalGeneration.lm_head 1 0 0
meth Qwen2VLTextModel.init 2 1 0
attr Qwen2VLTextModel.padding_idx 1 0 0
attr Qwen2VLTextModel.vocab_size 1 0 0
attr Qwen2VLTextModel.embed_tokens 1 0 0
attr Qwen2VLTextModel.layers 1 0 0
attr Qwen2VLTextModel.norm 1 0 0
attr Qwen2VLTextModel.has_sliding_layers 1 0 0
attr Qwen2VLTextModel.rotary_emb 1 0 0
attr Qwen2VLTextModel.gradient_checkpointing 1 0 0
meth Qwen2VLModel.init 2 1 0
meth Qwen2VLModel.get_input_embeddings 1 0 0
meth Qwen2VLModel.set_input_embeddings 2 0 0
meth Qwen2VLModel.get_vision_position_ids 7 6 0
meth Qwen2VLModel.get_rope_index 7 6 0
meth Qwen2VLModel.get_placeholder_mask 5 4 0
attr Qwen2VLModel.visual 1 0 0
attr Qwen2VLModel.language_model 1 0 0
attr Qwen2VLModel.rope_deltas 1 0 0

transformers.models.qwen2_vl.processing_qwen2_vl (20 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLProcessor.init 6 0 0
meth Qwen2VLProcessor._get_num_multimodal_tokens 4 0 0
meth Qwen2VLProcessor.post_process_image_text_to_text 5 0 0
prop Qwen2VLProcessor.model_input_names 1 0 0
attr Qwen2VLProcessor.image_token 1 0 0
attr Qwen2VLProcessor.video_token 1 0 0
attr Qwen2VLProcessor.image_token_id 1 0 0
attr Qwen2VLProcessor.video_token_id 1 0 0

transformers.models.qwen2_vl.video_processing_qwen2_vl (8 missing, 0 any)

Symbol Typable Typed Any
meth Qwen2VLVideoProcessor.init 2 1 0
meth Qwen2VLVideoProcessor._further_process_kwargs 5 4 0
meth Qwen2VLVideoProcessor.sample_frames 8 6 0
meth Qwen2VLVideoProcessor._preprocess 15 13 0
meth Qwen2VLVideoProcessor.get_num_of_video_patches 5 3 0

transformers.models.qwen3.configuration_qwen3 (25 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3Config.init 25 23 0
attr Qwen3Config.vocab_size 1 0 0
attr Qwen3Config.max_position_embeddings 1 0 0
attr Qwen3Config.hidden_size 1 0 0
attr Qwen3Config.intermediate_size 1 0 0
attr Qwen3Config.num_hidden_layers 1 0 0
attr Qwen3Config.num_attention_heads 1 0 0
attr Qwen3Config.use_sliding_window 1 0 0
attr Qwen3Config.sliding_window 1 0 0
attr Qwen3Config.max_window_layers 1 0 0
attr Qwen3Config.num_key_value_heads 1 0 0
attr Qwen3Config.head_dim 1 0 0
attr Qwen3Config.hidden_act 1 0 0
attr Qwen3Config.initializer_range 1 0 0
attr Qwen3Config.rms_norm_eps 1 0 0
attr Qwen3Config.use_cache 1 0 0
attr Qwen3Config.attention_bias 1 0 0
attr Qwen3Config.attention_dropout 1 0 0
attr Qwen3Config.layer_types 1 0 0
attr Qwen3Config.pad_token_id 1 0 0
attr Qwen3Config.bos_token_id 1 0 0
attr Qwen3Config.eos_token_id 1 0 0
attr Qwen3Config.tie_word_embeddings 1 0 0
attr Qwen3Config.rope_parameters 1 0 0

transformers.models.qwen3.modeling_qwen3 (14 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3ForCausalLM.init 2 0 0
attr Qwen3ForCausalLM.model 1 0 0
attr Qwen3ForCausalLM.vocab_size 1 0 0
attr Qwen3ForCausalLM.lm_head 1 0 0
meth Qwen3Model.init 2 1 0
attr Qwen3Model.padding_idx 1 0 0
attr Qwen3Model.vocab_size 1 0 0
attr Qwen3Model.embed_tokens 1 0 0
attr Qwen3Model.layers 1 0 0
attr Qwen3Model.norm 1 0 0
attr Qwen3Model.rotary_emb 1 0 0
attr Qwen3Model.gradient_checkpointing 1 0 0
attr Qwen3Model.has_sliding_layers 1 0 0

transformers.models.qwen3.modular_qwen3 (2 missing, 0 any)

Symbol Typable Typed Any
attr Qwen3PreTrainedModel 1 0 0
attr Qwen3Model 1 0 0

transformers.models.qwen3_5.configuration_qwen3_5 (64 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5TextConfig.init 27 4 0
attr Qwen3_5TextConfig.pad_token_id 1 0 0
attr Qwen3_5TextConfig.bos_token_id 1 0 0
attr Qwen3_5TextConfig.eos_token_id 1 0 0
attr Qwen3_5TextConfig.tie_word_embeddings 1 0 0
attr Qwen3_5TextConfig.vocab_size 1 0 0
attr Qwen3_5TextConfig.max_position_embeddings 1 0 0
attr Qwen3_5TextConfig.hidden_size 1 0 0
attr Qwen3_5TextConfig.intermediate_size 1 0 0
attr Qwen3_5TextConfig.num_hidden_layers 1 0 0
attr Qwen3_5TextConfig.num_attention_heads 1 0 0
attr Qwen3_5TextConfig.num_key_value_heads 1 0 0
attr Qwen3_5TextConfig.hidden_act 1 0 0
attr Qwen3_5TextConfig.initializer_range 1 0 0
attr Qwen3_5TextConfig.rms_norm_eps 1 0 0
attr Qwen3_5TextConfig.use_cache 1 0 0
attr Qwen3_5TextConfig.attention_bias 1 0 0
attr Qwen3_5TextConfig.attention_dropout 1 0 0
attr Qwen3_5TextConfig.head_dim 1 0 0
attr Qwen3_5TextConfig.rope_parameters 1 0 0
attr Qwen3_5TextConfig.layer_types 1 0 0
attr Qwen3_5TextConfig.linear_conv_kernel_dim 1 0 0
attr Qwen3_5TextConfig.linear_key_head_dim 1 0 0
attr Qwen3_5TextConfig.linear_value_head_dim 1 0 0
attr Qwen3_5TextConfig.linear_num_key_heads 1 0 0
attr Qwen3_5TextConfig.linear_num_value_heads 1 0 0
meth Qwen3_5Config.init 9 0 0
attr Qwen3_5Config.image_token_id 1 0 0
attr Qwen3_5Config.video_token_id 1 0 0
attr Qwen3_5Config.vision_start_token_id 1 0 0
attr Qwen3_5Config.vision_end_token_id 1 0 0
attr Qwen3_5Config.tie_word_embeddings 1 0 0
attr Qwen3_5Config.vision_config 1 0 0
attr Qwen3_5Config.text_config 1 0 0

transformers.models.qwen3_5.modeling_qwen3_5 (68 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5ForCausalLM.init 2 0 0
attr Qwen3_5ForCausalLM.model 1 0 0
attr Qwen3_5ForCausalLM.vocab_size 1 0 0
attr Qwen3_5ForCausalLM.lm_head 1 0 0
meth Qwen3_5PreTrainedModel._init_weights 2 0 0
meth Qwen3_5ForConditionalGeneration.init 2 0 0
meth Qwen3_5ForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3_5ForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen3_5ForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen3_5ForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen3_5ForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen3_5ForConditionalGeneration.model 1 0 0
attr Qwen3_5ForConditionalGeneration.lm_head 1 0 0
meth Qwen3_5Model.init 2 0 0
meth Qwen3_5Model.get_input_embeddings 1 0 0
meth Qwen3_5Model.set_input_embeddings 2 0 0
meth Qwen3_5Model.get_vision_position_ids 7 6 0
meth Qwen3_5Model.get_rope_index 7 6 0
meth Qwen3_5Model.get_placeholder_mask 5 4 0
attr Qwen3_5Model.visual 1 0 0
attr Qwen3_5Model.language_model 1 0 0
attr Qwen3_5Model.rope_deltas 1 0 0
meth Qwen3_5TextModel.init 2 1 0
meth Qwen3_5TextModel._update_linear_attn_mask 3 0 0
attr Qwen3_5TextModel.embed_tokens 1 0 0
attr Qwen3_5TextModel.layers 1 0 0
attr Qwen3_5TextModel.norm 1 0 0
attr Qwen3_5TextModel.rotary_emb 1 0 0
attr Qwen3_5TextModel.gradient_checkpointing 1 0 0
meth Qwen3_5VisionModel.init 4 1 0
meth Qwen3_5VisionModel.fast_pos_embed_interpolate 2 0 0
meth Qwen3_5VisionModel.forward 4 3 0
attr Qwen3_5VisionModel.spatial_merge_size 1 0 0
attr Qwen3_5VisionModel.patch_size 1 0 0
attr Qwen3_5VisionModel.spatial_merge_unit 1 0 0
attr Qwen3_5VisionModel.patch_embed 1 0 0
attr Qwen3_5VisionModel.pos_embed 1 0 0
attr Qwen3_5VisionModel.num_grid_per_side 1 0 0
attr Qwen3_5VisionModel.rotary_pos_emb 1 0 0
attr Qwen3_5VisionModel.blocks 1 0 0
attr Qwen3_5VisionModel.merger 1 0 0
attr Qwen3_5VisionModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_5.modular_qwen3_5 (46 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5ForCausalLM.init 2 0 0
attr Qwen3_5ForCausalLM.model 1 0 0
meth Qwen3_5ForConditionalGeneration.get_video_features 2 1 0
meth Qwen3_5ForConditionalGeneration.get_image_features 2 1 0
meth Qwen3_5Model.get_video_features 2 1 0
meth Qwen3_5TextConfig.init 27 4 0
meth Qwen3_5TextModel.init 2 1 0
attr Qwen3_5TextModel.rotary_emb 1 0 0
meth Qwen3_5VisionModel.init 4 1 0
meth Qwen3_5VisionModel.forward 4 3 0
meth Qwen3_5PreTrainedModel._init_weights 2 0 0
meth Qwen3_5Config.init 9 0 0

transformers.models.qwen3_5.tokenization_qwen3_5 (7 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5Tokenizer.init 11 5 0
attr Qwen3_5Tokenizer.add_prefix_space 1 0 0

transformers.models.qwen3_5_moe.configuration_qwen3_5_moe (74 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5MoeTextConfig.init 32 4 0
attr Qwen3_5MoeTextConfig.pad_token_id 1 0 0
attr Qwen3_5MoeTextConfig.bos_token_id 1 0 0
attr Qwen3_5MoeTextConfig.eos_token_id 1 0 0
attr Qwen3_5MoeTextConfig.tie_word_embeddings 1 0 0
attr Qwen3_5MoeTextConfig.vocab_size 1 0 0
attr Qwen3_5MoeTextConfig.max_position_embeddings 1 0 0
attr Qwen3_5MoeTextConfig.hidden_size 1 0 0
attr Qwen3_5MoeTextConfig.num_hidden_layers 1 0 0
attr Qwen3_5MoeTextConfig.num_attention_heads 1 0 0
attr Qwen3_5MoeTextConfig.num_key_value_heads 1 0 0
attr Qwen3_5MoeTextConfig.hidden_act 1 0 0
attr Qwen3_5MoeTextConfig.initializer_range 1 0 0
attr Qwen3_5MoeTextConfig.rms_norm_eps 1 0 0
attr Qwen3_5MoeTextConfig.use_cache 1 0 0
attr Qwen3_5MoeTextConfig.attention_bias 1 0 0
attr Qwen3_5MoeTextConfig.attention_dropout 1 0 0
attr Qwen3_5MoeTextConfig.head_dim 1 0 0
attr Qwen3_5MoeTextConfig.rope_parameters 1 0 0
attr Qwen3_5MoeTextConfig.layer_types 1 0 0
attr Qwen3_5MoeTextConfig.linear_conv_kernel_dim 1 0 0
attr Qwen3_5MoeTextConfig.linear_key_head_dim 1 0 0
attr Qwen3_5MoeTextConfig.linear_value_head_dim 1 0 0
attr Qwen3_5MoeTextConfig.linear_num_key_heads 1 0 0
attr Qwen3_5MoeTextConfig.linear_num_value_heads 1 0 0
attr Qwen3_5MoeTextConfig.moe_intermediate_size 1 0 0
attr Qwen3_5MoeTextConfig.shared_expert_intermediate_size 1 0 0
attr Qwen3_5MoeTextConfig.num_experts_per_tok 1 0 0
attr Qwen3_5MoeTextConfig.num_experts 1 0 0
attr Qwen3_5MoeTextConfig.output_router_logits 1 0 0
attr Qwen3_5MoeTextConfig.router_aux_loss_coef 1 0 0
meth Qwen3_5MoeConfig.init 9 0 0
attr Qwen3_5MoeConfig.image_token_id 1 0 0
attr Qwen3_5MoeConfig.video_token_id 1 0 0
attr Qwen3_5MoeConfig.vision_start_token_id 1 0 0
attr Qwen3_5MoeConfig.vision_end_token_id 1 0 0
attr Qwen3_5MoeConfig.tie_word_embeddings 1 0 0
attr Qwen3_5MoeConfig.vision_config 1 0 0
attr Qwen3_5MoeConfig.text_config 1 0 0

transformers.models.qwen3_5_moe.modeling_qwen3_5_moe (72 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5MoePreTrainedModel._init_weights 2 0 0
attr Qwen3_5MoePreTrainedModel._can_record_outputs 1 0 0
meth Qwen3_5MoeModel.init 2 0 0
meth Qwen3_5MoeModel.get_input_embeddings 1 0 0
meth Qwen3_5MoeModel.set_input_embeddings 2 0 0
meth Qwen3_5MoeModel.get_vision_position_ids 7 6 0
meth Qwen3_5MoeModel.get_rope_index 7 6 0
meth Qwen3_5MoeModel.get_placeholder_mask 5 4 0
attr Qwen3_5MoeModel.visual 1 0 0
attr Qwen3_5MoeModel.language_model 1 0 0
attr Qwen3_5MoeModel.rope_deltas 1 0 0
meth Qwen3_5MoeTextModel.init 2 1 0
meth Qwen3_5MoeTextModel._update_linear_attn_mask 3 0 0
attr Qwen3_5MoeTextModel.embed_tokens 1 0 0
attr Qwen3_5MoeTextModel.layers 1 0 0
attr Qwen3_5MoeTextModel.norm 1 0 0
attr Qwen3_5MoeTextModel.rotary_emb 1 0 0
attr Qwen3_5MoeTextModel.gradient_checkpointing 1 0 0
meth Qwen3_5MoeForConditionalGeneration.init 2 0 0
meth Qwen3_5MoeForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3_5MoeForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen3_5MoeForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen3_5MoeForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen3_5MoeForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen3_5MoeForConditionalGeneration.model 1 0 0
attr Qwen3_5MoeForConditionalGeneration.lm_head 1 0 0
meth Qwen3_5MoeForCausalLM.init 2 0 0
attr Qwen3_5MoeForCausalLM.model 1 0 0
attr Qwen3_5MoeForCausalLM.vocab_size 1 0 0
attr Qwen3_5MoeForCausalLM.lm_head 1 0 0
attr Qwen3_5MoeForCausalLM.router_aux_loss_coef 1 0 0
attr Qwen3_5MoeForCausalLM.num_experts 1 0 0
attr Qwen3_5MoeForCausalLM.num_experts_per_tok 1 0 0
meth Qwen3_5MoeVisionModel.init 4 1 0
meth Qwen3_5MoeVisionModel.fast_pos_embed_interpolate 2 0 0
meth Qwen3_5MoeVisionModel.forward 4 3 0
attr Qwen3_5MoeVisionModel.spatial_merge_size 1 0 0
attr Qwen3_5MoeVisionModel.patch_size 1 0 0
attr Qwen3_5MoeVisionModel.spatial_merge_unit 1 0 0
attr Qwen3_5MoeVisionModel.patch_embed 1 0 0
attr Qwen3_5MoeVisionModel.pos_embed 1 0 0
attr Qwen3_5MoeVisionModel.num_grid_per_side 1 0 0
attr Qwen3_5MoeVisionModel.rotary_pos_emb 1 0 0
attr Qwen3_5MoeVisionModel.blocks 1 0 0
attr Qwen3_5MoeVisionModel.merger 1 0 0
attr Qwen3_5MoeVisionModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_5_moe.modular_qwen3_5_moe (46 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3_5MoePreTrainedModel._init_weights 2 0 0
meth Qwen3_5MoeConfig.init 9 0 0
meth Qwen3_5MoeForCausalLM.init 2 0 0
attr Qwen3_5MoeForCausalLM.model 1 0 0
meth Qwen3_5MoeTextConfig.init 32 4 0
meth Qwen3_5MoeForConditionalGeneration.forward 2 0 0
meth Qwen3_5MoeForConditionalGeneration.get_video_features 2 1 0
meth Qwen3_5MoeForConditionalGeneration.get_image_features 2 1 0

transformers.models.qwen3_moe.configuration_qwen3_moe (30 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3MoeConfig.init 30 28 0
attr Qwen3MoeConfig.vocab_size 1 0 0
attr Qwen3MoeConfig.max_position_embeddings 1 0 0
attr Qwen3MoeConfig.hidden_size 1 0 0
attr Qwen3MoeConfig.intermediate_size 1 0 0
attr Qwen3MoeConfig.num_hidden_layers 1 0 0
attr Qwen3MoeConfig.num_attention_heads 1 0 0
attr Qwen3MoeConfig.use_sliding_window 1 0 0
attr Qwen3MoeConfig.sliding_window 1 0 0
attr Qwen3MoeConfig.num_key_value_heads 1 0 0
attr Qwen3MoeConfig.hidden_act 1 0 0
attr Qwen3MoeConfig.initializer_range 1 0 0
attr Qwen3MoeConfig.rms_norm_eps 1 0 0
attr Qwen3MoeConfig.use_cache 1 0 0
attr Qwen3MoeConfig.attention_bias 1 0 0
attr Qwen3MoeConfig.attention_dropout 1 0 0
attr Qwen3MoeConfig.rope_parameters 1 0 0
attr Qwen3MoeConfig.decoder_sparse_step 1 0 0
attr Qwen3MoeConfig.moe_intermediate_size 1 0 0
attr Qwen3MoeConfig.num_experts_per_tok 1 0 0
attr Qwen3MoeConfig.num_experts 1 0 0
attr Qwen3MoeConfig.norm_topk_prob 1 0 0
attr Qwen3MoeConfig.output_router_logits 1 0 0
attr Qwen3MoeConfig.router_aux_loss_coef 1 0 0
attr Qwen3MoeConfig.mlp_only_layers 1 0 0
attr Qwen3MoeConfig.pad_token_id 1 0 0
attr Qwen3MoeConfig.bos_token_id 1 0 0
attr Qwen3MoeConfig.eos_token_id 1 0 0
attr Qwen3MoeConfig.tie_word_embeddings 1 0 0

transformers.models.qwen3_moe.modeling_qwen3_moe (19 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3MoePreTrainedModel._init_weights 2 0 0
attr Qwen3MoePreTrainedModel._can_record_outputs 1 0 0
meth Qwen3MoeModel.init 2 1 0
attr Qwen3MoeModel.padding_idx 1 0 0
attr Qwen3MoeModel.vocab_size 1 0 0
attr Qwen3MoeModel.embed_tokens 1 0 0
attr Qwen3MoeModel.layers 1 0 0
attr Qwen3MoeModel.norm 1 0 0
attr Qwen3MoeModel.rotary_emb 1 0 0
attr Qwen3MoeModel.gradient_checkpointing 1 0 0
meth Qwen3MoeForCausalLM.init 2 0 0
attr Qwen3MoeForCausalLM.model 1 0 0
attr Qwen3MoeForCausalLM.vocab_size 1 0 0
attr Qwen3MoeForCausalLM.lm_head 1 0 0
attr Qwen3MoeForCausalLM.router_aux_loss_coef 1 0 0
attr Qwen3MoeForCausalLM.num_experts 1 0 0
attr Qwen3MoeForCausalLM.num_experts_per_tok 1 0 0

transformers.models.qwen3_moe.modular_qwen3_moe (5 missing, 0 any)

Symbol Typable Typed Any
attr Qwen3MoePreTrainedModel._can_record_outputs 1 0 0
meth Qwen3MoeForCausalLM.init 2 0 0
attr Qwen3MoeForCausalLM.model 1 0 0
attr Qwen3MoeForCausalLM.num_experts 1 0 0

transformers.models.qwen3_next.configuration_qwen3_next (36 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3NextConfig.init 36 34 0
attr Qwen3NextConfig.pad_token_id 1 0 0
attr Qwen3NextConfig.bos_token_id 1 0 0
attr Qwen3NextConfig.eos_token_id 1 0 0
attr Qwen3NextConfig.tie_word_embeddings 1 0 0
attr Qwen3NextConfig.vocab_size 1 0 0
attr Qwen3NextConfig.max_position_embeddings 1 0 0
attr Qwen3NextConfig.hidden_size 1 0 0
attr Qwen3NextConfig.intermediate_size 1 0 0
attr Qwen3NextConfig.num_hidden_layers 1 0 0
attr Qwen3NextConfig.num_attention_heads 1 0 0
attr Qwen3NextConfig.num_key_value_heads 1 0 0
attr Qwen3NextConfig.hidden_act 1 0 0
attr Qwen3NextConfig.initializer_range 1 0 0
attr Qwen3NextConfig.rms_norm_eps 1 0 0
attr Qwen3NextConfig.use_cache 1 0 0
attr Qwen3NextConfig.attention_bias 1 0 0
attr Qwen3NextConfig.attention_dropout 1 0 0
attr Qwen3NextConfig.head_dim 1 0 0
attr Qwen3NextConfig.rope_parameters 1 0 0
attr Qwen3NextConfig.layer_types 1 0 0
attr Qwen3NextConfig.linear_conv_kernel_dim 1 0 0
attr Qwen3NextConfig.linear_key_head_dim 1 0 0
attr Qwen3NextConfig.linear_value_head_dim 1 0 0
attr Qwen3NextConfig.linear_num_key_heads 1 0 0
attr Qwen3NextConfig.linear_num_value_heads 1 0 0
attr Qwen3NextConfig.decoder_sparse_step 1 0 0
attr Qwen3NextConfig.moe_intermediate_size 1 0 0
attr Qwen3NextConfig.shared_expert_intermediate_size 1 0 0
attr Qwen3NextConfig.num_experts_per_tok 1 0 0
attr Qwen3NextConfig.num_experts 1 0 0
attr Qwen3NextConfig.norm_topk_prob 1 0 0
attr Qwen3NextConfig.output_router_logits 1 0 0
attr Qwen3NextConfig.router_aux_loss_coef 1 0 0
attr Qwen3NextConfig.mlp_only_layers 1 0 0

transformers.models.qwen3_next.modeling_qwen3_next (20 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3NextForCausalLM.init 2 0 0
attr Qwen3NextForCausalLM.model 1 0 0
attr Qwen3NextForCausalLM.vocab_size 1 0 0
attr Qwen3NextForCausalLM.lm_head 1 0 0
attr Qwen3NextForCausalLM.router_aux_loss_coef 1 0 0
attr Qwen3NextForCausalLM.num_experts 1 0 0
attr Qwen3NextForCausalLM.num_experts_per_tok 1 0 0
meth Qwen3NextPreTrainedModel._init_weights 2 0 0
attr Qwen3NextPreTrainedModel._can_record_outputs 1 0 0
meth Qwen3NextModel.init 2 1 0
meth Qwen3NextModel._update_linear_attn_mask 3 0 0
attr Qwen3NextModel.embed_tokens 1 0 0
attr Qwen3NextModel.layers 1 0 0
attr Qwen3NextModel.norm 1 0 0
attr Qwen3NextModel.rotary_emb 1 0 0
attr Qwen3NextModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_next.modular_qwen3_next (15 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3NextForCausalLM.init 2 0 0
attr Qwen3NextForCausalLM.num_experts 1 0 0
meth Qwen3NextPreTrainedModel._init_weights 2 0 0
attr Qwen3NextPreTrainedModel._can_record_outputs 1 0 0
meth Qwen3NextModel.init 2 1 0
meth Qwen3NextModel._update_linear_attn_mask 3 0 0
attr Qwen3NextModel.embed_tokens 1 0 0
attr Qwen3NextModel.layers 1 0 0
attr Qwen3NextModel.norm 1 0 0
attr Qwen3NextModel.rotary_emb 1 0 0
attr Qwen3NextModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_omni_moe.configuration_qwen3_omni_moe (91 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3OmniMoeConfig.init 14 0 0
meth Qwen3OmniMoeConfig.get_text_config 2 1 0
attr Qwen3OmniMoeConfig.thinker_config 1 0 0
attr Qwen3OmniMoeConfig.talker_config 1 0 0
attr Qwen3OmniMoeConfig.code2wav_config 1 0 0
attr Qwen3OmniMoeConfig.initializer_range 1 0 0
attr Qwen3OmniMoeConfig.enable_audio_output 1 0 0
attr Qwen3OmniMoeConfig.im_start_token_id 1 0 0
attr Qwen3OmniMoeConfig.im_end_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_pad_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_bos_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_eos_token_id 1 0 0
attr Qwen3OmniMoeConfig.system_token_id 1 0 0
attr Qwen3OmniMoeConfig.user_token_id 1 0 0
attr Qwen3OmniMoeConfig.assistant_token_id 1 0 0
meth Qwen3OmniMoeTalkerConfig.init 20 0 0
attr Qwen3OmniMoeTalkerConfig.num_code_groups 1 0 0
attr Qwen3OmniMoeTalkerConfig.thinker_hidden_size 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_eos_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.accept_hidden_layer 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_nothink_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_think_bos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_think_eos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_pad_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_bos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.audio_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.image_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.video_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.position_id_per_seconds 1 0 0
attr Qwen3OmniMoeTalkerConfig.audio_start_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.vision_start_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.speaker_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.initializer_range 1 0 0
attr Qwen3OmniMoeTalkerConfig.code_predictor_config 1 0 0
attr Qwen3OmniMoeTalkerConfig.text_config 1 0 0
meth Qwen3OmniMoeThinkerConfig.init 13 0 0
attr Qwen3OmniMoeThinkerConfig.user_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.position_id_per_seconds 1 0 0
attr Qwen3OmniMoeThinkerConfig.audio_start_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.initializer_range 1 0 0
attr Qwen3OmniMoeThinkerConfig.tie_word_embeddings 1 0 0
attr Qwen3OmniMoeThinkerConfig.vision_config 1 0 0
attr Qwen3OmniMoeThinkerConfig.audio_config 1 0 0
attr Qwen3OmniMoeThinkerConfig.text_config 1 0 0
attr Qwen3OmniMoeThinkerConfig.audio_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.image_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.video_token_id 1 0 0

transformers.models.qwen3_omni_moe.modeling_qwen3_omni_moe (214 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3OmniMoeTalkerForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.forward 21 1 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3OmniMoeTalkerForConditionalGeneration._update_model_kwargs_for_generation 5 0 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.prepare_inputs_for_generation 8 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration._can_record_outputs 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.model 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.vocab_size 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.router_aux_loss_coef 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.num_experts 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.num_experts_per_tok 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.text_projection 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.hidden_projection 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.codec_head 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.code_predictor 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.rope_deltas 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.spatial_merge_size 1 0 0
meth Qwen3OmniMoeThinkerTextPreTrainedModel._init_weights 2 0 0
attr Qwen3OmniMoeThinkerTextPreTrainedModel._can_record_outputs 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.forward 11 1 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration._update_model_kwargs_for_generation 5 0 0
attr Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.model 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.vocab_size 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.lm_head 1 0 0
meth Qwen3OmniMoePreTrainedModelForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen3OmniMoeCode2WavTransformerModel.init 2 1 0
meth Qwen3OmniMoeCode2WavTransformerModel.forward 9 1 0
attr Qwen3OmniMoeCode2WavTransformerModel.layers 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.norm 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.rotary_emb 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.gradient_checkpointing 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.has_sliding_layers 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.window_size 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModel.init 2 1 0
meth Qwen3OmniMoeTalkerCodePredictorModel.get_input_embeddings 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.padding_idx 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.vocab_size 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.layers 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.norm 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.rotary_emb 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.gradient_checkpointing 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.has_sliding_layers 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.codec_embedding 1 0 0
meth Qwen3OmniMoeCode2Wav.init 2 1 0
meth Qwen3OmniMoeCode2Wav.forward 3 0 0
meth Qwen3OmniMoeCode2Wav.chunked_decode 4 0 0
attr Qwen3OmniMoeCode2Wav.total_upsample 1 0 0
attr Qwen3OmniMoeCode2Wav.pre_transformer 1 0 0
attr Qwen3OmniMoeCode2Wav.code_embedding 1 0 0
attr Qwen3OmniMoeCode2Wav.upsample 1 0 0
attr Qwen3OmniMoeCode2Wav.decoder 1 0 0
meth Qwen3OmniMoeForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeForConditionalGeneration.enable_talker 1 0 0
meth Qwen3OmniMoeForConditionalGeneration.disable_talker 1 0 0
meth Qwen3OmniMoeForConditionalGeneration._get_talker_user_parts 6 0 0
meth Qwen3OmniMoeForConditionalGeneration._get_talker_assistant_parts 8 0 0
meth Qwen3OmniMoeForConditionalGeneration.generate 14 12 0
attr Qwen3OmniMoeForConditionalGeneration.thinker 1 0 0
attr Qwen3OmniMoeForConditionalGeneration.has_talker 1 0 0
meth Qwen3OmniMoeTalkerModel.init 2 1 0
meth Qwen3OmniMoeTalkerModel._deepstack_process 4 3 0
meth Qwen3OmniMoeTalkerModel.get_input_embeddings 1 0 0
attr Qwen3OmniMoeTalkerModel._can_record_outputs 1 0 0
attr Qwen3OmniMoeTalkerModel.padding_idx 1 0 0
attr Qwen3OmniMoeTalkerModel.vocab_size 1 0 0
attr Qwen3OmniMoeTalkerModel.layers 1 0 0
attr Qwen3OmniMoeTalkerModel.norm 1 0 0
attr Qwen3OmniMoeTalkerModel.rotary_emb 1 0 0
attr Qwen3OmniMoeTalkerModel.gradient_checkpointing 1 0 0
attr Qwen3OmniMoeTalkerModel.codec_embedding 1 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.init 2 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.get_placeholder_mask 5 4 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.forward 21 2 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.prepare_inputs_for_generation 18 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration._can_record_outputs 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.audio_tower 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.visual 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.vocab_size 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.model 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.lm_head 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.rope_deltas 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.num_experts 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.num_experts_per_tok 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.router_aux_loss_coef 1 0 0
meth Qwen3OmniMoeThinkerTextModel.init 2 1 0
meth Qwen3OmniMoeThinkerTextModel._deepstack_process 4 3 0
attr Qwen3OmniMoeThinkerTextModel._can_record_outputs 1 0 0
attr Qwen3OmniMoeThinkerTextModel.padding_idx 1 0 0
attr Qwen3OmniMoeThinkerTextModel.vocab_size 1 0 0
attr Qwen3OmniMoeThinkerTextModel.embed_tokens 1 0 0
attr Qwen3OmniMoeThinkerTextModel.layers 1 0 0
attr Qwen3OmniMoeThinkerTextModel.norm 1 0 0
attr Qwen3OmniMoeThinkerTextModel.rotary_emb 1 0 0
attr Qwen3OmniMoeThinkerTextModel.gradient_checkpointing 1 0 0
meth Qwen3OmniMoeCode2WavDecoderBlock.init 3 1 0
meth Qwen3OmniMoeCode2WavDecoderBlock.forward 3 0 0
attr Qwen3OmniMoeCode2WavDecoderBlock.block 1 0 0
meth Qwen3OmniMoePreTrainedModel._init_weights 2 0 0

transformers.models.qwen3_omni_moe.modular_qwen3_omni_moe (261 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3OmniMoeTalkerForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.forward 21 0 0
meth Qwen3OmniMoeTalkerForConditionalGeneration._update_model_kwargs_for_generation 5 0 0
meth Qwen3OmniMoeTalkerForConditionalGeneration.prepare_inputs_for_generation 8 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration._can_record_outputs 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.model 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.text_projection 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.hidden_projection 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.codec_head 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.code_predictor 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.rope_deltas 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.spatial_merge_size 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.vocab_size 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.router_aux_loss_coef 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.num_experts 1 0 0
attr Qwen3OmniMoeTalkerForConditionalGeneration.num_experts_per_tok 1 0 0
meth Qwen3OmniMoeThinkerConfig.init 13 0 0
attr Qwen3OmniMoeThinkerConfig.audio_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.image_token_id 1 0 0
attr Qwen3OmniMoeThinkerConfig.video_token_id 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModel.init 2 1 0
meth Qwen3OmniMoeTalkerCodePredictorModel.get_input_embeddings 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.layers 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModel.codec_embedding 1 0 0
meth Qwen3OmniMoeForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeForConditionalGeneration.enable_talker 1 0 0
meth Qwen3OmniMoeForConditionalGeneration.disable_talker 1 0 0
meth Qwen3OmniMoeForConditionalGeneration._get_talker_user_parts 6 0 0
meth Qwen3OmniMoeForConditionalGeneration._get_talker_assistant_parts 8 0 0
meth Qwen3OmniMoeForConditionalGeneration.generate 14 12 0
attr Qwen3OmniMoeForConditionalGeneration.thinker 1 0 0
attr Qwen3OmniMoeForConditionalGeneration.has_talker 1 0 0
meth Qwen3OmniMoeTalkerModel.init 2 1 0
meth Qwen3OmniMoeTalkerModel.get_input_embeddings 1 0 0
attr Qwen3OmniMoeTalkerModel._can_record_outputs 1 0 0
attr Qwen3OmniMoeTalkerModel.codec_embedding 1 0 0
attr Qwen3OmniMoeTalkerModel.layers 1 0 0
attr Qwen3OmniMoeTalkerModel.rotary_emb 1 0 0
meth Qwen3OmniMoeThinkerTextModel.init 2 1 0
attr Qwen3OmniMoeThinkerTextModel._can_record_outputs 1 0 0
attr Qwen3OmniMoeThinkerTextModel.layers 1 0 0
attr Qwen3OmniMoeThinkerTextModel.rotary_emb 1 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.init 2 0 0
meth Qwen3OmniMoeThinkerForConditionalGeneration.forward 21 2 0
attr Qwen3OmniMoeThinkerForConditionalGeneration._can_record_outputs 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.num_experts 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.num_experts_per_tok 1 0 0
attr Qwen3OmniMoeThinkerForConditionalGeneration.router_aux_loss_coef 1 0 0
meth Qwen3OmniMoeProcessor.replace_multimodal_special_tokens 9 0 0
meth Qwen3OmniMoeProcessor.call 6 4 0
meth Qwen3OmniMoeProcessor.apply_chat_template 4 0 0
meth Qwen3OmniMoeCode2Wav.init 2 1 0
meth Qwen3OmniMoeCode2Wav.forward 3 0 0
meth Qwen3OmniMoeCode2Wav.chunked_decode 4 0 0
attr Qwen3OmniMoeCode2Wav.total_upsample 1 0 0
attr Qwen3OmniMoeCode2Wav.pre_transformer 1 0 0
attr Qwen3OmniMoeCode2Wav.code_embedding 1 0 0
attr Qwen3OmniMoeCode2Wav.upsample 1 0 0
attr Qwen3OmniMoeCode2Wav.decoder 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.init 2 1 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.forward 11 0 0
meth Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration._update_model_kwargs_for_generation 5 0 0
attr Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.model 1 0 0
attr Qwen3OmniMoeTalkerCodePredictorModelForConditionalGeneration.lm_head 1 0 0
meth Qwen3OmniMoePreTrainedModelForConditionalGeneration.get_llm_pos_ids_for_vision 7 6 0
meth Qwen3OmniMoeCode2WavTransformerModel.init 2 1 0
meth Qwen3OmniMoeCode2WavTransformerModel.forward 9 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.window_size 1 0 0
attr Qwen3OmniMoeCode2WavTransformerModel.layers 1 0 0
meth Qwen3OmniMoeTalkerConfig.init 20 0 0
attr Qwen3OmniMoeTalkerConfig.num_code_groups 1 0 0
attr Qwen3OmniMoeTalkerConfig.thinker_hidden_size 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_eos_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.accept_hidden_layer 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_nothink_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_think_bos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_think_eos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_pad_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.codec_bos_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.audio_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.image_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.video_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.position_id_per_seconds 1 0 0
attr Qwen3OmniMoeTalkerConfig.audio_start_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.vision_start_token_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.speaker_id 1 0 0
attr Qwen3OmniMoeTalkerConfig.initializer_range 1 0 0
attr Qwen3OmniMoeTalkerConfig.code_predictor_config 1 0 0
attr Qwen3OmniMoeTalkerConfig.text_config 1 0 0
meth Qwen3OmniMoeCode2WavDecoderBlock.init 3 1 0
meth Qwen3OmniMoeCode2WavDecoderBlock.forward 3 0 0
attr Qwen3OmniMoeCode2WavDecoderBlock.block 1 0 0
meth Qwen3OmniMoeConfig.init 14 0 0
meth Qwen3OmniMoeConfig.get_text_config 2 1 0
attr Qwen3OmniMoeConfig.thinker_config 1 0 0
attr Qwen3OmniMoeConfig.talker_config 1 0 0
attr Qwen3OmniMoeConfig.code2wav_config 1 0 0
attr Qwen3OmniMoeConfig.initializer_range 1 0 0
attr Qwen3OmniMoeConfig.enable_audio_output 1 0 0
attr Qwen3OmniMoeConfig.im_start_token_id 1 0 0
attr Qwen3OmniMoeConfig.im_end_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_pad_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_bos_token_id 1 0 0
attr Qwen3OmniMoeConfig.tts_eos_token_id 1 0 0
attr Qwen3OmniMoeConfig.system_token_id 1 0 0
attr Qwen3OmniMoeConfig.user_token_id 1 0 0
attr Qwen3OmniMoeConfig.assistant_token_id 1 0 0
meth Qwen3OmniMoePreTrainedModel._init_weights 2 0 0

transformers.models.qwen3_omni_moe.processing_qwen3_omni_moe (37 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3OmniMoeProcessor.init 6 0 0
meth Qwen3OmniMoeProcessor.call 6 5 0
meth Qwen3OmniMoeProcessor.replace_multimodal_special_tokens 9 0 0
meth Qwen3OmniMoeProcessor.apply_chat_template 4 0 0
meth Qwen3OmniMoeProcessor.post_process_image_text_to_text 4 0 0
meth Qwen3OmniMoeProcessor.post_process_multimodal_output 5 0 0
prop Qwen3OmniMoeProcessor.model_input_names 1 0 0
attr Qwen3OmniMoeProcessor.image_token 1 0 0
attr Qwen3OmniMoeProcessor.audio_token 1 0 0
attr Qwen3OmniMoeProcessor.video_token 1 0 0
attr Qwen3OmniMoeProcessor.vision_bos_token 1 0 0
attr Qwen3OmniMoeProcessor.vision_eos_token 1 0 0
attr Qwen3OmniMoeProcessor.audio_bos_token 1 0 0
attr Qwen3OmniMoeProcessor.audio_eos_token 1 0 0

transformers.models.qwen3_vl.configuration_qwen3_vl (34 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLTextConfig.init 18 16 0
attr Qwen3VLTextConfig.vocab_size 1 0 0
attr Qwen3VLTextConfig.max_position_embeddings 1 0 0
attr Qwen3VLTextConfig.hidden_size 1 0 0
attr Qwen3VLTextConfig.intermediate_size 1 0 0
attr Qwen3VLTextConfig.num_hidden_layers 1 0 0
attr Qwen3VLTextConfig.num_attention_heads 1 0 0
attr Qwen3VLTextConfig.num_key_value_heads 1 0 0
attr Qwen3VLTextConfig.head_dim 1 0 0
attr Qwen3VLTextConfig.hidden_act 1 0 0
attr Qwen3VLTextConfig.initializer_range 1 0 0
attr Qwen3VLTextConfig.rms_norm_eps 1 0 0
attr Qwen3VLTextConfig.use_cache 1 0 0
attr Qwen3VLTextConfig.attention_bias 1 0 0
attr Qwen3VLTextConfig.attention_dropout 1 0 0
attr Qwen3VLTextConfig.rope_parameters 1 0 0
attr Qwen3VLTextConfig.pad_token_id 1 0 0
meth Qwen3VLConfig.init 9 0 0
attr Qwen3VLConfig.image_token_id 1 0 0
attr Qwen3VLConfig.video_token_id 1 0 0
attr Qwen3VLConfig.vision_start_token_id 1 0 0
attr Qwen3VLConfig.vision_end_token_id 1 0 0
attr Qwen3VLConfig.tie_word_embeddings 1 0 0
attr Qwen3VLConfig.vision_config 1 0 0
attr Qwen3VLConfig.text_config 1 0 0

transformers.models.qwen3_vl.modeling_qwen3_vl (64 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLTextModel.init 2 1 0
meth Qwen3VLTextModel._deepstack_process 4 3 0
attr Qwen3VLTextModel.padding_idx 1 0 0
attr Qwen3VLTextModel.vocab_size 1 0 0
attr Qwen3VLTextModel.embed_tokens 1 0 0
attr Qwen3VLTextModel.layers 1 0 0
attr Qwen3VLTextModel.norm 1 0 0
attr Qwen3VLTextModel.rotary_emb 1 0 0
attr Qwen3VLTextModel.gradient_checkpointing 1 0 0
meth Qwen3VLModel.init 2 0 0
meth Qwen3VLModel.get_input_embeddings 1 0 0
meth Qwen3VLModel.set_input_embeddings 2 0 0
meth Qwen3VLModel.get_vision_position_ids 7 6 0
meth Qwen3VLModel.get_rope_index 7 6 0
meth Qwen3VLModel.get_placeholder_mask 5 4 0
attr Qwen3VLModel.visual 1 0 0
attr Qwen3VLModel.language_model 1 0 0
attr Qwen3VLModel.rope_deltas 1 0 0
meth Qwen3VLPreTrainedModel._init_weights 2 0 0
meth Qwen3VLForConditionalGeneration.init 2 0 0
meth Qwen3VLForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3VLForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen3VLForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen3VLForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen3VLForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen3VLForConditionalGeneration.model 1 0 0
attr Qwen3VLForConditionalGeneration.lm_head 1 0 0
meth Qwen3VLVisionModel.init 4 1 0
meth Qwen3VLVisionModel.fast_pos_embed_interpolate 2 0 0
attr Qwen3VLVisionModel.spatial_merge_size 1 0 0
attr Qwen3VLVisionModel.patch_size 1 0 0
attr Qwen3VLVisionModel.spatial_merge_unit 1 0 0
attr Qwen3VLVisionModel.patch_embed 1 0 0
attr Qwen3VLVisionModel.pos_embed 1 0 0
attr Qwen3VLVisionModel.num_grid_per_side 1 0 0
attr Qwen3VLVisionModel.rotary_pos_emb 1 0 0
attr Qwen3VLVisionModel.blocks 1 0 0
attr Qwen3VLVisionModel.merger 1 0 0
attr Qwen3VLVisionModel.deepstack_visual_indexes 1 0 0
attr Qwen3VLVisionModel.deepstack_merger_list 1 0 0
attr Qwen3VLVisionModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_vl.modular_qwen3_vl (87 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLPreTrainedModel._init_weights 2 0 0
meth Qwen3VLForConditionalGeneration.get_image_features 2 1 0
meth Qwen3VLForConditionalGeneration.get_video_features 2 1 0
meth Qwen3VLForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen3VLForConditionalGeneration._expand_inputs_for_generation 5 4 0
meth Qwen3VLConfig.init 9 0 0
attr Qwen3VLConfig.image_token_id 1 0 0
attr Qwen3VLConfig.video_token_id 1 0 0
attr Qwen3VLConfig.vision_start_token_id 1 0 0
attr Qwen3VLConfig.vision_end_token_id 1 0 0
attr Qwen3VLConfig.tie_word_embeddings 1 0 0
attr Qwen3VLConfig.vision_config 1 0 0
attr Qwen3VLConfig.text_config 1 0 0
meth Qwen3VLProcessor.init 6 0 0
meth Qwen3VLProcessor._calculate_timestamps 4 3 0
attr Qwen3VLProcessor.vision_start_token 1 0 0
attr Qwen3VLProcessor.vision_end_token 1 0 0
attr Qwen3VLProcessor.vision_start_token_id 1 0 0
attr Qwen3VLProcessor.vision_end_token_id 1 0 0
meth Qwen3VLTextModel.init 2 1 0
meth Qwen3VLTextModel._deepstack_process 4 3 0
meth Qwen3VLModel.init 2 0 0
attr Qwen3VLModel.visual 1 0 0
attr Qwen3VLModel.language_model 1 0 0
meth Qwen3VLTextConfig.init 18 16 0
attr Qwen3VLTextConfig.vocab_size 1 0 0
attr Qwen3VLTextConfig.max_position_embeddings 1 0 0
attr Qwen3VLTextConfig.hidden_size 1 0 0
attr Qwen3VLTextConfig.intermediate_size 1 0 0
attr Qwen3VLTextConfig.num_hidden_layers 1 0 0
attr Qwen3VLTextConfig.num_attention_heads 1 0 0
attr Qwen3VLTextConfig.num_key_value_heads 1 0 0
attr Qwen3VLTextConfig.head_dim 1 0 0
attr Qwen3VLTextConfig.hidden_act 1 0 0
attr Qwen3VLTextConfig.initializer_range 1 0 0
attr Qwen3VLTextConfig.rms_norm_eps 1 0 0
attr Qwen3VLTextConfig.use_cache 1 0 0
attr Qwen3VLTextConfig.attention_bias 1 0 0
attr Qwen3VLTextConfig.attention_dropout 1 0 0
attr Qwen3VLTextConfig.rope_parameters 1 0 0
attr Qwen3VLTextConfig.pad_token_id 1 0 0
meth Qwen3VLVisionModel.init 4 1 0
meth Qwen3VLVisionModel.fast_pos_embed_interpolate 2 0 0
attr Qwen3VLVisionModel.spatial_merge_size 1 0 0
attr Qwen3VLVisionModel.patch_size 1 0 0
attr Qwen3VLVisionModel.spatial_merge_unit 1 0 0
attr Qwen3VLVisionModel.patch_embed 1 0 0
attr Qwen3VLVisionModel.pos_embed 1 0 0
attr Qwen3VLVisionModel.num_grid_per_side 1 0 0
attr Qwen3VLVisionModel.rotary_pos_emb 1 0 0
attr Qwen3VLVisionModel.blocks 1 0 0
attr Qwen3VLVisionModel.merger 1 0 0
attr Qwen3VLVisionModel.deepstack_visual_indexes 1 0 0
attr Qwen3VLVisionModel.deepstack_merger_list 1 0 0
attr Qwen3VLVisionModel.gradient_checkpointing 1 0 0

transformers.models.qwen3_vl.processing_qwen3_vl (25 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLProcessor.init 6 0 0
meth Qwen3VLProcessor._get_num_multimodal_tokens 4 0 0
meth Qwen3VLProcessor.post_process_image_text_to_text 5 0 0
meth Qwen3VLProcessor._calculate_timestamps 4 3 0
prop Qwen3VLProcessor.model_input_names 1 0 0
attr Qwen3VLProcessor.image_token 1 0 0
attr Qwen3VLProcessor.video_token 1 0 0
attr Qwen3VLProcessor.image_token_id 1 0 0
attr Qwen3VLProcessor.video_token_id 1 0 0
attr Qwen3VLProcessor.vision_start_token 1 0 0
attr Qwen3VLProcessor.vision_end_token 1 0 0
attr Qwen3VLProcessor.vision_start_token_id 1 0 0
attr Qwen3VLProcessor.vision_end_token_id 1 0 0

transformers.models.qwen3_vl.video_processing_qwen3_vl (6 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLVideoProcessor.init 2 1 0
meth Qwen3VLVideoProcessor._further_process_kwargs 3 2 0
meth Qwen3VLVideoProcessor.sample_frames 5 3 0
meth Qwen3VLVideoProcessor._preprocess 16 14 0

transformers.models.qwen3_vl_moe.configuration_qwen3_vl_moe (39 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLMoeTextConfig.init 23 21 0
attr Qwen3VLMoeTextConfig.vocab_size 1 0 0
attr Qwen3VLMoeTextConfig.max_position_embeddings 1 0 0
attr Qwen3VLMoeTextConfig.hidden_size 1 0 0
attr Qwen3VLMoeTextConfig.intermediate_size 1 0 0
attr Qwen3VLMoeTextConfig.num_hidden_layers 1 0 0
attr Qwen3VLMoeTextConfig.num_attention_heads 1 0 0
attr Qwen3VLMoeTextConfig.num_key_value_heads 1 0 0
attr Qwen3VLMoeTextConfig.hidden_act 1 0 0
attr Qwen3VLMoeTextConfig.initializer_range 1 0 0
attr Qwen3VLMoeTextConfig.rms_norm_eps 1 0 0
attr Qwen3VLMoeTextConfig.use_cache 1 0 0
attr Qwen3VLMoeTextConfig.attention_bias 1 0 0
attr Qwen3VLMoeTextConfig.attention_dropout 1 0 0
attr Qwen3VLMoeTextConfig.head_dim 1 0 0
attr Qwen3VLMoeTextConfig.rope_parameters 1 0 0
attr Qwen3VLMoeTextConfig.decoder_sparse_step 1 0 0
attr Qwen3VLMoeTextConfig.moe_intermediate_size 1 0 0
attr Qwen3VLMoeTextConfig.num_experts_per_tok 1 0 0
attr Qwen3VLMoeTextConfig.num_experts 1 0 0
attr Qwen3VLMoeTextConfig.mlp_only_layers 1 0 0
attr Qwen3VLMoeTextConfig.pad_token_id 1 0 0
meth Qwen3VLMoeConfig.init 9 0 0
attr Qwen3VLMoeConfig.image_token_id 1 0 0
attr Qwen3VLMoeConfig.video_token_id 1 0 0
attr Qwen3VLMoeConfig.vision_start_token_id 1 0 0
attr Qwen3VLMoeConfig.vision_end_token_id 1 0 0
attr Qwen3VLMoeConfig.tie_word_embeddings 1 0 0
attr Qwen3VLMoeConfig.vision_config 1 0 0
attr Qwen3VLMoeConfig.text_config 1 0 0

transformers.models.qwen3_vl_moe.modeling_qwen3_vl_moe (66 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLMoeForConditionalGeneration.init 2 0 0
meth Qwen3VLMoeForConditionalGeneration.get_input_embeddings 1 0 0
meth Qwen3VLMoeForConditionalGeneration.set_input_embeddings 2 0 0
meth Qwen3VLMoeForConditionalGeneration.prepare_inputs_for_generation 14 0 0
meth Qwen3VLMoeForConditionalGeneration._prepare_position_ids_for_generation 3 0 0
meth Qwen3VLMoeForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr Qwen3VLMoeForConditionalGeneration.model 1 0 0
attr Qwen3VLMoeForConditionalGeneration.lm_head 1 0 0
meth Qwen3VLMoeModel.init 2 0 0
meth Qwen3VLMoeModel.get_input_embeddings 1 0 0
meth Qwen3VLMoeModel.set_input_embeddings 2 0 0
meth Qwen3VLMoeModel.get_vision_position_ids 7 6 0
meth Qwen3VLMoeModel.get_rope_index 7 6 0
meth Qwen3VLMoeModel.get_placeholder_mask 5 4 0
attr Qwen3VLMoeModel.visual 1 0 0
attr Qwen3VLMoeModel.language_model 1 0 0
attr Qwen3VLMoeModel.rope_deltas 1 0 0
meth Qwen3VLMoeVisionModel.init 4 1 0
meth Qwen3VLMoeVisionModel.fast_pos_embed_interpolate 2 0 0
attr Qwen3VLMoeVisionModel._can_record_outputs 1 0 0
attr Qwen3VLMoeVisionModel.spatial_merge_size 1 0 0
attr Qwen3VLMoeVisionModel.patch_size 1 0 0
attr Qwen3VLMoeVisionModel.spatial_merge_unit 1 0 0
attr Qwen3VLMoeVisionModel.patch_embed 1 0 0
attr Qwen3VLMoeVisionModel.pos_embed 1 0 0
attr Qwen3VLMoeVisionModel.num_grid_per_side 1 0 0
attr Qwen3VLMoeVisionModel.rotary_pos_emb 1 0 0
attr Qwen3VLMoeVisionModel.blocks 1 0 0
attr Qwen3VLMoeVisionModel.merger 1 0 0
attr Qwen3VLMoeVisionModel.deepstack_visual_indexes 1 0 0
attr Qwen3VLMoeVisionModel.deepstack_merger_list 1 0 0
attr Qwen3VLMoeVisionModel.gradient_checkpointing 1 0 0
meth Qwen3VLMoeTextModel.init 2 1 0
meth Qwen3VLMoeTextModel._deepstack_process 4 3 0
attr Qwen3VLMoeTextModel.padding_idx 1 0 0
attr Qwen3VLMoeTextModel.vocab_size 1 0 0
attr Qwen3VLMoeTextModel.embed_tokens 1 0 0
attr Qwen3VLMoeTextModel.layers 1 0 0
attr Qwen3VLMoeTextModel.norm 1 0 0
attr Qwen3VLMoeTextModel.rotary_emb 1 0 0
attr Qwen3VLMoeTextModel.gradient_checkpointing 1 0 0
meth Qwen3VLMoePreTrainedModel._init_weights 2 0 0
attr Qwen3VLMoePreTrainedModel._can_record_outputs 1 0 0

transformers.models.qwen3_vl_moe.modular_qwen3_vl_moe (27 missing, 0 any)

Symbol Typable Typed Any
meth Qwen3VLMoeTextConfig.init 23 21 0
attr Qwen3VLMoeTextConfig.vocab_size 1 0 0
attr Qwen3VLMoeTextConfig.max_position_embeddings 1 0 0
attr Qwen3VLMoeTextConfig.hidden_size 1 0 0
attr Qwen3VLMoeTextConfig.intermediate_size 1 0 0
attr Qwen3VLMoeTextConfig.num_hidden_layers 1 0 0
attr Qwen3VLMoeTextConfig.num_attention_heads 1 0 0
attr Qwen3VLMoeTextConfig.num_key_value_heads 1 0 0
attr Qwen3VLMoeTextConfig.hidden_act 1 0 0
attr Qwen3VLMoeTextConfig.initializer_range 1 0 0
attr Qwen3VLMoeTextConfig.rms_norm_eps 1 0 0
attr Qwen3VLMoeTextConfig.use_cache 1 0 0
attr Qwen3VLMoeTextConfig.attention_bias 1 0 0
attr Qwen3VLMoeTextConfig.attention_dropout 1 0 0
attr Qwen3VLMoeTextConfig.head_dim 1 0 0
attr Qwen3VLMoeTextConfig.rope_parameters 1 0 0
attr Qwen3VLMoeTextConfig.decoder_sparse_step 1 0 0
attr Qwen3VLMoeTextConfig.moe_intermediate_size 1 0 0
attr Qwen3VLMoeTextConfig.num_experts_per_tok 1 0 0
attr Qwen3VLMoeTextConfig.num_experts 1 0 0
attr Qwen3VLMoeTextConfig.mlp_only_layers 1 0 0
attr Qwen3VLMoeTextConfig.pad_token_id 1 0 0
attr Qwen3VLMoeModel 1 0 0
attr Qwen3VLMoeVisionModel._can_record_outputs 1 0 0
meth Qwen3VLMoePreTrainedModel._init_weights 2 0 0

transformers.models.rag.configuration_rag (58 missing, 0 any)

Symbol Typable Typed Any
meth RagConfig.init 29 0 0
meth RagConfig.from_question_encoder_generator_configs 4 3 0
attr RagConfig.bos_token_id 1 0 0
attr RagConfig.pad_token_id 1 0 0
attr RagConfig.eos_token_id 1 0 0
attr RagConfig.decoder_start_token_id 1 0 0
attr RagConfig.prefix 1 0 0
attr RagConfig.vocab_size 1 0 0
attr RagConfig.question_encoder 1 0 0
attr RagConfig.generator 1 0 0
attr RagConfig.reduce_loss 1 0 0
attr RagConfig.label_smoothing 1 0 0
attr RagConfig.exclude_bos_score 1 0 0
attr RagConfig.do_marginalize 1 0 0
attr RagConfig.title_sep 1 0 0
attr RagConfig.doc_sep 1 0 0
attr RagConfig.n_docs 1 0 0
attr RagConfig.max_combined_length 1 0 0
attr RagConfig.dataset 1 0 0
attr RagConfig.dataset_split 1 0 0
attr RagConfig.index_name 1 0 0
attr RagConfig.retrieval_vector_size 1 0 0
attr RagConfig.retrieval_batch_size 1 0 0
attr RagConfig.passages_path 1 0 0
attr RagConfig.index_path 1 0 0
attr RagConfig.use_dummy_dataset 1 0 0
attr RagConfig.dataset_revision 1 0 0
attr RagConfig.output_retrieved 1 0 0
attr RagConfig.do_deduplication 1 0 0
attr RagConfig.use_cache 1 0 0

transformers.models.rag.modeling_rag (73 missing, 0 any)

Symbol Typable Typed Any
meth RagModel.init 6 4 0
meth RagModel.forward 16 15 0
attr RagModel.retriever 1 0 0
attr RagModel.question_encoder 1 0 0
attr RagModel.generator 1 0 0
attr RagModel.ctx_encoder 1 0 0
attr RagModel.context_encoder_training 1 0 0
meth RagPreTrainedModel.from_pretrained_question_encoder_generator 5 4 0
meth RagSequenceForGeneration.init 6 4 0
meth RagSequenceForGeneration.set_retriever 2 1 0
meth RagSequenceForGeneration.set_context_encoder_for_training 2 1 0
meth RagSequenceForGeneration.forward 19 18 0
meth RagSequenceForGeneration.generate 11 10 0
meth RagSequenceForGeneration.get_nll 8 0 0
meth RagSequenceForGeneration._cat_and_pad 3 0 0
prop RagSequenceForGeneration.retriever 1 0 0
prop RagSequenceForGeneration.generator 1 0 0
prop RagSequenceForGeneration.question_encoder 1 0 0
attr RagSequenceForGeneration.rag 1 0 0
meth RagTokenForGeneration.init 6 4 0
meth RagTokenForGeneration.set_retriever 2 1 0
meth RagTokenForGeneration.set_context_encoder_for_training 2 1 0
meth RagTokenForGeneration.prepare_inputs_for_generation 9 0 0
meth RagTokenForGeneration._reorder_cache 3 0 0
meth RagTokenForGeneration.marginalize 4 0 0
meth RagTokenForGeneration.forward 19 18 0
meth RagTokenForGeneration.generate 12 11 0
meth RagTokenForGeneration._temporary_reorder_cache 3 0 0
meth RagTokenForGeneration.get_input_embeddings 1 0 0
meth RagTokenForGeneration.get_output_embeddings 1 0 0
meth RagTokenForGeneration.set_output_embeddings 2 0 0
meth RagTokenForGeneration.shift_tokens_right 3 0 0
meth RagTokenForGeneration.get_nll 7 0 0
prop RagTokenForGeneration.retriever 1 0 0
prop RagTokenForGeneration.generator 1 0 0
prop RagTokenForGeneration.question_encoder 1 0 0
attr RagTokenForGeneration.rag 1 0 0

transformers.models.rag.retrieval_rag (33 missing, 0 any)

Symbol Typable Typed Any
meth RagRetriever.init 6 0 0
meth RagRetriever._build_index 2 0 0
meth RagRetriever.from_pretrained 4 0 0
meth RagRetriever.save_pretrained 2 0 0
meth RagRetriever.init_retrieval 1 0 0
meth RagRetriever.postprocess_docs 6 0 0
meth RagRetriever.set_ctx_encoder_tokenizer 2 1 0
meth RagRetriever.call 6 3 0
attr RagRetriever.index 1 0 0
attr RagRetriever.generator_tokenizer 1 0 0
attr RagRetriever.question_encoder_tokenizer 1 0 0
attr RagRetriever.n_docs 1 0 0
attr RagRetriever.batch_size 1 0 0
attr RagRetriever.config 1 0 0
attr RagRetriever.ctx_encoder_tokenizer 1 0 0
attr RagRetriever.return_tokenized_docs 1 0 0

transformers.models.rag.tokenization_rag (22 missing, 0 any)

Symbol Typable Typed Any
meth RagTokenizer.init 3 0 0
meth RagTokenizer.save_pretrained 2 0 0
meth RagTokenizer.from_pretrained 3 0 0
meth RagTokenizer.call 3 0 0
meth RagTokenizer.batch_decode 3 0 0
meth RagTokenizer.decode 3 0 0
meth RagTokenizer._switch_to_input_mode 1 0 0
meth RagTokenizer._switch_to_target_mode 1 0 0
attr RagTokenizer.question_encoder 1 0 0
attr RagTokenizer.generator 1 0 0
attr RagTokenizer.current_tokenizer 1 0 0

transformers.models.recurrent_gemma.configuration_recurrent_gemma (27 missing, 0 any)

Symbol Typable Typed Any
meth RecurrentGemmaConfig.init 24 22 0
prop RecurrentGemmaConfig.layers_block_type 1 0 0
attr RecurrentGemmaConfig.num_hidden_layers 1 0 0
attr RecurrentGemmaConfig.vocab_size 1 0 0
attr RecurrentGemmaConfig.hidden_size 1 0 0
attr RecurrentGemmaConfig.intermediate_size 1 0 0
attr RecurrentGemmaConfig.num_attention_heads 1 0 0
attr RecurrentGemmaConfig.lru_width 1 0 0
attr RecurrentGemmaConfig.attention_window_size 1 0 0
attr RecurrentGemmaConfig.conv1d_width 1 0 0
attr RecurrentGemmaConfig.logits_soft_cap 1 0 0
attr RecurrentGemmaConfig.rms_norm_eps 1 0 0
attr RecurrentGemmaConfig.use_cache 1 0 0
attr RecurrentGemmaConfig.block_types 1 0 0
attr RecurrentGemmaConfig.hidden_activation 1 0 0
attr RecurrentGemmaConfig.head_dim 1 0 0
attr RecurrentGemmaConfig.num_key_value_heads 1 0 0
attr RecurrentGemmaConfig.attention_dropout 1 0 0
attr RecurrentGemmaConfig.attention_bias 1 0 0
attr RecurrentGemmaConfig.w_init_variance_scale 1 0 0
attr RecurrentGemmaConfig.final_w_init_variance_scale 1 0 0
attr RecurrentGemmaConfig.pad_token_id 1 0 0
attr RecurrentGemmaConfig.bos_token_id 1 0 0
attr RecurrentGemmaConfig.eos_token_id 1 0 0
attr RecurrentGemmaConfig.tie_word_embeddings 1 0 0
attr RecurrentGemmaConfig.rope_parameters 1 0 0

transformers.models.recurrent_gemma.modeling_recurrent_gemma (29 missing, 0 any)

Symbol Typable Typed Any
meth RecurrentGemmaPreTrainedModel._init_weights 2 0 0
meth RecurrentGemmaPreTrainedModel._setup_cache 5 0 0
meth RecurrentGemmaPreTrainedModel.reset_cache 4 0 0
meth RecurrentGemmaForCausalLM.init 2 0 0
meth RecurrentGemmaForCausalLM.forward 12 11 0
attr RecurrentGemmaForCausalLM.model 1 0 0
attr RecurrentGemmaForCausalLM.vocab_size 1 0 0
attr RecurrentGemmaForCausalLM.lm_head 1 0 0
meth RecurrentGemmaModel.init 2 1 0
meth RecurrentGemmaModel.forward 10 9 0
meth RecurrentGemmaModel._update_causal_mask 4 0 0
attr RecurrentGemmaModel.padding_idx 1 0 0
attr RecurrentGemmaModel.vocab_size 1 0 0
attr RecurrentGemmaModel.embed_tokens 1 0 0
attr RecurrentGemmaModel.layers 1 0 0
attr RecurrentGemmaModel.final_norm 1 0 0
attr RecurrentGemmaModel.gradient_checkpointing 1 0 0

transformers.models.reformer.configuration_reformer (71 missing, 0 any)

Symbol Typable Typed Any
meth ReformerConfig.init 36 0 0
attr ReformerConfig.hash_seed 1 0 0
attr ReformerConfig.vocab_size 1 0 0
attr ReformerConfig.attention_head_size 1 0 0
attr ReformerConfig.hidden_size 1 0 0
attr ReformerConfig.num_attention_heads 1 0 0
attr ReformerConfig.num_hashes 1 0 0
attr ReformerConfig.num_hidden_layers 1 0 0
attr ReformerConfig.num_buckets 1 0 0
attr ReformerConfig.lsh_attn_chunk_length 1 0 0
attr ReformerConfig.local_attn_chunk_length 1 0 0
attr ReformerConfig.lsh_num_chunks_after 1 0 0
attr ReformerConfig.lsh_num_chunks_before 1 0 0
attr ReformerConfig.local_num_chunks_after 1 0 0
attr ReformerConfig.local_num_chunks_before 1 0 0
attr ReformerConfig.hidden_act 1 0 0
attr ReformerConfig.feed_forward_size 1 0 0
attr ReformerConfig.hidden_dropout_prob 1 0 0
attr ReformerConfig.lsh_attention_probs_dropout_prob 1 0 0
attr ReformerConfig.local_attention_probs_dropout_prob 1 0 0
attr ReformerConfig.max_position_embeddings 1 0 0
attr ReformerConfig.initializer_range 1 0 0
attr ReformerConfig.layer_norm_eps 1 0 0
attr ReformerConfig.axial_pos_embds 1 0 0
attr ReformerConfig.axial_pos_shape 1 0 0
attr ReformerConfig.axial_pos_embds_dim 1 0 0
attr ReformerConfig.axial_norm_std 1 0 0
attr ReformerConfig.chunk_size_lm_head 1 0 0
attr ReformerConfig.attn_layers 1 0 0
attr ReformerConfig.use_cache 1 0 0
attr ReformerConfig.classifier_dropout 1 0 0
attr ReformerConfig.pad_token_id 1 0 0
attr ReformerConfig.eos_token_id 1 0 0
attr ReformerConfig.bos_token_id 1 0 0
attr ReformerConfig.is_decoder 1 0 0
attr ReformerConfig.tie_word_embeddings 1 0 0

transformers.models.reformer.modeling_reformer (101 missing, 0 any)

Symbol Typable Typed Any
meth ReformerLayer.init 3 0 0
meth ReformerLayer._init_attention_seed 1 0 0
meth ReformerLayer._init_feed_forward_seed 1 0 0
meth ReformerLayer.forward 9 0 0
meth ReformerLayer.backward_pass 7 0 0
attr ReformerLayer.attention 1 0 0
attr ReformerLayer.attention_seed 1 0 0
attr ReformerLayer.feed_forward_seed 1 0 0
attr ReformerLayer.feed_forward 1 0 0
meth ReformerForQuestionAnswering.init 2 0 0
meth ReformerForQuestionAnswering.forward 12 11 0
attr ReformerForQuestionAnswering.num_labels 1 0 0
attr ReformerForQuestionAnswering.reformer 1 0 0
attr ReformerForQuestionAnswering.qa_outputs 1 0 0
meth ReformerForSequenceClassification.init 2 0 0
meth ReformerForSequenceClassification.forward 11 10 0
attr ReformerForSequenceClassification.num_labels 1 0 0
attr ReformerForSequenceClassification.reformer 1 0 0
attr ReformerForSequenceClassification.classifier 1 0 0
meth ReformerAttention.init 3 0 0
meth ReformerAttention.forward 10 0 0
attr ReformerAttention.layer_id 1 0 0
attr ReformerAttention.attn_layers 1 0 0
attr ReformerAttention.layer_norm 1 0 0
attr ReformerAttention.output 1 0 0
attr ReformerAttention.self_attention 1 0 0
meth ReformerForMaskedLM.init 2 0 0
meth ReformerForMaskedLM.get_output_embeddings 1 0 0
meth ReformerForMaskedLM.set_output_embeddings 2 0 0
meth ReformerForMaskedLM.forward 11 10 0
attr ReformerForMaskedLM.reformer 1 0 0
attr ReformerForMaskedLM.lm_head 1 0 0
meth ReformerPreTrainedModel._init_weights 2 0 0
prop ReformerPreTrainedModel.dummy_inputs 1 0 0
meth ReformerModel.init 2 0 0
meth ReformerModel.get_input_embeddings 1 0 0
meth ReformerModel.set_input_embeddings 2 0 0
meth ReformerModel.forward 12 11 0
meth ReformerModel._pad_to_mult_of_chunk_length 9 0 0
attr ReformerModel.embeddings 1 0 0
attr ReformerModel.encoder 1 0 0
meth ReformerModelWithLMHead.init 2 0 0
meth ReformerModelWithLMHead.get_output_embeddings 1 0 0
meth ReformerModelWithLMHead.set_output_embeddings 2 0 0
meth ReformerModelWithLMHead.forward 14 13 0
meth ReformerModelWithLMHead._prepare_position_ids_for_generation 3 0 0
meth ReformerModelWithLMHead.prepare_inputs_for_generation 7 0 0
attr ReformerModelWithLMHead.reformer 1 0 0
attr ReformerModelWithLMHead.lm_head 1 0 0

transformers.models.reformer.tokenization_reformer (2 missing, 0 any)

Symbol Typable Typed Any
meth ReformerTokenizer.init 8 6 0

transformers.models.regnet.configuration_regnet (17 missing, 0 any)

Symbol Typable Typed Any
meth RegNetConfig.init 9 0 0
attr RegNetConfig.num_channels 1 0 0
attr RegNetConfig.embedding_size 1 0 0
attr RegNetConfig.hidden_sizes 1 0 0
attr RegNetConfig.depths 1 0 0
attr RegNetConfig.groups_width 1 0 0
attr RegNetConfig.layer_type 1 0 0
attr RegNetConfig.hidden_act 1 0 0
attr RegNetConfig.downsample_in_first_stage 1 0 0

transformers.models.regnet.modeling_regnet (14 missing, 0 any)

Symbol Typable Typed Any
meth RegNetForImageClassification.init 2 0 0
meth RegNetForImageClassification.forward 6 5 0
attr RegNetForImageClassification.num_labels 1 0 0
attr RegNetForImageClassification.regnet 1 0 0
attr RegNetForImageClassification.classifier 1 0 0
meth RegNetPreTrainedModel._init_weights 2 0 0
meth RegNetModel.init 2 0 0
meth RegNetModel.forward 5 4 0
attr RegNetModel.embedder 1 0 0
attr RegNetModel.encoder 1 0 0
attr RegNetModel.pooler 1 0 0

transformers.models.rembert.configuration_rembert (45 missing, 0 any)

Symbol Typable Typed Any
meth RemBertConfig.init 23 0 0
attr RemBertConfig.pad_token_id 1 0 0
attr RemBertConfig.bos_token_id 1 0 0
attr RemBertConfig.eos_token_id 1 0 0
attr RemBertConfig.is_decoder 1 0 0
attr RemBertConfig.add_cross_attention 1 0 0
attr RemBertConfig.vocab_size 1 0 0
attr RemBertConfig.input_embedding_size 1 0 0
attr RemBertConfig.output_embedding_size 1 0 0
attr RemBertConfig.max_position_embeddings 1 0 0
attr RemBertConfig.hidden_size 1 0 0
attr RemBertConfig.num_hidden_layers 1 0 0
attr RemBertConfig.num_attention_heads 1 0 0
attr RemBertConfig.intermediate_size 1 0 0
attr RemBertConfig.hidden_act 1 0 0
attr RemBertConfig.hidden_dropout_prob 1 0 0
attr RemBertConfig.attention_probs_dropout_prob 1 0 0
attr RemBertConfig.classifier_dropout_prob 1 0 0
attr RemBertConfig.initializer_range 1 0 0
attr RemBertConfig.type_vocab_size 1 0 0
attr RemBertConfig.layer_norm_eps 1 0 0
attr RemBertConfig.use_cache 1 0 0
attr RemBertConfig.tie_word_embeddings 1 0 0

transformers.models.rembert.modeling_rembert (67 missing, 0 any)

Symbol Typable Typed Any
meth RemBertModel.init 3 0 0
meth RemBertModel.get_input_embeddings 1 0 0
meth RemBertModel.set_input_embeddings 2 0 0
meth RemBertModel.forward 15 14 0
attr RemBertModel.embeddings 1 0 0
attr RemBertModel.encoder 1 0 0
attr RemBertModel.pooler 1 0 0
meth RemBertForSequenceClassification.init 2 0 0
meth RemBertForSequenceClassification.forward 11 10 0
attr RemBertForSequenceClassification.num_labels 1 0 0
attr RemBertForSequenceClassification.rembert 1 0 0
attr RemBertForSequenceClassification.dropout 1 0 0
attr RemBertForSequenceClassification.classifier 1 0 0
meth RemBertForTokenClassification.init 2 0 0
meth RemBertForTokenClassification.forward 11 10 0
attr RemBertForTokenClassification.num_labels 1 0 0
attr RemBertForTokenClassification.rembert 1 0 0
attr RemBertForTokenClassification.dropout 1 0 0
attr RemBertForTokenClassification.classifier 1 0 0
meth RemBertForQuestionAnswering.init 2 0 0
meth RemBertForQuestionAnswering.forward 12 11 0
attr RemBertForQuestionAnswering.num_labels 1 0 0
attr RemBertForQuestionAnswering.rembert 1 0 0
attr RemBertForQuestionAnswering.qa_outputs 1 0 0
meth RemBertForCausalLM.init 2 0 0
meth RemBertForCausalLM.get_output_embeddings 1 0 0
meth RemBertForCausalLM.set_output_embeddings 2 0 0
meth RemBertForCausalLM.forward 16 15 0
attr RemBertForCausalLM.rembert 1 0 0
attr RemBertForCausalLM.cls 1 0 0
meth RemBertPreTrainedModel._init_weights 2 0 0
meth RemBertForMultipleChoice.init 2 0 0
meth RemBertForMultipleChoice.forward 11 10 0
attr RemBertForMultipleChoice.rembert 1 0 0
attr RemBertForMultipleChoice.dropout 1 0 0
attr RemBertForMultipleChoice.classifier 1 0 0
meth RemBertForMaskedLM.init 2 0 0
meth RemBertForMaskedLM.get_output_embeddings 1 0 0
meth RemBertForMaskedLM.set_output_embeddings 2 0 0
meth RemBertForMaskedLM.forward 13 12 0
attr RemBertForMaskedLM.rembert 1 0 0
attr RemBertForMaskedLM.cls 1 0 0
meth RemBertLayer.init 3 0 0
meth RemBertLayer.feed_forward_chunk 2 0 0
attr RemBertLayer.chunk_size_feed_forward 1 0 0
attr RemBertLayer.seq_len_dim 1 0 0
attr RemBertLayer.attention 1 0 0
attr RemBertLayer.is_decoder 1 0 0
attr RemBertLayer.add_cross_attention 1 0 0
attr RemBertLayer.intermediate 1 0 0
attr RemBertLayer.output 1 0 0
attr RemBertLayer.crossattention 1 0 0

transformers.models.rembert.tokenization_rembert (5 missing, 0 any)

Symbol Typable Typed Any
meth RemBertTokenizer.init 14 12 0
attr RemBertTokenizer.remove_space 1 0 0
attr RemBertTokenizer.do_lower_case 1 0 0
attr RemBertTokenizer.keep_accents 1 0 0

transformers.models.resnet.configuration_resnet (21 missing, 0 any)

Symbol Typable Typed Any
meth ResNetConfig.init 12 0 0
attr ResNetConfig.num_channels 1 0 0
attr ResNetConfig.embedding_size 1 0 0
attr ResNetConfig.hidden_sizes 1 0 0
attr ResNetConfig.depths 1 0 0
attr ResNetConfig.layer_type 1 0 0
attr ResNetConfig.hidden_act 1 0 0
attr ResNetConfig.downsample_in_first_stage 1 0 0
attr ResNetConfig.downsample_in_bottleneck 1 0 0
attr ResNetConfig.stage_names 1 0 0

transformers.models.resnet.modeling_resnet (20 missing, 0 any)

Symbol Typable Typed Any
meth ResNetModel.init 2 0 0
meth ResNetModel.forward 5 4 0
attr ResNetModel.embedder 1 0 0
attr ResNetModel.encoder 1 0 0
attr ResNetModel.pooler 1 0 0
meth ResNetBackbone.init 2 0 0
meth ResNetBackbone.forward 5 4 0
attr ResNetBackbone.num_features 1 0 0
attr ResNetBackbone.embedder 1 0 0
attr ResNetBackbone.encoder 1 0 0
meth ResNetForImageClassification.init 2 0 0
meth ResNetForImageClassification.forward 6 5 0
attr ResNetForImageClassification.num_labels 1 0 0
attr ResNetForImageClassification.resnet 1 0 0
attr ResNetForImageClassification.classifier 1 0 0
meth ResNetPreTrainedModel._init_weights 2 0 0

transformers.models.roberta.configuration_roberta (42 missing, 0 any)

Symbol Typable Typed Any
meth RobertaConfig.init 22 0 0
attr RobertaConfig.pad_token_id 1 0 0
attr RobertaConfig.bos_token_id 1 0 0
attr RobertaConfig.eos_token_id 1 0 0
attr RobertaConfig.tie_word_embeddings 1 0 0
attr RobertaConfig.is_decoder 1 0 0
attr RobertaConfig.add_cross_attention 1 0 0
attr RobertaConfig.vocab_size 1 0 0
attr RobertaConfig.hidden_size 1 0 0
attr RobertaConfig.num_hidden_layers 1 0 0
attr RobertaConfig.num_attention_heads 1 0 0
attr RobertaConfig.hidden_act 1 0 0
attr RobertaConfig.intermediate_size 1 0 0
attr RobertaConfig.hidden_dropout_prob 1 0 0
attr RobertaConfig.attention_probs_dropout_prob 1 0 0
attr RobertaConfig.max_position_embeddings 1 0 0
attr RobertaConfig.type_vocab_size 1 0 0
attr RobertaConfig.initializer_range 1 0 0
attr RobertaConfig.layer_norm_eps 1 0 0
attr RobertaConfig.use_cache 1 0 0
attr RobertaConfig.classifier_dropout 1 0 0

transformers.models.roberta.modeling_roberta (56 missing, 0 any)

Symbol Typable Typed Any
meth RobertaForTokenClassification.init 2 0 0
attr RobertaForTokenClassification.num_labels 1 0 0
attr RobertaForTokenClassification.roberta 1 0 0
attr RobertaForTokenClassification.dropout 1 0 0
attr RobertaForTokenClassification.classifier 1 0 0
meth RobertaForSequenceClassification.init 2 0 0
attr RobertaForSequenceClassification.num_labels 1 0 0
attr RobertaForSequenceClassification.config 1 0 0
attr RobertaForSequenceClassification.roberta 1 0 0
attr RobertaForSequenceClassification.classifier 1 0 0
meth RobertaForCausalLM.init 2 0 0
meth RobertaForCausalLM.get_output_embeddings 1 0 0
meth RobertaForCausalLM.set_output_embeddings 2 0 0
attr RobertaForCausalLM.roberta 1 0 0
attr RobertaForCausalLM.lm_head 1 0 0
meth RobertaForQuestionAnswering.init 2 0 0
attr RobertaForQuestionAnswering.num_labels 1 0 0
attr RobertaForQuestionAnswering.roberta 1 0 0
attr RobertaForQuestionAnswering.qa_outputs 1 0 0
meth RobertaModel.init 3 0 0
meth RobertaModel.get_input_embeddings 1 0 0
meth RobertaModel.set_input_embeddings 2 0 0
meth RobertaModel._create_attention_masks 7 0 0
attr RobertaModel.config 1 0 0
attr RobertaModel.gradient_checkpointing 1 0 0
attr RobertaModel.embeddings 1 0 0
attr RobertaModel.encoder 1 0 0
attr RobertaModel.pooler 1 0 0
meth RobertaForMultipleChoice.init 2 0 0
attr RobertaForMultipleChoice.roberta 1 0 0
attr RobertaForMultipleChoice.dropout 1 0 0
attr RobertaForMultipleChoice.classifier 1 0 0
meth RobertaForMaskedLM.init 2 0 0
meth RobertaForMaskedLM.get_output_embeddings 1 0 0
meth RobertaForMaskedLM.set_output_embeddings 2 0 0
attr RobertaForMaskedLM.roberta 1 0 0
attr RobertaForMaskedLM.lm_head 1 0 0
meth RobertaPreTrainedModel._init_weights 2 0 0

transformers.models.roberta.modular_roberta (41 missing, 0 any)

Symbol Typable Typed Any
meth RobertaForTokenClassification.init 2 0 0
attr RobertaForTokenClassification.num_labels 1 0 0
attr RobertaForTokenClassification.roberta 1 0 0
attr RobertaForTokenClassification.dropout 1 0 0
attr RobertaForTokenClassification.classifier 1 0 0
meth RobertaForSequenceClassification.init 2 0 0
attr RobertaForSequenceClassification.num_labels 1 0 0
attr RobertaForSequenceClassification.config 1 0 0
attr RobertaForSequenceClassification.roberta 1 0 0
attr RobertaForSequenceClassification.classifier 1 0 0
meth RobertaForCausalLM.init 2 0 0
meth RobertaForCausalLM.get_output_embeddings 1 0 0
meth RobertaForCausalLM.set_output_embeddings 2 0 0
attr RobertaForCausalLM.roberta 1 0 0
attr RobertaForCausalLM.lm_head 1 0 0
meth RobertaForQuestionAnswering.init 2 0 0
attr RobertaForQuestionAnswering.num_labels 1 0 0
attr RobertaForQuestionAnswering.roberta 1 0 0
attr RobertaForQuestionAnswering.qa_outputs 1 0 0
meth RobertaModel.init 3 0 0
meth RobertaForMultipleChoice.init 2 0 0
attr RobertaForMultipleChoice.roberta 1 0 0
attr RobertaForMultipleChoice.dropout 1 0 0
attr RobertaForMultipleChoice.classifier 1 0 0
meth RobertaForMaskedLM.init 2 0 0
meth RobertaForMaskedLM.get_output_embeddings 1 0 0
meth RobertaForMaskedLM.set_output_embeddings 2 0 0
attr RobertaForMaskedLM.roberta 1 0 0
attr RobertaForMaskedLM.lm_head 1 0 0
meth RobertaPreTrainedModel._init_weights 2 0 0

transformers.models.roberta.tokenization_roberta (4 missing, 0 any)

Symbol Typable Typed Any
meth RobertaTokenizer.init 14 12 0
attr RobertaTokenizer.add_prefix_space 1 0 0
attr RobertaTokenizer.trim_offsets 1 0 0

transformers.models.roberta.tokenization_roberta_old (23 missing, 0 any)

Symbol Typable Typed Any
meth RobertaTokenizerFast.init 15 0 0
meth RobertaTokenizerFast._batch_encode_plus 3 1 0
meth RobertaTokenizerFast._encode_plus 3 1 0
meth RobertaTokenizerFast.build_inputs_with_special_tokens 3 0 0
prop RobertaTokenizerFast.mask_token 2 1 0

transformers.models.roberta_prelayernorm.configuration_roberta_prelayernorm (42 missing, 0 any)

Symbol Typable Typed Any
meth RobertaPreLayerNormConfig.init 22 0 0
attr RobertaPreLayerNormConfig.pad_token_id 1 0 0
attr RobertaPreLayerNormConfig.bos_token_id 1 0 0
attr RobertaPreLayerNormConfig.eos_token_id 1 0 0
attr RobertaPreLayerNormConfig.tie_word_embeddings 1 0 0
attr RobertaPreLayerNormConfig.is_decoder 1 0 0
attr RobertaPreLayerNormConfig.add_cross_attention 1 0 0
attr RobertaPreLayerNormConfig.vocab_size 1 0 0
attr RobertaPreLayerNormConfig.hidden_size 1 0 0
attr RobertaPreLayerNormConfig.num_hidden_layers 1 0 0
attr RobertaPreLayerNormConfig.num_attention_heads 1 0 0
attr RobertaPreLayerNormConfig.hidden_act 1 0 0
attr RobertaPreLayerNormConfig.intermediate_size 1 0 0
attr RobertaPreLayerNormConfig.hidden_dropout_prob 1 0 0
attr RobertaPreLayerNormConfig.attention_probs_dropout_prob 1 0 0
attr RobertaPreLayerNormConfig.max_position_embeddings 1 0 0
attr RobertaPreLayerNormConfig.type_vocab_size 1 0 0
attr RobertaPreLayerNormConfig.initializer_range 1 0 0
attr RobertaPreLayerNormConfig.layer_norm_eps 1 0 0
attr RobertaPreLayerNormConfig.use_cache 1 0 0
attr RobertaPreLayerNormConfig.classifier_dropout 1 0 0

transformers.models.roberta_prelayernorm.modeling_roberta_prelayernorm (57 missing, 0 any)

Symbol Typable Typed Any
meth RobertaPreLayerNormForMaskedLM.init 2 0 0
meth RobertaPreLayerNormForMaskedLM.get_output_embeddings 1 0 0
meth RobertaPreLayerNormForMaskedLM.set_output_embeddings 2 0 0
attr RobertaPreLayerNormForMaskedLM.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForMaskedLM.lm_head 1 0 0
meth RobertaPreLayerNormForCausalLM.init 2 0 0
meth RobertaPreLayerNormForCausalLM.get_output_embeddings 1 0 0
meth RobertaPreLayerNormForCausalLM.set_output_embeddings 2 0 0
attr RobertaPreLayerNormForCausalLM.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForCausalLM.lm_head 1 0 0
meth RobertaPreLayerNormForQuestionAnswering.init 2 0 0
attr RobertaPreLayerNormForQuestionAnswering.num_labels 1 0 0
attr RobertaPreLayerNormForQuestionAnswering.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForQuestionAnswering.qa_outputs 1 0 0
meth RobertaPreLayerNormForTokenClassification.init 2 0 0
attr RobertaPreLayerNormForTokenClassification.num_labels 1 0 0
attr RobertaPreLayerNormForTokenClassification.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForTokenClassification.dropout 1 0 0
attr RobertaPreLayerNormForTokenClassification.classifier 1 0 0
meth RobertaPreLayerNormModel.init 3 0 0
meth RobertaPreLayerNormModel.get_input_embeddings 1 0 0
meth RobertaPreLayerNormModel.set_input_embeddings 2 0 0
meth RobertaPreLayerNormModel._create_attention_masks 7 0 0
attr RobertaPreLayerNormModel.config 1 0 0
attr RobertaPreLayerNormModel.gradient_checkpointing 1 0 0
attr RobertaPreLayerNormModel.embeddings 1 0 0
attr RobertaPreLayerNormModel.encoder 1 0 0
attr RobertaPreLayerNormModel.LayerNorm 1 0 0
attr RobertaPreLayerNormModel.pooler 1 0 0
meth RobertaPreLayerNormForMultipleChoice.init 2 0 0
attr RobertaPreLayerNormForMultipleChoice.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForMultipleChoice.dropout 1 0 0
attr RobertaPreLayerNormForMultipleChoice.classifier 1 0 0
meth RobertaPreLayerNormPreTrainedModel._init_weights 2 0 0
meth RobertaPreLayerNormForSequenceClassification.init 2 0 0
attr RobertaPreLayerNormForSequenceClassification.num_labels 1 0 0
attr RobertaPreLayerNormForSequenceClassification.config 1 0 0
attr RobertaPreLayerNormForSequenceClassification.roberta_prelayernorm 1 0 0
attr RobertaPreLayerNormForSequenceClassification.classifier 1 0 0

transformers.models.roc_bert.configuration_roc_bert (52 missing, 0 any)

Symbol Typable Typed Any
meth RoCBertConfig.init 27 0 0
attr RoCBertConfig.is_decoder 1 0 0
attr RoCBertConfig.add_cross_attention 1 0 0
attr RoCBertConfig.tie_word_embeddings 1 0 0
attr RoCBertConfig.vocab_size 1 0 0
attr RoCBertConfig.max_position_embeddings 1 0 0
attr RoCBertConfig.hidden_size 1 0 0
attr RoCBertConfig.num_hidden_layers 1 0 0
attr RoCBertConfig.num_attention_heads 1 0 0
attr RoCBertConfig.intermediate_size 1 0 0
attr RoCBertConfig.hidden_act 1 0 0
attr RoCBertConfig.hidden_dropout_prob 1 0 0
attr RoCBertConfig.attention_probs_dropout_prob 1 0 0
attr RoCBertConfig.initializer_range 1 0 0
attr RoCBertConfig.type_vocab_size 1 0 0
attr RoCBertConfig.layer_norm_eps 1 0 0
attr RoCBertConfig.use_cache 1 0 0
attr RoCBertConfig.enable_pronunciation 1 0 0
attr RoCBertConfig.enable_shape 1 0 0
attr RoCBertConfig.pronunciation_embed_dim 1 0 0
attr RoCBertConfig.pronunciation_vocab_size 1 0 0
attr RoCBertConfig.shape_embed_dim 1 0 0
attr RoCBertConfig.shape_vocab_size 1 0 0
attr RoCBertConfig.concat_input 1 0 0
attr RoCBertConfig.classifier_dropout 1 0 0
attr RoCBertConfig.pad_token_id 1 0 0

transformers.models.roc_bert.modeling_roc_bert (90 missing, 0 any)

Symbol Typable Typed Any
meth RoCBertForSequenceClassification.init 2 0 0
attr RoCBertForSequenceClassification.num_labels 1 0 0
attr RoCBertForSequenceClassification.config 1 0 0
attr RoCBertForSequenceClassification.roc_bert 1 0 0
attr RoCBertForSequenceClassification.dropout 1 0 0
attr RoCBertForSequenceClassification.classifier 1 0 0
meth RoCBertPreTrainedModel._init_weights 2 0 0
meth RoCBertForPreTraining.init 2 0 0
meth RoCBertForPreTraining.get_output_embeddings 1 0 0
meth RoCBertForPreTraining.set_output_embeddings 2 0 0
attr RoCBertForPreTraining.roc_bert 1 0 0
attr RoCBertForPreTraining.cls 1 0 0
meth RoCBertForMaskedLM.init 2 0 0
meth RoCBertForMaskedLM.get_output_embeddings 1 0 0
meth RoCBertForMaskedLM.set_output_embeddings 2 0 0
attr RoCBertForMaskedLM.roc_bert 1 0 0
attr RoCBertForMaskedLM.cls 1 0 0
meth RoCBertForMultipleChoice.init 2 0 0
attr RoCBertForMultipleChoice.roc_bert 1 0 0
attr RoCBertForMultipleChoice.dropout 1 0 0
attr RoCBertForMultipleChoice.classifier 1 0 0
meth RoCBertForCausalLM.init 2 0 0
meth RoCBertForCausalLM.get_output_embeddings 1 0 0
meth RoCBertForCausalLM.set_output_embeddings 2 0 0
meth RoCBertForCausalLM.prepare_inputs_for_generation 7 0 0
attr RoCBertForCausalLM.roc_bert 1 0 0
attr RoCBertForCausalLM.cls 1 0 0
meth RoCBertLayer.init 3 0 0
meth RoCBertLayer.feed_forward_chunk 2 0 0
attr RoCBertLayer.chunk_size_feed_forward 1 0 0
attr RoCBertLayer.seq_len_dim 1 0 0
attr RoCBertLayer.attention 1 0 0
attr RoCBertLayer.is_decoder 1 0 0
attr RoCBertLayer.add_cross_attention 1 0 0
attr RoCBertLayer.intermediate 1 0 0
attr RoCBertLayer.output 1 0 0
attr RoCBertLayer.crossattention 1 0 0
meth RoCBertModel.init 3 0 0
meth RoCBertModel.get_input_embeddings 1 0 0
meth RoCBertModel.set_input_embeddings 2 0 0
meth RoCBertModel.get_pronunciation_embeddings 1 0 0
meth RoCBertModel.set_pronunciation_embeddings 2 0 0
meth RoCBertModel.get_shape_embeddings 1 0 0
meth RoCBertModel.set_shape_embeddings 2 0 0
meth RoCBertModel._create_attention_masks 7 0 0
attr RoCBertModel.config 1 0 0
attr RoCBertModel.gradient_checkpointing 1 0 0
attr RoCBertModel.embeddings 1 0 0
attr RoCBertModel.encoder 1 0 0
attr RoCBertModel.pooler 1 0 0
meth RoCBertForQuestionAnswering.init 2 0 0
attr RoCBertForQuestionAnswering.num_labels 1 0 0
attr RoCBertForQuestionAnswering.roc_bert 1 0 0
attr RoCBertForQuestionAnswering.qa_outputs 1 0 0
meth RoCBertForTokenClassification.init 2 0 0
attr RoCBertForTokenClassification.num_labels 1 0 0
attr RoCBertForTokenClassification.roc_bert 1 0 0
attr RoCBertForTokenClassification.dropout 1 0 0
attr RoCBertForTokenClassification.classifier 1 0 0

transformers.models.roc_bert.tokenization_roc_bert (44 missing, 0 any)

Symbol Typable Typed Any
meth RoCBertTokenizer.init 15 0 0
meth RoCBertTokenizer.call 22 21 0
meth RoCBertTokenizer.encode_plus 20 19 0
meth RoCBertTokenizer.batch_encode_plus 19 18 0
meth RoCBertTokenizer.get_vocab 1 0 0
meth RoCBertTokenizer._tokenize 3 0 0
meth RoCBertTokenizer._encode_plus 20 19 0
meth RoCBertTokenizer.prepare_for_model 24 23 0
meth RoCBertTokenizer._batch_encode_plus 19 18 0
meth RoCBertTokenizer._convert_token_to_id 2 0 0
meth RoCBertTokenizer._convert_token_to_shape_id 2 0 0
meth RoCBertTokenizer._convert_token_to_pronunciation_id 2 0 0
meth RoCBertTokenizer._convert_id_to_token 2 0 0
meth RoCBertTokenizer.convert_tokens_to_string 2 0 0
prop RoCBertTokenizer.do_lower_case 1 0 0
prop RoCBertTokenizer.vocab_size 1 0 0
attr RoCBertTokenizer.vocab 1 0 0
attr RoCBertTokenizer.ids_to_tokens 1 0 0
attr RoCBertTokenizer.do_basic_tokenize 1 0 0
attr RoCBertTokenizer.wordpiece_tokenizer 1 0 0
attr RoCBertTokenizer.word_shape 1 0 0
attr RoCBertTokenizer.word_pronunciation 1 0 0
attr RoCBertTokenizer.basic_tokenizer 1 0 0

transformers.models.roformer.configuration_roformer (44 missing, 0 any)

Symbol Typable Typed Any
meth RoFormerConfig.init 23 0 0
attr RoFormerConfig.pad_token_id 1 0 0
attr RoFormerConfig.bos_token_id 1 0 0
attr RoFormerConfig.eos_token_id 1 0 0
attr RoFormerConfig.tie_word_embeddings 1 0 0
attr RoFormerConfig.is_decoder 1 0 0
attr RoFormerConfig.add_cross_attention 1 0 0
attr RoFormerConfig.vocab_size 1 0 0
attr RoFormerConfig.embedding_size 1 0 0
attr RoFormerConfig.hidden_size 1 0 0
attr RoFormerConfig.num_hidden_layers 1 0 0
attr RoFormerConfig.num_attention_heads 1 0 0
attr RoFormerConfig.hidden_act 1 0 0
attr RoFormerConfig.intermediate_size 1 0 0
attr RoFormerConfig.hidden_dropout_prob 1 0 0
attr RoFormerConfig.attention_probs_dropout_prob 1 0 0
attr RoFormerConfig.max_position_embeddings 1 0 0
attr RoFormerConfig.type_vocab_size 1 0 0
attr RoFormerConfig.initializer_range 1 0 0
attr RoFormerConfig.layer_norm_eps 1 0 0
attr RoFormerConfig.rotary_value 1 0 0
attr RoFormerConfig.use_cache 1 0 0

transformers.models.roformer.modeling_roformer (74 missing, 0 any)

Symbol Typable Typed Any
meth RoFormerForMaskedLM.init 2 0 0
meth RoFormerForMaskedLM.get_output_embeddings 1 0 0
meth RoFormerForMaskedLM.set_output_embeddings 2 0 0
meth RoFormerForMaskedLM.forward 12 11 0
attr RoFormerForMaskedLM.roformer 1 0 0
attr RoFormerForMaskedLM.cls 1 0 0
meth RoFormerForMultipleChoice.init 2 0 0
meth RoFormerForMultipleChoice.forward 10 9 0
attr RoFormerForMultipleChoice.roformer 1 0 0
attr RoFormerForMultipleChoice.sequence_summary 1 0 0
attr RoFormerForMultipleChoice.classifier 1 0 0
meth RoFormerForQuestionAnswering.init 2 0 0
meth RoFormerForQuestionAnswering.forward 11 10 0
attr RoFormerForQuestionAnswering.num_labels 1 0 0
attr RoFormerForQuestionAnswering.roformer 1 0 0
attr RoFormerForQuestionAnswering.qa_outputs 1 0 0
meth RoFormerForSequenceClassification.init 2 0 0
meth RoFormerForSequenceClassification.forward 10 9 0
attr RoFormerForSequenceClassification.num_labels 1 0 0
attr RoFormerForSequenceClassification.roformer 1 0 0
attr RoFormerForSequenceClassification.classifier 1 0 0
meth RoFormerForTokenClassification.init 2 0 0
meth RoFormerForTokenClassification.forward 10 9 0
attr RoFormerForTokenClassification.num_labels 1 0 0
attr RoFormerForTokenClassification.roformer 1 0 0
attr RoFormerForTokenClassification.dropout 1 0 0
attr RoFormerForTokenClassification.classifier 1 0 0
meth RoFormerLayer.init 3 0 0
meth RoFormerLayer.forward 9 0 0
meth RoFormerLayer.feed_forward_chunk 2 0 0
attr RoFormerLayer.chunk_size_feed_forward 1 0 0
attr RoFormerLayer.seq_len_dim 1 0 0
attr RoFormerLayer.attention 1 0 0
attr RoFormerLayer.is_decoder 1 0 0
attr RoFormerLayer.add_cross_attention 1 0 0
attr RoFormerLayer.intermediate 1 0 0
attr RoFormerLayer.output 1 0 0
attr RoFormerLayer.crossattention 1 0 0
meth RoFormerForCausalLM.init 2 0 0
meth RoFormerForCausalLM.get_output_embeddings 1 0 0
meth RoFormerForCausalLM.set_output_embeddings 2 0 0
meth RoFormerForCausalLM.forward 16 15 0
attr RoFormerForCausalLM.roformer 1 0 0
attr RoFormerForCausalLM.cls 1 0 0
meth RoFormerModel.init 2 0 0
meth RoFormerModel.get_input_embeddings 1 0 0
meth RoFormerModel.set_input_embeddings 2 0 0
meth RoFormerModel.forward 14 13 0
attr RoFormerModel.embeddings 1 0 0
attr RoFormerModel.encoder 1 0 0
attr RoFormerModel.embeddings_project 1 0 0
meth RoFormerPreTrainedModel._init_weights 2 0 0

transformers.models.roformer.tokenization_roformer (22 missing, 0 any)

Symbol Typable Typed Any
meth RoFormerTokenizer.init 11 1 0
meth RoFormerTokenizer.getstate 1 0 0
meth RoFormerTokenizer.setstate 2 0 0
meth RoFormerTokenizer.build_inputs_with_special_tokens 3 0 0
meth RoFormerTokenizer.save_pretrained 6 0 0

transformers.models.roformer.tokenization_utils (5 missing, 0 any)

Symbol Typable Typed Any
meth JiebaPreTokenizer.init 2 1 0
meth JiebaPreTokenizer.pre_tokenize 2 1 0
attr JiebaPreTokenizer.vocab 1 0 0
attr JiebaPreTokenizer.normalizers 1 0 0
attr JiebaPreTokenizer.jieba 1 0 0

transformers.models.rt_detr.configuration_rt_detr (105 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrConfig.init 54 0 0
attr RTDetrConfig.initializer_range 1 0 0
attr RTDetrConfig.initializer_bias_prior_prob 1 0 0
attr RTDetrConfig.layer_norm_eps 1 0 0
attr RTDetrConfig.batch_norm_eps 1 0 0
attr RTDetrConfig.backbone_config 1 0 0
attr RTDetrConfig.freeze_backbone_batch_norms 1 0 0
attr RTDetrConfig.encoder_hidden_dim 1 0 0
attr RTDetrConfig.encoder_in_channels 1 0 0
attr RTDetrConfig.feat_strides 1 0 0
attr RTDetrConfig.encoder_attention_heads 1 0 0
attr RTDetrConfig.encoder_ffn_dim 1 0 0
attr RTDetrConfig.dropout 1 0 0
attr RTDetrConfig.activation_dropout 1 0 0
attr RTDetrConfig.encode_proj_layers 1 0 0
attr RTDetrConfig.encoder_layers 1 0 0
attr RTDetrConfig.positional_encoding_temperature 1 0 0
attr RTDetrConfig.eval_size 1 0 0
attr RTDetrConfig.normalize_before 1 0 0
attr RTDetrConfig.encoder_activation_function 1 0 0
attr RTDetrConfig.activation_function 1 0 0
attr RTDetrConfig.hidden_expansion 1 0 0
attr RTDetrConfig.d_model 1 0 0
attr RTDetrConfig.num_queries 1 0 0
attr RTDetrConfig.decoder_ffn_dim 1 0 0
attr RTDetrConfig.decoder_in_channels 1 0 0
attr RTDetrConfig.num_feature_levels 1 0 0
attr RTDetrConfig.decoder_n_points 1 0 0
attr RTDetrConfig.decoder_layers 1 0 0
attr RTDetrConfig.decoder_attention_heads 1 0 0
attr RTDetrConfig.decoder_activation_function 1 0 0
attr RTDetrConfig.attention_dropout 1 0 0
attr RTDetrConfig.num_denoising 1 0 0
attr RTDetrConfig.label_noise_ratio 1 0 0
attr RTDetrConfig.box_noise_scale 1 0 0
attr RTDetrConfig.learn_initial_query 1 0 0
attr RTDetrConfig.anchor_image_size 1 0 0
attr RTDetrConfig.auxiliary_loss 1 0 0
attr RTDetrConfig.disable_custom_kernels 1 0 0
attr RTDetrConfig.with_box_refine 1 0 0
attr RTDetrConfig.matcher_alpha 1 0 0
attr RTDetrConfig.matcher_gamma 1 0 0
attr RTDetrConfig.matcher_class_cost 1 0 0
attr RTDetrConfig.matcher_bbox_cost 1 0 0
attr RTDetrConfig.matcher_giou_cost 1 0 0
attr RTDetrConfig.use_focal_loss 1 0 0
attr RTDetrConfig.focal_loss_alpha 1 0 0
attr RTDetrConfig.focal_loss_gamma 1 0 0
attr RTDetrConfig.weight_loss_vfl 1 0 0
attr RTDetrConfig.weight_loss_bbox 1 0 0
attr RTDetrConfig.weight_loss_giou 1 0 0
attr RTDetrConfig.eos_coefficient 1 0 0

transformers.models.rt_detr.configuration_rt_detr_resnet (21 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrResNetConfig.init 12 0 0
attr RTDetrResNetConfig.num_channels 1 0 0
attr RTDetrResNetConfig.embedding_size 1 0 0
attr RTDetrResNetConfig.hidden_sizes 1 0 0
attr RTDetrResNetConfig.depths 1 0 0
attr RTDetrResNetConfig.layer_type 1 0 0
attr RTDetrResNetConfig.hidden_act 1 0 0
attr RTDetrResNetConfig.downsample_in_first_stage 1 0 0
attr RTDetrResNetConfig.downsample_in_bottleneck 1 0 0
attr RTDetrResNetConfig.stage_names 1 0 0

transformers.models.rt_detr.image_processing_rt_detr (22 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrImageProcessor.init 14 13 0
meth RTDetrImageProcessor.resize 7 6 0
meth RTDetrImageProcessor.resize_annotation 5 2 0
meth RTDetrImageProcessor._update_annotation_for_padded_image 6 4 0
meth RTDetrImageProcessor.preprocess 20 19 0
meth RTDetrImageProcessor.post_process_object_detection 5 3 0
attr RTDetrImageProcessor.format 1 0 0
attr RTDetrImageProcessor.do_resize 1 0 0
attr RTDetrImageProcessor.size 1 0 0
attr RTDetrImageProcessor.resample 1 0 0
attr RTDetrImageProcessor.do_rescale 1 0 0
attr RTDetrImageProcessor.rescale_factor 1 0 0
attr RTDetrImageProcessor.do_normalize 1 0 0
attr RTDetrImageProcessor.do_convert_annotations 1 0 0
attr RTDetrImageProcessor.image_mean 1 0 0
attr RTDetrImageProcessor.image_std 1 0 0
attr RTDetrImageProcessor.do_pad 1 0 0
attr RTDetrImageProcessor.pad_size 1 0 0

transformers.models.rt_detr.image_processing_rt_detr_fast (9 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrImageProcessorFast.resize 5 4 0
meth RTDetrImageProcessorFast.resize_annotation 6 5 0
meth RTDetrImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth RTDetrImageProcessorFast.pad 6 5 0
meth RTDetrImageProcessorFast._preprocess 19 18 0
meth RTDetrImageProcessorFast.post_process_object_detection 5 3 0
attr RTDetrImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.rt_detr.modeling_rt_detr (25 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrModel.init 2 1 0
meth RTDetrModel.freeze_backbone 1 0 0
meth RTDetrModel.unfreeze_backbone 1 0 0
meth RTDetrModel.generate_anchors 5 0 0
attr RTDetrModel.backbone 1 0 0
attr RTDetrModel.encoder_input_proj 1 0 0
attr RTDetrModel.encoder 1 0 0
attr RTDetrModel.enc_output 1 0 0
attr RTDetrModel.enc_score_head 1 0 0
attr RTDetrModel.enc_bbox_head 1 0 0
attr RTDetrModel.decoder_input_proj 1 0 0
attr RTDetrModel.decoder 1 0 0
attr RTDetrModel.denoising_class_embed 1 0 0
attr RTDetrModel.weight_embedding 1 0 0
meth RTDetrPreTrainedModel._init_weights 2 0 0
meth RTDetrForObjectDetection.init 2 1 0
meth RTDetrForObjectDetection._set_aux_loss 3 0 0
attr RTDetrForObjectDetection.model 1 0 0

transformers.models.rt_detr.modeling_rt_detr_resnet (8 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrResNetPreTrainedModel._init_weights 2 0 0
meth RTDetrResNetBackbone.init 2 0 0
meth RTDetrResNetBackbone.forward 5 4 0
attr RTDetrResNetBackbone.num_features 1 0 0
attr RTDetrResNetBackbone.embedder 1 0 0
attr RTDetrResNetBackbone.encoder 1 0 0

transformers.models.rt_detr.modular_rt_detr (32 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrModel.init 2 1 0
meth RTDetrModel.freeze_backbone 1 0 0
meth RTDetrModel.unfreeze_backbone 1 0 0
meth RTDetrModel.generate_anchors 5 0 0
attr RTDetrModel.backbone 1 0 0
attr RTDetrModel.encoder_input_proj 1 0 0
attr RTDetrModel.encoder 1 0 0
attr RTDetrModel.enc_output 1 0 0
attr RTDetrModel.enc_score_head 1 0 0
attr RTDetrModel.enc_bbox_head 1 0 0
attr RTDetrModel.decoder_input_proj 1 0 0
attr RTDetrModel.decoder 1 0 0
attr RTDetrModel.denoising_class_embed 1 0 0
attr RTDetrModel.weight_embedding 1 0 0
meth RTDetrPreTrainedModel._init_weights 2 0 0
meth RTDetrImageProcessorFast._preprocess 19 18 0
meth RTDetrImageProcessorFast.post_process_object_detection 5 3 0
meth RTDetrImageProcessorFast.post_process_instance_segmentation 1 0 0
meth RTDetrImageProcessorFast.post_process_semantic_segmentation 1 0 0
meth RTDetrImageProcessorFast.post_process_panoptic_segmentation 1 0 0
attr RTDetrImageProcessorFast.do_convert_annotations 1 0 0
meth RTDetrForObjectDetection.init 2 1 0
meth RTDetrForObjectDetection._set_aux_loss 3 0 0
attr RTDetrForObjectDetection.model 1 0 0

transformers.models.rt_detr_v2.configuration_rt_detr_v2 (111 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrV2Config.init 57 0 0
attr RTDetrV2Config.initializer_range 1 0 0
attr RTDetrV2Config.initializer_bias_prior_prob 1 0 0
attr RTDetrV2Config.layer_norm_eps 1 0 0
attr RTDetrV2Config.batch_norm_eps 1 0 0
attr RTDetrV2Config.backbone_config 1 0 0
attr RTDetrV2Config.freeze_backbone_batch_norms 1 0 0
attr RTDetrV2Config.encoder_hidden_dim 1 0 0
attr RTDetrV2Config.encoder_in_channels 1 0 0
attr RTDetrV2Config.feat_strides 1 0 0
attr RTDetrV2Config.encoder_ffn_dim 1 0 0
attr RTDetrV2Config.dropout 1 0 0
attr RTDetrV2Config.activation_dropout 1 0 0
attr RTDetrV2Config.encode_proj_layers 1 0 0
attr RTDetrV2Config.encoder_layers 1 0 0
attr RTDetrV2Config.positional_encoding_temperature 1 0 0
attr RTDetrV2Config.eval_size 1 0 0
attr RTDetrV2Config.normalize_before 1 0 0
attr RTDetrV2Config.encoder_activation_function 1 0 0
attr RTDetrV2Config.activation_function 1 0 0
attr RTDetrV2Config.hidden_expansion 1 0 0
attr RTDetrV2Config.num_queries 1 0 0
attr RTDetrV2Config.decoder_ffn_dim 1 0 0
attr RTDetrV2Config.decoder_in_channels 1 0 0
attr RTDetrV2Config.num_feature_levels 1 0 0
attr RTDetrV2Config.decoder_n_points 1 0 0
attr RTDetrV2Config.decoder_layers 1 0 0
attr RTDetrV2Config.decoder_attention_heads 1 0 0
attr RTDetrV2Config.decoder_activation_function 1 0 0
attr RTDetrV2Config.attention_dropout 1 0 0
attr RTDetrV2Config.num_denoising 1 0 0
attr RTDetrV2Config.label_noise_ratio 1 0 0
attr RTDetrV2Config.box_noise_scale 1 0 0
attr RTDetrV2Config.learn_initial_query 1 0 0
attr RTDetrV2Config.anchor_image_size 1 0 0
attr RTDetrV2Config.auxiliary_loss 1 0 0
attr RTDetrV2Config.with_box_refine 1 0 0
attr RTDetrV2Config.matcher_alpha 1 0 0
attr RTDetrV2Config.matcher_gamma 1 0 0
attr RTDetrV2Config.matcher_class_cost 1 0 0
attr RTDetrV2Config.matcher_bbox_cost 1 0 0
attr RTDetrV2Config.matcher_giou_cost 1 0 0
attr RTDetrV2Config.use_focal_loss 1 0 0
attr RTDetrV2Config.focal_loss_alpha 1 0 0
attr RTDetrV2Config.focal_loss_gamma 1 0 0
attr RTDetrV2Config.weight_loss_vfl 1 0 0
attr RTDetrV2Config.weight_loss_bbox 1 0 0
attr RTDetrV2Config.weight_loss_giou 1 0 0
attr RTDetrV2Config.eos_coefficient 1 0 0
attr RTDetrV2Config.decoder_n_levels 1 0 0
attr RTDetrV2Config.decoder_offset_scale 1 0 0
attr RTDetrV2Config.decoder_method 1 0 0
attr RTDetrV2Config.tie_word_embeddings 1 0 0
attr RTDetrV2Config.d_model 1 0 0
attr RTDetrV2Config.encoder_attention_heads 1 0 0

transformers.models.rt_detr_v2.modeling_rt_detr_v2 (27 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrV2Model.init 2 1 0
meth RTDetrV2Model.freeze_backbone 1 0 0
meth RTDetrV2Model.unfreeze_backbone 1 0 0
meth RTDetrV2Model.generate_anchors 5 0 0
attr RTDetrV2Model.backbone 1 0 0
attr RTDetrV2Model.encoder_input_proj 1 0 0
attr RTDetrV2Model.encoder 1 0 0
attr RTDetrV2Model.enc_output 1 0 0
attr RTDetrV2Model.enc_score_head 1 0 0
attr RTDetrV2Model.enc_bbox_head 1 0 0
attr RTDetrV2Model.decoder_input_proj 1 0 0
attr RTDetrV2Model.decoder 1 0 0
attr RTDetrV2Model.denoising_class_embed 1 0 0
attr RTDetrV2Model.weight_embedding 1 0 0
meth RTDetrV2PreTrainedModel._init_weights 2 0 0
meth RTDetrV2ForObjectDetection.init 2 1 0
meth RTDetrV2ForObjectDetection._set_aux_loss 3 0 0
attr RTDetrV2ForObjectDetection.model 1 0 0
attr RTDetrV2ForObjectDetection.class_embed 1 0 0
attr RTDetrV2ForObjectDetection.bbox_embed 1 0 0

transformers.models.rt_detr_v2.modular_rt_detr_v2 (119 missing, 0 any)

Symbol Typable Typed Any
meth RTDetrV2Model.init 2 1 0
attr RTDetrV2Model.decoder 1 0 0
meth RTDetrV2PreTrainedModel._init_weights 2 0 0
meth RTDetrV2ForObjectDetection.init 2 1 0
attr RTDetrV2ForObjectDetection.model 1 0 0
attr RTDetrV2ForObjectDetection.class_embed 1 0 0
attr RTDetrV2ForObjectDetection.bbox_embed 1 0 0
meth RTDetrV2Config.init 57 0 0
attr RTDetrV2Config.initializer_range 1 0 0
attr RTDetrV2Config.initializer_bias_prior_prob 1 0 0
attr RTDetrV2Config.layer_norm_eps 1 0 0
attr RTDetrV2Config.batch_norm_eps 1 0 0
attr RTDetrV2Config.backbone_config 1 0 0
attr RTDetrV2Config.freeze_backbone_batch_norms 1 0 0
attr RTDetrV2Config.encoder_hidden_dim 1 0 0
attr RTDetrV2Config.encoder_in_channels 1 0 0
attr RTDetrV2Config.feat_strides 1 0 0
attr RTDetrV2Config.encoder_ffn_dim 1 0 0
attr RTDetrV2Config.dropout 1 0 0
attr RTDetrV2Config.activation_dropout 1 0 0
attr RTDetrV2Config.encode_proj_layers 1 0 0
attr RTDetrV2Config.encoder_layers 1 0 0
attr RTDetrV2Config.positional_encoding_temperature 1 0 0
attr RTDetrV2Config.eval_size 1 0 0
attr RTDetrV2Config.normalize_before 1 0 0
attr RTDetrV2Config.encoder_activation_function 1 0 0
attr RTDetrV2Config.activation_function 1 0 0
attr RTDetrV2Config.hidden_expansion 1 0 0
attr RTDetrV2Config.num_queries 1 0 0
attr RTDetrV2Config.decoder_ffn_dim 1 0 0
attr RTDetrV2Config.decoder_in_channels 1 0 0
attr RTDetrV2Config.num_feature_levels 1 0 0
attr RTDetrV2Config.decoder_n_points 1 0 0
attr RTDetrV2Config.decoder_layers 1 0 0
attr RTDetrV2Config.decoder_attention_heads 1 0 0
attr RTDetrV2Config.decoder_activation_function 1 0 0
attr RTDetrV2Config.attention_dropout 1 0 0
attr RTDetrV2Config.num_denoising 1 0 0
attr RTDetrV2Config.label_noise_ratio 1 0 0
attr RTDetrV2Config.box_noise_scale 1 0 0
attr RTDetrV2Config.learn_initial_query 1 0 0
attr RTDetrV2Config.anchor_image_size 1 0 0
attr RTDetrV2Config.auxiliary_loss 1 0 0
attr RTDetrV2Config.with_box_refine 1 0 0
attr RTDetrV2Config.matcher_alpha 1 0 0
attr RTDetrV2Config.matcher_gamma 1 0 0
attr RTDetrV2Config.matcher_class_cost 1 0 0
attr RTDetrV2Config.matcher_bbox_cost 1 0 0
attr RTDetrV2Config.matcher_giou_cost 1 0 0
attr RTDetrV2Config.use_focal_loss 1 0 0
attr RTDetrV2Config.focal_loss_alpha 1 0 0
attr RTDetrV2Config.focal_loss_gamma 1 0 0
attr RTDetrV2Config.weight_loss_vfl 1 0 0
attr RTDetrV2Config.weight_loss_bbox 1 0 0
attr RTDetrV2Config.weight_loss_giou 1 0 0
attr RTDetrV2Config.eos_coefficient 1 0 0
attr RTDetrV2Config.decoder_n_levels 1 0 0
attr RTDetrV2Config.decoder_offset_scale 1 0 0
attr RTDetrV2Config.decoder_method 1 0 0
attr RTDetrV2Config.tie_word_embeddings 1 0 0
attr RTDetrV2Config.d_model 1 0 0
attr RTDetrV2Config.encoder_attention_heads 1 0 0

transformers.models.rwkv.configuration_rwkv (26 missing, 0 any)

Symbol Typable Typed Any
meth RwkvConfig.init 14 0 0
attr RwkvConfig.vocab_size 1 0 0
attr RwkvConfig.context_length 1 0 0
attr RwkvConfig.hidden_size 1 0 0
attr RwkvConfig.num_hidden_layers 1 0 0
attr RwkvConfig.attention_hidden_size 1 0 0
attr RwkvConfig.intermediate_size 1 0 0
attr RwkvConfig.layer_norm_epsilon 1 0 0
attr RwkvConfig.rescale_every 1 0 0
attr RwkvConfig.use_cache 1 0 0
attr RwkvConfig.bos_token_id 1 0 0
attr RwkvConfig.eos_token_id 1 0 0
attr RwkvConfig.tie_word_embeddings 1 0 0

transformers.models.rwkv.modeling_rwkv (24 missing, 0 any)

Symbol Typable Typed Any
meth RwkvForCausalLM.init 2 0 0
meth RwkvForCausalLM.get_output_embeddings 1 0 0
meth RwkvForCausalLM.set_output_embeddings 2 0 0
meth RwkvForCausalLM.forward 12 11 0
attr RwkvForCausalLM.rwkv 1 0 0
attr RwkvForCausalLM.head 1 0 0
meth RwkvPreTrainedModel._init_weights 2 1 0
meth RwkvModel.init 2 0 0
meth RwkvModel.get_input_embeddings 1 0 0
meth RwkvModel.set_input_embeddings 2 0 0
meth RwkvModel.forward 10 9 0
meth RwkvModel._rescale_layers 1 0 0
meth RwkvModel._bnb_4bit_dequantize_and_rescale 3 0 0
attr RwkvModel.embeddings 1 0 0
attr RwkvModel.blocks 1 0 0
attr RwkvModel.ln_out 1 0 0
attr RwkvModel.layers_are_rescaled 1 0 0
attr RwkvModel.gradient_checkpointing 1 0 0

transformers.models.sam.configuration_sam (92 missing, 0 any)

Symbol Typable Typed Any
meth SamPromptEncoderConfig.init 9 0 0
attr SamPromptEncoderConfig.hidden_size 1 0 0
attr SamPromptEncoderConfig.image_size 1 0 0
attr SamPromptEncoderConfig.patch_size 1 0 0
attr SamPromptEncoderConfig.image_embedding_size 1 0 0
attr SamPromptEncoderConfig.mask_input_channels 1 0 0
attr SamPromptEncoderConfig.num_point_embeddings 1 0 0
attr SamPromptEncoderConfig.hidden_act 1 0 0
attr SamPromptEncoderConfig.layer_norm_eps 1 0 0
meth SamMaskDecoderConfig.init 12 0 0
attr SamMaskDecoderConfig.hidden_size 1 0 0
attr SamMaskDecoderConfig.hidden_act 1 0 0
attr SamMaskDecoderConfig.mlp_dim 1 0 0
attr SamMaskDecoderConfig.num_hidden_layers 1 0 0
attr SamMaskDecoderConfig.num_attention_heads 1 0 0
attr SamMaskDecoderConfig.attention_downsample_rate 1 0 0
attr SamMaskDecoderConfig.num_multimask_outputs 1 0 0
attr SamMaskDecoderConfig.iou_head_depth 1 0 0
attr SamMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr SamMaskDecoderConfig.layer_norm_eps 1 0 0
meth SamVisionConfig.init 21 0 0
attr SamVisionConfig.hidden_size 1 0 0
attr SamVisionConfig.output_channels 1 0 0
attr SamVisionConfig.num_hidden_layers 1 0 0
attr SamVisionConfig.num_attention_heads 1 0 0
attr SamVisionConfig.num_channels 1 0 0
attr SamVisionConfig.image_size 1 0 0
attr SamVisionConfig.patch_size 1 0 0
attr SamVisionConfig.hidden_act 1 0 0
attr SamVisionConfig.layer_norm_eps 1 0 0
attr SamVisionConfig.attention_dropout 1 0 0
attr SamVisionConfig.initializer_range 1 0 0
attr SamVisionConfig.qkv_bias 1 0 0
attr SamVisionConfig.mlp_ratio 1 0 0
attr SamVisionConfig.use_abs_pos 1 0 0
attr SamVisionConfig.use_rel_pos 1 0 0
attr SamVisionConfig.window_size 1 0 0
attr SamVisionConfig.global_attn_indexes 1 0 0
attr SamVisionConfig.num_pos_feats 1 0 0
attr SamVisionConfig.mlp_dim 1 0 0
attr SamVisionConfig.scale 1 0 0
meth SamConfig.init 7 0 0
attr SamConfig.vision_config 1 0 0
attr SamConfig.prompt_encoder_config 1 0 0
attr SamConfig.mask_decoder_config 1 0 0
attr SamConfig.initializer_range 1 0 0
attr SamConfig.tie_word_embeddings 1 0 0

transformers.models.sam.image_processing_sam (66 missing, 0 any)

Symbol Typable Typed Any
meth SamImageProcessor.init 15 14 0
meth SamImageProcessor.pad_image 6 5 0
meth SamImageProcessor._get_preprocess_shape 3 2 0
meth SamImageProcessor.resize 7 6 0
meth SamImageProcessor._preprocess 13 12 0
meth SamImageProcessor.call 4 0 0
meth SamImageProcessor.preprocess 19 18 0
meth SamImageProcessor.post_process_masks 8 0 0
meth SamImageProcessor._post_process_masks_pt 7 0 0
meth SamImageProcessor.post_process_for_mask_generation 6 0 0
meth SamImageProcessor.generate_crop_boxes 10 7 0
meth SamImageProcessor.filter_masks 10 0 0
meth SamImageProcessor._filter_masks_pt 9 0 0
attr SamImageProcessor.do_resize 1 0 0
attr SamImageProcessor.size 1 0 0
attr SamImageProcessor.mask_size 1 0 0
attr SamImageProcessor.resample 1 0 0
attr SamImageProcessor.do_rescale 1 0 0
attr SamImageProcessor.rescale_factor 1 0 0
attr SamImageProcessor.do_normalize 1 0 0
attr SamImageProcessor.image_mean 1 0 0
attr SamImageProcessor.image_std 1 0 0
attr SamImageProcessor.do_pad 1 0 0
attr SamImageProcessor.pad_size 1 0 0
attr SamImageProcessor.mask_pad_size 1 0 0
attr SamImageProcessor.do_convert_rgb 1 0 0

transformers.models.sam.image_processing_sam_fast (28 missing, 0 any)

Symbol Typable Typed Any
meth SamImageProcessorFast.init 2 1 0
meth SamImageProcessorFast._get_preprocess_shape 3 2 0
meth SamImageProcessorFast.resize 5 4 0
meth SamImageProcessorFast._further_process_kwargs 10 9 0
meth SamImageProcessorFast._preprocess 17 16 0
meth SamImageProcessorFast.generate_crop_boxes 8 6 0
meth SamImageProcessorFast.filter_masks 9 0 0
meth SamImageProcessorFast.post_process_masks 7 0 0
meth SamImageProcessorFast.post_process_for_mask_generation 5 0 0

transformers.models.sam.modeling_sam (14 missing, 0 any)

Symbol Typable Typed Any
meth SamVisionModel.init 2 1 0
attr SamVisionModel.vision_encoder 1 0 0
meth SamPreTrainedModel._init_weights 2 1 0
meth SamModel.init 2 1 0
meth SamModel.get_input_embeddings 1 0 0
meth SamModel.get_image_wide_positional_embeddings 1 0 0
meth SamModel.get_image_embeddings 3 1 0
meth SamModel.get_prompt_embeddings 5 4 0
attr SamModel._can_record_outputs 1 0 0
attr SamModel.shared_image_embedding 1 0 0
attr SamModel.vision_encoder 1 0 0
attr SamModel.prompt_encoder 1 0 0
attr SamModel.mask_decoder 1 0 0

transformers.models.sam.processing_sam (26 missing, 0 any)

Symbol Typable Typed Any
meth SamProcessor.init 2 0 0
meth SamProcessor.call 4 3 0
meth SamProcessor._normalize_and_convert 8 0 0
meth SamProcessor._pad_points_and_labels 4 0 0
meth SamProcessor._normalize_coordinates 5 3 0
meth SamProcessor._check_and_preprocess_points 4 0 0
meth SamProcessor.post_process_masks 3 0 0
prop SamProcessor.model_input_names 1 0 0
attr SamProcessor.target_size 1 0 0

transformers.models.sam2.configuration_sam2 (120 missing, 0 any)

Symbol Typable Typed Any
meth Sam2MaskDecoderConfig.init 14 0 0
attr Sam2MaskDecoderConfig.hidden_size 1 0 0
attr Sam2MaskDecoderConfig.num_multimask_outputs 1 0 0
attr Sam2MaskDecoderConfig.hidden_act 1 0 0
attr Sam2MaskDecoderConfig.iou_head_depth 1 0 0
attr Sam2MaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr Sam2MaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr Sam2MaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr Sam2MaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr Sam2MaskDecoderConfig.num_hidden_layers 1 0 0
attr Sam2MaskDecoderConfig.num_attention_heads 1 0 0
attr Sam2MaskDecoderConfig.mlp_dim 1 0 0
attr Sam2MaskDecoderConfig.attention_downsample_rate 1 0 0
meth Sam2HieraDetConfig.init 21 0 0
attr Sam2HieraDetConfig.hidden_size 1 0 0
attr Sam2HieraDetConfig.num_attention_heads 1 0 0
attr Sam2HieraDetConfig.num_channels 1 0 0
attr Sam2HieraDetConfig.image_size 1 0 0
attr Sam2HieraDetConfig.patch_kernel_size 1 0 0
attr Sam2HieraDetConfig.patch_stride 1 0 0
attr Sam2HieraDetConfig.patch_padding 1 0 0
attr Sam2HieraDetConfig.query_stride 1 0 0
attr Sam2HieraDetConfig.window_positional_embedding_background_size 1 0 0
attr Sam2HieraDetConfig.num_query_pool_stages 1 0 0
attr Sam2HieraDetConfig.blocks_per_stage 1 0 0
attr Sam2HieraDetConfig.embed_dim_per_stage 1 0 0
attr Sam2HieraDetConfig.num_attention_heads_per_stage 1 0 0
attr Sam2HieraDetConfig.window_size_per_stage 1 0 0
attr Sam2HieraDetConfig.global_attention_blocks 1 0 0
attr Sam2HieraDetConfig.mlp_ratio 1 0 0
attr Sam2HieraDetConfig.hidden_act 1 0 0
attr Sam2HieraDetConfig.layer_norm_eps 1 0 0
attr Sam2HieraDetConfig.initializer_range 1 0 0
meth Sam2Config.init 6 0 0
attr Sam2Config.vision_config 1 0 0
attr Sam2Config.prompt_encoder_config 1 0 0
attr Sam2Config.mask_decoder_config 1 0 0
attr Sam2Config.initializer_range 1 0 0
meth Sam2PromptEncoderConfig.init 10 0 0
attr Sam2PromptEncoderConfig.hidden_size 1 0 0
attr Sam2PromptEncoderConfig.image_size 1 0 0
attr Sam2PromptEncoderConfig.patch_size 1 0 0
attr Sam2PromptEncoderConfig.mask_input_channels 1 0 0
attr Sam2PromptEncoderConfig.num_point_embeddings 1 0 0
attr Sam2PromptEncoderConfig.hidden_act 1 0 0
attr Sam2PromptEncoderConfig.layer_norm_eps 1 0 0
attr Sam2PromptEncoderConfig.scale 1 0 0
meth Sam2VisionConfig.init 14 0 0
attr Sam2VisionConfig.backbone_config 1 0 0
attr Sam2VisionConfig.backbone_channel_list 1 0 0
attr Sam2VisionConfig.backbone_feature_sizes 1 0 0
attr Sam2VisionConfig.fpn_hidden_size 1 0 0
attr Sam2VisionConfig.fpn_kernel_size 1 0 0
attr Sam2VisionConfig.fpn_stride 1 0 0
attr Sam2VisionConfig.fpn_padding 1 0 0
attr Sam2VisionConfig.fpn_top_down_levels 1 0 0
attr Sam2VisionConfig.num_feature_levels 1 0 0
attr Sam2VisionConfig.hidden_act 1 0 0
attr Sam2VisionConfig.layer_norm_eps 1 0 0
attr Sam2VisionConfig.initializer_range 1 0 0

transformers.models.sam2.image_processing_sam2_fast (28 missing, 0 any)

Symbol Typable Typed Any
meth Sam2ImageProcessorFast.init 2 1 0
meth Sam2ImageProcessorFast._further_process_kwargs 8 7 0
meth Sam2ImageProcessorFast._preprocess 4 3 0
meth Sam2ImageProcessorFast.generate_crop_boxes 8 6 0
meth Sam2ImageProcessorFast.filter_masks 9 0 0
meth Sam2ImageProcessorFast.post_process_masks 9 0 0
meth Sam2ImageProcessorFast.post_process_for_mask_generation 5 0 0

transformers.models.sam2.modeling_sam2 (27 missing, 0 any)

Symbol Typable Typed Any
meth Sam2HieraDetModel.init 2 1 0
meth Sam2HieraDetModel.get_input_embeddings 1 0 0
attr Sam2HieraDetModel.patch_embed 1 0 0
attr Sam2HieraDetModel.pos_embed 1 0 0
attr Sam2HieraDetModel.pos_embed_window 1 0 0
attr Sam2HieraDetModel.stage_ends 1 0 0
attr Sam2HieraDetModel.blocks 1 0 0
meth Sam2PreTrainedModel._init_weights 2 0 0
meth Sam2VisionModel.init 2 1 0
meth Sam2VisionModel.get_input_embeddings 1 0 0
attr Sam2VisionModel.config 1 0 0
attr Sam2VisionModel.backbone 1 0 0
attr Sam2VisionModel.neck 1 0 0
attr Sam2VisionModel.num_feature_levels 1 0 0
meth Sam2Model.init 2 1 0
meth Sam2Model.get_input_embeddings 1 0 0
meth Sam2Model.get_prompt_embeddings 5 4 0
attr Sam2Model._can_record_outputs 1 0 0
attr Sam2Model.shared_image_embedding 1 0 0
attr Sam2Model.vision_encoder 1 0 0
attr Sam2Model.prompt_encoder 1 0 0
attr Sam2Model.mask_decoder 1 0 0
attr Sam2Model.num_feature_levels 1 0 0
attr Sam2Model.backbone_feature_sizes 1 0 0
attr Sam2Model.hidden_dim 1 0 0
attr Sam2Model.no_memory_embedding 1 0 0

transformers.models.sam2.modular_sam2 (38 missing, 0 any)

Symbol Typable Typed Any
meth Sam2ImageProcessorFast.init 2 1 0
meth Sam2ImageProcessorFast._preprocess 4 3 0
meth Sam2ImageProcessorFast._further_process_kwargs 8 7 0
meth Sam2ImageProcessorFast.post_process_masks 9 0 0
meth Sam2ImageProcessorFast._get_preprocess_shape 1 0 0
meth Sam2ImageProcessorFast.resize 1 0 0
meth Sam2VisionModel.init 2 1 0
meth Sam2VisionModel.get_input_embeddings 1 0 0
attr Sam2VisionModel.config 1 0 0
attr Sam2VisionModel.backbone 1 0 0
attr Sam2VisionModel.neck 1 0 0
attr Sam2VisionModel.num_feature_levels 1 0 0
meth Sam2Model.init 2 1 0
attr Sam2Model.shared_image_embedding 1 0 0
attr Sam2Model.vision_encoder 1 0 0
attr Sam2Model.prompt_encoder 1 0 0
attr Sam2Model.mask_decoder 1 0 0
attr Sam2Model.num_feature_levels 1 0 0
attr Sam2Model.backbone_feature_sizes 1 0 0
attr Sam2Model.hidden_dim 1 0 0
attr Sam2Model.no_memory_embedding 1 0 0
meth Sam2PreTrainedModel._init_weights 2 0 0
meth Sam2HieraDetModel.init 2 1 0
meth Sam2HieraDetModel.get_input_embeddings 1 0 0
attr Sam2HieraDetModel.patch_embed 1 0 0
attr Sam2HieraDetModel.pos_embed 1 0 0
attr Sam2HieraDetModel.pos_embed_window 1 0 0
attr Sam2HieraDetModel.stage_ends 1 0 0
attr Sam2HieraDetModel.blocks 1 0 0

transformers.models.sam2.processing_sam2 (40 missing, 0 any)

Symbol Typable Typed Any
meth Sam2Processor.init 5 2 0
meth Sam2Processor.call 9 8 0
meth Sam2Processor._normalize_coordinates 5 3 0
meth Sam2Processor._convert_to_nested_list 4 0 0
meth Sam2Processor._get_nested_dimensions 3 0 0
meth Sam2Processor._pad_nested_list 5 0 0
meth Sam2Processor._create_empty_nested_structure 3 0 0
meth Sam2Processor._get_nesting_level 2 0 0
meth Sam2Processor._normalize_tensor_coordinates 5 0 0
meth Sam2Processor.post_process_masks 9 0 0
prop Sam2Processor.model_input_names 1 0 0
attr Sam2Processor.point_pad_value 1 0 0
attr Sam2Processor.target_size 1 0 0

transformers.models.sam2_video.configuration_sam2_video (128 missing, 0 any)

Symbol Typable Typed Any
meth Sam2VideoPromptEncoderConfig.init 10 0 0
attr Sam2VideoPromptEncoderConfig.hidden_size 1 0 0
attr Sam2VideoPromptEncoderConfig.image_size 1 0 0
attr Sam2VideoPromptEncoderConfig.patch_size 1 0 0
attr Sam2VideoPromptEncoderConfig.mask_input_channels 1 0 0
attr Sam2VideoPromptEncoderConfig.num_point_embeddings 1 0 0
attr Sam2VideoPromptEncoderConfig.hidden_act 1 0 0
attr Sam2VideoPromptEncoderConfig.layer_norm_eps 1 0 0
attr Sam2VideoPromptEncoderConfig.scale 1 0 0
meth Sam2VideoMaskDecoderConfig.init 14 0 0
attr Sam2VideoMaskDecoderConfig.hidden_size 1 0 0
attr Sam2VideoMaskDecoderConfig.num_multimask_outputs 1 0 0
attr Sam2VideoMaskDecoderConfig.hidden_act 1 0 0
attr Sam2VideoMaskDecoderConfig.iou_head_depth 1 0 0
attr Sam2VideoMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr Sam2VideoMaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr Sam2VideoMaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr Sam2VideoMaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr Sam2VideoMaskDecoderConfig.num_hidden_layers 1 0 0
attr Sam2VideoMaskDecoderConfig.num_attention_heads 1 0 0
attr Sam2VideoMaskDecoderConfig.mlp_dim 1 0 0
attr Sam2VideoMaskDecoderConfig.attention_downsample_rate 1 0 0
meth Sam2VideoConfig.init 43 0 0
attr Sam2VideoConfig.vision_config 1 0 0
attr Sam2VideoConfig.prompt_encoder_config 1 0 0
attr Sam2VideoConfig.mask_decoder_config 1 0 0
attr Sam2VideoConfig.initializer_range 1 0 0
attr Sam2VideoConfig.num_maskmem 1 0 0
attr Sam2VideoConfig.image_size 1 0 0
attr Sam2VideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr Sam2VideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr Sam2VideoConfig.multimask_output_in_sam 1 0 0
attr Sam2VideoConfig.multimask_min_pt_num 1 0 0
attr Sam2VideoConfig.multimask_max_pt_num 1 0 0
attr Sam2VideoConfig.multimask_output_for_tracking 1 0 0
attr Sam2VideoConfig.max_object_pointers_in_encoder 1 0 0
attr Sam2VideoConfig.max_cond_frame_num 1 0 0
attr Sam2VideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr Sam2VideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr Sam2VideoConfig.memory_attention_hidden_size 1 0 0
attr Sam2VideoConfig.memory_attention_num_layers 1 0 0
attr Sam2VideoConfig.memory_attention_num_attention_heads 1 0 0
attr Sam2VideoConfig.memory_attention_downsample_rate 1 0 0
attr Sam2VideoConfig.memory_attention_feed_forward_hidden_size 1 0 0
attr Sam2VideoConfig.memory_attention_feed_forward_hidden_act 1 0 0
attr Sam2VideoConfig.memory_attention_dropout 1 0 0
attr Sam2VideoConfig.memory_attention_rope_theta 1 0 0
attr Sam2VideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr Sam2VideoConfig.memory_attention_rope_dropout 1 0 0
attr Sam2VideoConfig.memory_encoder_hidden_size 1 0 0
attr Sam2VideoConfig.memory_encoder_output_channels 1 0 0
attr Sam2VideoConfig.mask_downsampler_embed_dim 1 0 0
attr Sam2VideoConfig.mask_downsampler_kernel_size 1 0 0
attr Sam2VideoConfig.mask_downsampler_stride 1 0 0
attr Sam2VideoConfig.mask_downsampler_padding 1 0 0
attr Sam2VideoConfig.mask_downsampler_total_stride 1 0 0
attr Sam2VideoConfig.mask_downsampler_hidden_act 1 0 0
attr Sam2VideoConfig.memory_fuser_num_layers 1 0 0
attr Sam2VideoConfig.memory_fuser_embed_dim 1 0 0
attr Sam2VideoConfig.memory_fuser_intermediate_dim 1 0 0
attr Sam2VideoConfig.memory_fuser_kernel_size 1 0 0
attr Sam2VideoConfig.memory_fuser_padding 1 0 0
attr Sam2VideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr Sam2VideoConfig.memory_fuser_hidden_act 1 0 0

transformers.models.sam2_video.modeling_sam2_video (56 missing, 0 any)

Symbol Typable Typed Any
meth Sam2VideoPreTrainedModel._init_weights 2 0 0
meth Sam2VideoModel.init 2 1 0
meth Sam2VideoModel.get_input_embeddings 1 0 0
meth Sam2VideoModel.forward 7 6 0
meth Sam2VideoModel._select_closest_cond_frames 4 0 0
meth Sam2VideoModel._batch_encode_memories 7 6 0
attr Sam2VideoModel._can_record_outputs 1 0 0
attr Sam2VideoModel.shared_image_embedding 1 0 0
attr Sam2VideoModel.vision_encoder 1 0 0
attr Sam2VideoModel.prompt_encoder 1 0 0
attr Sam2VideoModel.mask_decoder 1 0 0
attr Sam2VideoModel.num_feature_levels 1 0 0
attr Sam2VideoModel.backbone_feature_sizes 1 0 0
attr Sam2VideoModel.hidden_dim 1 0 0
attr Sam2VideoModel.no_memory_embedding 1 0 0
attr Sam2VideoModel.config 1 0 0
attr Sam2VideoModel.image_size 1 0 0
attr Sam2VideoModel.memory_attention 1 0 0
attr Sam2VideoModel.memory_encoder 1 0 0
attr Sam2VideoModel.no_memory_positional_encoding 1 0 0
attr Sam2VideoModel.mem_dim 1 0 0
attr Sam2VideoModel.num_maskmem 1 0 0
attr Sam2VideoModel.memory_temporal_positional_encoding 1 0 0
attr Sam2VideoModel.no_object_pointer 1 0 0
attr Sam2VideoModel.mask_downsample 1 0 0
attr Sam2VideoModel.object_pointer_proj 1 0 0
attr Sam2VideoModel.occlusion_spatial_embedding_parameter 1 0 0
attr Sam2VideoModel.temporal_positional_encoding_projection_layer 1 0 0
meth Sam2VideoInferenceSession.init 9 8 0
meth Sam2VideoInferenceSession.add_point_inputs 4 3 0
meth Sam2VideoInferenceSession.remove_point_inputs 3 2 0
meth Sam2VideoInferenceSession.add_mask_inputs 4 3 0
meth Sam2VideoInferenceSession.remove_mask_inputs 3 2 0
meth Sam2VideoInferenceSession.store_output 6 5 0
meth Sam2VideoInferenceSession.get_output 5 4 0
meth Sam2VideoInferenceSession.reset_tracking_data 1 0 0
meth Sam2VideoInferenceSession.reset_inference_session 1 0 0
attr Sam2VideoInferenceSession.processed_frames 1 0 0
attr Sam2VideoInferenceSession.video_height 1 0 0
attr Sam2VideoInferenceSession.video_width 1 0 0
attr Sam2VideoInferenceSession.inference_device 1 0 0
attr Sam2VideoInferenceSession.inference_state_device 1 0 0
attr Sam2VideoInferenceSession.video_storage_device 1 0 0
attr Sam2VideoInferenceSession.dtype 1 0 0
attr Sam2VideoInferenceSession.max_vision_features_cache_size 1 0 0
attr Sam2VideoInferenceSession.cache 1 0 0
attr Sam2VideoInferenceSession.obj_ids 1 0 0
attr Sam2VideoInferenceSession.point_inputs_per_obj 1 0 0
attr Sam2VideoInferenceSession.mask_inputs_per_obj 1 0 0
attr Sam2VideoInferenceSession.output_dict_per_obj 1 0 0
attr Sam2VideoInferenceSession.frames_tracked_per_obj 1 0 0
attr Sam2VideoInferenceSession.obj_with_new_inputs 1 0 0

transformers.models.sam2_video.modular_sam2_video (139 missing, 0 any)

Symbol Typable Typed Any
meth Sam2VideoPreTrainedModel._init_weights 2 0 0
meth Sam2VideoProcessor.init 6 2 0
meth Sam2VideoProcessor.init_video_session 8 7 0
meth Sam2VideoProcessor.process_new_mask_for_video_frame 5 4 0
attr Sam2VideoProcessor.point_pad_value 1 0 0
attr Sam2VideoProcessor.target_size 1 0 0
meth Sam2VideoInferenceSession.init 9 8 0
meth Sam2VideoInferenceSession.add_point_inputs 4 3 0
meth Sam2VideoInferenceSession.remove_point_inputs 3 2 0
meth Sam2VideoInferenceSession.add_mask_inputs 4 3 0
meth Sam2VideoInferenceSession.remove_mask_inputs 3 2 0
meth Sam2VideoInferenceSession.store_output 6 5 0
meth Sam2VideoInferenceSession.get_output 5 4 0
meth Sam2VideoInferenceSession.reset_tracking_data 1 0 0
meth Sam2VideoInferenceSession.reset_inference_session 1 0 0
attr Sam2VideoInferenceSession.processed_frames 1 0 0
attr Sam2VideoInferenceSession.video_height 1 0 0
attr Sam2VideoInferenceSession.video_width 1 0 0
attr Sam2VideoInferenceSession.inference_device 1 0 0
attr Sam2VideoInferenceSession.inference_state_device 1 0 0
attr Sam2VideoInferenceSession.video_storage_device 1 0 0
attr Sam2VideoInferenceSession.dtype 1 0 0
attr Sam2VideoInferenceSession.max_vision_features_cache_size 1 0 0
attr Sam2VideoInferenceSession.cache 1 0 0
attr Sam2VideoInferenceSession.obj_ids 1 0 0
attr Sam2VideoInferenceSession.point_inputs_per_obj 1 0 0
attr Sam2VideoInferenceSession.mask_inputs_per_obj 1 0 0
attr Sam2VideoInferenceSession.output_dict_per_obj 1 0 0
attr Sam2VideoInferenceSession.frames_tracked_per_obj 1 0 0
attr Sam2VideoInferenceSession.obj_with_new_inputs 1 0 0
meth Sam2VideoModel.init 2 1 0
meth Sam2VideoModel._select_closest_cond_frames 4 0 0
meth Sam2VideoModel.forward 7 6 0
meth Sam2VideoModel._batch_encode_memories 7 6 0
attr Sam2VideoModel._can_record_outputs 1 0 0
attr Sam2VideoModel.config 1 0 0
attr Sam2VideoModel.image_size 1 0 0
attr Sam2VideoModel.memory_attention 1 0 0
attr Sam2VideoModel.memory_encoder 1 0 0
attr Sam2VideoModel.no_memory_positional_encoding 1 0 0
attr Sam2VideoModel.mem_dim 1 0 0
attr Sam2VideoModel.num_maskmem 1 0 0
attr Sam2VideoModel.memory_temporal_positional_encoding 1 0 0
attr Sam2VideoModel.no_object_pointer 1 0 0
attr Sam2VideoModel.mask_downsample 1 0 0
attr Sam2VideoModel.object_pointer_proj 1 0 0
attr Sam2VideoModel.occlusion_spatial_embedding_parameter 1 0 0
attr Sam2VideoModel.temporal_positional_encoding_projection_layer 1 0 0
meth Sam2VideoConfig.init 43 0 0
attr Sam2VideoConfig.vision_config 1 0 0
attr Sam2VideoConfig.prompt_encoder_config 1 0 0
attr Sam2VideoConfig.mask_decoder_config 1 0 0
attr Sam2VideoConfig.initializer_range 1 0 0
attr Sam2VideoConfig.num_maskmem 1 0 0
attr Sam2VideoConfig.image_size 1 0 0
attr Sam2VideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr Sam2VideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr Sam2VideoConfig.multimask_output_in_sam 1 0 0
attr Sam2VideoConfig.multimask_min_pt_num 1 0 0
attr Sam2VideoConfig.multimask_max_pt_num 1 0 0
attr Sam2VideoConfig.multimask_output_for_tracking 1 0 0
attr Sam2VideoConfig.max_object_pointers_in_encoder 1 0 0
attr Sam2VideoConfig.max_cond_frame_num 1 0 0
attr Sam2VideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr Sam2VideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr Sam2VideoConfig.memory_attention_hidden_size 1 0 0
attr Sam2VideoConfig.memory_attention_num_layers 1 0 0
attr Sam2VideoConfig.memory_attention_num_attention_heads 1 0 0
attr Sam2VideoConfig.memory_attention_downsample_rate 1 0 0
attr Sam2VideoConfig.memory_attention_feed_forward_hidden_size 1 0 0
attr Sam2VideoConfig.memory_attention_feed_forward_hidden_act 1 0 0
attr Sam2VideoConfig.memory_attention_dropout 1 0 0
attr Sam2VideoConfig.memory_attention_rope_theta 1 0 0
attr Sam2VideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr Sam2VideoConfig.memory_attention_rope_dropout 1 0 0
attr Sam2VideoConfig.memory_encoder_hidden_size 1 0 0
attr Sam2VideoConfig.memory_encoder_output_channels 1 0 0
attr Sam2VideoConfig.mask_downsampler_embed_dim 1 0 0
attr Sam2VideoConfig.mask_downsampler_kernel_size 1 0 0
attr Sam2VideoConfig.mask_downsampler_stride 1 0 0
attr Sam2VideoConfig.mask_downsampler_padding 1 0 0
attr Sam2VideoConfig.mask_downsampler_total_stride 1 0 0
attr Sam2VideoConfig.mask_downsampler_hidden_act 1 0 0
attr Sam2VideoConfig.memory_fuser_num_layers 1 0 0
attr Sam2VideoConfig.memory_fuser_embed_dim 1 0 0
attr Sam2VideoConfig.memory_fuser_intermediate_dim 1 0 0
attr Sam2VideoConfig.memory_fuser_kernel_size 1 0 0
attr Sam2VideoConfig.memory_fuser_padding 1 0 0
attr Sam2VideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr Sam2VideoConfig.memory_fuser_hidden_act 1 0 0

transformers.models.sam2_video.processing_sam2_video (43 missing, 0 any)

Symbol Typable Typed Any
meth Sam2VideoProcessor.init 6 2 0
meth Sam2VideoProcessor.call 9 8 0
meth Sam2VideoProcessor._normalize_coordinates 5 3 0
meth Sam2VideoProcessor._convert_to_nested_list 4 0 0
meth Sam2VideoProcessor._get_nested_dimensions 3 0 0
meth Sam2VideoProcessor._pad_nested_list 5 0 0
meth Sam2VideoProcessor._create_empty_nested_structure 3 0 0
meth Sam2VideoProcessor._get_nesting_level 2 0 0
meth Sam2VideoProcessor._normalize_tensor_coordinates 5 0 0
meth Sam2VideoProcessor.post_process_masks 9 0 0
meth Sam2VideoProcessor.init_video_session 8 7 0
meth Sam2VideoProcessor.process_new_mask_for_video_frame 5 4 0
prop Sam2VideoProcessor.model_input_names 1 0 0
attr Sam2VideoProcessor.point_pad_value 1 0 0
attr Sam2VideoProcessor.target_size 1 0 0

transformers.models.sam2_video.video_processing_sam2_video (8 missing, 0 any)

Symbol Typable Typed Any
meth Sam2VideoVideoProcessor._preprocess 5 4 0
meth Sam2VideoVideoProcessor.post_process_masks 7 0 0

transformers.models.sam3.configuration_sam3 (150 missing, 0 any)

Symbol Typable Typed Any
meth Sam3DETREncoderConfig.init 11 0 0
attr Sam3DETREncoderConfig.hidden_size 1 0 0
attr Sam3DETREncoderConfig.num_layers 1 0 0
attr Sam3DETREncoderConfig.num_attention_heads 1 0 0
attr Sam3DETREncoderConfig.intermediate_size 1 0 0
attr Sam3DETREncoderConfig.dropout 1 0 0
attr Sam3DETREncoderConfig.hidden_act 1 0 0
attr Sam3DETREncoderConfig.hidden_dropout 1 0 0
attr Sam3DETREncoderConfig.layer_norm_eps 1 0 0
attr Sam3DETREncoderConfig.initializer_range 1 0 0
meth Sam3ViTConfig.init 19 0 0
attr Sam3ViTConfig.hidden_size 1 0 0
attr Sam3ViTConfig.intermediate_size 1 0 0
attr Sam3ViTConfig.num_hidden_layers 1 0 0
attr Sam3ViTConfig.num_attention_heads 1 0 0
attr Sam3ViTConfig.num_channels 1 0 0
attr Sam3ViTConfig.image_size 1 0 0
attr Sam3ViTConfig.patch_size 1 0 0
attr Sam3ViTConfig.hidden_act 1 0 0
attr Sam3ViTConfig.layer_norm_eps 1 0 0
attr Sam3ViTConfig.attention_dropout 1 0 0
attr Sam3ViTConfig.rope_theta 1 0 0
attr Sam3ViTConfig.window_size 1 0 0
attr Sam3ViTConfig.global_attn_indexes 1 0 0
attr Sam3ViTConfig.layer_scale_init_value 1 0 0
attr Sam3ViTConfig.pretrain_image_size 1 0 0
attr Sam3ViTConfig.hidden_dropout 1 0 0
attr Sam3ViTConfig.initializer_range 1 0 0
meth Sam3MaskDecoderConfig.init 8 0 0
attr Sam3MaskDecoderConfig.hidden_size 1 0 0
attr Sam3MaskDecoderConfig.num_upsampling_stages 1 0 0
attr Sam3MaskDecoderConfig.layer_norm_eps 1 0 0
attr Sam3MaskDecoderConfig.dropout 1 0 0
attr Sam3MaskDecoderConfig.num_attention_heads 1 0 0
attr Sam3MaskDecoderConfig.initializer_range 1 0 0
meth Sam3Config.init 9 0 0
prop Sam3Config.image_size 2 0 0
attr Sam3Config.initializer_range 1 0 0
attr Sam3Config.vision_config 1 0 0
attr Sam3Config.text_config 1 0 0
attr Sam3Config.geometry_encoder_config 1 0 0
attr Sam3Config.detr_encoder_config 1 0 0
attr Sam3Config.detr_decoder_config 1 0 0
attr Sam3Config.mask_decoder_config 1 0 0
meth Sam3DETRDecoderConfig.init 12 0 0
attr Sam3DETRDecoderConfig.hidden_size 1 0 0
attr Sam3DETRDecoderConfig.num_layers 1 0 0
attr Sam3DETRDecoderConfig.num_queries 1 0 0
attr Sam3DETRDecoderConfig.num_attention_heads 1 0 0
attr Sam3DETRDecoderConfig.intermediate_size 1 0 0
attr Sam3DETRDecoderConfig.dropout 1 0 0
attr Sam3DETRDecoderConfig.hidden_act 1 0 0
attr Sam3DETRDecoderConfig.hidden_dropout 1 0 0
attr Sam3DETRDecoderConfig.layer_norm_eps 1 0 0
attr Sam3DETRDecoderConfig.initializer_range 1 0 0
meth Sam3VisionConfig.init 9 0 0
prop Sam3VisionConfig.image_size 2 0 0
attr Sam3VisionConfig.backbone_config 1 0 0
attr Sam3VisionConfig.fpn_hidden_size 1 0 0
attr Sam3VisionConfig.scale_factors 1 0 0
attr Sam3VisionConfig.backbone_feature_sizes 1 0 0
attr Sam3VisionConfig.hidden_act 1 0 0
attr Sam3VisionConfig.layer_norm_eps 1 0 0
attr Sam3VisionConfig.initializer_range 1 0 0
meth Sam3GeometryEncoderConfig.init 12 0 0
attr Sam3GeometryEncoderConfig.hidden_size 1 0 0
attr Sam3GeometryEncoderConfig.num_layers 1 0 0
attr Sam3GeometryEncoderConfig.num_attention_heads 1 0 0
attr Sam3GeometryEncoderConfig.intermediate_size 1 0 0
attr Sam3GeometryEncoderConfig.dropout 1 0 0
attr Sam3GeometryEncoderConfig.hidden_act 1 0 0
attr Sam3GeometryEncoderConfig.hidden_dropout 1 0 0
attr Sam3GeometryEncoderConfig.layer_norm_eps 1 0 0
attr Sam3GeometryEncoderConfig.roi_size 1 0 0
attr Sam3GeometryEncoderConfig.initializer_range 1 0 0

transformers.models.sam3.image_processing_sam3_fast (34 missing, 0 any)

Symbol Typable Typed Any
meth Sam3ImageProcessorFast.init 2 1 0
meth Sam3ImageProcessorFast._further_process_kwargs 8 7 0
meth Sam3ImageProcessorFast._preprocess 4 3 0
meth Sam3ImageProcessorFast.generate_crop_boxes 8 6 0
meth Sam3ImageProcessorFast.filter_masks 9 0 0
meth Sam3ImageProcessorFast.post_process_masks 9 0 0
meth Sam3ImageProcessorFast.post_process_for_mask_generation 5 0 0
meth Sam3ImageProcessorFast.post_process_semantic_segmentation 4 2 0
meth Sam3ImageProcessorFast.post_process_object_detection 4 2 0
meth Sam3ImageProcessorFast.post_process_instance_segmentation 5 3 0

transformers.models.sam3.modeling_sam3 (22 missing, 0 any)

Symbol Typable Typed Any
meth Sam3Model.init 2 1 0
attr Sam3Model.vision_encoder 1 0 0
attr Sam3Model.text_encoder 1 0 0
attr Sam3Model.vocab_size 1 0 0
attr Sam3Model.text_projection 1 0 0
attr Sam3Model.geometry_encoder 1 0 0
attr Sam3Model.detr_encoder 1 0 0
attr Sam3Model.detr_decoder 1 0 0
attr Sam3Model.mask_decoder 1 0 0
attr Sam3Model.dot_product_scoring 1 0 0
meth Sam3PreTrainedModel._init_weights 2 0 0
meth Sam3VisionModel.init 2 1 0
meth Sam3VisionModel.get_input_embeddings 1 0 0
attr Sam3VisionModel.config 1 0 0
attr Sam3VisionModel.backbone 1 0 0
attr Sam3VisionModel.neck 1 0 0
meth Sam3ViTModel.init 2 1 0
attr Sam3ViTModel.config 1 0 0
attr Sam3ViTModel.embeddings 1 0 0
attr Sam3ViTModel.layer_norm 1 0 0
attr Sam3ViTModel.layers 1 0 0

transformers.models.sam3.modular_sam3 (6 missing, 0 any)

Symbol Typable Typed Any
meth Sam3ImageProcessorFast.post_process_semantic_segmentation 4 2 0
meth Sam3ImageProcessorFast.post_process_object_detection 4 2 0
meth Sam3ImageProcessorFast.post_process_instance_segmentation 5 3 0

transformers.models.sam3.processing_sam3 (47 missing, 0 any)

Symbol Typable Typed Any
meth Sam3Processor.init 6 2 0
meth Sam3Processor.call 9 8 0
meth Sam3Processor._normalize_coordinates 4 2 0
meth Sam3Processor._convert_to_nested_list 4 0 0
meth Sam3Processor._resolve_text_prompts 3 0 0
meth Sam3Processor._get_nested_dimensions 3 0 0
meth Sam3Processor._pad_nested_list 5 0 0
meth Sam3Processor._create_empty_nested_structure 3 0 0
meth Sam3Processor._get_nesting_level 2 0 0
meth Sam3Processor._normalize_tensor_coordinates 5 0 0
meth Sam3Processor.post_process_semantic_segmentation 4 0 0
meth Sam3Processor.post_process_object_detection 4 0 0
meth Sam3Processor.post_process_instance_segmentation 5 0 0
attr Sam3Processor.point_pad_value 1 0 0
attr Sam3Processor.target_size 1 0 0

transformers.models.sam3_tracker.configuration_sam3_tracker (54 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerConfig.init 6 0 0
attr Sam3TrackerConfig.vision_config 1 0 0
attr Sam3TrackerConfig.prompt_encoder_config 1 0 0
attr Sam3TrackerConfig.mask_decoder_config 1 0 0
attr Sam3TrackerConfig.initializer_range 1 0 0
meth Sam3TrackerPromptEncoderConfig.init 10 0 0
attr Sam3TrackerPromptEncoderConfig.hidden_size 1 0 0
attr Sam3TrackerPromptEncoderConfig.image_size 1 0 0
attr Sam3TrackerPromptEncoderConfig.patch_size 1 0 0
attr Sam3TrackerPromptEncoderConfig.mask_input_channels 1 0 0
attr Sam3TrackerPromptEncoderConfig.num_point_embeddings 1 0 0
attr Sam3TrackerPromptEncoderConfig.hidden_act 1 0 0
attr Sam3TrackerPromptEncoderConfig.layer_norm_eps 1 0 0
attr Sam3TrackerPromptEncoderConfig.scale 1 0 0
meth Sam3TrackerMaskDecoderConfig.init 14 0 0
attr Sam3TrackerMaskDecoderConfig.hidden_size 1 0 0
attr Sam3TrackerMaskDecoderConfig.num_multimask_outputs 1 0 0
attr Sam3TrackerMaskDecoderConfig.hidden_act 1 0 0
attr Sam3TrackerMaskDecoderConfig.iou_head_depth 1 0 0
attr Sam3TrackerMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr Sam3TrackerMaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr Sam3TrackerMaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr Sam3TrackerMaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr Sam3TrackerMaskDecoderConfig.num_hidden_layers 1 0 0
attr Sam3TrackerMaskDecoderConfig.num_attention_heads 1 0 0
attr Sam3TrackerMaskDecoderConfig.mlp_dim 1 0 0
attr Sam3TrackerMaskDecoderConfig.attention_downsample_rate 1 0 0

transformers.models.sam3_tracker.modeling_sam3_tracker (13 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerModel.init 2 1 0
meth Sam3TrackerModel.get_input_embeddings 1 0 0
meth Sam3TrackerModel.get_prompt_embeddings 5 4 0
attr Sam3TrackerModel._can_record_outputs 1 0 0
attr Sam3TrackerModel.shared_image_embedding 1 0 0
attr Sam3TrackerModel.vision_encoder 1 0 0
attr Sam3TrackerModel.prompt_encoder 1 0 0
attr Sam3TrackerModel.mask_decoder 1 0 0
attr Sam3TrackerModel.backbone_feature_sizes 1 0 0
attr Sam3TrackerModel.hidden_dim 1 0 0
attr Sam3TrackerModel.no_memory_embedding 1 0 0
meth Sam3TrackerPreTrainedModel._init_weights 2 0 0

transformers.models.sam3_tracker.modular_sam3_tracker (30 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerPromptEncoderConfig.init 10 0 0
meth Sam3TrackerModel.init 2 1 0
attr Sam3TrackerModel.shared_image_embedding 1 0 0
attr Sam3TrackerModel.vision_encoder 1 0 0
attr Sam3TrackerModel.prompt_encoder 1 0 0
attr Sam3TrackerModel.mask_decoder 1 0 0
attr Sam3TrackerModel.backbone_feature_sizes 1 0 0
attr Sam3TrackerModel.hidden_dim 1 0 0
attr Sam3TrackerModel.no_memory_embedding 1 0 0
meth Sam3TrackerConfig.init 6 0 0
attr Sam3TrackerConfig.vision_config 1 0 0
attr Sam3TrackerConfig.prompt_encoder_config 1 0 0
attr Sam3TrackerConfig.mask_decoder_config 1 0 0
attr Sam3TrackerConfig.initializer_range 1 0 0
meth Sam3TrackerPreTrainedModel._init_weights 2 0 0

transformers.models.sam3_tracker.processing_sam3_tracker (40 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerProcessor.init 5 2 0
meth Sam3TrackerProcessor.call 9 8 0
meth Sam3TrackerProcessor._normalize_coordinates 5 3 0
meth Sam3TrackerProcessor._convert_to_nested_list 4 0 0
meth Sam3TrackerProcessor._get_nested_dimensions 3 0 0
meth Sam3TrackerProcessor._pad_nested_list 5 0 0
meth Sam3TrackerProcessor._create_empty_nested_structure 3 0 0
meth Sam3TrackerProcessor._get_nesting_level 2 0 0
meth Sam3TrackerProcessor._normalize_tensor_coordinates 5 0 0
meth Sam3TrackerProcessor.post_process_masks 9 0 0
prop Sam3TrackerProcessor.model_input_names 1 0 0
attr Sam3TrackerProcessor.point_pad_value 1 0 0
attr Sam3TrackerProcessor.target_size 1 0 0

transformers.models.sam3_tracker_video.configuration_sam3_tracker_video (130 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerVideoConfig.init 43 0 0
prop Sam3TrackerVideoConfig.image_size 2 0 0
attr Sam3TrackerVideoConfig.vision_config 1 0 0
attr Sam3TrackerVideoConfig.prompt_encoder_config 1 0 0
attr Sam3TrackerVideoConfig.mask_decoder_config 1 0 0
attr Sam3TrackerVideoConfig.initializer_range 1 0 0
attr Sam3TrackerVideoConfig.num_maskmem 1 0 0
attr Sam3TrackerVideoConfig.image_size 1 0 0
attr Sam3TrackerVideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr Sam3TrackerVideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr Sam3TrackerVideoConfig.multimask_output_in_sam 1 0 0
attr Sam3TrackerVideoConfig.multimask_min_pt_num 1 0 0
attr Sam3TrackerVideoConfig.multimask_max_pt_num 1 0 0
attr Sam3TrackerVideoConfig.multimask_output_for_tracking 1 0 0
attr Sam3TrackerVideoConfig.max_object_pointers_in_encoder 1 0 0
attr Sam3TrackerVideoConfig.max_cond_frame_num 1 0 0
attr Sam3TrackerVideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr Sam3TrackerVideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_num_layers 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_num_attention_heads 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_downsample_rate 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_feed_forward_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_feed_forward_hidden_act 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_dropout 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_theta 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_dropout 1 0 0
attr Sam3TrackerVideoConfig.memory_encoder_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_encoder_output_channels 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_embed_dim 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_kernel_size 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_stride 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_padding 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_total_stride 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_hidden_act 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_num_layers 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_embed_dim 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_intermediate_dim 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_kernel_size 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_padding 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_hidden_act 1 0 0
meth Sam3TrackerVideoPromptEncoderConfig.init 10 0 0
attr Sam3TrackerVideoPromptEncoderConfig.hidden_size 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.image_size 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.patch_size 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.mask_input_channels 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.num_point_embeddings 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.hidden_act 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.layer_norm_eps 1 0 0
attr Sam3TrackerVideoPromptEncoderConfig.scale 1 0 0
meth Sam3TrackerVideoMaskDecoderConfig.init 14 0 0
attr Sam3TrackerVideoMaskDecoderConfig.hidden_size 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.num_multimask_outputs 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.hidden_act 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.iou_head_depth 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.dynamic_multimask_via_stability 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.dynamic_multimask_stability_delta 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.dynamic_multimask_stability_thresh 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.num_hidden_layers 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.num_attention_heads 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.mlp_dim 1 0 0
attr Sam3TrackerVideoMaskDecoderConfig.attention_downsample_rate 1 0 0

transformers.models.sam3_tracker_video.modeling_sam3_tracker_video (55 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerVideoPreTrainedModel._init_weights 2 0 0
meth Sam3TrackerVideoModel.init 3 2 0
meth Sam3TrackerVideoModel.get_input_embeddings 1 0 0
meth Sam3TrackerVideoModel.forward 7 6 0
meth Sam3TrackerVideoModel._select_closest_cond_frames 4 0 0
meth Sam3TrackerVideoModel._batch_encode_memories 7 6 0
attr Sam3TrackerVideoModel._can_record_outputs 1 0 0
attr Sam3TrackerVideoModel.shared_image_embedding 1 0 0
attr Sam3TrackerVideoModel.vision_encoder 1 0 0
attr Sam3TrackerVideoModel.prompt_encoder 1 0 0
attr Sam3TrackerVideoModel.mask_decoder 1 0 0
attr Sam3TrackerVideoModel.backbone_feature_sizes 1 0 0
attr Sam3TrackerVideoModel.hidden_dim 1 0 0
attr Sam3TrackerVideoModel.no_memory_embedding 1 0 0
attr Sam3TrackerVideoModel.config 1 0 0
attr Sam3TrackerVideoModel.image_size 1 0 0
attr Sam3TrackerVideoModel.memory_attention 1 0 0
attr Sam3TrackerVideoModel.memory_encoder 1 0 0
attr Sam3TrackerVideoModel.no_memory_positional_encoding 1 0 0
attr Sam3TrackerVideoModel.mem_dim 1 0 0
attr Sam3TrackerVideoModel.num_maskmem 1 0 0
attr Sam3TrackerVideoModel.memory_temporal_positional_encoding 1 0 0
attr Sam3TrackerVideoModel.no_object_pointer 1 0 0
attr Sam3TrackerVideoModel.mask_downsample 1 0 0
attr Sam3TrackerVideoModel.object_pointer_proj 1 0 0
attr Sam3TrackerVideoModel.occlusion_spatial_embedding_parameter 1 0 0
attr Sam3TrackerVideoModel.temporal_positional_encoding_projection_layer 1 0 0
meth Sam3TrackerVideoInferenceSession.init 9 8 0
meth Sam3TrackerVideoInferenceSession.add_point_inputs 4 3 0
meth Sam3TrackerVideoInferenceSession.remove_point_inputs 3 2 0
meth Sam3TrackerVideoInferenceSession.add_mask_inputs 4 3 0
meth Sam3TrackerVideoInferenceSession.remove_mask_inputs 3 2 0
meth Sam3TrackerVideoInferenceSession.store_output 6 5 0
meth Sam3TrackerVideoInferenceSession.get_output 5 4 0
meth Sam3TrackerVideoInferenceSession.reset_tracking_data 1 0 0
meth Sam3TrackerVideoInferenceSession.reset_inference_session 1 0 0
attr Sam3TrackerVideoInferenceSession.processed_frames 1 0 0
attr Sam3TrackerVideoInferenceSession.video_height 1 0 0
attr Sam3TrackerVideoInferenceSession.video_width 1 0 0
attr Sam3TrackerVideoInferenceSession.inference_device 1 0 0
attr Sam3TrackerVideoInferenceSession.inference_state_device 1 0 0
attr Sam3TrackerVideoInferenceSession.video_storage_device 1 0 0
attr Sam3TrackerVideoInferenceSession.dtype 1 0 0
attr Sam3TrackerVideoInferenceSession.max_vision_features_cache_size 1 0 0
attr Sam3TrackerVideoInferenceSession.cache 1 0 0
attr Sam3TrackerVideoInferenceSession.obj_ids 1 0 0
attr Sam3TrackerVideoInferenceSession.point_inputs_per_obj 1 0 0
attr Sam3TrackerVideoInferenceSession.mask_inputs_per_obj 1 0 0
attr Sam3TrackerVideoInferenceSession.output_dict_per_obj 1 0 0
attr Sam3TrackerVideoInferenceSession.frames_tracked_per_obj 1 0 0
attr Sam3TrackerVideoInferenceSession.obj_with_new_inputs 1 0 0

transformers.models.sam3_tracker_video.modular_sam3_tracker_video (117 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerVideoPromptEncoderConfig.init 10 0 0
meth Sam3TrackerVideoModel.init 3 2 0
attr Sam3TrackerVideoModel.shared_image_embedding 1 0 0
attr Sam3TrackerVideoModel.vision_encoder 1 0 0
attr Sam3TrackerVideoModel.prompt_encoder 1 0 0
attr Sam3TrackerVideoModel.mask_decoder 1 0 0
attr Sam3TrackerVideoModel.backbone_feature_sizes 1 0 0
attr Sam3TrackerVideoModel.hidden_dim 1 0 0
attr Sam3TrackerVideoModel.no_memory_embedding 1 0 0
attr Sam3TrackerVideoModel.config 1 0 0
attr Sam3TrackerVideoModel.image_size 1 0 0
attr Sam3TrackerVideoModel.memory_attention 1 0 0
attr Sam3TrackerVideoModel.memory_encoder 1 0 0
attr Sam3TrackerVideoModel.no_memory_positional_encoding 1 0 0
attr Sam3TrackerVideoModel.mem_dim 1 0 0
attr Sam3TrackerVideoModel.num_maskmem 1 0 0
attr Sam3TrackerVideoModel.memory_temporal_positional_encoding 1 0 0
attr Sam3TrackerVideoModel.no_object_pointer 1 0 0
attr Sam3TrackerVideoModel.mask_downsample 1 0 0
attr Sam3TrackerVideoModel.object_pointer_proj 1 0 0
attr Sam3TrackerVideoModel.occlusion_spatial_embedding_parameter 1 0 0
attr Sam3TrackerVideoModel.temporal_positional_encoding_projection_layer 1 0 0
meth Sam3TrackerVideoConfig.init 43 0 0
prop Sam3TrackerVideoConfig.image_size 2 0 0
attr Sam3TrackerVideoConfig.vision_config 1 0 0
attr Sam3TrackerVideoConfig.prompt_encoder_config 1 0 0
attr Sam3TrackerVideoConfig.mask_decoder_config 1 0 0
attr Sam3TrackerVideoConfig.initializer_range 1 0 0
attr Sam3TrackerVideoConfig.num_maskmem 1 0 0
attr Sam3TrackerVideoConfig.image_size 1 0 0
attr Sam3TrackerVideoConfig.sigmoid_scale_for_mem_enc 1 0 0
attr Sam3TrackerVideoConfig.sigmoid_bias_for_mem_enc 1 0 0
attr Sam3TrackerVideoConfig.multimask_output_in_sam 1 0 0
attr Sam3TrackerVideoConfig.multimask_min_pt_num 1 0 0
attr Sam3TrackerVideoConfig.multimask_max_pt_num 1 0 0
attr Sam3TrackerVideoConfig.multimask_output_for_tracking 1 0 0
attr Sam3TrackerVideoConfig.max_object_pointers_in_encoder 1 0 0
attr Sam3TrackerVideoConfig.max_cond_frame_num 1 0 0
attr Sam3TrackerVideoConfig.enable_occlusion_spatial_embedding 1 0 0
attr Sam3TrackerVideoConfig.enable_temporal_pos_encoding_for_object_pointers 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_num_layers 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_num_attention_heads 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_downsample_rate 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_feed_forward_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_feed_forward_hidden_act 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_dropout 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_theta 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_feat_sizes 1 0 0
attr Sam3TrackerVideoConfig.memory_attention_rope_dropout 1 0 0
attr Sam3TrackerVideoConfig.memory_encoder_hidden_size 1 0 0
attr Sam3TrackerVideoConfig.memory_encoder_output_channels 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_embed_dim 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_kernel_size 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_stride 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_padding 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_total_stride 1 0 0
attr Sam3TrackerVideoConfig.mask_downsampler_hidden_act 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_num_layers 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_embed_dim 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_intermediate_dim 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_kernel_size 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_padding 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_layer_scale_init_value 1 0 0
attr Sam3TrackerVideoConfig.memory_fuser_hidden_act 1 0 0

transformers.models.sam3_tracker_video.processing_sam3_tracker_video (43 missing, 0 any)

Symbol Typable Typed Any
meth Sam3TrackerVideoProcessor.init 6 2 0
meth Sam3TrackerVideoProcessor.call 9 8 0
meth Sam3TrackerVideoProcessor._normalize_coordinates 5 3 0
meth Sam3TrackerVideoProcessor._convert_to_nested_list 4 0 0
meth Sam3TrackerVideoProcessor._get_nested_dimensions 3 0 0
meth Sam3TrackerVideoProcessor._pad_nested_list 5 0 0
meth Sam3TrackerVideoProcessor._create_empty_nested_structure 3 0 0
meth Sam3TrackerVideoProcessor._get_nesting_level 2 0 0
meth Sam3TrackerVideoProcessor._normalize_tensor_coordinates 5 0 0
meth Sam3TrackerVideoProcessor.post_process_masks 9 0 0
meth Sam3TrackerVideoProcessor.init_video_session 8 7 0
meth Sam3TrackerVideoProcessor.process_new_mask_for_video_frame 5 4 0
prop Sam3TrackerVideoProcessor.model_input_names 1 0 0
attr Sam3TrackerVideoProcessor.point_pad_value 1 0 0
attr Sam3TrackerVideoProcessor.target_size 1 0 0

transformers.models.sam3_video.configuration_sam3_video (52 missing, 0 any)

Symbol Typable Typed Any
meth Sam3VideoConfig.init 26 0 0
prop Sam3VideoConfig.image_size 2 0 0
attr Sam3VideoConfig.initializer_range 1 0 0
attr Sam3VideoConfig.low_res_mask_size 1 0 0
attr Sam3VideoConfig.score_threshold_detection 1 0 0
attr Sam3VideoConfig.det_nms_thresh 1 0 0
attr Sam3VideoConfig.assoc_iou_thresh 1 0 0
attr Sam3VideoConfig.trk_assoc_iou_thresh 1 0 0
attr Sam3VideoConfig.new_det_thresh 1 0 0
attr Sam3VideoConfig.recondition_on_trk_masks 1 0 0
attr Sam3VideoConfig.hotstart_delay 1 0 0
attr Sam3VideoConfig.hotstart_unmatch_thresh 1 0 0
attr Sam3VideoConfig.hotstart_dup_thresh 1 0 0
attr Sam3VideoConfig.suppress_unmatched_only_within_hotstart 1 0 0
attr Sam3VideoConfig.init_trk_keep_alive 1 0 0
attr Sam3VideoConfig.max_trk_keep_alive 1 0 0
attr Sam3VideoConfig.min_trk_keep_alive 1 0 0
attr Sam3VideoConfig.suppress_overlapping_based_on_recent_occlusion_threshold 1 0 0
attr Sam3VideoConfig.decrease_trk_keep_alive_for_empty_masklets 1 0 0
attr Sam3VideoConfig.fill_hole_area 1 0 0
attr Sam3VideoConfig.max_num_objects 1 0 0
attr Sam3VideoConfig.recondition_every_nth_frame 1 0 0
attr Sam3VideoConfig.high_conf_thresh 1 0 0
attr Sam3VideoConfig.high_iou_thresh 1 0 0
attr Sam3VideoConfig.detector_config 1 0 0
attr Sam3VideoConfig.tracker_config 1 0 0

transformers.models.sam3_video.modeling_sam3_video (93 missing, 0 any)

Symbol Typable Typed Any
meth Sam3VideoModel.init 2 1 0
meth Sam3VideoModel.get_vision_features_for_tracker 2 1 0
meth Sam3VideoModel.run_detection 3 2 0
meth Sam3VideoModel.run_tracker_propagation 4 3 0
meth Sam3VideoModel._associate_det_trk 7 6 0
meth Sam3VideoModel._process_hotstart 10 9 0
meth Sam3VideoModel.run_memory_encoder 5 4 0
meth Sam3VideoModel._get_objects_to_suppress_based_on_most_recently_occluded 5 4 0
meth Sam3VideoModel._suppress_overlapping_based_on_recent_occlusion 7 6 0
meth Sam3VideoModel._apply_non_overlapping_constraints 2 0 0
meth Sam3VideoModel._suppress_shrinked_masks 4 0 0
meth Sam3VideoModel._suppress_object_pw_area_shrinkage 3 1 0
meth Sam3VideoModel._suppress_object_pw_area_shrinkage_impl 2 0 0
meth Sam3VideoModel._tracker_update_memories 5 4 0
meth Sam3VideoModel.run_tracker_update_planning_phase 9 8 0
meth Sam3VideoModel._tracker_add_new_objects 6 5 0
meth Sam3VideoModel.run_tracker_update_execution_phase 6 5 0
meth Sam3VideoModel.build_outputs 6 5 0
meth Sam3VideoModel._det_track_one_frame 5 4 0
meth Sam3VideoModel.forward 6 4 0
meth Sam3VideoModel._get_processing_order 5 4 0
attr Sam3VideoModel.config 1 0 0
attr Sam3VideoModel.detector_model 1 0 0
attr Sam3VideoModel.tracker_model 1 0 0
attr Sam3VideoModel.low_res_mask_size 1 0 0
attr Sam3VideoModel.score_threshold_detection 1 0 0
attr Sam3VideoModel.det_nms_thresh 1 0 0
attr Sam3VideoModel.assoc_iou_thresh 1 0 0
attr Sam3VideoModel.trk_assoc_iou_thresh 1 0 0
attr Sam3VideoModel.new_det_thresh 1 0 0
attr Sam3VideoModel.recondition_on_trk_masks 1 0 0
attr Sam3VideoModel.hotstart_delay 1 0 0
attr Sam3VideoModel.hotstart_unmatch_thresh 1 0 0
attr Sam3VideoModel.hotstart_dup_thresh 1 0 0
attr Sam3VideoModel.suppress_unmatched_only_within_hotstart 1 0 0
attr Sam3VideoModel.init_trk_keep_alive 1 0 0
attr Sam3VideoModel.max_trk_keep_alive 1 0 0
attr Sam3VideoModel.min_trk_keep_alive 1 0 0
attr Sam3VideoModel.suppress_overlapping_based_on_recent_occlusion_threshold 1 0 0
attr Sam3VideoModel.decrease_trk_keep_alive_for_empty_masklets 1 0 0
attr Sam3VideoModel.fill_hole_area 1 0 0
attr Sam3VideoModel.max_num_objects 1 0 0
attr Sam3VideoModel.recondition_every_nth_frame 1 0 0
attr Sam3VideoModel.high_conf_thresh 1 0 0
attr Sam3VideoModel.high_iou_thresh 1 0 0
attr Sam3VideoModel.tracker_neck 1 0 0
meth Sam3VideoInferenceSession.init 9 8 0
meth Sam3VideoInferenceSession.add_mask_inputs 4 3 0
meth Sam3VideoInferenceSession.remove_mask_inputs 3 2 0
meth Sam3VideoInferenceSession.remove_object 3 2 0
meth Sam3VideoInferenceSession.store_output 6 5 0
meth Sam3VideoInferenceSession.get_output 5 4 0
meth Sam3VideoInferenceSession.reset_tracking_data 1 0 0
meth Sam3VideoInferenceSession.reset_inference_session 1 0 0
meth Sam3VideoInferenceSession.reset_state 1 0 0
attr Sam3VideoInferenceSession.processed_frames 1 0 0
attr Sam3VideoInferenceSession.video_height 1 0 0
attr Sam3VideoInferenceSession.video_width 1 0 0
attr Sam3VideoInferenceSession.inference_device 1 0 0
attr Sam3VideoInferenceSession.inference_state_device 1 0 0
attr Sam3VideoInferenceSession.video_storage_device 1 0 0
attr Sam3VideoInferenceSession.dtype 1 0 0
attr Sam3VideoInferenceSession.max_vision_features_cache_size 1 0 0
attr Sam3VideoInferenceSession.cache 1 0 0
attr Sam3VideoInferenceSession.obj_ids 1 0 0
attr Sam3VideoInferenceSession.mask_inputs_per_obj 1 0 0
attr Sam3VideoInferenceSession.point_inputs_per_obj 1 0 0
attr Sam3VideoInferenceSession.output_dict_per_obj 1 0 0
attr Sam3VideoInferenceSession.frames_tracked_per_obj 1 0 0
attr Sam3VideoInferenceSession.prompts 1 0 0
attr Sam3VideoInferenceSession.prompt_input_ids 1 0 0
attr Sam3VideoInferenceSession.prompt_embeddings 1 0 0
attr Sam3VideoInferenceSession.prompt_attention_masks 1 0 0
attr Sam3VideoInferenceSession.obj_id_to_prompt_id 1 0 0
attr Sam3VideoInferenceSession.obj_id_to_score 1 0 0
attr Sam3VideoInferenceSession.obj_id_to_tracker_score_frame_wise 1 0 0
attr Sam3VideoInferenceSession.obj_id_to_last_occluded 1 0 0
attr Sam3VideoInferenceSession.max_obj_id 1 0 0
attr Sam3VideoInferenceSession.obj_first_frame_idx 1 0 0
attr Sam3VideoInferenceSession.unmatched_frame_inds 1 0 0
attr Sam3VideoInferenceSession.overlap_pair_to_frame_inds 1 0 0
attr Sam3VideoInferenceSession.trk_keep_alive 1 0 0
attr Sam3VideoInferenceSession.removed_obj_ids 1 0 0
attr Sam3VideoInferenceSession.suppressed_obj_ids 1 0 0
attr Sam3VideoInferenceSession.hotstart_removed_obj_ids 1 0 0
attr Sam3VideoInferenceSession.output_buffer 1 0 0

transformers.models.sam3_video.processing_sam3_video (23 missing, 0 any)

Symbol Typable Typed Any
meth Sam3VideoProcessor.init 6 1 0
meth Sam3VideoProcessor.call 6 5 0
meth Sam3VideoProcessor.add_text_prompt 3 2 0
meth Sam3VideoProcessor.init_video_session 8 7 0
meth Sam3VideoProcessor._apply_non_overlapping_constraints 2 0 0
meth Sam3VideoProcessor._apply_object_wise_non_overlapping_constraints 5 0 0
meth Sam3VideoProcessor._apply_object_wise_non_overlapping_constraints_impl 4 0 0
meth Sam3VideoProcessor.postprocess_outputs 4 1 0
attr Sam3VideoProcessor.target_size 1 0 0

transformers.models.sam_hq.configuration_sam_hq (94 missing, 0 any)

Symbol Typable Typed Any
meth SamHQPromptEncoderConfig.init 9 0 0
attr SamHQPromptEncoderConfig.hidden_size 1 0 0
attr SamHQPromptEncoderConfig.image_size 1 0 0
attr SamHQPromptEncoderConfig.patch_size 1 0 0
attr SamHQPromptEncoderConfig.image_embedding_size 1 0 0
attr SamHQPromptEncoderConfig.mask_input_channels 1 0 0
attr SamHQPromptEncoderConfig.num_point_embeddings 1 0 0
attr SamHQPromptEncoderConfig.hidden_act 1 0 0
attr SamHQPromptEncoderConfig.layer_norm_eps 1 0 0
meth SamHQVisionConfig.init 21 0 0
attr SamHQVisionConfig.hidden_size 1 0 0
attr SamHQVisionConfig.output_channels 1 0 0
attr SamHQVisionConfig.num_hidden_layers 1 0 0
attr SamHQVisionConfig.num_attention_heads 1 0 0
attr SamHQVisionConfig.num_channels 1 0 0
attr SamHQVisionConfig.image_size 1 0 0
attr SamHQVisionConfig.patch_size 1 0 0
attr SamHQVisionConfig.hidden_act 1 0 0
attr SamHQVisionConfig.layer_norm_eps 1 0 0
attr SamHQVisionConfig.attention_dropout 1 0 0
attr SamHQVisionConfig.initializer_range 1 0 0
attr SamHQVisionConfig.qkv_bias 1 0 0
attr SamHQVisionConfig.mlp_ratio 1 0 0
attr SamHQVisionConfig.use_abs_pos 1 0 0
attr SamHQVisionConfig.use_rel_pos 1 0 0
attr SamHQVisionConfig.window_size 1 0 0
attr SamHQVisionConfig.global_attn_indexes 1 0 0
attr SamHQVisionConfig.num_pos_feats 1 0 0
attr SamHQVisionConfig.mlp_dim 1 0 0
attr SamHQVisionConfig.scale 1 0 0
meth SamHQMaskDecoderConfig.init 13 0 0
attr SamHQMaskDecoderConfig.hidden_size 1 0 0
attr SamHQMaskDecoderConfig.hidden_act 1 0 0
attr SamHQMaskDecoderConfig.mlp_dim 1 0 0
attr SamHQMaskDecoderConfig.num_hidden_layers 1 0 0
attr SamHQMaskDecoderConfig.num_attention_heads 1 0 0
attr SamHQMaskDecoderConfig.attention_downsample_rate 1 0 0
attr SamHQMaskDecoderConfig.num_multimask_outputs 1 0 0
attr SamHQMaskDecoderConfig.iou_head_depth 1 0 0
attr SamHQMaskDecoderConfig.iou_head_hidden_dim 1 0 0
attr SamHQMaskDecoderConfig.layer_norm_eps 1 0 0
attr SamHQMaskDecoderConfig.vit_dim 1 0 0
meth SamHQConfig.init 7 0 0
attr SamHQConfig.vision_config 1 0 0
attr SamHQConfig.prompt_encoder_config 1 0 0
attr SamHQConfig.mask_decoder_config 1 0 0
attr SamHQConfig.initializer_range 1 0 0
attr SamHQConfig.tie_word_embeddings 1 0 0

transformers.models.sam_hq.modeling_sam_hq (15 missing, 0 any)

Symbol Typable Typed Any
meth SamHQModel.init 2 0 0
meth SamHQModel.get_input_embeddings 1 0 0
meth SamHQModel.get_image_wide_positional_embeddings 1 0 0
meth SamHQModel.get_image_embeddings 2 0 0
meth SamHQModel.get_prompt_embeddings 5 4 0
attr SamHQModel._can_record_outputs 1 0 0
attr SamHQModel.shared_image_embedding 1 0 0
attr SamHQModel.vision_encoder 1 0 0
attr SamHQModel.prompt_encoder 1 0 0
attr SamHQModel.mask_decoder 1 0 0
meth SamHQPreTrainedModel._init_weights 2 1 0
meth SamHQVisionModel.init 2 1 0
attr SamHQVisionModel.vision_encoder 1 0 0

transformers.models.sam_hq.modular_sam_hq (10 missing, 0 any)

Symbol Typable Typed Any
meth SamHQMaskDecoderConfig.init 3 0 0
attr SamHQMaskDecoderConfig.vit_dim 1 0 0
meth SamHQModel.init 2 0 0
meth SamHQModel.get_image_embeddings 2 0 0
attr SamHQModel.vision_encoder 1 0 0
attr SamHQModel.mask_decoder 1 0 0

transformers.models.sam_hq.processing_sam_hq (38 missing, 0 any)

Symbol Typable Typed Any
meth SamHQProcessor.init 2 0 0
meth SamHQProcessor._normalize_and_convert 8 0 0
meth SamHQProcessor._pad_points_and_labels 4 0 0
meth SamHQProcessor._normalize_coordinates 5 3 0
meth SamHQProcessor._preprocess_input 5 0 0
meth SamHQProcessor._check_and_preprocess_points 4 0 0
meth SamHQProcessor.post_process_masks 3 0 0
meth SamHQProcessor._to_tensor 4 0 0
meth SamHQProcessor._normalize_batch_coordinates 4 0 0
prop SamHQProcessor.model_input_names 1 0 0
attr SamHQProcessor.target_size 1 0 0

transformers.models.seamless_m4t.configuration_seamless_m4t (149 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4TConfig.init 75 0 0
attr SeamlessM4TConfig.vocab_size 1 0 0
attr SeamlessM4TConfig.t2u_vocab_size 1 0 0
attr SeamlessM4TConfig.hidden_size 1 0 0
attr SeamlessM4TConfig.initializer_range 1 0 0
attr SeamlessM4TConfig.layer_norm_eps 1 0 0
attr SeamlessM4TConfig.max_position_embeddings 1 0 0
attr SeamlessM4TConfig.use_cache 1 0 0
attr SeamlessM4TConfig.max_new_tokens 1 0 0
attr SeamlessM4TConfig.encoder_layerdrop 1 0 0
attr SeamlessM4TConfig.decoder_layerdrop 1 0 0
attr SeamlessM4TConfig.activation_function 1 0 0
attr SeamlessM4TConfig.dropout 1 0 0
attr SeamlessM4TConfig.attention_dropout 1 0 0
attr SeamlessM4TConfig.activation_dropout 1 0 0
attr SeamlessM4TConfig.scale_embedding 1 0 0
attr SeamlessM4TConfig.tie_word_embeddings 1 0 0
attr SeamlessM4TConfig.num_attention_heads 1 0 0
attr SeamlessM4TConfig.num_hidden_layers 1 0 0
attr SeamlessM4TConfig.encoder_layers 1 0 0
attr SeamlessM4TConfig.encoder_ffn_dim 1 0 0
attr SeamlessM4TConfig.encoder_attention_heads 1 0 0
attr SeamlessM4TConfig.decoder_layers 1 0 0
attr SeamlessM4TConfig.decoder_ffn_dim 1 0 0
attr SeamlessM4TConfig.decoder_attention_heads 1 0 0
attr SeamlessM4TConfig.speech_encoder_layers 1 0 0
attr SeamlessM4TConfig.speech_encoder_hidden_act 1 0 0
attr SeamlessM4TConfig.speech_encoder_dropout 1 0 0
attr SeamlessM4TConfig.speech_encoder_attention_heads 1 0 0
attr SeamlessM4TConfig.speech_encoder_layerdrop 1 0 0
attr SeamlessM4TConfig.speech_encoder_intermediate_size 1 0 0
attr SeamlessM4TConfig.feature_projection_input_dim 1 0 0
attr SeamlessM4TConfig.num_conv_pos_embeddings 1 0 0
attr SeamlessM4TConfig.num_conv_pos_embedding_groups 1 0 0
attr SeamlessM4TConfig.adaptor_kernel_size 1 0 0
attr SeamlessM4TConfig.adaptor_stride 1 0 0
attr SeamlessM4TConfig.adaptor_dropout 1 0 0
attr SeamlessM4TConfig.num_adapter_layers 1 0 0
attr SeamlessM4TConfig.position_embeddings_type 1 0 0
attr SeamlessM4TConfig.rotary_embedding_base 1 0 0
attr SeamlessM4TConfig.max_source_positions 1 0 0
attr SeamlessM4TConfig.conv_depthwise_kernel_size 1 0 0
attr SeamlessM4TConfig.add_adapter 1 0 0
attr SeamlessM4TConfig.t2u_bos_token_id 1 0 0
attr SeamlessM4TConfig.t2u_pad_token_id 1 0 0
attr SeamlessM4TConfig.t2u_eos_token_id 1 0 0
attr SeamlessM4TConfig.t2u_decoder_start_token_id 1 0 0
attr SeamlessM4TConfig.t2u_max_new_tokens 1 0 0
attr SeamlessM4TConfig.t2u_encoder_layers 1 0 0
attr SeamlessM4TConfig.t2u_encoder_ffn_dim 1 0 0
attr SeamlessM4TConfig.t2u_encoder_attention_heads 1 0 0
attr SeamlessM4TConfig.t2u_decoder_layers 1 0 0
attr SeamlessM4TConfig.t2u_decoder_ffn_dim 1 0 0
attr SeamlessM4TConfig.t2u_decoder_attention_heads 1 0 0
attr SeamlessM4TConfig.t2u_max_position_embeddings 1 0 0
attr SeamlessM4TConfig.sampling_rate 1 0 0
attr SeamlessM4TConfig.upsample_initial_channel 1 0 0
attr SeamlessM4TConfig.upsample_rates 1 0 0
attr SeamlessM4TConfig.upsample_kernel_sizes 1 0 0
attr SeamlessM4TConfig.resblock_kernel_sizes 1 0 0
attr SeamlessM4TConfig.resblock_dilation_sizes 1 0 0
attr SeamlessM4TConfig.leaky_relu_slope 1 0 0
attr SeamlessM4TConfig.unit_hifi_gan_vocab_size 1 0 0
attr SeamlessM4TConfig.unit_embed_dim 1 0 0
attr SeamlessM4TConfig.lang_embed_dim 1 0 0
attr SeamlessM4TConfig.spkr_embed_dim 1 0 0
attr SeamlessM4TConfig.vocoder_num_langs 1 0 0
attr SeamlessM4TConfig.vocoder_num_spkrs 1 0 0
attr SeamlessM4TConfig.variance_predictor_kernel_size 1 0 0
attr SeamlessM4TConfig.var_pred_dropout 1 0 0
attr SeamlessM4TConfig.vocoder_offset 1 0 0
attr SeamlessM4TConfig.pad_token_id 1 0 0
attr SeamlessM4TConfig.bos_token_id 1 0 0
attr SeamlessM4TConfig.eos_token_id 1 0 0
attr SeamlessM4TConfig.decoder_start_token_id 1 0 0

transformers.models.seamless_m4t.feature_extraction_seamless_m4t (13 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4TFeatureExtractor.init 7 0 0
meth SeamlessM4TFeatureExtractor.call 11 10 0
attr SeamlessM4TFeatureExtractor.num_mel_bins 1 0 0
attr SeamlessM4TFeatureExtractor.return_attention_mask 1 0 0
attr SeamlessM4TFeatureExtractor.stride 1 0 0
attr SeamlessM4TFeatureExtractor.mel_filters 1 0 0
attr SeamlessM4TFeatureExtractor.window 1 0 0

transformers.models.seamless_m4t.modeling_seamless_m4t (129 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4TForSpeechToSpeech.init 2 0 0
meth SeamlessM4TForSpeechToSpeech.get_encoder 1 0 0
meth SeamlessM4TForSpeechToSpeech.get_decoder 1 0 0
meth SeamlessM4TForSpeechToSpeech.get_input_embeddings 1 0 0
meth SeamlessM4TForSpeechToSpeech.set_input_embeddings 2 0 0
meth SeamlessM4TForSpeechToSpeech.forward 15 14 0
meth SeamlessM4TForSpeechToSpeech.generate 6 5 0
attr SeamlessM4TForSpeechToSpeech.shared 1 0 0
attr SeamlessM4TForSpeechToSpeech.speech_encoder 1 0 0
attr SeamlessM4TForSpeechToSpeech.text_decoder 1 0 0
attr SeamlessM4TForSpeechToSpeech.lm_head 1 0 0
attr SeamlessM4TForSpeechToSpeech.t2u_model 1 0 0
attr SeamlessM4TForSpeechToSpeech.vocoder 1 0 0
meth SeamlessM4TTextToUnitForConditionalGeneration.init 3 2 0
meth SeamlessM4TTextToUnitForConditionalGeneration.get_encoder 1 0 0
meth SeamlessM4TTextToUnitForConditionalGeneration.get_decoder 1 0 0
meth SeamlessM4TTextToUnitForConditionalGeneration.get_input_embeddings 1 0 0
meth SeamlessM4TTextToUnitForConditionalGeneration.set_input_embeddings 2 0 0
meth SeamlessM4TTextToUnitForConditionalGeneration.forward 16 15 0
meth SeamlessM4TTextToUnitForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr SeamlessM4TTextToUnitForConditionalGeneration.model 1 0 0
attr SeamlessM4TTextToUnitForConditionalGeneration.lm_head 1 0 0
meth SeamlessM4TForTextToText.init 2 1 0
meth SeamlessM4TForTextToText.get_encoder 1 0 0
meth SeamlessM4TForTextToText.get_decoder 1 0 0
meth SeamlessM4TForTextToText.get_input_embeddings 1 0 0
meth SeamlessM4TForTextToText.set_input_embeddings 2 0 0
meth SeamlessM4TForTextToText.forward 15 14 0
meth SeamlessM4TForTextToText.generate 9 0 0
attr SeamlessM4TForTextToText.shared 1 0 0
attr SeamlessM4TForTextToText.text_encoder 1 0 0
attr SeamlessM4TForTextToText.text_decoder 1 0 0
attr SeamlessM4TForTextToText.lm_head 1 0 0
meth SeamlessM4TCodeHifiGan.init 2 0 0
meth SeamlessM4TCodeHifiGan._get_dur_output_lengths 3 0 0
meth SeamlessM4TCodeHifiGan._get_output_hifigan_lengths 2 1 0
meth SeamlessM4TCodeHifiGan.forward 5 4 0
meth SeamlessM4TCodeHifiGan.apply_weight_norm 1 0 0
meth SeamlessM4TCodeHifiGan.remove_weight_norm 1 0 0
attr SeamlessM4TCodeHifiGan.pad_token_id 1 0 0
attr SeamlessM4TCodeHifiGan.dur_predictor 1 0 0
attr SeamlessM4TCodeHifiGan.unit_embedding 1 0 0
attr SeamlessM4TCodeHifiGan.speaker_embedding 1 0 0
attr SeamlessM4TCodeHifiGan.language_embedding 1 0 0
attr SeamlessM4TCodeHifiGan.hifi_gan 1 0 0
meth SeamlessM4TPreTrainedModel._init_weights 2 1 0
meth SeamlessM4TPreTrainedModel._compute_sub_sample_lengths_from_attention_mask 2 0 0
meth SeamlessM4TTextToUnitModel.init 3 2 0
meth SeamlessM4TTextToUnitModel.forward 15 14 0
attr SeamlessM4TTextToUnitModel.encoder 1 0 0
attr SeamlessM4TTextToUnitModel.decoder 1 0 0
meth SeamlessM4TModel.init 3 0 0
meth SeamlessM4TModel.set_modality 2 0 0
meth SeamlessM4TModel.get_encoder 1 0 0
meth SeamlessM4TModel.get_input_embeddings 1 0 0
meth SeamlessM4TModel.set_input_embeddings 2 0 0
meth SeamlessM4TModel.forward 16 15 0
meth SeamlessM4TModel.generate 8 7 0
attr SeamlessM4TModel.shared 1 0 0
attr SeamlessM4TModel.text_encoder 1 0 0
attr SeamlessM4TModel.speech_encoder 1 0 0
attr SeamlessM4TModel.text_decoder 1 0 0
attr SeamlessM4TModel.lm_head 1 0 0
attr SeamlessM4TModel.current_modality 1 0 0
attr SeamlessM4TModel.t2u_model 1 0 0
attr SeamlessM4TModel.vocoder 1 0 0
attr SeamlessM4TModel.main_input_name 1 0 0
meth SeamlessM4TForSpeechToText.init 2 1 0
meth SeamlessM4TForSpeechToText.get_encoder 1 0 0
meth SeamlessM4TForSpeechToText.get_decoder 1 0 0
meth SeamlessM4TForSpeechToText.get_input_embeddings 1 0 0
meth SeamlessM4TForSpeechToText.set_input_embeddings 2 0 0
meth SeamlessM4TForSpeechToText.forward 15 14 0
meth SeamlessM4TForSpeechToText.generate 9 0 0
attr SeamlessM4TForSpeechToText.shared 1 0 0
attr SeamlessM4TForSpeechToText.speech_encoder 1 0 0
attr SeamlessM4TForSpeechToText.text_decoder 1 0 0
attr SeamlessM4TForSpeechToText.lm_head 1 0 0
meth SeamlessM4TForTextToSpeech.init 2 1 0
meth SeamlessM4TForTextToSpeech.get_encoder 1 0 0
meth SeamlessM4TForTextToSpeech.get_decoder 1 0 0
meth SeamlessM4TForTextToSpeech.get_input_embeddings 1 0 0
meth SeamlessM4TForTextToSpeech.set_input_embeddings 2 0 0
meth SeamlessM4TForTextToSpeech.forward 16 15 0
meth SeamlessM4TForTextToSpeech.generate 6 5 0
attr SeamlessM4TForTextToSpeech.shared 1 0 0
attr SeamlessM4TForTextToSpeech.text_encoder 1 0 0
attr SeamlessM4TForTextToSpeech.text_decoder 1 0 0
attr SeamlessM4TForTextToSpeech.lm_head 1 0 0
attr SeamlessM4TForTextToSpeech.t2u_model 1 0 0
attr SeamlessM4TForTextToSpeech.vocoder 1 0 0
meth SeamlessM4THifiGan.init 2 1 0
attr SeamlessM4THifiGan.leaky_relu_slope 1 0 0
attr SeamlessM4THifiGan.num_kernels 1 0 0
attr SeamlessM4THifiGan.num_upsamples 1 0 0
attr SeamlessM4THifiGan.conv_pre 1 0 0
attr SeamlessM4THifiGan.upsampler 1 0 0
attr SeamlessM4THifiGan.resblocks 1 0 0
attr SeamlessM4THifiGan.conv_post 1 0 0

transformers.models.seamless_m4t.processing_seamless_m4t (4 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4TProcessor.init 3 0 0
meth SeamlessM4TProcessor.call 4 3 0

transformers.models.seamless_m4t.tokenization_seamless_m4t (28 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4TTokenizer.init 15 2 0
meth SeamlessM4TTokenizer.convert_from_spm_model 3 0 0
meth SeamlessM4TTokenizer._build_translation_inputs 6 3 0
meth SeamlessM4TTokenizer.prepare_seq2seq_batch 11 10 0
meth SeamlessM4TTokenizer._switch_to_input_mode 1 0 0
meth SeamlessM4TTokenizer._switch_to_target_mode 1 0 0
meth SeamlessM4TTokenizer.set_src_lang_special_tokens 2 1 0
meth SeamlessM4TTokenizer.call 10 8 0
attr SeamlessM4TTokenizer.fairseq_offset 1 0 0
attr SeamlessM4TTokenizer.fairseq_tokens_to_ids 1 0 0
attr SeamlessM4TTokenizer.fairseq_ids_to_tokens 1 0 0

transformers.models.seamless_m4t_v2.configuration_seamless_m4t_v2 (155 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4Tv2Config.init 78 0 0
attr SeamlessM4Tv2Config.vocab_size 1 0 0
attr SeamlessM4Tv2Config.t2u_vocab_size 1 0 0
attr SeamlessM4Tv2Config.char_vocab_size 1 0 0
attr SeamlessM4Tv2Config.hidden_size 1 0 0
attr SeamlessM4Tv2Config.initializer_range 1 0 0
attr SeamlessM4Tv2Config.layer_norm_eps 1 0 0
attr SeamlessM4Tv2Config.max_position_embeddings 1 0 0
attr SeamlessM4Tv2Config.use_cache 1 0 0
attr SeamlessM4Tv2Config.max_new_tokens 1 0 0
attr SeamlessM4Tv2Config.encoder_layerdrop 1 0 0
attr SeamlessM4Tv2Config.decoder_layerdrop 1 0 0
attr SeamlessM4Tv2Config.activation_function 1 0 0
attr SeamlessM4Tv2Config.dropout 1 0 0
attr SeamlessM4Tv2Config.attention_dropout 1 0 0
attr SeamlessM4Tv2Config.activation_dropout 1 0 0
attr SeamlessM4Tv2Config.scale_embedding 1 0 0
attr SeamlessM4Tv2Config.tie_word_embeddings 1 0 0
attr SeamlessM4Tv2Config.num_attention_heads 1 0 0
attr SeamlessM4Tv2Config.num_hidden_layers 1 0 0
attr SeamlessM4Tv2Config.encoder_layers 1 0 0
attr SeamlessM4Tv2Config.encoder_ffn_dim 1 0 0
attr SeamlessM4Tv2Config.encoder_attention_heads 1 0 0
attr SeamlessM4Tv2Config.decoder_layers 1 0 0
attr SeamlessM4Tv2Config.decoder_ffn_dim 1 0 0
attr SeamlessM4Tv2Config.decoder_attention_heads 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_layers 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_hidden_act 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_dropout 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_attention_heads 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_layerdrop 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_intermediate_size 1 0 0
attr SeamlessM4Tv2Config.feature_projection_input_dim 1 0 0
attr SeamlessM4Tv2Config.adaptor_kernel_size 1 0 0
attr SeamlessM4Tv2Config.adaptor_stride 1 0 0
attr SeamlessM4Tv2Config.adaptor_dropout 1 0 0
attr SeamlessM4Tv2Config.num_adapter_layers 1 0 0
attr SeamlessM4Tv2Config.position_embeddings_type 1 0 0
attr SeamlessM4Tv2Config.conv_depthwise_kernel_size 1 0 0
attr SeamlessM4Tv2Config.add_adapter 1 0 0
attr SeamlessM4Tv2Config.left_max_position_embeddings 1 0 0
attr SeamlessM4Tv2Config.right_max_position_embeddings 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_chunk_size 1 0 0
attr SeamlessM4Tv2Config.speech_encoder_left_chunk_num 1 0 0
attr SeamlessM4Tv2Config.t2u_bos_token_id 1 0 0
attr SeamlessM4Tv2Config.t2u_pad_token_id 1 0 0
attr SeamlessM4Tv2Config.t2u_eos_token_id 1 0 0
attr SeamlessM4Tv2Config.t2u_encoder_layers 1 0 0
attr SeamlessM4Tv2Config.t2u_encoder_ffn_dim 1 0 0
attr SeamlessM4Tv2Config.t2u_encoder_attention_heads 1 0 0
attr SeamlessM4Tv2Config.t2u_decoder_layers 1 0 0
attr SeamlessM4Tv2Config.t2u_decoder_ffn_dim 1 0 0
attr SeamlessM4Tv2Config.t2u_decoder_attention_heads 1 0 0
attr SeamlessM4Tv2Config.t2u_max_position_embeddings 1 0 0
attr SeamlessM4Tv2Config.t2u_variance_predictor_embed_dim 1 0 0
attr SeamlessM4Tv2Config.t2u_variance_predictor_hidden_dim 1 0 0
attr SeamlessM4Tv2Config.t2u_variance_predictor_kernel_size 1 0 0
attr SeamlessM4Tv2Config.t2u_variance_pred_dropout 1 0 0
attr SeamlessM4Tv2Config.sampling_rate 1 0 0
attr SeamlessM4Tv2Config.upsample_initial_channel 1 0 0
attr SeamlessM4Tv2Config.upsample_rates 1 0 0
attr SeamlessM4Tv2Config.upsample_kernel_sizes 1 0 0
attr SeamlessM4Tv2Config.resblock_kernel_sizes 1 0 0
attr SeamlessM4Tv2Config.resblock_dilation_sizes 1 0 0
attr SeamlessM4Tv2Config.leaky_relu_slope 1 0 0
attr SeamlessM4Tv2Config.unit_hifi_gan_vocab_size 1 0 0
attr SeamlessM4Tv2Config.unit_embed_dim 1 0 0
attr SeamlessM4Tv2Config.lang_embed_dim 1 0 0
attr SeamlessM4Tv2Config.spkr_embed_dim 1 0 0
attr SeamlessM4Tv2Config.vocoder_num_langs 1 0 0
attr SeamlessM4Tv2Config.vocoder_num_spkrs 1 0 0
attr SeamlessM4Tv2Config.variance_predictor_kernel_size 1 0 0
attr SeamlessM4Tv2Config.var_pred_dropout 1 0 0
attr SeamlessM4Tv2Config.vocoder_offset 1 0 0
attr SeamlessM4Tv2Config.pad_token_id 1 0 0
attr SeamlessM4Tv2Config.bos_token_id 1 0 0
attr SeamlessM4Tv2Config.eos_token_id 1 0 0
attr SeamlessM4Tv2Config.decoder_start_token_id 1 0 0

transformers.models.seamless_m4t_v2.modeling_seamless_m4t_v2 (110 missing, 0 any)

Symbol Typable Typed Any
meth SeamlessM4Tv2ForSpeechToSpeech.init 2 0 0
meth SeamlessM4Tv2ForSpeechToSpeech.get_encoder 1 0 0
meth SeamlessM4Tv2ForSpeechToSpeech.get_decoder 1 0 0
meth SeamlessM4Tv2ForSpeechToSpeech.get_input_embeddings 1 0 0
meth SeamlessM4Tv2ForSpeechToSpeech.set_input_embeddings 2 0 0
meth SeamlessM4Tv2ForSpeechToSpeech.forward 15 14 0
meth SeamlessM4Tv2ForSpeechToSpeech.generate 6 5 0
attr SeamlessM4Tv2ForSpeechToSpeech.shared 1 0 0
attr SeamlessM4Tv2ForSpeechToSpeech.speech_encoder 1 0 0
attr SeamlessM4Tv2ForSpeechToSpeech.text_decoder 1 0 0
attr SeamlessM4Tv2ForSpeechToSpeech.lm_head 1 0 0
attr SeamlessM4Tv2ForSpeechToSpeech.t2u_model 1 0 0
attr SeamlessM4Tv2ForSpeechToSpeech.vocoder 1 0 0
meth SeamlessM4Tv2PreTrainedModel._init_weights 2 1 0
meth SeamlessM4Tv2PreTrainedModel._compute_sub_sample_lengths_from_attention_mask 2 0 0
meth SeamlessM4Tv2PreTrainedModel._indices_to_subwords 2 0 0
meth SeamlessM4Tv2PreTrainedModel._count_character_length_in_subword 7 0 0
meth SeamlessM4Tv2PreTrainedModel._get_char_input_ids 6 0 0
meth SeamlessM4Tv2PreTrainedModel._hard_upsample 3 0 0
meth SeamlessM4Tv2ForTextToSpeech.init 2 1 0
meth SeamlessM4Tv2ForTextToSpeech.get_encoder 1 0 0
meth SeamlessM4Tv2ForTextToSpeech.get_decoder 1 0 0
meth SeamlessM4Tv2ForTextToSpeech.get_input_embeddings 1 0 0
meth SeamlessM4Tv2ForTextToSpeech.set_input_embeddings 2 0 0
meth SeamlessM4Tv2ForTextToSpeech.forward 16 15 0
meth SeamlessM4Tv2ForTextToSpeech.generate 6 5 0
attr SeamlessM4Tv2ForTextToSpeech.shared 1 0 0
attr SeamlessM4Tv2ForTextToSpeech.text_encoder 1 0 0
attr SeamlessM4Tv2ForTextToSpeech.text_decoder 1 0 0
attr SeamlessM4Tv2ForTextToSpeech.lm_head 1 0 0
attr SeamlessM4Tv2ForTextToSpeech.t2u_model 1 0 0
attr SeamlessM4Tv2ForTextToSpeech.vocoder 1 0 0
meth SeamlessM4Tv2Model.init 3 0 0
meth SeamlessM4Tv2Model.set_modality 2 0 0
meth SeamlessM4Tv2Model.get_encoder 1 0 0
meth SeamlessM4Tv2Model.get_input_embeddings 1 0 0
meth SeamlessM4Tv2Model.set_input_embeddings 2 0 0
meth SeamlessM4Tv2Model.forward 16 15 0
meth SeamlessM4Tv2Model.generate 8 7 0
attr SeamlessM4Tv2Model.shared 1 0 0
attr SeamlessM4Tv2Model.text_encoder 1 0 0
attr SeamlessM4Tv2Model.speech_encoder 1 0 0
attr SeamlessM4Tv2Model.text_decoder 1 0 0
attr SeamlessM4Tv2Model.lm_head 1 0 0
attr SeamlessM4Tv2Model.current_modality 1 0 0
attr SeamlessM4Tv2Model.t2u_model 1 0 0
attr SeamlessM4Tv2Model.vocoder 1 0 0
attr SeamlessM4Tv2Model.main_input_name 1 0 0
meth SeamlessM4Tv2ForSpeechToText.init 2 1 0
meth SeamlessM4Tv2ForSpeechToText.get_encoder 1 0 0
meth SeamlessM4Tv2ForSpeechToText.get_decoder 1 0 0
meth SeamlessM4Tv2ForSpeechToText.get_input_embeddings 1 0 0
meth SeamlessM4Tv2ForSpeechToText.set_input_embeddings 2 0 0
meth SeamlessM4Tv2ForSpeechToText.forward 15 14 0
meth SeamlessM4Tv2ForSpeechToText.generate 9 0 0
attr SeamlessM4Tv2ForSpeechToText.shared 1 0 0
attr SeamlessM4Tv2ForSpeechToText.speech_encoder 1 0 0
attr SeamlessM4Tv2ForSpeechToText.text_decoder 1 0 0
attr SeamlessM4Tv2ForSpeechToText.lm_head 1 0 0
meth SeamlessM4Tv2ForTextToText.init 2 1 0
meth SeamlessM4Tv2ForTextToText.get_encoder 1 0 0
meth SeamlessM4Tv2ForTextToText.get_decoder 1 0 0
meth SeamlessM4Tv2ForTextToText.get_input_embeddings 1 0 0
meth SeamlessM4Tv2ForTextToText.set_input_embeddings 2 0 0
meth SeamlessM4Tv2ForTextToText.forward 15 14 0
meth SeamlessM4Tv2ForTextToText.generate 9 0 0
attr SeamlessM4Tv2ForTextToText.shared 1 0 0
attr SeamlessM4Tv2ForTextToText.text_encoder 1 0 0
attr SeamlessM4Tv2ForTextToText.text_decoder 1 0 0
attr SeamlessM4Tv2ForTextToText.lm_head 1 0 0

transformers.models.seed_oss.configuration_seed_oss (25 missing, 0 any)

Symbol Typable Typed Any
meth SeedOssConfig.init 25 23 0
attr SeedOssConfig.vocab_size 1 0 0
attr SeedOssConfig.max_position_embeddings 1 0 0
attr SeedOssConfig.hidden_size 1 0 0
attr SeedOssConfig.intermediate_size 1 0 0
attr SeedOssConfig.num_hidden_layers 1 0 0
attr SeedOssConfig.num_attention_heads 1 0 0
attr SeedOssConfig.num_key_value_heads 1 0 0
attr SeedOssConfig.hidden_act 1 0 0
attr SeedOssConfig.initializer_range 1 0 0
attr SeedOssConfig.rms_norm_eps 1 0 0
attr SeedOssConfig.pretraining_tp 1 0 0
attr SeedOssConfig.use_cache 1 0 0
attr SeedOssConfig.attention_bias 1 0 0
attr SeedOssConfig.attention_out_bias 1 0 0
attr SeedOssConfig.attention_dropout 1 0 0
attr SeedOssConfig.residual_dropout 1 0 0
attr SeedOssConfig.mlp_bias 1 0 0
attr SeedOssConfig.head_dim 1 0 0
attr SeedOssConfig.rope_parameters 1 0 0
attr SeedOssConfig.tie_word_embeddings 1 0 0
attr SeedOssConfig.pad_token_id 1 0 0
attr SeedOssConfig.bos_token_id 1 0 0
attr SeedOssConfig.eos_token_id 1 0 0

transformers.models.seed_oss.modeling_seed_oss (13 missing, 0 any)

Symbol Typable Typed Any
meth SeedOssForCausalLM.init 2 0 0
attr SeedOssForCausalLM.model 1 0 0
attr SeedOssForCausalLM.vocab_size 1 0 0
attr SeedOssForCausalLM.lm_head 1 0 0
meth SeedOssModel.init 2 1 0
attr SeedOssModel.padding_idx 1 0 0
attr SeedOssModel.vocab_size 1 0 0
attr SeedOssModel.embed_tokens 1 0 0
attr SeedOssModel.layers 1 0 0
attr SeedOssModel.norm 1 0 0
attr SeedOssModel.rotary_emb 1 0 0
attr SeedOssModel.gradient_checkpointing 1 0 0

transformers.models.segformer.configuration_segformer (39 missing, 0 any)

Symbol Typable Typed Any
meth SegformerConfig.init 20 0 0
attr SegformerConfig.num_channels 1 0 0
attr SegformerConfig.num_encoder_blocks 1 0 0
attr SegformerConfig.depths 1 0 0
attr SegformerConfig.sr_ratios 1 0 0
attr SegformerConfig.hidden_sizes 1 0 0
attr SegformerConfig.patch_sizes 1 0 0
attr SegformerConfig.strides 1 0 0
attr SegformerConfig.mlp_ratios 1 0 0
attr SegformerConfig.num_attention_heads 1 0 0
attr SegformerConfig.hidden_act 1 0 0
attr SegformerConfig.hidden_dropout_prob 1 0 0
attr SegformerConfig.attention_probs_dropout_prob 1 0 0
attr SegformerConfig.classifier_dropout_prob 1 0 0
attr SegformerConfig.initializer_range 1 0 0
attr SegformerConfig.drop_path_rate 1 0 0
attr SegformerConfig.layer_norm_eps 1 0 0
attr SegformerConfig.decoder_hidden_size 1 0 0
attr SegformerConfig.reshape_last_stage 1 0 0
attr SegformerConfig.semantic_loss_ignore_index 1 0 0

transformers.models.segformer.image_processing_segformer (18 missing, 0 any)

Symbol Typable Typed Any
meth SegformerImageProcessor.init 11 10 0
meth SegformerImageProcessor.resize 7 6 0
meth SegformerImageProcessor._preprocess 12 11 0
meth SegformerImageProcessor.call 4 0 0
meth SegformerImageProcessor.post_process_semantic_segmentation 3 1 0
attr SegformerImageProcessor.do_resize 1 0 0
attr SegformerImageProcessor.size 1 0 0
attr SegformerImageProcessor.resample 1 0 0
attr SegformerImageProcessor.do_rescale 1 0 0
attr SegformerImageProcessor.rescale_factor 1 0 0
attr SegformerImageProcessor.do_normalize 1 0 0
attr SegformerImageProcessor.image_mean 1 0 0
attr SegformerImageProcessor.image_std 1 0 0
attr SegformerImageProcessor.do_reduce_labels 1 0 0

transformers.models.segformer.image_processing_segformer_fast (5 missing, 0 any)

Symbol Typable Typed Any
meth SegformerImageProcessorFast.init 2 1 0
meth SegformerImageProcessorFast.reduce_label 2 1 0
meth SegformerImageProcessorFast._preprocess 14 13 0
meth SegformerImageProcessorFast.post_process_semantic_segmentation 3 1 0

transformers.models.segformer.modeling_segformer (42 missing, 0 any)

Symbol Typable Typed Any
meth SegformerDecodeHead.init 2 0 0
meth SegformerDecodeHead.forward 3 2 0
attr SegformerDecodeHead.linear_c 1 0 0
attr SegformerDecodeHead.linear_fuse 1 0 0
attr SegformerDecodeHead.batch_norm 1 0 0
attr SegformerDecodeHead.activation 1 0 0
attr SegformerDecodeHead.dropout 1 0 0
attr SegformerDecodeHead.classifier 1 0 0
attr SegformerDecodeHead.config 1 0 0
meth SegformerModel.init 2 0 0
meth SegformerModel.forward 6 5 0
attr SegformerModel.encoder 1 0 0
meth SegformerLayer.init 7 0 0
meth SegformerLayer.forward 5 0 0
attr SegformerLayer.layer_norm_1 1 0 0
attr SegformerLayer.attention 1 0 0
attr SegformerLayer.drop_path 1 0 0
attr SegformerLayer.layer_norm_2 1 0 0
attr SegformerLayer.mlp 1 0 0
meth SegformerForImageClassification.init 2 0 0
meth SegformerForImageClassification.forward 7 6 0
attr SegformerForImageClassification.num_labels 1 0 0
attr SegformerForImageClassification.segformer 1 0 0
attr SegformerForImageClassification.classifier 1 0 0
meth SegformerForSemanticSegmentation.init 2 0 0
meth SegformerForSemanticSegmentation.forward 7 6 0
attr SegformerForSemanticSegmentation.segformer 1 0 0
attr SegformerForSemanticSegmentation.decode_head 1 0 0

transformers.models.segformer.modular_segformer (1 missing, 0 any)

Symbol Typable Typed Any
meth SegformerImageProcessorFast._preprocess 14 13 0

transformers.models.seggpt.configuration_seggpt (40 missing, 0 any)

Symbol Typable Typed Any
meth SegGptConfig.init 21 0 0
attr SegGptConfig.hidden_size 1 0 0
attr SegGptConfig.num_hidden_layers 1 0 0
attr SegGptConfig.num_attention_heads 1 0 0
attr SegGptConfig.hidden_act 1 0 0
attr SegGptConfig.hidden_dropout_prob 1 0 0
attr SegGptConfig.initializer_range 1 0 0
attr SegGptConfig.layer_norm_eps 1 0 0
attr SegGptConfig.image_size 1 0 0
attr SegGptConfig.patch_size 1 0 0
attr SegGptConfig.num_channels 1 0 0
attr SegGptConfig.qkv_bias 1 0 0
attr SegGptConfig.drop_path_rate 1 0 0
attr SegGptConfig.pretrain_image_size 1 0 0
attr SegGptConfig.decoder_hidden_size 1 0 0
attr SegGptConfig.use_relative_position_embeddings 1 0 0
attr SegGptConfig.merge_index 1 0 0
attr SegGptConfig.intermediate_hidden_state_indices 1 0 0
attr SegGptConfig.beta 1 0 0
attr SegGptConfig.mlp_dim 1 0 0

transformers.models.seggpt.image_processing_seggpt (17 missing, 0 any)

Symbol Typable Typed Any
meth SegGptImageProcessor.init 11 10 0
meth SegGptImageProcessor.resize 7 6 0
meth SegGptImageProcessor._preprocess_step 15 13 0
meth SegGptImageProcessor.preprocess 18 16 0
meth SegGptImageProcessor.post_process_semantic_segmentation 4 2 0
attr SegGptImageProcessor.do_resize 1 0 0
attr SegGptImageProcessor.do_rescale 1 0 0
attr SegGptImageProcessor.do_normalize 1 0 0
attr SegGptImageProcessor.size 1 0 0
attr SegGptImageProcessor.resample 1 0 0
attr SegGptImageProcessor.rescale_factor 1 0 0
attr SegGptImageProcessor.image_mean 1 0 0
attr SegGptImageProcessor.image_std 1 0 0
attr SegGptImageProcessor.do_convert_rgb 1 0 0

transformers.models.seggpt.modeling_seggpt (8 missing, 0 any)

Symbol Typable Typed Any
meth SegGptForImageSegmentation.init 2 1 0
meth SegGptForImageSegmentation.forward 12 11 0
attr SegGptForImageSegmentation.model 1 0 0
attr SegGptForImageSegmentation.decoder 1 0 0
meth SegGptModel.init 2 1 0
meth SegGptModel.forward 12 11 0
attr SegGptModel.embeddings 1 0 0
attr SegGptModel.encoder 1 0 0

transformers.models.sew.configuration_sew (78 missing, 0 any)

Symbol Typable Typed Any
meth SEWConfig.init 39 0 0
prop SEWConfig.inputs_to_logits_ratio 1 0 0
attr SEWConfig.pad_token_id 1 0 0
attr SEWConfig.bos_token_id 1 0 0
attr SEWConfig.eos_token_id 1 0 0
attr SEWConfig.hidden_size 1 0 0
attr SEWConfig.feat_extract_norm 1 0 0
attr SEWConfig.feat_extract_activation 1 0 0
attr SEWConfig.conv_dim 1 0 0
attr SEWConfig.conv_stride 1 0 0
attr SEWConfig.conv_kernel 1 0 0
attr SEWConfig.conv_bias 1 0 0
attr SEWConfig.num_conv_pos_embeddings 1 0 0
attr SEWConfig.num_conv_pos_embedding_groups 1 0 0
attr SEWConfig.num_feat_extract_layers 1 0 0
attr SEWConfig.num_hidden_layers 1 0 0
attr SEWConfig.intermediate_size 1 0 0
attr SEWConfig.squeeze_factor 1 0 0
attr SEWConfig.hidden_act 1 0 0
attr SEWConfig.num_attention_heads 1 0 0
attr SEWConfig.hidden_dropout 1 0 0
attr SEWConfig.attention_dropout 1 0 0
attr SEWConfig.activation_dropout 1 0 0
attr SEWConfig.feat_proj_dropout 1 0 0
attr SEWConfig.final_dropout 1 0 0
attr SEWConfig.layerdrop 1 0 0
attr SEWConfig.layer_norm_eps 1 0 0
attr SEWConfig.initializer_range 1 0 0
attr SEWConfig.vocab_size 1 0 0
attr SEWConfig.apply_spec_augment 1 0 0
attr SEWConfig.mask_time_prob 1 0 0
attr SEWConfig.mask_time_length 1 0 0
attr SEWConfig.mask_time_min_masks 1 0 0
attr SEWConfig.mask_feature_prob 1 0 0
attr SEWConfig.mask_feature_length 1 0 0
attr SEWConfig.mask_feature_min_masks 1 0 0
attr SEWConfig.ctc_loss_reduction 1 0 0
attr SEWConfig.ctc_zero_infinity 1 0 0
attr SEWConfig.use_weighted_layer_sum 1 0 0
attr SEWConfig.classifier_proj_size 1 0 0

transformers.models.sew.modeling_sew (34 missing, 0 any)

Symbol Typable Typed Any
meth SEWForCTC.init 3 1 0
meth SEWForCTC.tie_weights 2 0 0
meth SEWForCTC.freeze_feature_encoder 1 0 0
meth SEWForCTC.freeze_base_model 1 0 0
meth SEWForCTC.forward 8 7 0
attr SEWForCTC.sew 1 0 0
attr SEWForCTC.dropout 1 0 0
attr SEWForCTC.target_lang 1 0 0
attr SEWForCTC.lm_head 1 0 0
meth SEWModel.init 2 1 0
meth SEWModel._mask_hidden_states 4 3 0
meth SEWModel.forward 8 7 0
attr SEWModel.feature_extractor 1 0 0
attr SEWModel.layer_norm 1 0 0
attr SEWModel.project_features 1 0 0
attr SEWModel.feature_dropout 1 0 0
attr SEWModel.encoder 1 0 0
attr SEWModel.feature_projection 1 0 0
attr SEWModel.masked_spec_embed 1 0 0
meth SEWForSequenceClassification.init 2 0 0
meth SEWForSequenceClassification.freeze_feature_encoder 1 0 0
meth SEWForSequenceClassification.freeze_base_model 1 0 0
meth SEWForSequenceClassification.forward 8 7 0
attr SEWForSequenceClassification.sew 1 0 0
attr SEWForSequenceClassification.projector 1 0 0
attr SEWForSequenceClassification.classifier 1 0 0
attr SEWForSequenceClassification.layer_weights 1 0 0
meth SEWPreTrainedModel._init_weights 2 0 0
meth SEWPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth SEWPreTrainedModel._get_feature_vector_attention_mask 3 2 0

transformers.models.sew.modular_sew (14 missing, 0 any)

Symbol Typable Typed Any
meth SEWModel.init 2 1 0
meth SEWModel._mask_hidden_states 4 3 0
meth SEWModel.forward 8 7 0
attr SEWModel.feature_extractor 1 0 0
attr SEWModel.layer_norm 1 0 0
attr SEWModel.project_features 1 0 0
attr SEWModel.feature_dropout 1 0 0
attr SEWModel.encoder 1 0 0
attr SEWModel.feature_projection 1 0 0
attr SEWModel.masked_spec_embed 1 0 0
meth SEWPreTrainedModel._init_weights 2 0 0
meth SEWPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth SEWPreTrainedModel._get_feature_vector_attention_mask 3 2 0

transformers.models.sew_d.configuration_sew_d (90 missing, 0 any)

Symbol Typable Typed Any
meth SEWDConfig.init 45 0 0
meth SEWDConfig.to_dict 1 0 0
prop SEWDConfig.inputs_to_logits_ratio 1 0 0
attr SEWDConfig.pad_token_id 1 0 0
attr SEWDConfig.bos_token_id 1 0 0
attr SEWDConfig.eos_token_id 1 0 0
attr SEWDConfig.hidden_size 1 0 0
attr SEWDConfig.feat_extract_norm 1 0 0
attr SEWDConfig.feat_extract_activation 1 0 0
attr SEWDConfig.conv_dim 1 0 0
attr SEWDConfig.conv_stride 1 0 0
attr SEWDConfig.conv_kernel 1 0 0
attr SEWDConfig.conv_bias 1 0 0
attr SEWDConfig.num_conv_pos_embeddings 1 0 0
attr SEWDConfig.num_conv_pos_embedding_groups 1 0 0
attr SEWDConfig.num_feat_extract_layers 1 0 0
attr SEWDConfig.num_hidden_layers 1 0 0
attr SEWDConfig.intermediate_size 1 0 0
attr SEWDConfig.squeeze_factor 1 0 0
attr SEWDConfig.max_position_embeddings 1 0 0
attr SEWDConfig.position_buckets 1 0 0
attr SEWDConfig.share_att_key 1 0 0
attr SEWDConfig.relative_attention 1 0 0
attr SEWDConfig.norm_rel_ebd 1 0 0
attr SEWDConfig.pos_att_type 1 0 0
attr SEWDConfig.hidden_act 1 0 0
attr SEWDConfig.num_attention_heads 1 0 0
attr SEWDConfig.attention_dropout 1 0 0
attr SEWDConfig.activation_dropout 1 0 0
attr SEWDConfig.feat_proj_dropout 1 0 0
attr SEWDConfig.final_dropout 1 0 0
attr SEWDConfig.layer_norm_eps 1 0 0
attr SEWDConfig.feature_layer_norm_eps 1 0 0
attr SEWDConfig.initializer_range 1 0 0
attr SEWDConfig.vocab_size 1 0 0
attr SEWDConfig.apply_spec_augment 1 0 0
attr SEWDConfig.mask_time_prob 1 0 0
attr SEWDConfig.mask_time_length 1 0 0
attr SEWDConfig.mask_time_min_masks 1 0 0
attr SEWDConfig.mask_feature_prob 1 0 0
attr SEWDConfig.mask_feature_length 1 0 0
attr SEWDConfig.mask_feature_min_masks 1 0 0
attr SEWDConfig.ctc_loss_reduction 1 0 0
attr SEWDConfig.ctc_zero_infinity 1 0 0
attr SEWDConfig.use_weighted_layer_sum 1 0 0
attr SEWDConfig.classifier_proj_size 1 0 0

transformers.models.sew_d.modeling_sew_d (34 missing, 0 any)

Symbol Typable Typed Any
meth SEWDPreTrainedModel._init_weights 2 0 0
meth SEWDPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth SEWDPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth SEWDForSequenceClassification.init 2 0 0
meth SEWDForSequenceClassification.freeze_feature_encoder 1 0 0
meth SEWDForSequenceClassification.freeze_base_model 1 0 0
meth SEWDForSequenceClassification.forward 8 7 0
attr SEWDForSequenceClassification.sew_d 1 0 0
attr SEWDForSequenceClassification.projector 1 0 0
attr SEWDForSequenceClassification.classifier 1 0 0
attr SEWDForSequenceClassification.layer_weights 1 0 0
meth SEWDModel.init 2 1 0
meth SEWDModel._mask_hidden_states 4 3 0
meth SEWDModel.forward 8 7 0
attr SEWDModel.feature_extractor 1 0 0
attr SEWDModel.layer_norm 1 0 0
attr SEWDModel.project_features 1 0 0
attr SEWDModel.feature_dropout 1 0 0
attr SEWDModel.encoder 1 0 0
attr SEWDModel.feature_projection 1 0 0
attr SEWDModel.masked_spec_embed 1 0 0
meth SEWDForCTC.init 3 1 0
meth SEWDForCTC.tie_weights 2 0 0
meth SEWDForCTC.freeze_feature_encoder 1 0 0
meth SEWDForCTC.freeze_base_model 1 0 0
meth SEWDForCTC.forward 8 7 0
attr SEWDForCTC.sew_d 1 0 0
attr SEWDForCTC.dropout 1 0 0
attr SEWDForCTC.target_lang 1 0 0
attr SEWDForCTC.lm_head 1 0 0

transformers.models.shieldgemma2.configuration_shieldgemma2 (11 missing, 0 any)

Symbol Typable Typed Any
meth ShieldGemma2Config.init 9 5 0
attr ShieldGemma2Config.vision_config 1 0 0
attr ShieldGemma2Config.text_config 1 0 0
attr ShieldGemma2Config.mm_tokens_per_image 1 0 0
attr ShieldGemma2Config.boi_token_index 1 0 0
attr ShieldGemma2Config.eoi_token_index 1 0 0
attr ShieldGemma2Config.image_token_index 1 0 0
attr ShieldGemma2Config.initializer_range 1 0 0

transformers.models.shieldgemma2.modeling_shieldgemma2 (11 missing, 0 any)

Symbol Typable Typed Any
meth ShieldGemma2ForImageClassification.init 2 1 0
meth ShieldGemma2ForImageClassification.get_input_embeddings 1 0 0
meth ShieldGemma2ForImageClassification.set_input_embeddings 2 0 0
meth ShieldGemma2ForImageClassification.get_output_embeddings 1 0 0
meth ShieldGemma2ForImageClassification.set_output_embeddings 2 0 0
meth ShieldGemma2ForImageClassification.forward 16 15 0
attr ShieldGemma2ForImageClassification.yes_token_index 1 0 0
attr ShieldGemma2ForImageClassification.no_token_index 1 0 0
attr ShieldGemma2ForImageClassification.model 1 0 0

transformers.models.shieldgemma2.processing_shieldgemma2 (9 missing, 0 any)

Symbol Typable Typed Any
meth ShieldGemma2Processor.init 7 0 0
meth ShieldGemma2Processor.call 4 3 0
attr ShieldGemma2Processor.policy_definitions 1 0 0

transformers.models.siglip.configuration_siglip (57 missing, 0 any)

Symbol Typable Typed Any
meth SiglipTextConfig.init 15 0 0
attr SiglipTextConfig.pad_token_id 1 0 0
attr SiglipTextConfig.bos_token_id 1 0 0
attr SiglipTextConfig.eos_token_id 1 0 0
attr SiglipTextConfig.vocab_size 1 0 0
attr SiglipTextConfig.hidden_size 1 0 0
attr SiglipTextConfig.intermediate_size 1 0 0
attr SiglipTextConfig.num_hidden_layers 1 0 0
attr SiglipTextConfig.num_attention_heads 1 0 0
attr SiglipTextConfig.max_position_embeddings 1 0 0
attr SiglipTextConfig.layer_norm_eps 1 0 0
attr SiglipTextConfig.hidden_act 1 0 0
attr SiglipTextConfig.attention_dropout 1 0 0
attr SiglipTextConfig.projection_size 1 0 0
meth SiglipVisionConfig.init 12 0 0
attr SiglipVisionConfig.hidden_size 1 0 0
attr SiglipVisionConfig.intermediate_size 1 0 0
attr SiglipVisionConfig.num_hidden_layers 1 0 0
attr SiglipVisionConfig.num_attention_heads 1 0 0
attr SiglipVisionConfig.num_channels 1 0 0
attr SiglipVisionConfig.patch_size 1 0 0
attr SiglipVisionConfig.image_size 1 0 0
attr SiglipVisionConfig.attention_dropout 1 0 0
attr SiglipVisionConfig.layer_norm_eps 1 0 0
attr SiglipVisionConfig.hidden_act 1 0 0
meth SiglipConfig.init 4 0 0
attr SiglipConfig.text_config 1 0 0
attr SiglipConfig.vision_config 1 0 0
attr SiglipConfig.initializer_factor 1 0 0

transformers.models.siglip.image_processing_siglip (10 missing, 0 any)

Symbol Typable Typed Any
meth SiglipImageProcessor.init 11 10 0
attr SiglipImageProcessor.do_resize 1 0 0
attr SiglipImageProcessor.size 1 0 0
attr SiglipImageProcessor.resample 1 0 0
attr SiglipImageProcessor.do_rescale 1 0 0
attr SiglipImageProcessor.rescale_factor 1 0 0
attr SiglipImageProcessor.do_normalize 1 0 0
attr SiglipImageProcessor.image_mean 1 0 0
attr SiglipImageProcessor.image_std 1 0 0
attr SiglipImageProcessor.do_convert_rgb 1 0 0

transformers.models.siglip.modeling_siglip (19 missing, 0 any)

Symbol Typable Typed Any
meth SiglipPreTrainedModel._init_weights 2 0 0
meth SiglipTextModel.init 2 1 0
meth SiglipTextModel.set_input_embeddings 2 0 0
attr SiglipTextModel.text_model 1 0 0
meth SiglipForImageClassification.set_input_embeddings 2 1 0
attr SiglipForImageClassification.num_labels 1 0 0
attr SiglipForImageClassification.vision_model 1 0 0
attr SiglipForImageClassification.classifier 1 0 0
meth SiglipModel.init 2 1 0
meth SiglipModel.set_input_embeddings 2 1 0
attr SiglipModel.text_model 1 0 0
attr SiglipModel.vision_model 1 0 0
attr SiglipModel.logit_scale 1 0 0
attr SiglipModel.logit_bias 1 0 0
meth SiglipVisionModel.init 2 1 0
meth SiglipVisionModel.forward 4 3 0
attr SiglipVisionModel.vision_model 1 0 0

transformers.models.siglip.processing_siglip (3 missing, 0 any)

Symbol Typable Typed Any
meth SiglipProcessor.init 3 0 0

transformers.models.siglip.tokenization_siglip (30 missing, 0 any)

Symbol Typable Typed Any
meth SiglipTokenizer.init 10 2 0
meth SiglipTokenizer.get_vocab 1 0 0
meth SiglipTokenizer.getstate 1 0 0
meth SiglipTokenizer.setstate 2 0 0
meth SiglipTokenizer.canonicalize_text 3 0 0
meth SiglipTokenizer.tokenize 4 2 0
meth SiglipTokenizer._tokenize 3 0 0
meth SiglipTokenizer._convert_token_to_id 2 0 0
meth SiglipTokenizer._convert_id_to_token 2 0 0
meth SiglipTokenizer.convert_tokens_to_string 2 0 0
prop SiglipTokenizer.vocab_size 1 0 0
prop SiglipTokenizer.unk_token_length 1 0 0
attr SiglipTokenizer.sp_model_kwargs 1 0 0
attr SiglipTokenizer.do_lower_case 1 0 0

transformers.models.siglip2.configuration_siglip2 (57 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2TextConfig.init 15 0 0
attr Siglip2TextConfig.pad_token_id 1 0 0
attr Siglip2TextConfig.bos_token_id 1 0 0
attr Siglip2TextConfig.eos_token_id 1 0 0
attr Siglip2TextConfig.vocab_size 1 0 0
attr Siglip2TextConfig.hidden_size 1 0 0
attr Siglip2TextConfig.intermediate_size 1 0 0
attr Siglip2TextConfig.num_hidden_layers 1 0 0
attr Siglip2TextConfig.num_attention_heads 1 0 0
attr Siglip2TextConfig.max_position_embeddings 1 0 0
attr Siglip2TextConfig.layer_norm_eps 1 0 0
attr Siglip2TextConfig.hidden_act 1 0 0
attr Siglip2TextConfig.attention_dropout 1 0 0
attr Siglip2TextConfig.projection_size 1 0 0
meth Siglip2Config.init 4 0 0
attr Siglip2Config.text_config 1 0 0
attr Siglip2Config.vision_config 1 0 0
attr Siglip2Config.initializer_factor 1 0 0
meth Siglip2VisionConfig.init 12 0 0
attr Siglip2VisionConfig.hidden_size 1 0 0
attr Siglip2VisionConfig.intermediate_size 1 0 0
attr Siglip2VisionConfig.num_hidden_layers 1 0 0
attr Siglip2VisionConfig.num_attention_heads 1 0 0
attr Siglip2VisionConfig.num_channels 1 0 0
attr Siglip2VisionConfig.patch_size 1 0 0
attr Siglip2VisionConfig.attention_dropout 1 0 0
attr Siglip2VisionConfig.layer_norm_eps 1 0 0
attr Siglip2VisionConfig.hidden_act 1 0 0
attr Siglip2VisionConfig.num_patches 1 0 0

transformers.models.siglip2.image_processing_siglip2 (12 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2ImageProcessor.init 12 10 0
attr Siglip2ImageProcessor.do_resize 1 0 0
attr Siglip2ImageProcessor.resample 1 0 0
attr Siglip2ImageProcessor.do_rescale 1 0 0
attr Siglip2ImageProcessor.rescale_factor 1 0 0
attr Siglip2ImageProcessor.do_normalize 1 0 0
attr Siglip2ImageProcessor.image_mean 1 0 0
attr Siglip2ImageProcessor.image_std 1 0 0
attr Siglip2ImageProcessor.do_convert_rgb 1 0 0
attr Siglip2ImageProcessor.patch_size 1 0 0
attr Siglip2ImageProcessor.max_num_patches 1 0 0

transformers.models.siglip2.image_processing_siglip2_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2ImageProcessorFast.init 2 1 0
meth Siglip2ImageProcessorFast._validate_preprocess_kwargs 2 1 0
meth Siglip2ImageProcessorFast._preprocess 13 12 0

transformers.models.siglip2.modeling_siglip2 (20 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2Model.init 2 1 0
meth Siglip2Model.set_input_embeddings 2 1 0
meth Siglip2Model.forward 11 10 0
attr Siglip2Model.text_model 1 0 0
attr Siglip2Model.vision_model 1 0 0
attr Siglip2Model.logit_scale 1 0 0
attr Siglip2Model.logit_bias 1 0 0
meth Siglip2VisionModel.init 2 1 0
attr Siglip2VisionModel.vision_model 1 0 0
meth Siglip2PreTrainedModel._init_weights 2 0 0
meth Siglip2TextModel.init 2 1 0
meth Siglip2TextModel.set_input_embeddings 2 0 0
attr Siglip2TextModel.text_model 1 0 0
meth Siglip2ForImageClassification.set_input_embeddings 2 1 0
meth Siglip2ForImageClassification.forward 8 7 0
attr Siglip2ForImageClassification.num_labels 1 0 0
attr Siglip2ForImageClassification.vision_model 1 0 0
attr Siglip2ForImageClassification.classifier 1 0 0

transformers.models.siglip2.modular_siglip2 (17 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2Model.forward 11 10 0
meth Siglip2VisionConfig.init 12 0 0
attr Siglip2VisionConfig.num_patches 1 0 0
meth Siglip2Tokenizer.init 9 7 0
meth Siglip2ForImageClassification.forward 8 7 0

transformers.models.siglip2.processing_siglip2 (3 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2Processor.init 3 0 0

transformers.models.siglip2.tokenization_siglip2 (2 missing, 0 any)

Symbol Typable Typed Any
meth Siglip2Tokenizer.init 9 7 0

transformers.models.smollm3.configuration_smollm3 (26 missing, 0 any)

Symbol Typable Typed Any
meth SmolLM3Config.init 26 24 0
attr SmolLM3Config.pad_token_id 1 0 0
attr SmolLM3Config.bos_token_id 1 0 0
attr SmolLM3Config.eos_token_id 1 0 0
attr SmolLM3Config.tie_word_embeddings 1 0 0
attr SmolLM3Config.vocab_size 1 0 0
attr SmolLM3Config.max_position_embeddings 1 0 0
attr SmolLM3Config.mlp_bias 1 0 0
attr SmolLM3Config.hidden_size 1 0 0
attr SmolLM3Config.intermediate_size 1 0 0
attr SmolLM3Config.num_hidden_layers 1 0 0
attr SmolLM3Config.num_attention_heads 1 0 0
attr SmolLM3Config.use_sliding_window 1 0 0
attr SmolLM3Config.sliding_window 1 0 0
attr SmolLM3Config.num_key_value_heads 1 0 0
attr SmolLM3Config.hidden_act 1 0 0
attr SmolLM3Config.initializer_range 1 0 0
attr SmolLM3Config.rms_norm_eps 1 0 0
attr SmolLM3Config.use_cache 1 0 0
attr SmolLM3Config.attention_bias 1 0 0
attr SmolLM3Config.attention_dropout 1 0 0
attr SmolLM3Config.no_rope_layer_interval 1 0 0
attr SmolLM3Config.layer_types 1 0 0
attr SmolLM3Config.rope_parameters 1 0 0
attr SmolLM3Config.no_rope_layers 1 0 0

transformers.models.smollm3.modeling_smollm3 (14 missing, 0 any)

Symbol Typable Typed Any
meth SmolLM3ForCausalLM.init 2 0 0
attr SmolLM3ForCausalLM.model 1 0 0
attr SmolLM3ForCausalLM.vocab_size 1 0 0
attr SmolLM3ForCausalLM.lm_head 1 0 0
meth SmolLM3Model.init 2 1 0
attr SmolLM3Model.padding_idx 1 0 0
attr SmolLM3Model.vocab_size 1 0 0
attr SmolLM3Model.embed_tokens 1 0 0
attr SmolLM3Model.layers 1 0 0
attr SmolLM3Model.norm 1 0 0
attr SmolLM3Model.rotary_emb 1 0 0
attr SmolLM3Model.gradient_checkpointing 1 0 0
attr SmolLM3Model.has_sliding_layers 1 0 0

transformers.models.smollm3.modular_smollm3 (26 missing, 0 any)

Symbol Typable Typed Any
meth SmolLM3Config.init 26 24 0
attr SmolLM3Config.pad_token_id 1 0 0
attr SmolLM3Config.bos_token_id 1 0 0
attr SmolLM3Config.eos_token_id 1 0 0
attr SmolLM3Config.tie_word_embeddings 1 0 0
attr SmolLM3Config.vocab_size 1 0 0
attr SmolLM3Config.max_position_embeddings 1 0 0
attr SmolLM3Config.mlp_bias 1 0 0
attr SmolLM3Config.hidden_size 1 0 0
attr SmolLM3Config.intermediate_size 1 0 0
attr SmolLM3Config.num_hidden_layers 1 0 0
attr SmolLM3Config.num_attention_heads 1 0 0
attr SmolLM3Config.use_sliding_window 1 0 0
attr SmolLM3Config.sliding_window 1 0 0
attr SmolLM3Config.num_key_value_heads 1 0 0
attr SmolLM3Config.hidden_act 1 0 0
attr SmolLM3Config.initializer_range 1 0 0
attr SmolLM3Config.rms_norm_eps 1 0 0
attr SmolLM3Config.use_cache 1 0 0
attr SmolLM3Config.attention_bias 1 0 0
attr SmolLM3Config.attention_dropout 1 0 0
attr SmolLM3Config.no_rope_layer_interval 1 0 0
attr SmolLM3Config.layer_types 1 0 0
attr SmolLM3Config.rope_parameters 1 0 0
attr SmolLM3Config.no_rope_layers 1 0 0

transformers.models.smolvlm.configuration_smolvlm (39 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMVisionConfig.init 13 0 0
attr SmolVLMVisionConfig.hidden_size 1 0 0
attr SmolVLMVisionConfig.intermediate_size 1 0 0
attr SmolVLMVisionConfig.num_hidden_layers 1 0 0
attr SmolVLMVisionConfig.num_attention_heads 1 0 0
attr SmolVLMVisionConfig.num_channels 1 0 0
attr SmolVLMVisionConfig.patch_size 1 0 0
attr SmolVLMVisionConfig.image_size 1 0 0
attr SmolVLMVisionConfig.attention_dropout 1 0 0
attr SmolVLMVisionConfig.layer_norm_eps 1 0 0
attr SmolVLMVisionConfig.hidden_act 1 0 0
attr SmolVLMVisionConfig.initializer_range 1 0 0
meth SmolVLMConfig.init 9 0 0
attr SmolVLMConfig.image_token_id 1 0 0
attr SmolVLMConfig.use_cache 1 0 0
attr SmolVLMConfig.tie_word_embeddings 1 0 0
attr SmolVLMConfig.text_config 1 0 0
attr SmolVLMConfig.scale_factor 1 0 0
attr SmolVLMConfig.vision_config 1 0 0

transformers.models.smolvlm.image_processing_smolvlm (19 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMImageProcessor.init 14 13 0
meth SmolVLMImageProcessor.resize 7 6 0
meth SmolVLMImageProcessor.split_image 6 4 0
meth SmolVLMImageProcessor.resize_for_vision_encoder 6 5 0
meth SmolVLMImageProcessor.preprocess 18 17 0
meth SmolVLMImageProcessor.get_number_of_image_patches 4 3 0
attr SmolVLMImageProcessor.do_convert_rgb 1 0 0
attr SmolVLMImageProcessor.do_resize 1 0 0
attr SmolVLMImageProcessor.size 1 0 0
attr SmolVLMImageProcessor.resample 1 0 0
attr SmolVLMImageProcessor.do_image_splitting 1 0 0
attr SmolVLMImageProcessor.max_image_size 1 0 0
attr SmolVLMImageProcessor.do_rescale 1 0 0
attr SmolVLMImageProcessor.rescale_factor 1 0 0
attr SmolVLMImageProcessor.do_normalize 1 0 0
attr SmolVLMImageProcessor.image_mean 1 0 0
attr SmolVLMImageProcessor.image_std 1 0 0
attr SmolVLMImageProcessor.do_pad 1 0 0

transformers.models.smolvlm.image_processing_smolvlm_fast (7 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMImageProcessorFast.resize 6 5 0
meth SmolVLMImageProcessorFast.split_images 4 3 0
meth SmolVLMImageProcessorFast.resize_for_vision_encoder 4 3 0
meth SmolVLMImageProcessorFast.pad 5 4 0
meth SmolVLMImageProcessorFast._preprocess 17 16 0
meth SmolVLMImageProcessorFast.to_dict 1 0 0
meth SmolVLMImageProcessorFast.get_number_of_image_patches 4 3 0

transformers.models.smolvlm.modeling_smolvlm (42 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMModel.init 2 1 0
meth SmolVLMModel.get_input_embeddings 1 0 0
meth SmolVLMModel.set_input_embeddings 2 0 0
meth SmolVLMModel.inputs_merger 4 3 0
attr SmolVLMModel.padding_idx 1 0 0
attr SmolVLMModel.vocab_size 1 0 0
attr SmolVLMModel.vision_model 1 0 0
attr SmolVLMModel.connector 1 0 0
attr SmolVLMModel.text_model 1 0 0
attr SmolVLMModel.image_seq_len 1 0 0
attr SmolVLMModel.image_token_id 1 0 0
meth SmolVLMVisionTransformer.init 2 1 0
meth SmolVLMVisionTransformer.get_input_embeddings 1 0 0
meth SmolVLMVisionTransformer.set_input_embeddings 2 0 0
meth SmolVLMVisionTransformer.forward 4 3 0
attr SmolVLMVisionTransformer.embeddings 1 0 0
attr SmolVLMVisionTransformer.encoder 1 0 0
attr SmolVLMVisionTransformer.patch_size 1 0 0
attr SmolVLMVisionTransformer.post_layernorm 1 0 0
meth SmolVLMForConditionalGeneration.init 2 0 0
meth SmolVLMForConditionalGeneration.get_input_embeddings 1 0 0
meth SmolVLMForConditionalGeneration.set_input_embeddings 2 0 0
meth SmolVLMForConditionalGeneration.prepare_inputs_for_generation 12 0 0
attr SmolVLMForConditionalGeneration.model 1 0 0
attr SmolVLMForConditionalGeneration.image_token_id 1 0 0
attr SmolVLMForConditionalGeneration.lm_head 1 0 0
attr SmolVLMForConditionalGeneration.vocab_size 1 0 0

transformers.models.smolvlm.modular_smolvlm (7 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMModel.inputs_merger 4 3 0
meth SmolVLMForConditionalGeneration.init 2 0 0
meth SmolVLMForConditionalGeneration.forward 2 0 0
attr SmolVLMForConditionalGeneration.model 1 0 0
attr SmolVLMForConditionalGeneration.lm_head 1 0 0

transformers.models.smolvlm.processing_smolvlm (19 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMProcessor.init 7 2 0
meth SmolVLMProcessor.expand_text_with_image_tokens 4 0 0
meth SmolVLMProcessor.expand_text_with_video_tokens 3 0 0
attr SmolVLMProcessor.fake_image_token 1 0 0
attr SmolVLMProcessor.image_token 1 0 0
attr SmolVLMProcessor.image_token_id 1 0 0
attr SmolVLMProcessor.end_of_utterance_token 1 0 0
attr SmolVLMProcessor.global_image_token 1 0 0
attr SmolVLMProcessor.image_seq_len 1 0 0
attr SmolVLMProcessor.video_token 1 0 0

transformers.models.smolvlm.video_processing_smolvlm (10 missing, 0 any)

Symbol Typable Typed Any
meth SmolVLMVideoProcessor.init 2 1 0
meth SmolVLMVideoProcessor.resize 6 5 0
meth SmolVLMVideoProcessor.pad 6 5 0
meth SmolVLMVideoProcessor.sample_frames 6 4 0
meth SmolVLMVideoProcessor._preprocess 14 12 0
attr SmolVLMVideoProcessor.size 1 0 0
attr SmolVLMVideoProcessor.num_frames 1 0 0
attr SmolVLMVideoProcessor.fps 1 0 0

transformers.models.solar_open.configuration_solar_open (28 missing, 0 any)

Symbol Typable Typed Any
meth SolarOpenConfig.init 28 26 0
attr SolarOpenConfig.head_dim 1 0 0
attr SolarOpenConfig.vocab_size 1 0 0
attr SolarOpenConfig.max_position_embeddings 1 0 0
attr SolarOpenConfig.hidden_size 1 0 0
attr SolarOpenConfig.num_hidden_layers 1 0 0
attr SolarOpenConfig.num_attention_heads 1 0 0
attr SolarOpenConfig.num_key_value_heads 1 0 0
attr SolarOpenConfig.hidden_act 1 0 0
attr SolarOpenConfig.initializer_range 1 0 0
attr SolarOpenConfig.rms_norm_eps 1 0 0
attr SolarOpenConfig.use_cache 1 0 0
attr SolarOpenConfig.attention_bias 1 0 0
attr SolarOpenConfig.attention_dropout 1 0 0
attr SolarOpenConfig.rope_parameters 1 0 0
attr SolarOpenConfig.moe_intermediate_size 1 0 0
attr SolarOpenConfig.num_experts_per_tok 1 0 0
attr SolarOpenConfig.n_group 1 0 0
attr SolarOpenConfig.topk_group 1 0 0
attr SolarOpenConfig.n_shared_experts 1 0 0
attr SolarOpenConfig.n_routed_experts 1 0 0
attr SolarOpenConfig.routed_scaling_factor 1 0 0
attr SolarOpenConfig.norm_topk_prob 1 0 0
attr SolarOpenConfig.tie_word_embeddings 1 0 0
attr SolarOpenConfig.bos_token_id 1 0 0
attr SolarOpenConfig.eos_token_id 1 0 0
attr SolarOpenConfig.pad_token_id 1 0 0

transformers.models.solar_open.modeling_solar_open (15 missing, 0 any)

Symbol Typable Typed Any
meth SolarOpenForCausalLM.init 2 0 0
attr SolarOpenForCausalLM.model 1 0 0
attr SolarOpenForCausalLM.vocab_size 1 0 0
attr SolarOpenForCausalLM.lm_head 1 0 0
meth SolarOpenModel.init 2 1 0
attr SolarOpenModel.padding_idx 1 0 0
attr SolarOpenModel.vocab_size 1 0 0
attr SolarOpenModel.embed_tokens 1 0 0
attr SolarOpenModel.layers 1 0 0
attr SolarOpenModel.norm 1 0 0
attr SolarOpenModel.rotary_emb 1 0 0
attr SolarOpenModel.gradient_checkpointing 1 0 0
meth SolarOpenPreTrainedModel._init_weights 2 0 0

transformers.models.solar_open.modular_solar_open (3 missing, 0 any)

Symbol Typable Typed Any
meth SolarOpenConfig.init 28 26 0
attr SolarOpenConfig.head_dim 1 0 0

transformers.models.speech_encoder_decoder.configuration_speech_encoder_decoder (6 missing, 0 any)

Symbol Typable Typed Any
meth SpeechEncoderDecoderConfig.init 2 0 0
meth SpeechEncoderDecoderConfig.from_encoder_decoder_configs 4 3 0
attr SpeechEncoderDecoderConfig.encoder 1 0 0
attr SpeechEncoderDecoderConfig.decoder 1 0 0
attr SpeechEncoderDecoderConfig.is_encoder_decoder 1 0 0

transformers.models.speech_encoder_decoder.modeling_speech_encoder_decoder (17 missing, 0 any)

Symbol Typable Typed Any
meth SpeechEncoderDecoderModel.init 4 3 0
meth SpeechEncoderDecoderModel.get_input_embeddings 1 0 0
meth SpeechEncoderDecoderModel.get_output_embeddings 1 0 0
meth SpeechEncoderDecoderModel.set_output_embeddings 2 0 0
meth SpeechEncoderDecoderModel.freeze_feature_encoder 1 0 0
meth SpeechEncoderDecoderModel.from_encoder_decoder_pretrained 5 3 0
meth SpeechEncoderDecoderModel.forward 16 15 0
meth SpeechEncoderDecoderModel.prepare_decoder_input_ids_from_labels 2 1 0
meth SpeechEncoderDecoderModel.resize_token_embeddings 3 0 0
attr SpeechEncoderDecoderModel.encoder 1 0 0
attr SpeechEncoderDecoderModel.decoder 1 0 0
attr SpeechEncoderDecoderModel.encoder_output_dim 1 0 0
attr SpeechEncoderDecoderModel.enc_to_dec_proj 1 0 0

transformers.models.speech_to_text.configuration_speech_to_text (62 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextConfig.init 32 0 0
attr Speech2TextConfig.vocab_size 1 0 0
attr Speech2TextConfig.d_model 1 0 0
attr Speech2TextConfig.encoder_ffn_dim 1 0 0
attr Speech2TextConfig.encoder_layers 1 0 0
attr Speech2TextConfig.encoder_attention_heads 1 0 0
attr Speech2TextConfig.decoder_ffn_dim 1 0 0
attr Speech2TextConfig.decoder_layers 1 0 0
attr Speech2TextConfig.decoder_attention_heads 1 0 0
attr Speech2TextConfig.dropout 1 0 0
attr Speech2TextConfig.attention_dropout 1 0 0
attr Speech2TextConfig.activation_dropout 1 0 0
attr Speech2TextConfig.activation_function 1 0 0
attr Speech2TextConfig.init_std 1 0 0
attr Speech2TextConfig.encoder_layerdrop 1 0 0
attr Speech2TextConfig.decoder_layerdrop 1 0 0
attr Speech2TextConfig.use_cache 1 0 0
attr Speech2TextConfig.num_hidden_layers 1 0 0
attr Speech2TextConfig.scale_embedding 1 0 0
attr Speech2TextConfig.max_source_positions 1 0 0
attr Speech2TextConfig.max_target_positions 1 0 0
attr Speech2TextConfig.num_conv_layers 1 0 0
attr Speech2TextConfig.conv_kernel_sizes 1 0 0
attr Speech2TextConfig.conv_channels 1 0 0
attr Speech2TextConfig.input_feat_per_channel 1 0 0
attr Speech2TextConfig.input_channels 1 0 0
attr Speech2TextConfig.pad_token_id 1 0 0
attr Speech2TextConfig.bos_token_id 1 0 0
attr Speech2TextConfig.eos_token_id 1 0 0
attr Speech2TextConfig.decoder_start_token_id 1 0 0
attr Speech2TextConfig.tie_word_embeddings 1 0 0

transformers.models.speech_to_text.feature_extraction_speech_to_text (19 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextFeatureExtractor.init 10 0 0
meth Speech2TextFeatureExtractor.call 10 9 0
attr Speech2TextFeatureExtractor.num_mel_bins 1 0 0
attr Speech2TextFeatureExtractor.dither 1 0 0
attr Speech2TextFeatureExtractor.do_ceptral_normalize 1 0 0
attr Speech2TextFeatureExtractor.normalize_means 1 0 0
attr Speech2TextFeatureExtractor.normalize_vars 1 0 0
attr Speech2TextFeatureExtractor.return_attention_mask 1 0 0
attr Speech2TextFeatureExtractor.mel_filters 1 0 0
attr Speech2TextFeatureExtractor.window 1 0 0

transformers.models.speech_to_text.modeling_speech_to_text (17 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextForConditionalGeneration.init 2 1 0
meth Speech2TextForConditionalGeneration.forward 15 14 0
attr Speech2TextForConditionalGeneration.model 1 0 0
attr Speech2TextForConditionalGeneration.lm_head 1 0 0
meth Speech2TextModel.init 2 1 0
meth Speech2TextModel.get_input_embeddings 1 0 0
meth Speech2TextModel.set_input_embeddings 2 0 0
meth Speech2TextModel.forward 14 13 0
attr Speech2TextModel.encoder 1 0 0
attr Speech2TextModel.decoder 1 0 0
meth Speech2TextPreTrainedModel._init_weights 2 0 0
meth Speech2TextPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth Speech2TextPreTrainedModel._get_feature_vector_attention_mask 3 0 0

transformers.models.speech_to_text.processing_speech_to_text (6 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextProcessor.init 3 0 0
meth Speech2TextProcessor.call 3 0 0

transformers.models.speech_to_text.tokenization_speech_to_text (28 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextTokenizer.init 14 2 0
meth Speech2TextTokenizer._convert_token_to_id 2 0 0
meth Speech2TextTokenizer.build_inputs_with_special_tokens 3 1 0
prop Speech2TextTokenizer.tgt_lang 2 1 0
attr Speech2TextTokenizer.sp_model_kwargs 1 0 0
attr Speech2TextTokenizer.do_upper_case 1 0 0
attr Speech2TextTokenizer.do_lower_case 1 0 0
attr Speech2TextTokenizer.encoder 1 0 0
attr Speech2TextTokenizer.decoder 1 0 0
attr Speech2TextTokenizer.spm_file 1 0 0
attr Speech2TextTokenizer.sp_model 1 0 0
attr Speech2TextTokenizer.lang_codes 1 0 0
attr Speech2TextTokenizer.langs 1 0 0
attr Speech2TextTokenizer.lang_tokens 1 0 0
attr Speech2TextTokenizer.lang_code_to_id 1 0 0

transformers.models.speecht5.configuration_speecht5 (142 missing, 0 any)

Symbol Typable Typed Any
meth SpeechT5HifiGanConfig.init 12 0 0
attr SpeechT5HifiGanConfig.model_in_dim 1 0 0
attr SpeechT5HifiGanConfig.sampling_rate 1 0 0
attr SpeechT5HifiGanConfig.upsample_initial_channel 1 0 0
attr SpeechT5HifiGanConfig.upsample_rates 1 0 0
attr SpeechT5HifiGanConfig.upsample_kernel_sizes 1 0 0
attr SpeechT5HifiGanConfig.resblock_kernel_sizes 1 0 0
attr SpeechT5HifiGanConfig.resblock_dilation_sizes 1 0 0
attr SpeechT5HifiGanConfig.initializer_range 1 0 0
attr SpeechT5HifiGanConfig.leaky_relu_slope 1 0 0
attr SpeechT5HifiGanConfig.normalize_before 1 0 0
meth SpeechT5Config.init 60 0 0
meth SpeechT5Config.inputs_to_logits_ratio 1 0 0
attr SpeechT5Config.vocab_size 1 0 0
attr SpeechT5Config.hidden_size 1 0 0
attr SpeechT5Config.encoder_layers 1 0 0
attr SpeechT5Config.encoder_ffn_dim 1 0 0
attr SpeechT5Config.encoder_attention_heads 1 0 0
attr SpeechT5Config.encoder_layerdrop 1 0 0
attr SpeechT5Config.decoder_layers 1 0 0
attr SpeechT5Config.decoder_ffn_dim 1 0 0
attr SpeechT5Config.decoder_attention_heads 1 0 0
attr SpeechT5Config.decoder_layerdrop 1 0 0
attr SpeechT5Config.hidden_act 1 0 0
attr SpeechT5Config.positional_dropout 1 0 0
attr SpeechT5Config.hidden_dropout 1 0 0
attr SpeechT5Config.attention_dropout 1 0 0
attr SpeechT5Config.activation_dropout 1 0 0
attr SpeechT5Config.initializer_range 1 0 0
attr SpeechT5Config.layer_norm_eps 1 0 0
attr SpeechT5Config.scale_embedding 1 0 0
attr SpeechT5Config.feat_extract_norm 1 0 0
attr SpeechT5Config.feat_proj_dropout 1 0 0
attr SpeechT5Config.feat_extract_activation 1 0 0
attr SpeechT5Config.conv_dim 1 0 0
attr SpeechT5Config.conv_stride 1 0 0
attr SpeechT5Config.conv_kernel 1 0 0
attr SpeechT5Config.conv_bias 1 0 0
attr SpeechT5Config.num_conv_pos_embeddings 1 0 0
attr SpeechT5Config.num_conv_pos_embedding_groups 1 0 0
attr SpeechT5Config.num_feat_extract_layers 1 0 0
attr SpeechT5Config.apply_spec_augment 1 0 0
attr SpeechT5Config.mask_time_prob 1 0 0
attr SpeechT5Config.mask_time_length 1 0 0
attr SpeechT5Config.mask_time_min_masks 1 0 0
attr SpeechT5Config.mask_feature_prob 1 0 0
attr SpeechT5Config.mask_feature_length 1 0 0
attr SpeechT5Config.mask_feature_min_masks 1 0 0
attr SpeechT5Config.num_mel_bins 1 0 0
attr SpeechT5Config.speech_decoder_prenet_layers 1 0 0
attr SpeechT5Config.speech_decoder_prenet_units 1 0 0
attr SpeechT5Config.speech_decoder_prenet_dropout 1 0 0
attr SpeechT5Config.speaker_embedding_dim 1 0 0
attr SpeechT5Config.speech_decoder_postnet_layers 1 0 0
attr SpeechT5Config.speech_decoder_postnet_units 1 0 0
attr SpeechT5Config.speech_decoder_postnet_kernel 1 0 0
attr SpeechT5Config.speech_decoder_postnet_dropout 1 0 0
attr SpeechT5Config.reduction_factor 1 0 0
attr SpeechT5Config.max_speech_positions 1 0 0
attr SpeechT5Config.max_text_positions 1 0 0
attr SpeechT5Config.encoder_max_relative_position 1 0 0
attr SpeechT5Config.use_guided_attention_loss 1 0 0
attr SpeechT5Config.guided_attention_loss_num_heads 1 0 0
attr SpeechT5Config.guided_attention_loss_sigma 1 0 0
attr SpeechT5Config.guided_attention_loss_scale 1 0 0
attr SpeechT5Config.use_cache 1 0 0
attr SpeechT5Config.is_encoder_decoder 1 0 0
attr SpeechT5Config.tie_word_embeddings 1 0 0
attr SpeechT5Config.pad_token_id 1 0 0
attr SpeechT5Config.bos_token_id 1 0 0
attr SpeechT5Config.eos_token_id 1 0 0
attr SpeechT5Config.decoder_start_token_id 1 0 0

transformers.models.speecht5.feature_extraction_speecht5 (19 missing, 0 any)

Symbol Typable Typed Any
meth SpeechT5FeatureExtractor.init 14 12 0
meth SpeechT5FeatureExtractor.call 11 10 0
meth SpeechT5FeatureExtractor._process_audio 10 9 0
attr SpeechT5FeatureExtractor.do_normalize 1 0 0
attr SpeechT5FeatureExtractor.return_attention_mask 1 0 0
attr SpeechT5FeatureExtractor.num_mel_bins 1 0 0
attr SpeechT5FeatureExtractor.hop_length 1 0 0
attr SpeechT5FeatureExtractor.win_length 1 0 0
attr SpeechT5FeatureExtractor.win_function 1 0 0
attr SpeechT5FeatureExtractor.fmin 1 0 0
attr SpeechT5FeatureExtractor.fmax 1 0 0
attr SpeechT5FeatureExtractor.mel_floor 1 0 0
attr SpeechT5FeatureExtractor.sample_size 1 0 0
attr SpeechT5FeatureExtractor.sample_stride 1 0 0
attr SpeechT5FeatureExtractor.n_fft 1 0 0
attr SpeechT5FeatureExtractor.n_freqs 1 0 0
attr SpeechT5FeatureExtractor.window 1 0 0
attr SpeechT5FeatureExtractor.mel_filters 1 0 0

transformers.models.speecht5.modeling_speecht5 (39 missing, 0 any)

Symbol Typable Typed Any
meth SpeechT5PreTrainedModel._init_weights 2 1 0
meth SpeechT5Model.init 4 3 0
meth SpeechT5Model.get_input_embeddings 1 0 0
meth SpeechT5Model.set_input_embeddings 2 0 0
meth SpeechT5Model.freeze_feature_encoder 1 0 0
meth SpeechT5Model.forward 14 13 0
attr SpeechT5Model.encoder 1 0 0
attr SpeechT5Model.decoder 1 0 0
meth SpeechT5ForSpeechToText.init 2 1 0
meth SpeechT5ForSpeechToText.freeze_feature_encoder 1 0 0
meth SpeechT5ForSpeechToText.get_output_embeddings 1 0 0
meth SpeechT5ForSpeechToText.set_output_embeddings 2 0 0
meth SpeechT5ForSpeechToText.forward 14 13 0
attr SpeechT5ForSpeechToText.speecht5 1 0 0
attr SpeechT5ForSpeechToText.text_decoder_postnet 1 0 0
meth SpeechT5HifiGan.init 2 1 0
meth SpeechT5HifiGan._init_weights 2 0 0
meth SpeechT5HifiGan.apply_weight_norm 1 0 0
meth SpeechT5HifiGan.remove_weight_norm 1 0 0
meth SpeechT5HifiGan.forward 3 2 0
attr SpeechT5HifiGan.num_kernels 1 0 0
attr SpeechT5HifiGan.num_upsamples 1 0 0
attr SpeechT5HifiGan.conv_pre 1 0 0
attr SpeechT5HifiGan.upsampler 1 0 0
attr SpeechT5HifiGan.resblocks 1 0 0
attr SpeechT5HifiGan.conv_post 1 0 0
meth SpeechT5ForSpeechToSpeech.init 2 1 0
meth SpeechT5ForSpeechToSpeech.freeze_feature_encoder 1 0 0
meth SpeechT5ForSpeechToSpeech.forward 16 15 0
attr SpeechT5ForSpeechToSpeech.speecht5 1 0 0
attr SpeechT5ForSpeechToSpeech.speech_decoder_postnet 1 0 0
meth SpeechT5ForTextToSpeech.init 2 1 0
meth SpeechT5ForTextToSpeech.forward 16 15 0
meth SpeechT5ForTextToSpeech.generate 11 10 0
attr SpeechT5ForTextToSpeech.speecht5 1 0 0
attr SpeechT5ForTextToSpeech.speech_decoder_postnet 1 0 0

transformers.models.speecht5.number_normalizer (12 missing, 0 any)

Symbol Typable Typed Any
meth EnglishNumberNormalizer.init 1 0 0
meth EnglishNumberNormalizer.spell_number 2 0 0
meth EnglishNumberNormalizer.convert 2 0 0
meth EnglishNumberNormalizer.call 2 0 0
attr EnglishNumberNormalizer.ones 1 0 0
attr EnglishNumberNormalizer.teens 1 0 0
attr EnglishNumberNormalizer.tens 1 0 0
attr EnglishNumberNormalizer.thousands 1 0 0
attr EnglishNumberNormalizer.currency_symbols 1 0 0

transformers.models.speecht5.processing_speecht5 (9 missing, 0 any)

Symbol Typable Typed Any
meth SpeechT5Processor.init 3 0 0
meth SpeechT5Processor.call 3 0 0
meth SpeechT5Processor.pad 3 0 0

transformers.models.speecht5.tokenization_speecht5 (16 missing, 0 any)

Symbol Typable Typed Any
meth SpeechT5Tokenizer.init 9 2 0
meth SpeechT5Tokenizer.prepare_for_tokenization 4 0 0
meth SpeechT5Tokenizer.build_inputs_with_special_tokens 3 1 0
prop SpeechT5Tokenizer.normalizer 2 0 0
attr SpeechT5Tokenizer.normalize 1 0 0

transformers.models.splinter.configuration_splinter (34 missing, 0 any)

Symbol Typable Typed Any
meth SplinterConfig.init 18 0 0
attr SplinterConfig.pad_token_id 1 0 0
attr SplinterConfig.bos_token_id 1 0 0
attr SplinterConfig.eos_token_id 1 0 0
attr SplinterConfig.vocab_size 1 0 0
attr SplinterConfig.max_position_embeddings 1 0 0
attr SplinterConfig.hidden_size 1 0 0
attr SplinterConfig.num_hidden_layers 1 0 0
attr SplinterConfig.num_attention_heads 1 0 0
attr SplinterConfig.intermediate_size 1 0 0
attr SplinterConfig.hidden_act 1 0 0
attr SplinterConfig.hidden_dropout_prob 1 0 0
attr SplinterConfig.attention_probs_dropout_prob 1 0 0
attr SplinterConfig.initializer_range 1 0 0
attr SplinterConfig.type_vocab_size 1 0 0
attr SplinterConfig.layer_norm_eps 1 0 0
attr SplinterConfig.question_token_id 1 0 0

transformers.models.splinter.modeling_splinter (31 missing, 0 any)

Symbol Typable Typed Any
meth SplinterModel.init 2 0 0
meth SplinterModel.get_input_embeddings 1 0 0
meth SplinterModel.set_input_embeddings 2 0 0
meth SplinterModel.forward 10 9 0
attr SplinterModel.embeddings 1 0 0
attr SplinterModel.encoder 1 0 0
meth SplinterPreTrainedModel._init_weights 2 0 0
meth SplinterLayer.init 2 0 0
meth SplinterLayer.feed_forward_chunk 2 0 0
attr SplinterLayer.chunk_size_feed_forward 1 0 0
attr SplinterLayer.seq_len_dim 1 0 0
attr SplinterLayer.attention 1 0 0
attr SplinterLayer.intermediate 1 0 0
attr SplinterLayer.output 1 0 0
meth SplinterForQuestionAnswering.init 2 0 0
meth SplinterForQuestionAnswering.forward 13 12 0
attr SplinterForQuestionAnswering.splinter 1 0 0
attr SplinterForQuestionAnswering.splinter_qass 1 0 0
attr SplinterForQuestionAnswering.question_token_id 1 0 0
meth SplinterForPreTraining.init 2 0 0
meth SplinterForPreTraining.forward 13 12 0
attr SplinterForPreTraining.splinter 1 0 0
attr SplinterForPreTraining.splinter_qass 1 0 0
attr SplinterForPreTraining.question_token_id 1 0 0

transformers.models.splinter.tokenization_splinter (8 missing, 0 any)

Symbol Typable Typed Any
meth SplinterTokenizer.init 12 10 0
meth SplinterTokenizer.update_post_processor 1 0 0
prop SplinterTokenizer.question_token_id 1 0 0
attr SplinterTokenizer.do_lower_case 1 0 0
attr SplinterTokenizer.tokenize_chinese_chars 1 0 0
attr SplinterTokenizer.strip_accents 1 0 0
attr SplinterTokenizer.question_token 1 0 0

transformers.models.squeezebert.configuration_squeezebert (48 missing, 0 any)

Symbol Typable Typed Any
meth SqueezeBertConfig.init 25 0 0
attr SqueezeBertConfig.tie_word_embeddings 1 0 0
attr SqueezeBertConfig.pad_token_id 1 0 0
attr SqueezeBertConfig.bos_token_id 1 0 0
attr SqueezeBertConfig.eos_token_id 1 0 0
attr SqueezeBertConfig.vocab_size 1 0 0
attr SqueezeBertConfig.hidden_size 1 0 0
attr SqueezeBertConfig.num_hidden_layers 1 0 0
attr SqueezeBertConfig.num_attention_heads 1 0 0
attr SqueezeBertConfig.hidden_act 1 0 0
attr SqueezeBertConfig.intermediate_size 1 0 0
attr SqueezeBertConfig.hidden_dropout_prob 1 0 0
attr SqueezeBertConfig.attention_probs_dropout_prob 1 0 0
attr SqueezeBertConfig.max_position_embeddings 1 0 0
attr SqueezeBertConfig.type_vocab_size 1 0 0
attr SqueezeBertConfig.initializer_range 1 0 0
attr SqueezeBertConfig.layer_norm_eps 1 0 0
attr SqueezeBertConfig.embedding_size 1 0 0
attr SqueezeBertConfig.q_groups 1 0 0
attr SqueezeBertConfig.k_groups 1 0 0
attr SqueezeBertConfig.v_groups 1 0 0
attr SqueezeBertConfig.post_attention_groups 1 0 0
attr SqueezeBertConfig.intermediate_groups 1 0 0
attr SqueezeBertConfig.output_groups 1 0 0

transformers.models.squeezebert.modeling_squeezebert (55 missing, 0 any)

Symbol Typable Typed Any
meth SqueezeBertForQuestionAnswering.init 2 0 0
meth SqueezeBertForQuestionAnswering.forward 12 11 0
attr SqueezeBertForQuestionAnswering.num_labels 1 0 0
attr SqueezeBertForQuestionAnswering.transformer 1 0 0
attr SqueezeBertForQuestionAnswering.qa_outputs 1 0 0
meth SqueezeBertForMultipleChoice.init 2 0 0
meth SqueezeBertForMultipleChoice.forward 11 10 0
attr SqueezeBertForMultipleChoice.transformer 1 0 0
attr SqueezeBertForMultipleChoice.dropout 1 0 0
attr SqueezeBertForMultipleChoice.classifier 1 0 0
meth SqueezeBertForMaskedLM.init 2 0 0
meth SqueezeBertForMaskedLM.get_output_embeddings 1 0 0
meth SqueezeBertForMaskedLM.set_output_embeddings 2 0 0
meth SqueezeBertForMaskedLM.forward 11 10 0
attr SqueezeBertForMaskedLM.transformer 1 0 0
attr SqueezeBertForMaskedLM.cls 1 0 0
meth SqueezeBertPreTrainedModel._init_weights 2 0 0
meth SqueezeBertModule.init 2 0 0
meth SqueezeBertModule.forward 4 0 0
attr SqueezeBertModule.attention 1 0 0
attr SqueezeBertModule.post_attention 1 0 0
attr SqueezeBertModule.intermediate 1 0 0
attr SqueezeBertModule.output 1 0 0
meth SqueezeBertModel.init 2 0 0
meth SqueezeBertModel.get_input_embeddings 1 0 0
meth SqueezeBertModel.set_input_embeddings 2 0 0
meth SqueezeBertModel.forward 10 9 0
attr SqueezeBertModel.embeddings 1 0 0
attr SqueezeBertModel.encoder 1 0 0
attr SqueezeBertModel.pooler 1 0 0
meth SqueezeBertForTokenClassification.init 2 0 0
meth SqueezeBertForTokenClassification.forward 11 10 0
attr SqueezeBertForTokenClassification.num_labels 1 0 0
attr SqueezeBertForTokenClassification.transformer 1 0 0
attr SqueezeBertForTokenClassification.dropout 1 0 0
attr SqueezeBertForTokenClassification.classifier 1 0 0
meth SqueezeBertForSequenceClassification.init 2 0 0
meth SqueezeBertForSequenceClassification.forward 11 10 0
attr SqueezeBertForSequenceClassification.num_labels 1 0 0
attr SqueezeBertForSequenceClassification.transformer 1 0 0
attr SqueezeBertForSequenceClassification.dropout 1 0 0
attr SqueezeBertForSequenceClassification.classifier 1 0 0

transformers.models.stablelm.configuration_stablelm (23 missing, 0 any)

Symbol Typable Typed Any
meth StableLmConfig.init 23 21 0
attr StableLmConfig.vocab_size 1 0 0
attr StableLmConfig.max_position_embeddings 1 0 0
attr StableLmConfig.hidden_size 1 0 0
attr StableLmConfig.intermediate_size 1 0 0
attr StableLmConfig.num_hidden_layers 1 0 0
attr StableLmConfig.num_attention_heads 1 0 0
attr StableLmConfig.num_key_value_heads 1 0 0
attr StableLmConfig.hidden_act 1 0 0
attr StableLmConfig.initializer_range 1 0 0
attr StableLmConfig.layer_norm_eps 1 0 0
attr StableLmConfig.use_cache 1 0 0
attr StableLmConfig.use_qkv_bias 1 0 0
attr StableLmConfig.qk_layernorm 1 0 0
attr StableLmConfig.use_parallel_residual 1 0 0
attr StableLmConfig.hidden_dropout 1 0 0
attr StableLmConfig.attention_dropout 1 0 0
attr StableLmConfig.rope_parameters 1 0 0
attr StableLmConfig.bos_token_id 1 0 0
attr StableLmConfig.eos_token_id 1 0 0
attr StableLmConfig.pad_token_id 1 0 0
attr StableLmConfig.tie_word_embeddings 1 0 0

transformers.models.stablelm.modeling_stablelm (15 missing, 0 any)

Symbol Typable Typed Any
meth StableLmForCausalLM.init 2 0 0
meth StableLmForCausalLM.forward 13 12 0
attr StableLmForCausalLM.model 1 0 0
attr StableLmForCausalLM.vocab_size 1 0 0
attr StableLmForCausalLM.lm_head 1 0 0
meth StableLmModel.init 2 1 0
meth StableLmModel.forward 11 10 0
attr StableLmModel.padding_idx 1 0 0
attr StableLmModel.vocab_size 1 0 0
attr StableLmModel.embed_tokens 1 0 0
attr StableLmModel.layers 1 0 0
attr StableLmModel.norm 1 0 0
attr StableLmModel.gradient_checkpointing 1 0 0
attr StableLmModel.rotary_emb 1 0 0

transformers.models.starcoder2.configuration_starcoder2 (23 missing, 0 any)

Symbol Typable Typed Any
meth Starcoder2Config.init 23 21 0
attr Starcoder2Config.vocab_size 1 0 0
attr Starcoder2Config.max_position_embeddings 1 0 0
attr Starcoder2Config.hidden_size 1 0 0
attr Starcoder2Config.intermediate_size 1 0 0
attr Starcoder2Config.num_hidden_layers 1 0 0
attr Starcoder2Config.num_attention_heads 1 0 0
attr Starcoder2Config.sliding_window 1 0 0
attr Starcoder2Config.use_bias 1 0 0
attr Starcoder2Config.num_key_value_heads 1 0 0
attr Starcoder2Config.hidden_act 1 0 0
attr Starcoder2Config.initializer_range 1 0 0
attr Starcoder2Config.norm_epsilon 1 0 0
attr Starcoder2Config.use_cache 1 0 0
attr Starcoder2Config.attention_dropout 1 0 0
attr Starcoder2Config.residual_dropout 1 0 0
attr Starcoder2Config.embedding_dropout 1 0 0
attr Starcoder2Config.rope_parameters 1 0 0
attr Starcoder2Config.bos_token_id 1 0 0
attr Starcoder2Config.eos_token_id 1 0 0
attr Starcoder2Config.pad_token_id 1 0 0
attr Starcoder2Config.tie_word_embeddings 1 0 0

transformers.models.starcoder2.modeling_starcoder2 (14 missing, 0 any)

Symbol Typable Typed Any
meth Starcoder2ForCausalLM.init 2 0 0
attr Starcoder2ForCausalLM.model 1 0 0
attr Starcoder2ForCausalLM.vocab_size 1 0 0
attr Starcoder2ForCausalLM.lm_head 1 0 0
meth Starcoder2Model.init 2 1 0
attr Starcoder2Model.padding_idx 1 0 0
attr Starcoder2Model.vocab_size 1 0 0
attr Starcoder2Model.embed_tokens 1 0 0
attr Starcoder2Model.layers 1 0 0
attr Starcoder2Model.norm 1 0 0
attr Starcoder2Model.rotary_emb 1 0 0
attr Starcoder2Model.gradient_checkpointing 1 0 0
attr Starcoder2Model.embedding_dropout 1 0 0

transformers.models.starcoder2.modular_starcoder2 (5 missing, 0 any)

Symbol Typable Typed Any
attr Starcoder2PreTrainedModel 1 0 0
meth Starcoder2Model.init 2 1 0
attr Starcoder2Model.layers 1 0 0
attr Starcoder2Model.norm 1 0 0
attr Starcoder2Model.embedding_dropout 1 0 0

transformers.models.superglue.configuration_superglue (13 missing, 0 any)

Symbol Typable Typed Any
meth SuperGlueConfig.init 11 8 0
attr SuperGlueConfig.gnn_layers_types 1 0 0
attr SuperGlueConfig.keypoint_encoder_sizes 1 0 0
attr SuperGlueConfig.hidden_size 1 0 0
attr SuperGlueConfig.num_attention_heads 1 0 0
attr SuperGlueConfig.sinkhorn_iterations 1 0 0
attr SuperGlueConfig.matching_threshold 1 0 0
attr SuperGlueConfig.keypoint_detector_config 1 0 0
attr SuperGlueConfig.initializer_range 1 0 0
attr SuperGlueConfig.attention_probs_dropout_prob 1 0 0
attr SuperGlueConfig.is_decoder 1 0 0

transformers.models.superglue.image_processing_superglue (13 missing, 0 any)

Symbol Typable Typed Any
meth SuperGlueImageProcessor.init 8 7 0
meth SuperGlueImageProcessor.resize 6 4 0
meth SuperGlueImageProcessor.preprocess 12 10 0
meth SuperGlueImageProcessor._get_color 2 0 0
attr SuperGlueImageProcessor.do_resize 1 0 0
attr SuperGlueImageProcessor.size 1 0 0
attr SuperGlueImageProcessor.resample 1 0 0
attr SuperGlueImageProcessor.do_rescale 1 0 0
attr SuperGlueImageProcessor.rescale_factor 1 0 0
attr SuperGlueImageProcessor.do_grayscale 1 0 0

transformers.models.superglue.image_processing_superglue_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth SuperGlueImageProcessorFast.init 2 1 0
meth SuperGlueImageProcessorFast._prepare_images_structure 3 2 0
meth SuperGlueImageProcessorFast._preprocess 11 10 0
meth SuperGlueImageProcessorFast.visualize_keypoint_matching 3 2 0
meth SuperGlueImageProcessorFast._get_color 2 0 0

transformers.models.superglue.modeling_superglue (5 missing, 0 any)

Symbol Typable Typed Any
meth SuperGlueForKeypointMatching.forward 7 6 0
attr SuperGlueForKeypointMatching.keypoint_detector 1 0 0
attr SuperGlueForKeypointMatching.keypoint_encoder 1 0 0
attr SuperGlueForKeypointMatching.gnn 1 0 0
attr SuperGlueForKeypointMatching.final_projection 1 0 0

transformers.models.superpoint.configuration_superpoint (12 missing, 0 any)

Symbol Typable Typed Any
meth SuperPointConfig.init 11 8 0
attr SuperPointConfig.encoder_hidden_sizes 1 0 0
attr SuperPointConfig.decoder_hidden_size 1 0 0
attr SuperPointConfig.keypoint_decoder_dim 1 0 0
attr SuperPointConfig.descriptor_decoder_dim 1 0 0
attr SuperPointConfig.keypoint_threshold 1 0 0
attr SuperPointConfig.max_keypoints 1 0 0
attr SuperPointConfig.nms_radius 1 0 0
attr SuperPointConfig.border_removal_distance 1 0 0
attr SuperPointConfig.initializer_range 1 0 0

transformers.models.superpoint.image_processing_superpoint (11 missing, 0 any)

Symbol Typable Typed Any
meth SuperPointImageProcessor.init 8 7 0
meth SuperPointImageProcessor.resize 6 4 0
meth SuperPointImageProcessor.preprocess 12 10 0
attr SuperPointImageProcessor.do_resize 1 0 0
attr SuperPointImageProcessor.size 1 0 0
attr SuperPointImageProcessor.resample 1 0 0
attr SuperPointImageProcessor.do_rescale 1 0 0
attr SuperPointImageProcessor.rescale_factor 1 0 0
attr SuperPointImageProcessor.do_grayscale 1 0 0

transformers.models.superpoint.image_processing_superpoint_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth SuperPointImageProcessorFast.init 2 1 0
meth SuperPointImageProcessorFast._preprocess 11 10 0

transformers.models.superpoint.modeling_superpoint (4 missing, 0 any)

Symbol Typable Typed Any
meth SuperPointForKeypointDetection.forward 6 5 0
attr SuperPointForKeypointDetection.encoder 1 0 0
attr SuperPointForKeypointDetection.keypoint_decoder 1 0 0
attr SuperPointForKeypointDetection.descriptor_decoder 1 0 0

transformers.models.swiftformer.configuration_swiftformer (34 missing, 0 any)

Symbol Typable Typed Any
meth SwiftFormerConfig.init 18 0 0
attr SwiftFormerConfig.image_size 1 0 0
attr SwiftFormerConfig.num_channels 1 0 0
attr SwiftFormerConfig.depths 1 0 0
attr SwiftFormerConfig.embed_dims 1 0 0
attr SwiftFormerConfig.mlp_ratio 1 0 0
attr SwiftFormerConfig.downsamples 1 0 0
attr SwiftFormerConfig.hidden_act 1 0 0
attr SwiftFormerConfig.down_patch_size 1 0 0
attr SwiftFormerConfig.down_stride 1 0 0
attr SwiftFormerConfig.down_pad 1 0 0
attr SwiftFormerConfig.drop_path_rate 1 0 0
attr SwiftFormerConfig.drop_mlp_rate 1 0 0
attr SwiftFormerConfig.drop_conv_encoder_rate 1 0 0
attr SwiftFormerConfig.use_layer_scale 1 0 0
attr SwiftFormerConfig.layer_scale_init_value 1 0 0
attr SwiftFormerConfig.batch_norm_eps 1 0 0

transformers.models.swiftformer.modeling_swiftformer (10 missing, 0 any)

Symbol Typable Typed Any
meth SwiftFormerForImageClassification.forward 6 5 0
attr SwiftFormerForImageClassification.num_labels 1 0 0
attr SwiftFormerForImageClassification.swiftformer 1 0 0
attr SwiftFormerForImageClassification.norm 1 0 0
attr SwiftFormerForImageClassification.head 1 0 0
attr SwiftFormerForImageClassification.dist_head 1 0 0
meth SwiftFormerModel.init 2 1 0
meth SwiftFormerModel.forward 5 4 0
attr SwiftFormerModel.patch_embed 1 0 0
attr SwiftFormerModel.encoder 1 0 0

transformers.models.swin.configuration_swin (41 missing, 0 any)

Symbol Typable Typed Any
meth SwinConfig.init 21 0 0
attr SwinConfig.image_size 1 0 0
attr SwinConfig.patch_size 1 0 0
attr SwinConfig.num_channels 1 0 0
attr SwinConfig.embed_dim 1 0 0
attr SwinConfig.depths 1 0 0
attr SwinConfig.num_layers 1 0 0
attr SwinConfig.num_heads 1 0 0
attr SwinConfig.window_size 1 0 0
attr SwinConfig.mlp_ratio 1 0 0
attr SwinConfig.qkv_bias 1 0 0
attr SwinConfig.hidden_dropout_prob 1 0 0
attr SwinConfig.attention_probs_dropout_prob 1 0 0
attr SwinConfig.drop_path_rate 1 0 0
attr SwinConfig.hidden_act 1 0 0
attr SwinConfig.use_absolute_embeddings 1 0 0
attr SwinConfig.layer_norm_eps 1 0 0
attr SwinConfig.initializer_range 1 0 0
attr SwinConfig.encoder_stride 1 0 0
attr SwinConfig.hidden_size 1 0 0
attr SwinConfig.stage_names 1 0 0

transformers.models.swin.modeling_swin (32 missing, 0 any)

Symbol Typable Typed Any
meth SwinForMaskedImageModeling.init 2 0 0
meth SwinForMaskedImageModeling.forward 8 7 0
attr SwinForMaskedImageModeling.swin 1 0 0
attr SwinForMaskedImageModeling.decoder 1 0 0
meth SwinModel.init 4 0 0
meth SwinModel.get_input_embeddings 1 0 0
meth SwinModel.forward 8 7 0
attr SwinModel.num_layers 1 0 0
attr SwinModel.num_features 1 0 0
attr SwinModel.embeddings 1 0 0
attr SwinModel.encoder 1 0 0
attr SwinModel.layernorm 1 0 0
attr SwinModel.pooler 1 0 0
meth SwinPreTrainedModel._init_weights 2 0 0
meth SwinBackbone.init 2 1 0
meth SwinBackbone.get_input_embeddings 1 0 0
meth SwinBackbone.forward 6 5 0
attr SwinBackbone.num_features 1 0 0
attr SwinBackbone.embeddings 1 0 0
attr SwinBackbone.encoder 1 0 0
attr SwinBackbone.hidden_states_norms 1 0 0
meth SwinForImageClassification.init 2 0 0
meth SwinForImageClassification.forward 8 7 0
attr SwinForImageClassification.num_labels 1 0 0
attr SwinForImageClassification.swin 1 0 0
attr SwinForImageClassification.classifier 1 0 0

transformers.models.swin2sr.configuration_swin2sr (45 missing, 0 any)

Symbol Typable Typed Any
meth Swin2SRConfig.init 23 0 0
attr Swin2SRConfig.image_size 1 0 0
attr Swin2SRConfig.patch_size 1 0 0
attr Swin2SRConfig.num_channels 1 0 0
attr Swin2SRConfig.num_channels_out 1 0 0
attr Swin2SRConfig.embed_dim 1 0 0
attr Swin2SRConfig.depths 1 0 0
attr Swin2SRConfig.num_layers 1 0 0
attr Swin2SRConfig.num_heads 1 0 0
attr Swin2SRConfig.window_size 1 0 0
attr Swin2SRConfig.mlp_ratio 1 0 0
attr Swin2SRConfig.qkv_bias 1 0 0
attr Swin2SRConfig.hidden_dropout_prob 1 0 0
attr Swin2SRConfig.attention_probs_dropout_prob 1 0 0
attr Swin2SRConfig.drop_path_rate 1 0 0
attr Swin2SRConfig.hidden_act 1 0 0
attr Swin2SRConfig.use_absolute_embeddings 1 0 0
attr Swin2SRConfig.layer_norm_eps 1 0 0
attr Swin2SRConfig.initializer_range 1 0 0
attr Swin2SRConfig.upscale 1 0 0
attr Swin2SRConfig.img_range 1 0 0
attr Swin2SRConfig.resi_connection 1 0 0
attr Swin2SRConfig.upsampler 1 0 0

transformers.models.swin2sr.image_processing_swin2sr (7 missing, 0 any)

Symbol Typable Typed Any
meth Swin2SRImageProcessor.init 6 5 0
meth Swin2SRImageProcessor.pad 5 4 0
meth Swin2SRImageProcessor.preprocess 9 8 0
attr Swin2SRImageProcessor.do_rescale 1 0 0
attr Swin2SRImageProcessor.rescale_factor 1 0 0
attr Swin2SRImageProcessor.do_pad 1 0 0
attr Swin2SRImageProcessor.size_divisor 1 0 0

transformers.models.swin2sr.image_processing_swin2sr_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth Swin2SRImageProcessorFast.init 2 1 0
meth Swin2SRImageProcessorFast._preprocess 9 8 0

transformers.models.swin2sr.modeling_swin2sr (23 missing, 0 any)

Symbol Typable Typed Any
meth Swin2SRModel.init 2 0 0
meth Swin2SRModel.get_input_embeddings 1 0 0
meth Swin2SRModel.pad_and_normalize 2 0 0
meth Swin2SRModel.forward 6 5 0
attr Swin2SRModel.img_range 1 0 0
attr Swin2SRModel.first_convolution 1 0 0
attr Swin2SRModel.embeddings 1 0 0
attr Swin2SRModel.encoder 1 0 0
attr Swin2SRModel.layernorm 1 0 0
attr Swin2SRModel.patch_unembed 1 0 0
attr Swin2SRModel.conv_after_body 1 0 0
meth Swin2SRPreTrainedModel._init_weights 2 0 0
meth Swin2SRForImageSuperResolution.init 2 0 0
meth Swin2SRForImageSuperResolution.forward 7 6 0
attr Swin2SRForImageSuperResolution.swin2sr 1 0 0
attr Swin2SRForImageSuperResolution.upsampler 1 0 0
attr Swin2SRForImageSuperResolution.upscale 1 0 0
attr Swin2SRForImageSuperResolution.upsample 1 0 0
attr Swin2SRForImageSuperResolution.final_convolution 1 0 0

transformers.models.swinv2.configuration_swinv2 (43 missing, 0 any)

Symbol Typable Typed Any
meth Swinv2Config.init 22 0 0
attr Swinv2Config.image_size 1 0 0
attr Swinv2Config.patch_size 1 0 0
attr Swinv2Config.num_channels 1 0 0
attr Swinv2Config.embed_dim 1 0 0
attr Swinv2Config.depths 1 0 0
attr Swinv2Config.num_layers 1 0 0
attr Swinv2Config.num_heads 1 0 0
attr Swinv2Config.window_size 1 0 0
attr Swinv2Config.pretrained_window_sizes 1 0 0
attr Swinv2Config.mlp_ratio 1 0 0
attr Swinv2Config.qkv_bias 1 0 0
attr Swinv2Config.hidden_dropout_prob 1 0 0
attr Swinv2Config.attention_probs_dropout_prob 1 0 0
attr Swinv2Config.drop_path_rate 1 0 0
attr Swinv2Config.hidden_act 1 0 0
attr Swinv2Config.use_absolute_embeddings 1 0 0
attr Swinv2Config.layer_norm_eps 1 0 0
attr Swinv2Config.initializer_range 1 0 0
attr Swinv2Config.encoder_stride 1 0 0
attr Swinv2Config.stage_names 1 0 0
attr Swinv2Config.hidden_size 1 0 0

transformers.models.swinv2.modeling_swinv2 (32 missing, 0 any)

Symbol Typable Typed Any
meth Swinv2Backbone.init 2 0 0
meth Swinv2Backbone.get_input_embeddings 1 0 0
meth Swinv2Backbone.forward 6 5 0
attr Swinv2Backbone.num_features 1 0 0
attr Swinv2Backbone.embeddings 1 0 0
attr Swinv2Backbone.encoder 1 0 0
meth Swinv2ForMaskedImageModeling.init 2 0 0
meth Swinv2ForMaskedImageModeling.forward 8 7 0
attr Swinv2ForMaskedImageModeling.swinv2 1 0 0
attr Swinv2ForMaskedImageModeling.decoder 1 0 0
meth Swinv2Model.init 4 0 0
meth Swinv2Model.get_input_embeddings 1 0 0
meth Swinv2Model.forward 8 7 0
attr Swinv2Model.num_layers 1 0 0
attr Swinv2Model.num_features 1 0 0
attr Swinv2Model.embeddings 1 0 0
attr Swinv2Model.encoder 1 0 0
attr Swinv2Model.layernorm 1 0 0
attr Swinv2Model.pooler 1 0 0
meth Swinv2PreTrainedModel._init_weights 2 0 0
meth Swinv2ForImageClassification.init 2 0 0
meth Swinv2ForImageClassification.forward 8 7 0
attr Swinv2ForImageClassification.num_labels 1 0 0
attr Swinv2ForImageClassification.swinv2 1 0 0
attr Swinv2ForImageClassification.classifier 1 0 0

transformers.models.switch_transformers.configuration_switch_transformers (67 missing, 0 any)

Symbol Typable Typed Any
meth SwitchTransformersConfig.init 34 0 0
attr SwitchTransformersConfig.is_decoder 1 0 0
attr SwitchTransformersConfig.add_cross_attention 1 0 0
attr SwitchTransformersConfig.vocab_size 1 0 0
attr SwitchTransformersConfig.d_model 1 0 0
attr SwitchTransformersConfig.d_kv 1 0 0
attr SwitchTransformersConfig.d_ff 1 0 0
attr SwitchTransformersConfig.num_sparse_encoder_layers 1 0 0
attr SwitchTransformersConfig.num_layers 1 0 0
attr SwitchTransformersConfig.num_decoder_layers 1 0 0
attr SwitchTransformersConfig.num_sparse_decoder_layers 1 0 0
attr SwitchTransformersConfig.num_heads 1 0 0
attr SwitchTransformersConfig.num_experts 1 0 0
attr SwitchTransformersConfig.expert_capacity 1 0 0
attr SwitchTransformersConfig.router_bias 1 0 0
attr SwitchTransformersConfig.router_jitter_noise 1 0 0
attr SwitchTransformersConfig.router_dtype 1 0 0
attr SwitchTransformersConfig.router_ignore_padding_tokens 1 0 0
attr SwitchTransformersConfig.relative_attention_num_buckets 1 0 0
attr SwitchTransformersConfig.relative_attention_max_distance 1 0 0
attr SwitchTransformersConfig.dropout_rate 1 0 0
attr SwitchTransformersConfig.layer_norm_epsilon 1 0 0
attr SwitchTransformersConfig.initializer_factor 1 0 0
attr SwitchTransformersConfig.use_cache 1 0 0
attr SwitchTransformersConfig.add_router_probs 1 0 0
attr SwitchTransformersConfig.router_z_loss_coef 1 0 0
attr SwitchTransformersConfig.router_aux_loss_coef 1 0 0
attr SwitchTransformersConfig.dense_act_fn 1 0 0
attr SwitchTransformersConfig.pad_token_id 1 0 0
attr SwitchTransformersConfig.bos_token_id 1 0 0
attr SwitchTransformersConfig.eos_token_id 1 0 0
attr SwitchTransformersConfig.tie_word_embeddings 1 0 0
attr SwitchTransformersConfig.encoder_sparse_step 1 0 0
attr SwitchTransformersConfig.decoder_sparse_step 1 0 0

transformers.models.switch_transformers.modeling_switch_transformers (40 missing, 0 any)

Symbol Typable Typed Any
meth SwitchTransformersEncoderModel.init 2 1 0
meth SwitchTransformersEncoderModel.get_input_embeddings 1 0 0
meth SwitchTransformersEncoderModel.set_input_embeddings 2 0 0
attr SwitchTransformersEncoderModel.shared 1 0 0
attr SwitchTransformersEncoderModel.encoder 1 0 0
meth SwitchTransformersPreTrainedModel._init_weights 2 0 0
meth SwitchTransformersPreTrainedModel._shift_right 2 0 0
meth SwitchTransformersTop1Router.init 2 1 0
attr SwitchTransformersTop1Router.num_experts 1 0 0
attr SwitchTransformersTop1Router.expert_capacity 1 0 0
attr SwitchTransformersTop1Router.classifier 1 0 0
attr SwitchTransformersTop1Router.jitter_noise 1 0 0
attr SwitchTransformersTop1Router.ignore_padding_tokens 1 0 0
attr SwitchTransformersTop1Router.dtype 1 0 0
meth SwitchTransformersForConditionalGeneration.init 2 1 0
meth SwitchTransformersForConditionalGeneration.get_input_embeddings 1 0 0
meth SwitchTransformersForConditionalGeneration.set_input_embeddings 2 0 0
meth SwitchTransformersForConditionalGeneration._unpack_router_logits 2 0 0
meth SwitchTransformersForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr SwitchTransformersForConditionalGeneration.model_dim 1 0 0
attr SwitchTransformersForConditionalGeneration.shared 1 0 0
attr SwitchTransformersForConditionalGeneration.encoder 1 0 0
attr SwitchTransformersForConditionalGeneration.decoder 1 0 0
attr SwitchTransformersForConditionalGeneration.lm_head 1 0 0
attr SwitchTransformersForConditionalGeneration.router_z_loss_coef 1 0 0
attr SwitchTransformersForConditionalGeneration.router_aux_loss_coef 1 0 0
meth SwitchTransformersModel.init 2 1 0
meth SwitchTransformersModel.set_input_embeddings 2 0 0
attr SwitchTransformersModel.shared 1 0 0
attr SwitchTransformersModel.encoder 1 0 0
attr SwitchTransformersModel.decoder 1 0 0
meth SwitchTransformersSparseMLP.init 2 1 0
attr SwitchTransformersSparseMLP.router 1 0 0
attr SwitchTransformersSparseMLP.experts 1 0 0

transformers.models.switch_transformers.modular_switch_transformers (40 missing, 0 any)

Symbol Typable Typed Any
meth SwitchTransformersEncoderModel.init 2 1 0
meth SwitchTransformersEncoderModel.get_input_embeddings 1 0 0
meth SwitchTransformersEncoderModel.set_input_embeddings 2 0 0
attr SwitchTransformersEncoderModel.shared 1 0 0
attr SwitchTransformersEncoderModel.encoder 1 0 0
meth SwitchTransformersPreTrainedModel._init_weights 2 0 0
meth SwitchTransformersPreTrainedModel._shift_right 2 0 0
meth SwitchTransformersTop1Router.init 2 1 0
attr SwitchTransformersTop1Router.num_experts 1 0 0
attr SwitchTransformersTop1Router.expert_capacity 1 0 0
attr SwitchTransformersTop1Router.classifier 1 0 0
attr SwitchTransformersTop1Router.jitter_noise 1 0 0
attr SwitchTransformersTop1Router.ignore_padding_tokens 1 0 0
attr SwitchTransformersTop1Router.dtype 1 0 0
meth SwitchTransformersForConditionalGeneration.init 2 1 0
meth SwitchTransformersForConditionalGeneration.get_input_embeddings 1 0 0
meth SwitchTransformersForConditionalGeneration.set_input_embeddings 2 0 0
meth SwitchTransformersForConditionalGeneration._unpack_router_logits 2 0 0
meth SwitchTransformersForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr SwitchTransformersForConditionalGeneration.model_dim 1 0 0
attr SwitchTransformersForConditionalGeneration.shared 1 0 0
attr SwitchTransformersForConditionalGeneration.encoder 1 0 0
attr SwitchTransformersForConditionalGeneration.decoder 1 0 0
attr SwitchTransformersForConditionalGeneration.lm_head 1 0 0
attr SwitchTransformersForConditionalGeneration.router_z_loss_coef 1 0 0
attr SwitchTransformersForConditionalGeneration.router_aux_loss_coef 1 0 0
meth SwitchTransformersModel.init 2 1 0
meth SwitchTransformersModel.set_input_embeddings 2 0 0
attr SwitchTransformersModel.shared 1 0 0
attr SwitchTransformersModel.encoder 1 0 0
attr SwitchTransformersModel.decoder 1 0 0
meth SwitchTransformersSparseMLP.init 2 1 0
attr SwitchTransformersSparseMLP.router 1 0 0
attr SwitchTransformersSparseMLP.experts 1 0 0

transformers.models.t5.configuration_t5 (44 missing, 0 any)

Symbol Typable Typed Any
meth T5Config.init 22 0 0
attr T5Config.is_decoder 1 0 0
attr T5Config.vocab_size 1 0 0
attr T5Config.d_model 1 0 0
attr T5Config.d_kv 1 0 0
attr T5Config.d_ff 1 0 0
attr T5Config.num_layers 1 0 0
attr T5Config.num_decoder_layers 1 0 0
attr T5Config.num_heads 1 0 0
attr T5Config.relative_attention_num_buckets 1 0 0
attr T5Config.relative_attention_max_distance 1 0 0
attr T5Config.dropout_rate 1 0 0
attr T5Config.classifier_dropout 1 0 0
attr T5Config.layer_norm_epsilon 1 0 0
attr T5Config.initializer_factor 1 0 0
attr T5Config.feed_forward_proj 1 0 0
attr T5Config.use_cache 1 0 0
attr T5Config.pad_token_id 1 0 0
attr T5Config.eos_token_id 1 0 0
attr T5Config.dense_act_fn 1 0 0
attr T5Config.is_gated_act 1 0 0
attr T5Config.scale_decoder_outputs 1 0 0
attr T5Config.tie_word_embeddings 1 0 0

transformers.models.t5.modeling_t5 (52 missing, 0 any)

Symbol Typable Typed Any
meth T5ForSequenceClassification.init 2 1 0
meth T5ForSequenceClassification.forward 14 13 0
attr T5ForSequenceClassification.transformer 1 0 0
attr T5ForSequenceClassification.classification_head 1 0 0
meth T5ForTokenClassification.init 2 1 0
meth T5ForTokenClassification.forward 9 8 0
attr T5ForTokenClassification.num_labels 1 0 0
attr T5ForTokenClassification.transformer 1 0 0
attr T5ForTokenClassification.dropout 1 0 0
attr T5ForTokenClassification.classifier 1 0 0
meth T5ForConditionalGeneration.init 2 1 0
meth T5ForConditionalGeneration.get_input_embeddings 1 0 0
meth T5ForConditionalGeneration.set_input_embeddings 2 0 0
meth T5ForConditionalGeneration.forward 16 15 0
meth T5ForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr T5ForConditionalGeneration.model_dim 1 0 0
attr T5ForConditionalGeneration.shared 1 0 0
attr T5ForConditionalGeneration.encoder 1 0 0
attr T5ForConditionalGeneration.decoder 1 0 0
attr T5ForConditionalGeneration.lm_head 1 0 0
meth T5ForQuestionAnswering.init 2 1 0
meth T5ForQuestionAnswering.get_input_embeddings 1 0 0
meth T5ForQuestionAnswering.set_input_embeddings 2 0 0
meth T5ForQuestionAnswering.forward 15 14 0
attr T5ForQuestionAnswering.model_dim 1 0 0
attr T5ForQuestionAnswering.shared 1 0 0
attr T5ForQuestionAnswering.encoder 1 0 0
attr T5ForQuestionAnswering.decoder 1 0 0
attr T5ForQuestionAnswering.num_labels 1 0 0
attr T5ForQuestionAnswering.qa_outputs 1 0 0
meth T5PreTrainedModel._init_weights 2 0 0
meth T5PreTrainedModel._shift_right 2 0 0
prop T5PreTrainedModel.dummy_inputs 1 0 0
meth T5Model.init 2 1 0
meth T5Model.get_input_embeddings 1 0 0
meth T5Model.set_input_embeddings 2 0 0
meth T5Model.forward 15 14 0
attr T5Model.shared 1 0 0
attr T5Model.encoder 1 0 0
attr T5Model.decoder 1 0 0
meth T5EncoderModel.init 2 1 0
meth T5EncoderModel.get_input_embeddings 1 0 0
meth T5EncoderModel.set_input_embeddings 2 0 0
meth T5EncoderModel.forward 8 7 0
attr T5EncoderModel.shared 1 0 0
attr T5EncoderModel.encoder 1 0 0

transformers.models.t5.tokenization_t5 (10 missing, 0 any)

Symbol Typable Typed Any
meth T5Tokenizer.init 9 1 0
meth T5Tokenizer.get_sentinel_tokens 1 0 0
meth T5Tokenizer.get_sentinel_token_ids 1 0 0

transformers.models.t5gemma.configuration_t5gemma (36 missing, 0 any)

Symbol Typable Typed Any
meth T5GemmaModuleConfig.init 27 25 0
attr T5GemmaModuleConfig.is_decoder 1 0 0
attr T5GemmaModuleConfig.pad_token_id 1 0 0
attr T5GemmaModuleConfig.bos_token_id 1 0 0
attr T5GemmaModuleConfig.eos_token_id 1 0 0
attr T5GemmaModuleConfig.tie_word_embeddings 1 0 0
attr T5GemmaModuleConfig.vocab_size 1 0 0
attr T5GemmaModuleConfig.max_position_embeddings 1 0 0
attr T5GemmaModuleConfig.hidden_size 1 0 0
attr T5GemmaModuleConfig.intermediate_size 1 0 0
attr T5GemmaModuleConfig.num_hidden_layers 1 0 0
attr T5GemmaModuleConfig.num_attention_heads 1 0 0
attr T5GemmaModuleConfig.head_dim 1 0 0
attr T5GemmaModuleConfig.num_key_value_heads 1 0 0
attr T5GemmaModuleConfig.initializer_range 1 0 0
attr T5GemmaModuleConfig.rms_norm_eps 1 0 0
attr T5GemmaModuleConfig.use_cache 1 0 0
attr T5GemmaModuleConfig.attention_bias 1 0 0
attr T5GemmaModuleConfig.attention_dropout 1 0 0
attr T5GemmaModuleConfig.hidden_activation 1 0 0
attr T5GemmaModuleConfig.query_pre_attn_scalar 1 0 0
attr T5GemmaModuleConfig.sliding_window 1 0 0
attr T5GemmaModuleConfig.final_logit_softcapping 1 0 0
attr T5GemmaModuleConfig.attn_logit_softcapping 1 0 0
attr T5GemmaModuleConfig.layer_types 1 0 0
attr T5GemmaModuleConfig.rope_parameters 1 0 0
meth T5GemmaConfig.init 10 8 0
attr T5GemmaConfig.encoder 1 0 0
attr T5GemmaConfig.decoder 1 0 0
attr T5GemmaConfig.is_encoder_decoder 1 0 0
attr T5GemmaConfig.initializer_range 1 0 0
attr T5GemmaConfig.classifier_dropout_rate 1 0 0
attr T5GemmaConfig.tie_word_embeddings 1 0 0
attr T5GemmaConfig.vocab_size 1 0 0

transformers.models.t5gemma.modeling_t5gemma (39 missing, 0 any)

Symbol Typable Typed Any
meth T5GemmaForSequenceClassification.init 3 2 0
meth T5GemmaForSequenceClassification.get_input_embeddings 1 0 0
meth T5GemmaForSequenceClassification.set_input_embeddings 2 0 0
attr T5GemmaForSequenceClassification.num_labels 1 0 0
attr T5GemmaForSequenceClassification.score 1 0 0
attr T5GemmaForSequenceClassification.model 1 0 0
meth T5GemmaModel.init 2 1 0
meth T5GemmaModel.get_input_embeddings 1 0 0
meth T5GemmaModel.set_input_embeddings 2 0 0
attr T5GemmaModel.encoder 1 0 0
attr T5GemmaModel.decoder 1 0 0
meth T5GemmaForConditionalGeneration.init 2 1 0
meth T5GemmaForConditionalGeneration.set_output_embeddings 2 0 0
meth T5GemmaForConditionalGeneration.get_output_embeddings 1 0 0
meth T5GemmaForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr T5GemmaForConditionalGeneration.model 1 0 0
attr T5GemmaForConditionalGeneration.vocab_size 1 0 0
attr T5GemmaForConditionalGeneration.lm_head 1 0 0
attr T5GemmaForConditionalGeneration.loss_type 1 0 0
meth T5GemmaEncoderModel.init 2 1 0
meth T5GemmaEncoderModel.get_input_embeddings 1 0 0
meth T5GemmaEncoderModel.set_input_embeddings 2 0 0
attr T5GemmaEncoderModel.encoder 1 0 0
meth T5GemmaForTokenClassification.init 3 2 0
meth T5GemmaForTokenClassification.get_input_embeddings 1 0 0
meth T5GemmaForTokenClassification.set_input_embeddings 2 0 0
attr T5GemmaForTokenClassification.num_labels 1 0 0
attr T5GemmaForTokenClassification.score 1 0 0
attr T5GemmaForTokenClassification.model 1 0 0
meth T5GemmaPreTrainedModel._init_weights 2 0 0
meth T5GemmaPreTrainedModel._shift_right 2 0 0
attr T5GemmaPreTrainedModel._can_record_outputs 1 0 0

transformers.models.t5gemma.modular_t5gemma (51 missing, 0 any)

Symbol Typable Typed Any
meth T5GemmaModuleConfig.init 27 25 0
attr T5GemmaModuleConfig.is_decoder 1 0 0
meth T5GemmaForSequenceClassification.init 3 2 0
meth T5GemmaForSequenceClassification.get_input_embeddings 1 0 0
meth T5GemmaForSequenceClassification.set_input_embeddings 2 0 0
attr T5GemmaForSequenceClassification.num_labels 1 0 0
attr T5GemmaForSequenceClassification.score 1 0 0
attr T5GemmaForSequenceClassification.model 1 0 0
meth T5GemmaEncoderModel.init 2 1 0
meth T5GemmaEncoderModel.get_input_embeddings 1 0 0
meth T5GemmaEncoderModel.set_input_embeddings 2 0 0
attr T5GemmaEncoderModel.encoder 1 0 0
meth T5GemmaConfig.init 10 8 0
attr T5GemmaConfig.encoder 1 0 0
attr T5GemmaConfig.decoder 1 0 0
attr T5GemmaConfig.is_encoder_decoder 1 0 0
attr T5GemmaConfig.initializer_range 1 0 0
attr T5GemmaConfig.classifier_dropout_rate 1 0 0
attr T5GemmaConfig.tie_word_embeddings 1 0 0
attr T5GemmaConfig.vocab_size 1 0 0
meth T5GemmaModel.init 2 1 0
meth T5GemmaModel.get_input_embeddings 1 0 0
meth T5GemmaModel.set_input_embeddings 2 0 0
attr T5GemmaModel.encoder 1 0 0
attr T5GemmaModel.decoder 1 0 0
meth T5GemmaForConditionalGeneration.init 2 1 0
meth T5GemmaForConditionalGeneration.set_output_embeddings 2 0 0
meth T5GemmaForConditionalGeneration.get_output_embeddings 1 0 0
meth T5GemmaForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr T5GemmaForConditionalGeneration.model 1 0 0
attr T5GemmaForConditionalGeneration.vocab_size 1 0 0
attr T5GemmaForConditionalGeneration.lm_head 1 0 0
attr T5GemmaForConditionalGeneration.loss_type 1 0 0
meth T5GemmaForTokenClassification.init 3 2 0
meth T5GemmaForTokenClassification.get_input_embeddings 1 0 0
meth T5GemmaForTokenClassification.set_input_embeddings 2 0 0
attr T5GemmaForTokenClassification.num_labels 1 0 0
attr T5GemmaForTokenClassification.score 1 0 0
attr T5GemmaForTokenClassification.model 1 0 0
meth T5GemmaPreTrainedModel._init_weights 2 0 0
meth T5GemmaPreTrainedModel._shift_right 2 0 0
attr T5GemmaPreTrainedModel._can_record_outputs 1 0 0

transformers.models.t5gemma2.configuration_t5gemma2 (75 missing, 0 any)

Symbol Typable Typed Any
meth T5Gemma2EncoderConfig.init 10 8 0
attr T5Gemma2EncoderConfig.text_config 1 0 0
attr T5Gemma2EncoderConfig.vision_config 1 0 0
attr T5Gemma2EncoderConfig.mm_tokens_per_image 1 0 0
attr T5Gemma2EncoderConfig.boi_token_index 1 0 0
attr T5Gemma2EncoderConfig.eoi_token_index 1 0 0
attr T5Gemma2EncoderConfig.image_token_index 1 0 0
attr T5Gemma2EncoderConfig.initializer_range 1 0 0
attr T5Gemma2EncoderConfig.tie_word_embeddings 1 0 0
meth T5Gemma2DecoderConfig.init 25 23 0
meth T5Gemma2DecoderConfig.convert_rope_params_to_dict 3 0 0
attr T5Gemma2DecoderConfig.pad_token_id 1 0 0
attr T5Gemma2DecoderConfig.bos_token_id 1 0 0
attr T5Gemma2DecoderConfig.eos_token_id 1 0 0
attr T5Gemma2DecoderConfig.vocab_size 1 0 0
attr T5Gemma2DecoderConfig.max_position_embeddings 1 0 0
attr T5Gemma2DecoderConfig.hidden_size 1 0 0
attr T5Gemma2DecoderConfig.intermediate_size 1 0 0
attr T5Gemma2DecoderConfig.num_hidden_layers 1 0 0
attr T5Gemma2DecoderConfig.num_attention_heads 1 0 0
attr T5Gemma2DecoderConfig.head_dim 1 0 0
attr T5Gemma2DecoderConfig.num_key_value_heads 1 0 0
attr T5Gemma2DecoderConfig.initializer_range 1 0 0
attr T5Gemma2DecoderConfig.rms_norm_eps 1 0 0
attr T5Gemma2DecoderConfig.use_cache 1 0 0
attr T5Gemma2DecoderConfig.attention_bias 1 0 0
attr T5Gemma2DecoderConfig.attention_dropout 1 0 0
attr T5Gemma2DecoderConfig.hidden_activation 1 0 0
attr T5Gemma2DecoderConfig.query_pre_attn_scalar 1 0 0
attr T5Gemma2DecoderConfig.sliding_window 1 0 0
attr T5Gemma2DecoderConfig.final_logit_softcapping 1 0 0
attr T5Gemma2DecoderConfig.attn_logit_softcapping 1 0 0
attr T5Gemma2DecoderConfig.layer_types 1 0 0
attr T5Gemma2DecoderConfig.rope_parameters 1 0 0
meth T5Gemma2Config.init 11 9 0
attr T5Gemma2Config.encoder 1 0 0
attr T5Gemma2Config.decoder 1 0 0
attr T5Gemma2Config.classifier_dropout_rate 1 0 0
attr T5Gemma2Config.initializer_range 1 0 0
attr T5Gemma2Config.eoi_token_index 1 0 0
attr T5Gemma2Config.image_token_index 1 0 0
attr T5Gemma2Config.tie_word_embeddings 1 0 0
meth T5Gemma2TextConfig.init 25 23 0
meth T5Gemma2TextConfig.convert_rope_params_to_dict 3 0 0
attr T5Gemma2TextConfig.pad_token_id 1 0 0
attr T5Gemma2TextConfig.bos_token_id 1 0 0
attr T5Gemma2TextConfig.eos_token_id 1 0 0
attr T5Gemma2TextConfig.vocab_size 1 0 0
attr T5Gemma2TextConfig.max_position_embeddings 1 0 0
attr T5Gemma2TextConfig.hidden_size 1 0 0
attr T5Gemma2TextConfig.intermediate_size 1 0 0
attr T5Gemma2TextConfig.num_hidden_layers 1 0 0
attr T5Gemma2TextConfig.num_attention_heads 1 0 0
attr T5Gemma2TextConfig.head_dim 1 0 0
attr T5Gemma2TextConfig.num_key_value_heads 1 0 0
attr T5Gemma2TextConfig.initializer_range 1 0 0
attr T5Gemma2TextConfig.rms_norm_eps 1 0 0
attr T5Gemma2TextConfig.use_cache 1 0 0
attr T5Gemma2TextConfig.attention_bias 1 0 0
attr T5Gemma2TextConfig.attention_dropout 1 0 0
attr T5Gemma2TextConfig.hidden_activation 1 0 0
attr T5Gemma2TextConfig.query_pre_attn_scalar 1 0 0
attr T5Gemma2TextConfig.sliding_window 1 0 0
attr T5Gemma2TextConfig.final_logit_softcapping 1 0 0
attr T5Gemma2TextConfig.attn_logit_softcapping 1 0 0
attr T5Gemma2TextConfig.layer_types 1 0 0
attr T5Gemma2TextConfig.rope_parameters 1 0 0

transformers.models.t5gemma2.modeling_t5gemma2 (51 missing, 0 any)

Symbol Typable Typed Any
meth T5Gemma2ForConditionalGeneration.init 2 1 0
meth T5Gemma2ForConditionalGeneration.set_output_embeddings 2 0 0
meth T5Gemma2ForConditionalGeneration.get_output_embeddings 1 0 0
meth T5Gemma2ForConditionalGeneration.get_input_embeddings 1 0 0
meth T5Gemma2ForConditionalGeneration.set_input_embeddings 2 0 0
meth T5Gemma2ForConditionalGeneration.get_encoder 1 0 0
meth T5Gemma2ForConditionalGeneration.get_decoder 1 0 0
prop T5Gemma2ForConditionalGeneration.vision_tower 1 0 0
attr T5Gemma2ForConditionalGeneration.model 1 0 0
attr T5Gemma2ForConditionalGeneration.vocab_size 1 0 0
attr T5Gemma2ForConditionalGeneration.lm_head 1 0 0
attr T5Gemma2ForConditionalGeneration.loss_type 1 0 0
meth T5Gemma2ForTokenClassification.init 2 1 0
meth T5Gemma2ForTokenClassification.get_input_embeddings 1 0 0
meth T5Gemma2ForTokenClassification.set_input_embeddings 2 0 0
attr T5Gemma2ForTokenClassification.num_labels 1 0 0
attr T5Gemma2ForTokenClassification.hidden_size 1 0 0
attr T5Gemma2ForTokenClassification.model 1 0 0
attr T5Gemma2ForTokenClassification.score 1 0 0
meth T5Gemma2Model.init 2 1 0
meth T5Gemma2Model.get_encoder 1 0 0
meth T5Gemma2Model.get_decoder 1 0 0
meth T5Gemma2Model.get_input_embeddings 1 0 0
meth T5Gemma2Model.set_input_embeddings 2 0 0
attr T5Gemma2Model.encoder 1 0 0
attr T5Gemma2Model.decoder 1 0 0
meth T5Gemma2PreTrainedModel._init_weights 2 0 0
meth T5Gemma2PreTrainedModel.prepare_decoder_input_ids_from_labels 2 0 0
attr T5Gemma2PreTrainedModel._can_record_outputs 1 0 0
meth T5Gemma2ForSequenceClassification.init 2 1 0
meth T5Gemma2ForSequenceClassification.get_input_embeddings 1 0 0
meth T5Gemma2ForSequenceClassification.set_input_embeddings 2 0 0
attr T5Gemma2ForSequenceClassification.num_labels 1 0 0
attr T5Gemma2ForSequenceClassification.hidden_size 1 0 0
attr T5Gemma2ForSequenceClassification.model 1 0 0
attr T5Gemma2ForSequenceClassification.score 1 0 0
meth T5Gemma2Encoder.init 3 2 0
meth T5Gemma2Encoder.get_input_embeddings 1 0 0
meth T5Gemma2Encoder.set_input_embeddings 2 0 0
meth T5Gemma2Encoder.get_image_placeholder_mask 4 3 0
attr T5Gemma2Encoder.text_model 1 0 0
attr T5Gemma2Encoder.vision_tower 1 0 0
attr T5Gemma2Encoder.multi_modal_projector 1 0 0

transformers.models.t5gemma2.modular_t5gemma2 (110 missing, 0 any)

Symbol Typable Typed Any
meth T5Gemma2ForConditionalGeneration.init 2 1 0
meth T5Gemma2ForConditionalGeneration.set_output_embeddings 2 0 0
meth T5Gemma2ForConditionalGeneration.get_output_embeddings 1 0 0
meth T5Gemma2ForConditionalGeneration.get_input_embeddings 1 0 0
meth T5Gemma2ForConditionalGeneration.set_input_embeddings 2 0 0
meth T5Gemma2ForConditionalGeneration.get_encoder 1 0 0
meth T5Gemma2ForConditionalGeneration.get_decoder 1 0 0
prop T5Gemma2ForConditionalGeneration.vision_tower 1 0 0
attr T5Gemma2ForConditionalGeneration.model 1 0 0
attr T5Gemma2ForConditionalGeneration.vocab_size 1 0 0
attr T5Gemma2ForConditionalGeneration.lm_head 1 0 0
attr T5Gemma2ForConditionalGeneration.loss_type 1 0 0
meth T5Gemma2Model.init 2 1 0
meth T5Gemma2Model.get_encoder 1 0 0
meth T5Gemma2Model.get_decoder 1 0 0
meth T5Gemma2Model.get_input_embeddings 1 0 0
meth T5Gemma2Model.set_input_embeddings 2 0 0
attr T5Gemma2Model.encoder 1 0 0
attr T5Gemma2Model.decoder 1 0 0
meth T5Gemma2PreTrainedModel._init_weights 2 0 0
meth T5Gemma2PreTrainedModel.prepare_decoder_input_ids_from_labels 2 0 0
attr T5Gemma2PreTrainedModel._can_record_outputs 1 0 0
meth T5Gemma2Encoder.init 3 2 0
meth T5Gemma2Encoder.get_input_embeddings 1 0 0
meth T5Gemma2Encoder.set_input_embeddings 2 0 0
meth T5Gemma2Encoder.get_image_placeholder_mask 4 3 0
attr T5Gemma2Encoder.text_model 1 0 0
attr T5Gemma2Encoder.vision_tower 1 0 0
attr T5Gemma2Encoder.multi_modal_projector 1 0 0
meth T5Gemma2DecoderConfig.init 25 23 0
attr T5Gemma2DecoderConfig.pad_token_id 1 0 0
attr T5Gemma2DecoderConfig.bos_token_id 1 0 0
attr T5Gemma2DecoderConfig.eos_token_id 1 0 0
attr T5Gemma2DecoderConfig.vocab_size 1 0 0
attr T5Gemma2DecoderConfig.max_position_embeddings 1 0 0
attr T5Gemma2DecoderConfig.hidden_size 1 0 0
attr T5Gemma2DecoderConfig.intermediate_size 1 0 0
attr T5Gemma2DecoderConfig.num_hidden_layers 1 0 0
attr T5Gemma2DecoderConfig.num_attention_heads 1 0 0
attr T5Gemma2DecoderConfig.head_dim 1 0 0
attr T5Gemma2DecoderConfig.num_key_value_heads 1 0 0
attr T5Gemma2DecoderConfig.initializer_range 1 0 0
attr T5Gemma2DecoderConfig.rms_norm_eps 1 0 0
attr T5Gemma2DecoderConfig.use_cache 1 0 0
attr T5Gemma2DecoderConfig.attention_bias 1 0 0
attr T5Gemma2DecoderConfig.attention_dropout 1 0 0
attr T5Gemma2DecoderConfig.hidden_activation 1 0 0
attr T5Gemma2DecoderConfig.query_pre_attn_scalar 1 0 0
attr T5Gemma2DecoderConfig.sliding_window 1 0 0
attr T5Gemma2DecoderConfig.final_logit_softcapping 1 0 0
attr T5Gemma2DecoderConfig.attn_logit_softcapping 1 0 0
attr T5Gemma2DecoderConfig.layer_types 1 0 0
attr T5Gemma2DecoderConfig.rope_parameters 1 0 0
meth T5Gemma2Config.init 11 9 0
attr T5Gemma2Config.encoder 1 0 0
attr T5Gemma2Config.decoder 1 0 0
attr T5Gemma2Config.classifier_dropout_rate 1 0 0
attr T5Gemma2Config.initializer_range 1 0 0
attr T5Gemma2Config.eoi_token_index 1 0 0
attr T5Gemma2Config.image_token_index 1 0 0
attr T5Gemma2Config.tie_word_embeddings 1 0 0
meth T5Gemma2TextConfig.init 25 23 0
attr T5Gemma2TextConfig.pad_token_id 1 0 0
attr T5Gemma2TextConfig.bos_token_id 1 0 0
attr T5Gemma2TextConfig.eos_token_id 1 0 0
attr T5Gemma2TextConfig.vocab_size 1 0 0
attr T5Gemma2TextConfig.max_position_embeddings 1 0 0
attr T5Gemma2TextConfig.hidden_size 1 0 0
attr T5Gemma2TextConfig.intermediate_size 1 0 0
attr T5Gemma2TextConfig.num_hidden_layers 1 0 0
attr T5Gemma2TextConfig.num_attention_heads 1 0 0
attr T5Gemma2TextConfig.head_dim 1 0 0
attr T5Gemma2TextConfig.num_key_value_heads 1 0 0
attr T5Gemma2TextConfig.initializer_range 1 0 0
attr T5Gemma2TextConfig.rms_norm_eps 1 0 0
attr T5Gemma2TextConfig.use_cache 1 0 0
attr T5Gemma2TextConfig.attention_bias 1 0 0
attr T5Gemma2TextConfig.attention_dropout 1 0 0
attr T5Gemma2TextConfig.hidden_activation 1 0 0
attr T5Gemma2TextConfig.query_pre_attn_scalar 1 0 0
attr T5Gemma2TextConfig.sliding_window 1 0 0
attr T5Gemma2TextConfig.final_logit_softcapping 1 0 0
attr T5Gemma2TextConfig.attn_logit_softcapping 1 0 0
attr T5Gemma2TextConfig.layer_types 1 0 0
attr T5Gemma2TextConfig.rope_parameters 1 0 0
meth T5Gemma2ForTokenClassification.init 2 1 0
meth T5Gemma2ForTokenClassification.get_input_embeddings 1 0 0
meth T5Gemma2ForTokenClassification.set_input_embeddings 2 0 0
attr T5Gemma2ForTokenClassification.num_labels 1 0 0
attr T5Gemma2ForTokenClassification.hidden_size 1 0 0
attr T5Gemma2ForTokenClassification.model 1 0 0
attr T5Gemma2ForTokenClassification.score 1 0 0
meth T5Gemma2ForSequenceClassification.init 2 1 0
meth T5Gemma2ForSequenceClassification.get_input_embeddings 1 0 0
meth T5Gemma2ForSequenceClassification.set_input_embeddings 2 0 0
attr T5Gemma2ForSequenceClassification.num_labels 1 0 0
attr T5Gemma2ForSequenceClassification.hidden_size 1 0 0
attr T5Gemma2ForSequenceClassification.model 1 0 0
attr T5Gemma2ForSequenceClassification.score 1 0 0

transformers.models.table_transformer.configuration_table_transformer (61 missing, 0 any)

Symbol Typable Typed Any
meth TableTransformerConfig.init 32 0 0
attr TableTransformerConfig.backbone_config 1 0 0
attr TableTransformerConfig.num_channels 1 0 0
attr TableTransformerConfig.num_queries 1 0 0
attr TableTransformerConfig.d_model 1 0 0
attr TableTransformerConfig.encoder_ffn_dim 1 0 0
attr TableTransformerConfig.encoder_layers 1 0 0
attr TableTransformerConfig.encoder_attention_heads 1 0 0
attr TableTransformerConfig.decoder_ffn_dim 1 0 0
attr TableTransformerConfig.decoder_layers 1 0 0
attr TableTransformerConfig.decoder_attention_heads 1 0 0
attr TableTransformerConfig.dropout 1 0 0
attr TableTransformerConfig.attention_dropout 1 0 0
attr TableTransformerConfig.activation_dropout 1 0 0
attr TableTransformerConfig.activation_function 1 0 0
attr TableTransformerConfig.init_std 1 0 0
attr TableTransformerConfig.init_xavier_std 1 0 0
attr TableTransformerConfig.encoder_layerdrop 1 0 0
attr TableTransformerConfig.decoder_layerdrop 1 0 0
attr TableTransformerConfig.num_hidden_layers 1 0 0
attr TableTransformerConfig.auxiliary_loss 1 0 0
attr TableTransformerConfig.position_embedding_type 1 0 0
attr TableTransformerConfig.class_cost 1 0 0
attr TableTransformerConfig.bbox_cost 1 0 0
attr TableTransformerConfig.giou_cost 1 0 0
attr TableTransformerConfig.mask_loss_coefficient 1 0 0
attr TableTransformerConfig.dice_loss_coefficient 1 0 0
attr TableTransformerConfig.bbox_loss_coefficient 1 0 0
attr TableTransformerConfig.giou_loss_coefficient 1 0 0
attr TableTransformerConfig.eos_coefficient 1 0 0

transformers.models.table_transformer.modeling_table_transformer (16 missing, 0 any)

Symbol Typable Typed Any
meth TableTransformerPreTrainedModel._init_weights 2 0 0
meth TableTransformerForObjectDetection.init 2 1 0
meth TableTransformerForObjectDetection.forward 12 11 0
attr TableTransformerForObjectDetection.model 1 0 0
attr TableTransformerForObjectDetection.class_labels_classifier 1 0 0
attr TableTransformerForObjectDetection.bbox_predictor 1 0 0
meth TableTransformerModel.init 2 1 0
meth TableTransformerModel.freeze_backbone 1 0 0
meth TableTransformerModel.unfreeze_backbone 1 0 0
meth TableTransformerModel.forward 11 10 0
attr TableTransformerModel.backbone 1 0 0
attr TableTransformerModel.input_projection 1 0 0
attr TableTransformerModel.query_position_embeddings 1 0 0
attr TableTransformerModel.encoder 1 0 0
attr TableTransformerModel.decoder 1 0 0

transformers.models.tapas.configuration_tapas (86 missing, 0 any)

Symbol Typable Typed Any
meth TapasConfig.init 44 0 0
attr TapasConfig.is_decoder 1 0 0
attr TapasConfig.add_cross_attention 1 0 0
attr TapasConfig.tie_word_embeddings 1 0 0
attr TapasConfig.pad_token_id 1 0 0
attr TapasConfig.bos_token_id 1 0 0
attr TapasConfig.eos_token_id 1 0 0
attr TapasConfig.vocab_size 1 0 0
attr TapasConfig.hidden_size 1 0 0
attr TapasConfig.num_hidden_layers 1 0 0
attr TapasConfig.num_attention_heads 1 0 0
attr TapasConfig.hidden_act 1 0 0
attr TapasConfig.intermediate_size 1 0 0
attr TapasConfig.hidden_dropout_prob 1 0 0
attr TapasConfig.attention_probs_dropout_prob 1 0 0
attr TapasConfig.max_position_embeddings 1 0 0
attr TapasConfig.type_vocab_sizes 1 0 0
attr TapasConfig.initializer_range 1 0 0
attr TapasConfig.layer_norm_eps 1 0 0
attr TapasConfig.positive_label_weight 1 0 0
attr TapasConfig.num_aggregation_labels 1 0 0
attr TapasConfig.aggregation_loss_weight 1 0 0
attr TapasConfig.use_answer_as_supervision 1 0 0
attr TapasConfig.answer_loss_importance 1 0 0
attr TapasConfig.use_normalized_answer_loss 1 0 0
attr TapasConfig.huber_loss_delta 1 0 0
attr TapasConfig.temperature 1 0 0
attr TapasConfig.aggregation_temperature 1 0 0
attr TapasConfig.use_gumbel_for_cells 1 0 0
attr TapasConfig.use_gumbel_for_aggregation 1 0 0
attr TapasConfig.average_approximation_function 1 0 0
attr TapasConfig.cell_selection_preference 1 0 0
attr TapasConfig.answer_loss_cutoff 1 0 0
attr TapasConfig.max_num_rows 1 0 0
attr TapasConfig.max_num_columns 1 0 0
attr TapasConfig.average_logits_per_cell 1 0 0
attr TapasConfig.select_one_column 1 0 0
attr TapasConfig.allow_empty_column_selection 1 0 0
attr TapasConfig.init_cell_selection_weights_to_zero 1 0 0
attr TapasConfig.reset_position_index_per_cell 1 0 0
attr TapasConfig.disable_per_token_loss 1 0 0
attr TapasConfig.aggregation_labels 1 0 0
attr TapasConfig.no_aggregation_label_index 1 0 0

transformers.models.tapas.modeling_tapas (36 missing, 0 any)

Symbol Typable Typed Any
meth TapasForMaskedLM.init 2 0 0
meth TapasForMaskedLM.get_output_embeddings 1 0 0
meth TapasForMaskedLM.set_output_embeddings 2 0 0
meth TapasForMaskedLM.forward 13 12 0
attr TapasForMaskedLM.tapas 1 0 0
attr TapasForMaskedLM.cls 1 0 0
meth TapasPreTrainedModel._init_weights 2 0 0
meth TapasForSequenceClassification.init 2 0 0
meth TapasForSequenceClassification.forward 11 10 0
attr TapasForSequenceClassification.num_labels 1 0 0
attr TapasForSequenceClassification.tapas 1 0 0
attr TapasForSequenceClassification.dropout 1 0 0
attr TapasForSequenceClassification.classifier 1 0 0
meth TapasForQuestionAnswering.init 2 1 0
meth TapasForQuestionAnswering.forward 16 15 0
attr TapasForQuestionAnswering.tapas 1 0 0
attr TapasForQuestionAnswering.dropout 1 0 0
attr TapasForQuestionAnswering.output_bias 1 0 0
attr TapasForQuestionAnswering.column_output_bias 1 0 0
attr TapasForQuestionAnswering.output_weights 1 0 0
attr TapasForQuestionAnswering.column_output_weights 1 0 0
attr TapasForQuestionAnswering.aggregation_classifier 1 0 0
meth TapasModel.init 3 0 0
meth TapasModel.get_input_embeddings 1 0 0
meth TapasModel.set_input_embeddings 2 0 0
meth TapasModel.forward 12 11 0
attr TapasModel.embeddings 1 0 0
attr TapasModel.encoder 1 0 0
attr TapasModel.pooler 1 0 0

transformers.models.tapas.tokenization_tapas (164 missing, 0 any)

Symbol Typable Typed Any
meth TapasTokenizer.init 24 7 0
meth TapasTokenizer.get_vocab 1 0 0
meth TapasTokenizer._tokenize 2 0 0
meth TapasTokenizer._convert_token_to_id 2 0 0
meth TapasTokenizer._convert_id_to_token 2 0 0
meth TapasTokenizer.convert_tokens_to_string 2 0 0
meth TapasTokenizer.call 20 19 0
meth TapasTokenizer.batch_encode_plus 20 19 0
meth TapasTokenizer._get_question_tokens 2 0 0
meth TapasTokenizer._batch_encode_plus 20 18 0
meth TapasTokenizer._batch_prepare_for_model 22 21 0
meth TapasTokenizer.encode 9 8 0
meth TapasTokenizer.encode_plus 19 18 0
meth TapasTokenizer._encode_plus 19 17 0
meth TapasTokenizer.prepare_for_model 22 21 0
meth TapasTokenizer._tokenize_table 2 0 0
meth TapasTokenizer._question_encoding_cost 2 0 0
meth TapasTokenizer._get_token_budget 3 0 0
meth TapasTokenizer._get_table_values 5 1 0
meth TapasTokenizer._get_table_boundaries 2 0 0
meth TapasTokenizer._get_table_cost 5 0 0
meth TapasTokenizer._get_max_num_tokens 6 0 0
meth TapasTokenizer._get_num_columns 2 0 0
meth TapasTokenizer._get_num_rows 3 0 0
meth TapasTokenizer._serialize_text 2 0 0
meth TapasTokenizer._serialize 6 0 0
meth TapasTokenizer._get_column_values 3 0 0
meth TapasTokenizer._get_cell_token_indexes 5 0 0
meth TapasTokenizer._get_numeric_column_ranks 4 0 0
meth TapasTokenizer._get_numeric_sort_key_fn 3 0 0
meth TapasTokenizer._get_numeric_relations 5 0 0
meth TapasTokenizer._get_numeric_values 4 0 0
meth TapasTokenizer._get_numeric_values_scale 4 0 0
meth TapasTokenizer._pad_to_seq_length 2 0 0
meth TapasTokenizer._get_all_answer_ids_from_coordinates 4 0 0
meth TapasTokenizer._get_all_answer_ids 4 0 0
meth TapasTokenizer._find_tokens 3 0 0
meth TapasTokenizer._find_answer_coordinates_from_answer_text 3 0 0
meth TapasTokenizer._find_answer_ids_from_answer_texts 5 0 0
meth TapasTokenizer._get_answer_ids 4 0 0
meth TapasTokenizer.get_answer_ids 6 0 0
meth TapasTokenizer._get_cell_token_probs 5 0 0
meth TapasTokenizer._get_mean_cell_probs 5 0 0
meth TapasTokenizer.convert_logits_to_predictions 5 0 0
prop TapasTokenizer.do_lower_case 1 0 0
prop TapasTokenizer.vocab_size 1 0 0
attr TapasTokenizer.vocab 1 0 0
attr TapasTokenizer.ids_to_tokens 1 0 0
attr TapasTokenizer.do_basic_tokenize 1 0 0
attr TapasTokenizer.wordpiece_tokenizer 1 0 0
attr TapasTokenizer.cell_trim_length 1 0 0
attr TapasTokenizer.max_column_id 1 0 0
attr TapasTokenizer.max_row_id 1 0 0
attr TapasTokenizer.strip_column_names 1 0 0
attr TapasTokenizer.update_answer_coordinates 1 0 0
attr TapasTokenizer.min_question_length 1 0 0
attr TapasTokenizer.max_question_length 1 0 0
attr TapasTokenizer.basic_tokenizer 1 0 0
attr TapasTokenizer.tokens_trie 1 0 0

transformers.models.textnet.configuration_textnet (28 missing, 0 any)

Symbol Typable Typed Any
meth TextNetConfig.init 15 0 0
attr TextNetConfig.stem_kernel_size 1 0 0
attr TextNetConfig.stem_stride 1 0 0
attr TextNetConfig.stem_num_channels 1 0 0
attr TextNetConfig.stem_out_channels 1 0 0
attr TextNetConfig.stem_act_func 1 0 0
attr TextNetConfig.image_size 1 0 0
attr TextNetConfig.conv_layer_kernel_sizes 1 0 0
attr TextNetConfig.conv_layer_strides 1 0 0
attr TextNetConfig.initializer_range 1 0 0
attr TextNetConfig.hidden_sizes 1 0 0
attr TextNetConfig.batch_norm_eps 1 0 0
attr TextNetConfig.depths 1 0 0
attr TextNetConfig.stage_names 1 0 0

transformers.models.textnet.image_processing_textnet (15 missing, 0 any)

Symbol Typable Typed Any
meth TextNetImageProcessor.init 14 13 0
meth TextNetImageProcessor.resize 7 6 0
meth TextNetImageProcessor.preprocess 18 17 0
attr TextNetImageProcessor.do_resize 1 0 0
attr TextNetImageProcessor.size 1 0 0
attr TextNetImageProcessor.size_divisor 1 0 0
attr TextNetImageProcessor.resample 1 0 0
attr TextNetImageProcessor.do_center_crop 1 0 0
attr TextNetImageProcessor.crop_size 1 0 0
attr TextNetImageProcessor.do_rescale 1 0 0
attr TextNetImageProcessor.rescale_factor 1 0 0
attr TextNetImageProcessor.do_normalize 1 0 0
attr TextNetImageProcessor.image_mean 1 0 0
attr TextNetImageProcessor.image_std 1 0 0
attr TextNetImageProcessor.do_convert_rgb 1 0 0

transformers.models.textnet.image_processing_textnet_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth TextNetImageProcessorFast.resize 7 6 0
meth TextNetImageProcessorFast._preprocess 16 15 0

transformers.models.textnet.modeling_textnet (20 missing, 0 any)

Symbol Typable Typed Any
meth TextNetBackbone.init 2 0 0
meth TextNetBackbone.forward 5 4 0
attr TextNetBackbone.textnet 1 0 0
attr TextNetBackbone.num_features 1 0 0
meth TextNetForImageClassification.init 2 0 0
meth TextNetForImageClassification.forward 6 5 0
attr TextNetForImageClassification.num_labels 1 0 0
attr TextNetForImageClassification.textnet 1 0 0
attr TextNetForImageClassification.avg_pool 1 0 0
attr TextNetForImageClassification.flatten 1 0 0
attr TextNetForImageClassification.fc 1 0 0
attr TextNetForImageClassification.classifier 1 0 0
meth TextNetModel.init 2 0 0
meth TextNetModel.forward 5 4 0
attr TextNetModel.stem 1 0 0
attr TextNetModel.encoder 1 0 0
attr TextNetModel.pooler 1 0 0

transformers.models.time_series_transformer.configuration_time_series_transformer (33 missing, 0 any)

Symbol Typable Typed Any
meth TimeSeriesTransformerConfig.init 32 29 0
attr TimeSeriesTransformerConfig.prediction_length 1 0 0
attr TimeSeriesTransformerConfig.context_length 1 0 0
attr TimeSeriesTransformerConfig.distribution_output 1 0 0
attr TimeSeriesTransformerConfig.loss 1 0 0
attr TimeSeriesTransformerConfig.input_size 1 0 0
attr TimeSeriesTransformerConfig.num_time_features 1 0 0
attr TimeSeriesTransformerConfig.lags_sequence 1 0 0
attr TimeSeriesTransformerConfig.scaling 1 0 0
attr TimeSeriesTransformerConfig.num_dynamic_real_features 1 0 0
attr TimeSeriesTransformerConfig.num_static_real_features 1 0 0
attr TimeSeriesTransformerConfig.num_static_categorical_features 1 0 0
attr TimeSeriesTransformerConfig.num_parallel_samples 1 0 0
attr TimeSeriesTransformerConfig.feature_size 1 0 0
attr TimeSeriesTransformerConfig.d_model 1 0 0
attr TimeSeriesTransformerConfig.encoder_attention_heads 1 0 0
attr TimeSeriesTransformerConfig.decoder_attention_heads 1 0 0
attr TimeSeriesTransformerConfig.encoder_ffn_dim 1 0 0
attr TimeSeriesTransformerConfig.decoder_ffn_dim 1 0 0
attr TimeSeriesTransformerConfig.encoder_layers 1 0 0
attr TimeSeriesTransformerConfig.decoder_layers 1 0 0
attr TimeSeriesTransformerConfig.dropout 1 0 0
attr TimeSeriesTransformerConfig.attention_dropout 1 0 0
attr TimeSeriesTransformerConfig.activation_dropout 1 0 0
attr TimeSeriesTransformerConfig.encoder_layerdrop 1 0 0
attr TimeSeriesTransformerConfig.decoder_layerdrop 1 0 0
attr TimeSeriesTransformerConfig.activation_function 1 0 0
attr TimeSeriesTransformerConfig.init_std 1 0 0
attr TimeSeriesTransformerConfig.use_cache 1 0 0
attr TimeSeriesTransformerConfig.cardinality 1 0 0
attr TimeSeriesTransformerConfig.embedding_dimension 1 0 0

transformers.models.time_series_transformer.modeling_time_series_transformer (22 missing, 0 any)

Symbol Typable Typed Any
meth TimeSeriesTransformerModel.init 2 1 0
meth TimeSeriesTransformerModel.create_network_inputs 8 7 0
meth TimeSeriesTransformerModel.forward 17 16 0
attr TimeSeriesTransformerModel.encoder 1 0 0
attr TimeSeriesTransformerModel.decoder 1 0 0
attr TimeSeriesTransformerModel.scaler 1 0 0
attr TimeSeriesTransformerModel.embedder 1 0 0
meth TimeSeriesTransformerForPrediction.init 2 1 0
meth TimeSeriesTransformerForPrediction.output_params 2 0 0
meth TimeSeriesTransformerForPrediction.output_distribution 5 1 0
meth TimeSeriesTransformerForPrediction.forward 18 17 0
attr TimeSeriesTransformerForPrediction.model 1 0 0
attr TimeSeriesTransformerForPrediction.parameter_projection 1 0 0
attr TimeSeriesTransformerForPrediction.target_shape 1 0 0
attr TimeSeriesTransformerForPrediction.distribution_output 1 0 0
attr TimeSeriesTransformerForPrediction.loss 1 0 0
meth TimeSeriesTransformerPreTrainedModel._init_weights 2 0 0

transformers.models.timesfm.configuration_timesfm (20 missing, 0 any)

Symbol Typable Typed Any
meth TimesFmConfig.init 20 18 0
attr TimesFmConfig.patch_length 1 0 0
attr TimesFmConfig.context_length 1 0 0
attr TimesFmConfig.horizon_length 1 0 0
attr TimesFmConfig.quantiles 1 0 0
attr TimesFmConfig.pad_val 1 0 0
attr TimesFmConfig.freq_size 1 0 0
attr TimesFmConfig.hidden_size 1 0 0
attr TimesFmConfig.intermediate_size 1 0 0
attr TimesFmConfig.head_dim 1 0 0
attr TimesFmConfig.num_hidden_layers 1 0 0
attr TimesFmConfig.num_attention_heads 1 0 0
attr TimesFmConfig.tolerance 1 0 0
attr TimesFmConfig.rms_norm_eps 1 0 0
attr TimesFmConfig.attention_dropout 1 0 0
attr TimesFmConfig.use_positional_embedding 1 0 0
attr TimesFmConfig.initializer_range 1 0 0
attr TimesFmConfig.min_timescale 1 0 0
attr TimesFmConfig.max_timescale 1 0 0

transformers.models.timesfm.modeling_timesfm (14 missing, 0 any)

Symbol Typable Typed Any
meth TimesFmModel.init 2 1 0
meth TimesFmModel.forward 7 6 0
attr TimesFmModel.input_ff_layer 1 0 0
attr TimesFmModel.freq_emb 1 0 0
attr TimesFmModel.layers 1 0 0
attr TimesFmModel.position_emb 1 0 0
meth TimesFmPreTrainedModel._init_weights 2 0 0
meth TimesFmModelForPrediction.init 2 1 0
meth TimesFmModelForPrediction.forward 11 10 0
attr TimesFmModelForPrediction.context_len 1 0 0
attr TimesFmModelForPrediction.horizon_len 1 0 0
attr TimesFmModelForPrediction.decoder 1 0 0
attr TimesFmModelForPrediction.horizon_ff_layer 1 0 0

transformers.models.timesfm.modular_timesfm (14 missing, 0 any)

Symbol Typable Typed Any
meth TimesFmModel.init 2 1 0
meth TimesFmModel.forward 7 6 0
attr TimesFmModel.input_ff_layer 1 0 0
attr TimesFmModel.freq_emb 1 0 0
attr TimesFmModel.layers 1 0 0
attr TimesFmModel.position_emb 1 0 0
meth TimesFmPreTrainedModel._init_weights 2 0 0
meth TimesFmModelForPrediction.init 2 1 0
meth TimesFmModelForPrediction.forward 11 10 0
attr TimesFmModelForPrediction.context_len 1 0 0
attr TimesFmModelForPrediction.horizon_len 1 0 0
attr TimesFmModelForPrediction.decoder 1 0 0
attr TimesFmModelForPrediction.horizon_ff_layer 1 0 0

transformers.models.timesfm2_5.configuration_timesfm2_5 (25 missing, 0 any)

Symbol Typable Typed Any
meth TimesFm2_5Config.init 25 23 0
attr TimesFm2_5Config.num_key_value_heads 1 0 0
attr TimesFm2_5Config.attention_bias 1 0 0
attr TimesFm2_5Config.output_quantile_len 1 0 0
attr TimesFm2_5Config.decode_index 1 0 0
attr TimesFm2_5Config.use_bias 1 0 0
attr TimesFm2_5Config.activation 1 0 0
attr TimesFm2_5Config.use_continuous_quantile_head 1 0 0
attr TimesFm2_5Config.force_flip_invariance 1 0 0
attr TimesFm2_5Config.infer_is_positive 1 0 0
attr TimesFm2_5Config.max_position_embeddings 1 0 0
attr TimesFm2_5Config.rope_parameters 1 0 0
attr TimesFm2_5Config.patch_length 1 0 0
attr TimesFm2_5Config.context_length 1 0 0
attr TimesFm2_5Config.horizon_length 1 0 0
attr TimesFm2_5Config.quantiles 1 0 0
attr TimesFm2_5Config.hidden_size 1 0 0
attr TimesFm2_5Config.intermediate_size 1 0 0
attr TimesFm2_5Config.head_dim 1 0 0
attr TimesFm2_5Config.num_hidden_layers 1 0 0
attr TimesFm2_5Config.num_attention_heads 1 0 0
attr TimesFm2_5Config.rms_norm_eps 1 0 0
attr TimesFm2_5Config.attention_dropout 1 0 0
attr TimesFm2_5Config.initializer_range 1 0 0

transformers.models.timesfm2_5.modeling_timesfm2_5 (14 missing, 0 any)

Symbol Typable Typed Any
meth TimesFm2_5Model.init 2 1 0
attr TimesFm2_5Model.tolerance 1 0 0
attr TimesFm2_5Model.input_ff_layer 1 0 0
attr TimesFm2_5Model.layers 1 0 0
attr TimesFm2_5Model.rotary_emb 1 0 0
attr TimesFm2_5Model.gradient_checkpointing 1 0 0
meth TimesFm2_5ModelForPrediction.init 2 1 0
attr TimesFm2_5ModelForPrediction.context_len 1 0 0
attr TimesFm2_5ModelForPrediction.horizon_len 1 0 0
attr TimesFm2_5ModelForPrediction.model 1 0 0
attr TimesFm2_5ModelForPrediction.output_projection_point 1 0 0
attr TimesFm2_5ModelForPrediction.output_projection_quantiles 1 0 0
meth TimesFm2_5PreTrainedModel._init_weights 2 0 0

transformers.models.timesfm2_5.modular_timesfm2_5 (27 missing, 0 any)

Symbol Typable Typed Any
meth TimesFm2_5Model.init 2 1 0
attr TimesFm2_5Model.config 1 0 0
attr TimesFm2_5Model.tolerance 1 0 0
attr TimesFm2_5Model.input_ff_layer 1 0 0
attr TimesFm2_5Model.layers 1 0 0
attr TimesFm2_5Model.rotary_emb 1 0 0
attr TimesFm2_5Model.gradient_checkpointing 1 0 0
meth TimesFm2_5ModelForPrediction.init 2 1 0
attr TimesFm2_5ModelForPrediction.config 1 0 0
attr TimesFm2_5ModelForPrediction.context_len 1 0 0
attr TimesFm2_5ModelForPrediction.horizon_len 1 0 0
attr TimesFm2_5ModelForPrediction.model 1 0 0
attr TimesFm2_5ModelForPrediction.output_projection_point 1 0 0
attr TimesFm2_5ModelForPrediction.output_projection_quantiles 1 0 0
meth TimesFm2_5Config.init 25 23 0
attr TimesFm2_5Config.num_key_value_heads 1 0 0
attr TimesFm2_5Config.attention_bias 1 0 0
attr TimesFm2_5Config.output_quantile_len 1 0 0
attr TimesFm2_5Config.decode_index 1 0 0
attr TimesFm2_5Config.use_bias 1 0 0
attr TimesFm2_5Config.activation 1 0 0
attr TimesFm2_5Config.use_continuous_quantile_head 1 0 0
attr TimesFm2_5Config.force_flip_invariance 1 0 0
attr TimesFm2_5Config.infer_is_positive 1 0 0
attr TimesFm2_5Config.max_position_embeddings 1 0 0
attr TimesFm2_5Config.rope_parameters 1 0 0

transformers.models.timesformer.configuration_timesformer (34 missing, 0 any)

Symbol Typable Typed Any
meth TimesformerConfig.init 18 0 0
attr TimesformerConfig.image_size 1 0 0
attr TimesformerConfig.patch_size 1 0 0
attr TimesformerConfig.num_channels 1 0 0
attr TimesformerConfig.num_frames 1 0 0
attr TimesformerConfig.hidden_size 1 0 0
attr TimesformerConfig.num_hidden_layers 1 0 0
attr TimesformerConfig.num_attention_heads 1 0 0
attr TimesformerConfig.intermediate_size 1 0 0
attr TimesformerConfig.hidden_act 1 0 0
attr TimesformerConfig.hidden_dropout_prob 1 0 0
attr TimesformerConfig.attention_probs_dropout_prob 1 0 0
attr TimesformerConfig.initializer_range 1 0 0
attr TimesformerConfig.layer_norm_eps 1 0 0
attr TimesformerConfig.qkv_bias 1 0 0
attr TimesformerConfig.attention_type 1 0 0
attr TimesformerConfig.drop_path_rate 1 0 0

transformers.models.timesformer.modeling_timesformer (15 missing, 0 any)

Symbol Typable Typed Any
meth TimesformerModel.init 2 0 0
meth TimesformerModel.get_input_embeddings 1 0 0
meth TimesformerModel.forward 6 5 0
attr TimesformerModel.embeddings 1 0 0
attr TimesformerModel.encoder 1 0 0
attr TimesformerModel.layernorm 1 0 0
meth TimesformerPreTrainedModel._init_weights 2 0 0
meth TimesformerForVideoClassification.init 2 0 0
meth TimesformerForVideoClassification.forward 7 6 0
attr TimesformerForVideoClassification.num_labels 1 0 0
attr TimesformerForVideoClassification.timesformer 1 0 0
attr TimesformerForVideoClassification.classifier 1 0 0

transformers.models.timm_backbone.configuration_timm_backbone (16 missing, 0 any)

Symbol Typable Typed Any
meth TimmBackboneConfig.init 8 0 0
prop TimmBackboneConfig.out_indices 2 1 0
prop TimmBackboneConfig.out_features 2 1 0
attr TimmBackboneConfig.backbone 1 0 0
attr TimmBackboneConfig.num_channels 1 0 0
attr TimmBackboneConfig.features_only 1 0 0
attr TimmBackboneConfig.out_indices 1 0 0
attr TimmBackboneConfig.output_stride 1 0 0
attr TimmBackboneConfig.freeze_batch_norm_2d 1 0 0

transformers.models.timm_backbone.modeling_timm_backbone (12 missing, 0 any)

Symbol Typable Typed Any
meth TimmBackbone.init 3 0 0
meth TimmBackbone.from_pretrained 4 0 0
meth TimmBackbone.freeze_batch_norm_2d 1 0 0
meth TimmBackbone.unfreeze_batch_norm_2d 1 0 0
meth TimmBackbone._init_weights 2 0 0
meth TimmBackbone.forward 6 5 0

transformers.models.timm_wrapper.configuration_timm_wrapper (8 missing, 0 any)

Symbol Typable Typed Any
meth TimmWrapperConfig.init 6 4 0
meth TimmWrapperConfig.from_dict 3 1 0
attr TimmWrapperConfig.architecture 1 0 0
attr TimmWrapperConfig.initializer_range 1 0 0
attr TimmWrapperConfig.do_pooling 1 0 0
attr TimmWrapperConfig.model_args 1 0 0

transformers.models.timm_wrapper.image_processing_timm_wrapper (9 missing, 0 any)

Symbol Typable Typed Any
meth TimmWrapperImageProcessor.init 4 2 0
meth TimmWrapperImageProcessor.get_image_processor_dict 3 2 0
meth TimmWrapperImageProcessor.save_pretrained 3 0 0
attr TimmWrapperImageProcessor.data_config 1 0 0
attr TimmWrapperImageProcessor.val_transforms 1 0 0
attr TimmWrapperImageProcessor.train_transforms 1 0 0

transformers.models.timm_wrapper.modeling_timm_wrapper (22 missing, 0 any)

Symbol Typable Typed Any
meth TimmWrapperForImageClassification.init 2 1 0
meth TimmWrapperForImageClassification.forward 7 6 0
attr TimmWrapperForImageClassification.timm_model 1 0 0
attr TimmWrapperForImageClassification.num_labels 1 0 0
meth TimmWrapperPreTrainedModel.post_init 1 0 0
meth TimmWrapperPreTrainedModel.load_state_dict 4 0 0
meth TimmWrapperPreTrainedModel._init_weights 2 0 0
meth TimmWrapperPreTrainedModel._timm_model_supports_gradient_checkpointing 1 0 0
meth TimmWrapperPreTrainedModel._set_gradient_checkpointing 4 1 0
meth TimmWrapperPreTrainedModel.get_input_embeddings 1 0 0
meth TimmWrapperPreTrainedModel.set_input_embeddings 2 0 0
meth TimmWrapperModel.init 2 1 0
meth TimmWrapperModel.forward 8 7 0
attr TimmWrapperModel.features_only 1 0 0
attr TimmWrapperModel.timm_model 1 0 0

transformers.models.trocr.configuration_trocr (48 missing, 0 any)

Symbol Typable Typed Any
meth TrOCRConfig.init 25 0 0
attr TrOCRConfig.cross_attention_hidden_size 1 0 0
attr TrOCRConfig.is_decoder 1 0 0
attr TrOCRConfig.tie_word_embeddings 1 0 0
attr TrOCRConfig.vocab_size 1 0 0
attr TrOCRConfig.d_model 1 0 0
attr TrOCRConfig.decoder_layers 1 0 0
attr TrOCRConfig.decoder_attention_heads 1 0 0
attr TrOCRConfig.decoder_ffn_dim 1 0 0
attr TrOCRConfig.activation_function 1 0 0
attr TrOCRConfig.max_position_embeddings 1 0 0
attr TrOCRConfig.dropout 1 0 0
attr TrOCRConfig.attention_dropout 1 0 0
attr TrOCRConfig.activation_dropout 1 0 0
attr TrOCRConfig.init_std 1 0 0
attr TrOCRConfig.decoder_layerdrop 1 0 0
attr TrOCRConfig.use_cache 1 0 0
attr TrOCRConfig.scale_embedding 1 0 0
attr TrOCRConfig.use_learned_position_embeddings 1 0 0
attr TrOCRConfig.layernorm_embedding 1 0 0
attr TrOCRConfig.pad_token_id 1 0 0
attr TrOCRConfig.bos_token_id 1 0 0
attr TrOCRConfig.eos_token_id 1 0 0
attr TrOCRConfig.decoder_start_token_id 1 0 0

transformers.models.trocr.modeling_trocr (11 missing, 0 any)

Symbol Typable Typed Any
meth TrOCRForCausalLM.init 2 0 0
meth TrOCRForCausalLM.get_input_embeddings 1 0 0
meth TrOCRForCausalLM.set_input_embeddings 2 0 0
meth TrOCRForCausalLM.get_output_embeddings 1 0 0
meth TrOCRForCausalLM.set_output_embeddings 2 0 0
meth TrOCRForCausalLM.forward 14 13 0
attr TrOCRForCausalLM.model 1 0 0
attr TrOCRForCausalLM.output_projection 1 0 0

transformers.models.trocr.processing_trocr (5 missing, 0 any)

Symbol Typable Typed Any
meth TrOCRProcessor.init 4 0 0
prop TrOCRProcessor.model_input_names 1 0 0

transformers.models.tvp.configuration_tvp (48 missing, 0 any)

Symbol Typable Typed Any
meth TvpConfig.init 25 0 0
attr TvpConfig.backbone_config 1 0 0
attr TvpConfig.distance_loss_weight 1 0 0
attr TvpConfig.duration_loss_weight 1 0 0
attr TvpConfig.visual_prompter_type 1 0 0
attr TvpConfig.visual_prompter_apply 1 0 0
attr TvpConfig.visual_prompt_size 1 0 0
attr TvpConfig.max_img_size 1 0 0
attr TvpConfig.num_frames 1 0 0
attr TvpConfig.vocab_size 1 0 0
attr TvpConfig.type_vocab_size 1 0 0
attr TvpConfig.hidden_size 1 0 0
attr TvpConfig.intermediate_size 1 0 0
attr TvpConfig.num_hidden_layers 1 0 0
attr TvpConfig.num_attention_heads 1 0 0
attr TvpConfig.max_position_embeddings 1 0 0
attr TvpConfig.max_grid_col_position_embeddings 1 0 0
attr TvpConfig.max_grid_row_position_embeddings 1 0 0
attr TvpConfig.layer_norm_eps 1 0 0
attr TvpConfig.hidden_dropout_prob 1 0 0
attr TvpConfig.hidden_act 1 0 0
attr TvpConfig.initializer_range 1 0 0
attr TvpConfig.attention_probs_dropout_prob 1 0 0
attr TvpConfig.pad_token_id 1 0 0

transformers.models.tvp.image_processing_tvp (20 missing, 0 any)

Symbol Typable Typed Any
meth TvpImageProcessor.init 17 16 0
meth TvpImageProcessor.resize 7 6 0
meth TvpImageProcessor.pad_image 8 6 0
meth TvpImageProcessor._preprocess_image 20 19 0
attr TvpImageProcessor.do_resize 1 0 0
attr TvpImageProcessor.size 1 0 0
attr TvpImageProcessor.do_center_crop 1 0 0
attr TvpImageProcessor.crop_size 1 0 0
attr TvpImageProcessor.resample 1 0 0
attr TvpImageProcessor.do_rescale 1 0 0
attr TvpImageProcessor.rescale_factor 1 0 0
attr TvpImageProcessor.do_pad 1 0 0
attr TvpImageProcessor.pad_size 1 0 0
attr TvpImageProcessor.constant_values 1 0 0
attr TvpImageProcessor.pad_mode 1 0 0
attr TvpImageProcessor.do_normalize 1 0 0
attr TvpImageProcessor.do_flip_channel_order 1 0 0
attr TvpImageProcessor.image_mean 1 0 0
attr TvpImageProcessor.image_std 1 0 0

transformers.models.tvp.image_processing_tvp_fast (4 missing, 0 any)

Symbol Typable Typed Any
meth TvpImageProcessorFast.init 2 1 0
meth TvpImageProcessorFast._prepare_images_structure 3 2 0
meth TvpImageProcessorFast.resize 6 5 0
meth TvpImageProcessorFast._preprocess 20 19 0

transformers.models.tvp.modeling_tvp (20 missing, 0 any)

Symbol Typable Typed Any
meth TvpPreTrainedModel._init_weights 2 1 0
meth TvpModel.init 2 0 0
meth TvpModel.get_input_embeddings 1 0 0
meth TvpModel.set_input_embeddings 2 0 0
meth TvpModel.forward 9 8 0
attr TvpModel.vision_model 1 0 0
attr TvpModel.embeddings 1 0 0
attr TvpModel.visual_embeddings 1 0 0
attr TvpModel.encoder 1 0 0
attr TvpModel.pooler 1 0 0
attr TvpModel.text_prompt 1 0 0
attr TvpModel.dropout 1 0 0
attr TvpModel.visual_prompter 1 0 0
meth TvpForVideoGrounding.init 2 0 0
meth TvpForVideoGrounding.forward 10 9 0
attr TvpForVideoGrounding.model 1 0 0
attr TvpForVideoGrounding.video_grounding_head 1 0 0

transformers.models.tvp.processing_tvp (8 missing, 0 any)

Symbol Typable Typed Any
meth TvpProcessor.init 4 0 0
meth TvpProcessor.post_process_video_grounding 3 0 0
attr TvpProcessor.video_processor 1 0 0

transformers.models.udop.configuration_udop (53 missing, 0 any)

Symbol Typable Typed Any
meth UdopConfig.init 27 0 0
attr UdopConfig.is_decoder 1 0 0
attr UdopConfig.add_cross_attention 1 0 0
attr UdopConfig.vocab_size 1 0 0
attr UdopConfig.d_model 1 0 0
attr UdopConfig.d_kv 1 0 0
attr UdopConfig.d_ff 1 0 0
attr UdopConfig.num_layers 1 0 0
attr UdopConfig.num_decoder_layers 1 0 0
attr UdopConfig.num_heads 1 0 0
attr UdopConfig.relative_attention_num_buckets 1 0 0
attr UdopConfig.relative_attention_max_distance 1 0 0
attr UdopConfig.dropout_rate 1 0 0
attr UdopConfig.layer_norm_epsilon 1 0 0
attr UdopConfig.initializer_factor 1 0 0
attr UdopConfig.feed_forward_proj 1 0 0
attr UdopConfig.use_cache 1 0 0
attr UdopConfig.pad_token_id 1 0 0
attr UdopConfig.eos_token_id 1 0 0
attr UdopConfig.max_2d_position_embeddings 1 0 0
attr UdopConfig.image_size 1 0 0
attr UdopConfig.patch_size 1 0 0
attr UdopConfig.num_channels 1 0 0
attr UdopConfig.relative_bias_args 1 0 0
attr UdopConfig.dense_act_fn 1 0 0
attr UdopConfig.is_gated_act 1 0 0
attr UdopConfig.tie_word_embeddings 1 0 0

transformers.models.udop.modeling_udop (33 missing, 0 any)

Symbol Typable Typed Any
meth UdopModel.init 2 0 0
meth UdopModel.get_input_embeddings 1 0 0
meth UdopModel.set_input_embeddings 2 0 0
meth UdopModel.forward 18 17 0
attr UdopModel.shared 1 0 0
attr UdopModel.patch_embed 1 0 0
attr UdopModel.encoder 1 0 0
attr UdopModel.decoder 1 0 0
meth UdopForConditionalGeneration.init 2 0 0
meth UdopForConditionalGeneration.get_input_embeddings 1 0 0
meth UdopForConditionalGeneration.set_input_embeddings 2 0 0
meth UdopForConditionalGeneration.forward 19 18 0
attr UdopForConditionalGeneration.shared 1 0 0
attr UdopForConditionalGeneration.patch_embed 1 0 0
attr UdopForConditionalGeneration.encoder 1 0 0
attr UdopForConditionalGeneration.decoder 1 0 0
attr UdopForConditionalGeneration.lm_head 1 0 0
meth UdopPreTrainedModel._init_weights 2 0 0
meth UdopPreTrainedModel._shift_right 2 0 0
meth UdopEncoderModel.init 2 1 0
meth UdopEncoderModel.get_input_embeddings 1 0 0
meth UdopEncoderModel.set_input_embeddings 2 0 0
meth UdopEncoderModel.forward 11 10 0
attr UdopEncoderModel.shared 1 0 0
attr UdopEncoderModel.patch_embed 1 0 0
attr UdopEncoderModel.encoder 1 0 0

transformers.models.udop.processing_udop (7 missing, 0 any)

Symbol Typable Typed Any
meth UdopProcessor.init 3 0 0
meth UdopProcessor.get_overflowing_images 3 0 0
prop UdopProcessor.model_input_names 1 0 0

transformers.models.udop.tokenization_udop (23 missing, 0 any)

Symbol Typable Typed Any
meth UdopTokenizer.init 12 1 0
meth UdopTokenizer.call 8 7 0
meth UdopTokenizer.call_boxes 21 20 0
meth UdopTokenizer.tokenize 5 4 0
meth UdopTokenizer.batch_encode_plus_boxes 22 21 0
meth UdopTokenizer._batch_encode_plus_boxes 21 20 0
meth UdopTokenizer._encode_plus_boxes 21 20 0
meth UdopTokenizer.encode_boxes 12 11 0
meth UdopTokenizer.encode_plus_boxes 22 21 0
attr UdopTokenizer.sep_token_box 1 0 0
attr UdopTokenizer.pad_token_box 1 0 0
attr UdopTokenizer.pad_token_label 1 0 0
attr UdopTokenizer.only_label_first_subword 1 0 0

transformers.models.umt5.configuration_umt5 (46 missing, 0 any)

Symbol Typable Typed Any
meth UMT5Config.init 23 0 0
attr UMT5Config.is_decoder 1 0 0
attr UMT5Config.vocab_size 1 0 0
attr UMT5Config.d_model 1 0 0
attr UMT5Config.d_kv 1 0 0
attr UMT5Config.d_ff 1 0 0
attr UMT5Config.num_layers 1 0 0
attr UMT5Config.num_decoder_layers 1 0 0
attr UMT5Config.num_heads 1 0 0
attr UMT5Config.relative_attention_num_buckets 1 0 0
attr UMT5Config.relative_attention_max_distance 1 0 0
attr UMT5Config.dropout_rate 1 0 0
attr UMT5Config.classifier_dropout 1 0 0
attr UMT5Config.layer_norm_epsilon 1 0 0
attr UMT5Config.initializer_factor 1 0 0
attr UMT5Config.feed_forward_proj 1 0 0
attr UMT5Config.use_cache 1 0 0
attr UMT5Config.dense_act_fn 1 0 0
attr UMT5Config.is_gated_act 1 0 0
attr UMT5Config.tokenizer_class 1 0 0
attr UMT5Config.pad_token_id 1 0 0
attr UMT5Config.eos_token_id 1 0 0
attr UMT5Config.decoder_start_token_id 1 0 0
attr UMT5Config.tie_word_embeddings 1 0 0

transformers.models.umt5.modeling_umt5 (56 missing, 0 any)

Symbol Typable Typed Any
meth UMT5EncoderModel.init 2 0 0
meth UMT5EncoderModel.get_input_embeddings 1 0 0
meth UMT5EncoderModel.set_input_embeddings 2 0 0
meth UMT5EncoderModel.forward 8 7 0
attr UMT5EncoderModel.shared 1 0 0
attr UMT5EncoderModel.encoder 1 0 0
meth UMT5ForTokenClassification.init 2 1 0
meth UMT5ForTokenClassification.forward 9 8 0
attr UMT5ForTokenClassification.num_labels 1 0 0
attr UMT5ForTokenClassification.transformer 1 0 0
attr UMT5ForTokenClassification.dropout 1 0 0
attr UMT5ForTokenClassification.classifier 1 0 0
meth UMT5ForSequenceClassification.init 2 1 0
meth UMT5ForSequenceClassification.forward 14 13 0
attr UMT5ForSequenceClassification.transformer 1 0 0
attr UMT5ForSequenceClassification.classification_head 1 0 0
meth UMT5Model.init 2 0 0
meth UMT5Model.get_input_embeddings 1 0 0
meth UMT5Model.set_input_embeddings 2 0 0
meth UMT5Model.forward 15 14 0
attr UMT5Model.shared 1 0 0
attr UMT5Model.encoder 1 0 0
attr UMT5Model.decoder 1 0 0
meth UMT5PreTrainedModel._init_weights 2 0 0
meth UMT5PreTrainedModel._shift_right 2 0 0
prop UMT5PreTrainedModel.dummy_inputs 1 0 0
meth UMT5ForConditionalGeneration.init 2 0 0
meth UMT5ForConditionalGeneration.get_input_embeddings 1 0 0
meth UMT5ForConditionalGeneration.set_input_embeddings 2 0 0
meth UMT5ForConditionalGeneration.forward 16 15 0
meth UMT5ForConditionalGeneration.prepare_decoder_input_ids_from_labels 2 1 0
attr UMT5ForConditionalGeneration.model_dim 1 0 0
attr UMT5ForConditionalGeneration.shared 1 0 0
attr UMT5ForConditionalGeneration.encoder 1 0 0
attr UMT5ForConditionalGeneration.decoder 1 0 0
attr UMT5ForConditionalGeneration.lm_head 1 0 0
meth UMT5ForQuestionAnswering.init 2 0 0
meth UMT5ForQuestionAnswering.get_input_embeddings 1 0 0
meth UMT5ForQuestionAnswering.set_input_embeddings 2 0 0
meth UMT5ForQuestionAnswering.forward 15 14 0
attr UMT5ForQuestionAnswering.model_dim 1 0 0
attr UMT5ForQuestionAnswering.shared 1 0 0
attr UMT5ForQuestionAnswering.encoder 1 0 0
attr UMT5ForQuestionAnswering.decoder 1 0 0
attr UMT5ForQuestionAnswering.num_labels 1 0 0
attr UMT5ForQuestionAnswering.qa_outputs 1 0 0

transformers.models.unispeech.configuration_unispeech (98 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechConfig.init 49 0 0
prop UniSpeechConfig.inputs_to_logits_ratio 1 0 0
attr UniSpeechConfig.pad_token_id 1 0 0
attr UniSpeechConfig.bos_token_id 1 0 0
attr UniSpeechConfig.eos_token_id 1 0 0
attr UniSpeechConfig.hidden_size 1 0 0
attr UniSpeechConfig.feat_extract_norm 1 0 0
attr UniSpeechConfig.feat_extract_activation 1 0 0
attr UniSpeechConfig.conv_dim 1 0 0
attr UniSpeechConfig.conv_stride 1 0 0
attr UniSpeechConfig.conv_kernel 1 0 0
attr UniSpeechConfig.conv_bias 1 0 0
attr UniSpeechConfig.num_conv_pos_embeddings 1 0 0
attr UniSpeechConfig.num_conv_pos_embedding_groups 1 0 0
attr UniSpeechConfig.num_feat_extract_layers 1 0 0
attr UniSpeechConfig.num_hidden_layers 1 0 0
attr UniSpeechConfig.intermediate_size 1 0 0
attr UniSpeechConfig.hidden_act 1 0 0
attr UniSpeechConfig.num_attention_heads 1 0 0
attr UniSpeechConfig.hidden_dropout 1 0 0
attr UniSpeechConfig.attention_dropout 1 0 0
attr UniSpeechConfig.activation_dropout 1 0 0
attr UniSpeechConfig.feat_proj_dropout 1 0 0
attr UniSpeechConfig.final_dropout 1 0 0
attr UniSpeechConfig.layerdrop 1 0 0
attr UniSpeechConfig.layer_norm_eps 1 0 0
attr UniSpeechConfig.initializer_range 1 0 0
attr UniSpeechConfig.num_ctc_classes 1 0 0
attr UniSpeechConfig.vocab_size 1 0 0
attr UniSpeechConfig.do_stable_layer_norm 1 0 0
attr UniSpeechConfig.use_weighted_layer_sum 1 0 0
attr UniSpeechConfig.classifier_proj_size 1 0 0
attr UniSpeechConfig.apply_spec_augment 1 0 0
attr UniSpeechConfig.mask_time_prob 1 0 0
attr UniSpeechConfig.mask_time_length 1 0 0
attr UniSpeechConfig.mask_time_min_masks 1 0 0
attr UniSpeechConfig.mask_feature_prob 1 0 0
attr UniSpeechConfig.mask_feature_length 1 0 0
attr UniSpeechConfig.mask_feature_min_masks 1 0 0
attr UniSpeechConfig.num_codevectors_per_group 1 0 0
attr UniSpeechConfig.num_codevector_groups 1 0 0
attr UniSpeechConfig.contrastive_logits_temperature 1 0 0
attr UniSpeechConfig.feat_quantizer_dropout 1 0 0
attr UniSpeechConfig.num_negatives 1 0 0
attr UniSpeechConfig.codevector_dim 1 0 0
attr UniSpeechConfig.proj_codevector_dim 1 0 0
attr UniSpeechConfig.diversity_loss_weight 1 0 0
attr UniSpeechConfig.ctc_loss_reduction 1 0 0
attr UniSpeechConfig.ctc_zero_infinity 1 0 0
attr UniSpeechConfig.replace_prob 1 0 0

transformers.models.unispeech.modeling_unispeech (43 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechPreTrainedModel._init_weights 2 0 0
meth UniSpeechPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth UniSpeechPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth UniSpeechForPreTraining.init 2 1 0
meth UniSpeechForPreTraining.set_gumbel_temperature 2 1 0
meth UniSpeechForPreTraining.freeze_feature_encoder 1 0 0
meth UniSpeechForPreTraining.compute_contrastive_logits 5 4 0
meth UniSpeechForPreTraining.forward 7 6 0
attr UniSpeechForPreTraining.unispeech 1 0 0
attr UniSpeechForPreTraining.dropout_features 1 0 0
attr UniSpeechForPreTraining.quantizer 1 0 0
attr UniSpeechForPreTraining.project_q 1 0 0
attr UniSpeechForPreTraining.project_hid 1 0 0
attr UniSpeechForPreTraining.ctc_proj 1 0 0
attr UniSpeechForPreTraining.dropout 1 0 0
meth UniSpeechForCTC.init 3 1 0
meth UniSpeechForCTC.tie_weights 2 0 0
meth UniSpeechForCTC.freeze_feature_encoder 1 0 0
meth UniSpeechForCTC.freeze_base_model 1 0 0
meth UniSpeechForCTC.forward 8 7 0
attr UniSpeechForCTC.unispeech 1 0 0
attr UniSpeechForCTC.dropout 1 0 0
attr UniSpeechForCTC.target_lang 1 0 0
attr UniSpeechForCTC.lm_head 1 0 0
meth UniSpeechForSequenceClassification.init 2 0 0
meth UniSpeechForSequenceClassification.freeze_feature_encoder 1 0 0
meth UniSpeechForSequenceClassification.freeze_base_model 1 0 0
meth UniSpeechForSequenceClassification.forward 8 7 0
attr UniSpeechForSequenceClassification.unispeech 1 0 0
attr UniSpeechForSequenceClassification.projector 1 0 0
attr UniSpeechForSequenceClassification.classifier 1 0 0
attr UniSpeechForSequenceClassification.layer_weights 1 0 0
meth UniSpeechModel.init 2 1 0
meth UniSpeechModel._mask_hidden_states 4 3 0
meth UniSpeechModel.forward 8 7 0
attr UniSpeechModel.feature_extractor 1 0 0
attr UniSpeechModel.feature_projection 1 0 0
attr UniSpeechModel.masked_spec_embed 1 0 0
attr UniSpeechModel.encoder 1 0 0

transformers.models.unispeech.modular_unispeech (23 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechPreTrainedModel._init_weights 2 0 0
meth UniSpeechPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth UniSpeechPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth UniSpeechForPreTraining.init 2 1 0
meth UniSpeechForPreTraining.set_gumbel_temperature 2 1 0
meth UniSpeechForPreTraining.freeze_feature_encoder 1 0 0
meth UniSpeechForPreTraining.compute_contrastive_logits 5 4 0
meth UniSpeechForPreTraining.forward 7 6 0
attr UniSpeechForPreTraining.unispeech 1 0 0
attr UniSpeechForPreTraining.dropout_features 1 0 0
attr UniSpeechForPreTraining.quantizer 1 0 0
attr UniSpeechForPreTraining.project_q 1 0 0
attr UniSpeechForPreTraining.project_hid 1 0 0
attr UniSpeechForPreTraining.ctc_proj 1 0 0
attr UniSpeechForPreTraining.dropout 1 0 0
meth UniSpeechModel.init 2 1 0
meth UniSpeechModel.freeze_feature_encoder 1 0 0
meth UniSpeechModel.forward 8 7 0
attr UniSpeechModel.feature_extractor 1 0 0
attr UniSpeechModel.feature_projection 1 0 0
attr UniSpeechModel.masked_spec_embed 1 0 0
attr UniSpeechModel.encoder 1 0 0

transformers.models.unispeech_sat.configuration_unispeech_sat (104 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechSatConfig.init 52 0 0
prop UniSpeechSatConfig.inputs_to_logits_ratio 1 0 0
attr UniSpeechSatConfig.pad_token_id 1 0 0
attr UniSpeechSatConfig.bos_token_id 1 0 0
attr UniSpeechSatConfig.eos_token_id 1 0 0
attr UniSpeechSatConfig.hidden_size 1 0 0
attr UniSpeechSatConfig.feat_extract_norm 1 0 0
attr UniSpeechSatConfig.feat_extract_activation 1 0 0
attr UniSpeechSatConfig.conv_dim 1 0 0
attr UniSpeechSatConfig.conv_stride 1 0 0
attr UniSpeechSatConfig.conv_kernel 1 0 0
attr UniSpeechSatConfig.conv_bias 1 0 0
attr UniSpeechSatConfig.num_conv_pos_embeddings 1 0 0
attr UniSpeechSatConfig.num_conv_pos_embedding_groups 1 0 0
attr UniSpeechSatConfig.num_feat_extract_layers 1 0 0
attr UniSpeechSatConfig.num_hidden_layers 1 0 0
attr UniSpeechSatConfig.intermediate_size 1 0 0
attr UniSpeechSatConfig.hidden_act 1 0 0
attr UniSpeechSatConfig.num_attention_heads 1 0 0
attr UniSpeechSatConfig.hidden_dropout 1 0 0
attr UniSpeechSatConfig.attention_dropout 1 0 0
attr UniSpeechSatConfig.activation_dropout 1 0 0
attr UniSpeechSatConfig.feat_proj_dropout 1 0 0
attr UniSpeechSatConfig.final_dropout 1 0 0
attr UniSpeechSatConfig.layerdrop 1 0 0
attr UniSpeechSatConfig.layer_norm_eps 1 0 0
attr UniSpeechSatConfig.initializer_range 1 0 0
attr UniSpeechSatConfig.vocab_size 1 0 0
attr UniSpeechSatConfig.num_clusters 1 0 0
attr UniSpeechSatConfig.do_stable_layer_norm 1 0 0
attr UniSpeechSatConfig.use_weighted_layer_sum 1 0 0
attr UniSpeechSatConfig.apply_spec_augment 1 0 0
attr UniSpeechSatConfig.mask_time_prob 1 0 0
attr UniSpeechSatConfig.mask_time_length 1 0 0
attr UniSpeechSatConfig.mask_time_min_masks 1 0 0
attr UniSpeechSatConfig.mask_feature_prob 1 0 0
attr UniSpeechSatConfig.mask_feature_length 1 0 0
attr UniSpeechSatConfig.mask_feature_min_masks 1 0 0
attr UniSpeechSatConfig.num_codevectors_per_group 1 0 0
attr UniSpeechSatConfig.num_codevector_groups 1 0 0
attr UniSpeechSatConfig.contrastive_logits_temperature 1 0 0
attr UniSpeechSatConfig.feat_quantizer_dropout 1 0 0
attr UniSpeechSatConfig.num_negatives 1 0 0
attr UniSpeechSatConfig.codevector_dim 1 0 0
attr UniSpeechSatConfig.proj_codevector_dim 1 0 0
attr UniSpeechSatConfig.diversity_loss_weight 1 0 0
attr UniSpeechSatConfig.ctc_loss_reduction 1 0 0
attr UniSpeechSatConfig.ctc_zero_infinity 1 0 0
attr UniSpeechSatConfig.classifier_proj_size 1 0 0
attr UniSpeechSatConfig.tdnn_dim 1 0 0
attr UniSpeechSatConfig.tdnn_kernel 1 0 0
attr UniSpeechSatConfig.tdnn_dilation 1 0 0
attr UniSpeechSatConfig.xvector_output_dim 1 0 0

transformers.models.unispeech_sat.modeling_unispeech_sat (67 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechSatModel.init 2 1 0
meth UniSpeechSatModel._mask_hidden_states 4 3 0
meth UniSpeechSatModel.forward 8 7 0
attr UniSpeechSatModel.feature_extractor 1 0 0
attr UniSpeechSatModel.feature_projection 1 0 0
attr UniSpeechSatModel.masked_spec_embed 1 0 0
attr UniSpeechSatModel.encoder 1 0 0
meth UniSpeechSatForCTC.init 3 1 0
meth UniSpeechSatForCTC.tie_weights 2 0 0
meth UniSpeechSatForCTC.freeze_feature_encoder 1 0 0
meth UniSpeechSatForCTC.freeze_base_model 1 0 0
meth UniSpeechSatForCTC.forward 8 7 0
attr UniSpeechSatForCTC.unispeech_sat 1 0 0
attr UniSpeechSatForCTC.dropout 1 0 0
attr UniSpeechSatForCTC.target_lang 1 0 0
attr UniSpeechSatForCTC.lm_head 1 0 0
meth UniSpeechSatForAudioFrameClassification.init 2 0 0
meth UniSpeechSatForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth UniSpeechSatForAudioFrameClassification.freeze_base_model 1 0 0
meth UniSpeechSatForAudioFrameClassification.forward 8 7 0
attr UniSpeechSatForAudioFrameClassification.unispeech_sat 1 0 0
attr UniSpeechSatForAudioFrameClassification.classifier 1 0 0
attr UniSpeechSatForAudioFrameClassification.num_labels 1 0 0
attr UniSpeechSatForAudioFrameClassification.layer_weights 1 0 0
meth UniSpeechSatForXVector.init 2 0 0
meth UniSpeechSatForXVector.freeze_feature_encoder 1 0 0
meth UniSpeechSatForXVector.freeze_base_model 1 0 0
meth UniSpeechSatForXVector._get_tdnn_output_lengths 2 1 0
meth UniSpeechSatForXVector.forward 8 7 0
attr UniSpeechSatForXVector.unispeech_sat 1 0 0
attr UniSpeechSatForXVector.projector 1 0 0
attr UniSpeechSatForXVector.tdnn 1 0 0
attr UniSpeechSatForXVector.feature_extractor 1 0 0
attr UniSpeechSatForXVector.classifier 1 0 0
attr UniSpeechSatForXVector.objective 1 0 0
attr UniSpeechSatForXVector.layer_weights 1 0 0
meth UniSpeechSatPreTrainedModel._init_weights 2 0 0
meth UniSpeechSatPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth UniSpeechSatPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth UniSpeechSatForSequenceClassification.init 2 0 0
meth UniSpeechSatForSequenceClassification.freeze_feature_encoder 1 0 0
meth UniSpeechSatForSequenceClassification.freeze_base_model 1 0 0
meth UniSpeechSatForSequenceClassification.forward 8 7 0
attr UniSpeechSatForSequenceClassification.unispeech_sat 1 0 0
attr UniSpeechSatForSequenceClassification.projector 1 0 0
attr UniSpeechSatForSequenceClassification.classifier 1 0 0
attr UniSpeechSatForSequenceClassification.layer_weights 1 0 0
meth UniSpeechSatForPreTraining.init 2 1 0
meth UniSpeechSatForPreTraining.set_gumbel_temperature 2 1 0
meth UniSpeechSatForPreTraining.freeze_feature_encoder 1 0 0
meth UniSpeechSatForPreTraining.compute_contrastive_logits 5 4 0
meth UniSpeechSatForPreTraining.forward 7 6 0
attr UniSpeechSatForPreTraining.unispeech_sat 1 0 0
attr UniSpeechSatForPreTraining.dropout_features 1 0 0
attr UniSpeechSatForPreTraining.quantizer 1 0 0
attr UniSpeechSatForPreTraining.project_q 1 0 0
attr UniSpeechSatForPreTraining.project_hid 1 0 0
attr UniSpeechSatForPreTraining.dropout 1 0 0
attr UniSpeechSatForPreTraining.speaker_proj 1 0 0
attr UniSpeechSatForPreTraining.label_embeddings_concat 1 0 0
attr UniSpeechSatForPreTraining.layer_norm_for_extract 1 0 0

transformers.models.unispeech_sat.modular_unispeech_sat (25 missing, 0 any)

Symbol Typable Typed Any
meth UniSpeechSatModel.init 2 1 0
meth UniSpeechSatModel.freeze_feature_encoder 1 0 0
meth UniSpeechSatModel.forward 8 7 0
attr UniSpeechSatModel.feature_extractor 1 0 0
attr UniSpeechSatModel.feature_projection 1 0 0
attr UniSpeechSatModel.masked_spec_embed 1 0 0
attr UniSpeechSatModel.encoder 1 0 0
meth UniSpeechSatPreTrainedModel._init_weights 2 0 0
meth UniSpeechSatPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth UniSpeechSatPreTrainedModel._get_feature_vector_attention_mask 3 2 0
meth UniSpeechSatForPreTraining.init 2 1 0
meth UniSpeechSatForPreTraining.set_gumbel_temperature 2 1 0
meth UniSpeechSatForPreTraining.freeze_feature_encoder 1 0 0
meth UniSpeechSatForPreTraining.compute_contrastive_logits 5 4 0
meth UniSpeechSatForPreTraining.forward 7 6 0
attr UniSpeechSatForPreTraining.unispeech_sat 1 0 0
attr UniSpeechSatForPreTraining.dropout_features 1 0 0
attr UniSpeechSatForPreTraining.quantizer 1 0 0
attr UniSpeechSatForPreTraining.project_q 1 0 0
attr UniSpeechSatForPreTraining.project_hid 1 0 0
attr UniSpeechSatForPreTraining.dropout 1 0 0
attr UniSpeechSatForPreTraining.speaker_proj 1 0 0
attr UniSpeechSatForPreTraining.label_embeddings_concat 1 0 0
attr UniSpeechSatForPreTraining.layer_norm_for_extract 1 0 0

transformers.models.univnet.configuration_univnet (26 missing, 0 any)

Symbol Typable Typed Any
meth UnivNetConfig.init 14 0 0
attr UnivNetConfig.model_in_channels 1 0 0
attr UnivNetConfig.model_hidden_channels 1 0 0
attr UnivNetConfig.num_mel_bins 1 0 0
attr UnivNetConfig.resblock_kernel_sizes 1 0 0
attr UnivNetConfig.resblock_stride_sizes 1 0 0
attr UnivNetConfig.resblock_dilation_sizes 1 0 0
attr UnivNetConfig.kernel_predictor_num_blocks 1 0 0
attr UnivNetConfig.kernel_predictor_hidden_channels 1 0 0
attr UnivNetConfig.kernel_predictor_conv_size 1 0 0
attr UnivNetConfig.kernel_predictor_dropout 1 0 0
attr UnivNetConfig.initializer_range 1 0 0
attr UnivNetConfig.leaky_relu_slope 1 0 0

transformers.models.univnet.feature_extraction_univnet (31 missing, 0 any)

Symbol Typable Typed Any
meth UnivNetFeatureExtractor.init 23 20 0
meth UnivNetFeatureExtractor.normalize 2 0 0
meth UnivNetFeatureExtractor.denormalize 2 0 0
meth UnivNetFeatureExtractor.batch_decode 3 1 0
attr UnivNetFeatureExtractor.do_normalize 1 0 0
attr UnivNetFeatureExtractor.num_mel_bins 1 0 0
attr UnivNetFeatureExtractor.hop_length 1 0 0
attr UnivNetFeatureExtractor.win_length 1 0 0
attr UnivNetFeatureExtractor.win_function 1 0 0
attr UnivNetFeatureExtractor.filter_length 1 0 0
attr UnivNetFeatureExtractor.fmin 1 0 0
attr UnivNetFeatureExtractor.fmax 1 0 0
attr UnivNetFeatureExtractor.mel_floor 1 0 0
attr UnivNetFeatureExtractor.max_length_s 1 0 0
attr UnivNetFeatureExtractor.num_max_samples 1 0 0
attr UnivNetFeatureExtractor.n_freqs 1 0 0
attr UnivNetFeatureExtractor.window 1 0 0
attr UnivNetFeatureExtractor.mel_filters 1 0 0
attr UnivNetFeatureExtractor.center 1 0 0
attr UnivNetFeatureExtractor.compression_factor 1 0 0
attr UnivNetFeatureExtractor.compression_clip_val 1 0 0
attr UnivNetFeatureExtractor.normalize_min 1 0 0
attr UnivNetFeatureExtractor.normalize_max 1 0 0
attr UnivNetFeatureExtractor.model_in_channels 1 0 0
attr UnivNetFeatureExtractor.pad_end_length 1 0 0
attr UnivNetFeatureExtractor.n_fft 1 0 0

transformers.models.univnet.modeling_univnet (9 missing, 0 any)

Symbol Typable Typed Any
meth UnivNetModel.init 2 1 0
meth UnivNetModel.forward 7 6 0
meth UnivNetModel.apply_weight_norm 1 0 0
meth UnivNetModel.remove_weight_norm 1 0 0
attr UnivNetModel.num_kernels 1 0 0
attr UnivNetModel.leaky_relu_slope 1 0 0
attr UnivNetModel.conv_pre 1 0 0
attr UnivNetModel.resblocks 1 0 0
attr UnivNetModel.conv_post 1 0 0

transformers.models.upernet.configuration_upernet (24 missing, 0 any)

Symbol Typable Typed Any
meth UperNetConfig.init 13 0 0
attr UperNetConfig.backbone_config 1 0 0
attr UperNetConfig.hidden_size 1 0 0
attr UperNetConfig.initializer_range 1 0 0
attr UperNetConfig.pool_scales 1 0 0
attr UperNetConfig.use_auxiliary_head 1 0 0
attr UperNetConfig.auxiliary_loss_weight 1 0 0
attr UperNetConfig.auxiliary_in_channels 1 0 0
attr UperNetConfig.auxiliary_channels 1 0 0
attr UperNetConfig.auxiliary_num_convs 1 0 0
attr UperNetConfig.auxiliary_concat_input 1 0 0
attr UperNetConfig.loss_ignore_index 1 0 0

transformers.models.upernet.modeling_upernet (6 missing, 0 any)

Symbol Typable Typed Any
meth UperNetForSemanticSegmentation.init 2 0 0
meth UperNetForSemanticSegmentation.forward 7 6 0
attr UperNetForSemanticSegmentation.backbone 1 0 0
attr UperNetForSemanticSegmentation.decode_head 1 0 0
attr UperNetForSemanticSegmentation.auxiliary_head 1 0 0

transformers.models.vaultgemma.configuration_vaultgemma (26 missing, 0 any)

Symbol Typable Typed Any
meth VaultGemmaConfig.init 26 24 0
attr VaultGemmaConfig.pad_token_id 1 0 0
attr VaultGemmaConfig.bos_token_id 1 0 0
attr VaultGemmaConfig.eos_token_id 1 0 0
attr VaultGemmaConfig.tie_word_embeddings 1 0 0
attr VaultGemmaConfig.vocab_size 1 0 0
attr VaultGemmaConfig.max_position_embeddings 1 0 0
attr VaultGemmaConfig.hidden_size 1 0 0
attr VaultGemmaConfig.intermediate_size 1 0 0
attr VaultGemmaConfig.num_hidden_layers 1 0 0
attr VaultGemmaConfig.num_attention_heads 1 0 0
attr VaultGemmaConfig.head_dim 1 0 0
attr VaultGemmaConfig.num_key_value_heads 1 0 0
attr VaultGemmaConfig.initializer_range 1 0 0
attr VaultGemmaConfig.rms_norm_eps 1 0 0
attr VaultGemmaConfig.use_cache 1 0 0
attr VaultGemmaConfig.attention_bias 1 0 0
attr VaultGemmaConfig.attention_dropout 1 0 0
attr VaultGemmaConfig.hidden_activation 1 0 0
attr VaultGemmaConfig.query_pre_attn_scalar 1 0 0
attr VaultGemmaConfig.sliding_window 1 0 0
attr VaultGemmaConfig.final_logit_softcapping 1 0 0
attr VaultGemmaConfig.attn_logit_softcapping 1 0 0
attr VaultGemmaConfig.layer_types 1 0 0
attr VaultGemmaConfig.rope_parameters 1 0 0

transformers.models.vaultgemma.modeling_vaultgemma (15 missing, 0 any)

Symbol Typable Typed Any
meth VaultGemmaModel.init 2 1 0
attr VaultGemmaModel.padding_idx 1 0 0
attr VaultGemmaModel.vocab_size 1 0 0
attr VaultGemmaModel.embed_tokens 1 0 0
attr VaultGemmaModel.layers 1 0 0
attr VaultGemmaModel.norm 1 0 0
attr VaultGemmaModel.rotary_emb 1 0 0
attr VaultGemmaModel.gradient_checkpointing 1 0 0
meth VaultGemmaPreTrainedModel._init_weights 2 0 0
meth VaultGemmaForCausalLM.init 2 0 0
attr VaultGemmaForCausalLM.model 1 0 0
attr VaultGemmaForCausalLM.vocab_size 1 0 0
attr VaultGemmaForCausalLM.lm_head 1 0 0

transformers.models.vaultgemma.modular_vaultgemma (4 missing, 0 any)

Symbol Typable Typed Any
attr VaultGemmaModel 1 0 0
meth VaultGemmaConfig.init 26 24 0
attr VaultGemmaPreTrainedModel 1 0 0

transformers.models.vibevoice_acoustic_tokenizer.configuration_vibevoice_acoustic_tokenizer (30 missing, 0 any)

Symbol Typable Typed Any
prop VibeVoiceAcousticTokenizerDecoderConfig.upsampling_ratios 1 0 0
meth VibeVoiceAcousticTokenizerConfig.init 14 0 0
prop VibeVoiceAcousticTokenizerConfig.hop_length 1 0 0
prop VibeVoiceAcousticTokenizerConfig.encoder_config 1 0 0
prop VibeVoiceAcousticTokenizerConfig.decoder_config 1 0 0
attr VibeVoiceAcousticTokenizerConfig.channels 1 0 0
attr VibeVoiceAcousticTokenizerConfig.hidden_size 1 0 0
attr VibeVoiceAcousticTokenizerConfig.hidden_act 1 0 0
attr VibeVoiceAcousticTokenizerConfig.kernel_size 1 0 0
attr VibeVoiceAcousticTokenizerConfig.rms_norm_eps 1 0 0
attr VibeVoiceAcousticTokenizerConfig.layer_scale_init_value 1 0 0
attr VibeVoiceAcousticTokenizerConfig.ffn_expansion 1 0 0
attr VibeVoiceAcousticTokenizerConfig.initializer_range 1 0 0
attr VibeVoiceAcousticTokenizerConfig.num_filters 1 0 0
attr VibeVoiceAcousticTokenizerConfig.downsampling_ratios 1 0 0
attr VibeVoiceAcousticTokenizerConfig.depths 1 0 0
attr VibeVoiceAcousticTokenizerConfig.vae_std 1 0 0

transformers.models.vibevoice_acoustic_tokenizer.feature_extraction_vibevoice_acoustic_tokenizer (11 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAcousticTokenizerFeatureExtractor.init 8 0 0
attr VibeVoiceAcousticTokenizerFeatureExtractor.normalize_audio 1 0 0
attr VibeVoiceAcousticTokenizerFeatureExtractor.target_dB_FS 1 0 0
attr VibeVoiceAcousticTokenizerFeatureExtractor.eps 1 0 0

transformers.models.vibevoice_acoustic_tokenizer.modeling_vibevoice_acoustic_tokenizer (41 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAcousticTokenizerEncoderModel.init 2 0 0
meth VibeVoiceAcousticTokenizerEncoderModel.forward 5 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.stem 1 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.conv_layers 1 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.head 1 0 0
meth VibeVoiceAcousticTokenizerDecoderModel.init 2 0 0
meth VibeVoiceAcousticTokenizerDecoderModel.forward 5 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.stem 1 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.conv_layers 1 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.head 1 0 0
meth VibeVoiceAcousticTokenizerPreTrainedModel._init_weights 2 0 0
meth VibeVoiceAcousticTokenizerModel.init 2 0 0
meth VibeVoiceAcousticTokenizerModel.encode 5 0 0
meth VibeVoiceAcousticTokenizerModel.decode 4 0 0
meth VibeVoiceAcousticTokenizerModel.forward 6 0 0
attr VibeVoiceAcousticTokenizerModel.encoder 1 0 0
attr VibeVoiceAcousticTokenizerModel.decoder 1 0 0

transformers.models.vibevoice_acoustic_tokenizer.modular_vibevoice_acoustic_tokenizer (41 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAcousticTokenizerEncoderModel.init 2 0 0
meth VibeVoiceAcousticTokenizerEncoderModel.forward 5 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.stem 1 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.conv_layers 1 0 0
attr VibeVoiceAcousticTokenizerEncoderModel.head 1 0 0
meth VibeVoiceAcousticTokenizerDecoderModel.init 2 0 0
meth VibeVoiceAcousticTokenizerDecoderModel.forward 5 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.stem 1 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.conv_layers 1 0 0
attr VibeVoiceAcousticTokenizerDecoderModel.head 1 0 0
meth VibeVoiceAcousticTokenizerPreTrainedModel._init_weights 2 0 0
meth VibeVoiceAcousticTokenizerModel.init 2 0 0
meth VibeVoiceAcousticTokenizerModel.encode 5 0 0
meth VibeVoiceAcousticTokenizerModel.decode 4 0 0
meth VibeVoiceAcousticTokenizerModel.forward 6 0 0
attr VibeVoiceAcousticTokenizerModel.encoder 1 0 0
attr VibeVoiceAcousticTokenizerModel.decoder 1 0 0

transformers.models.vibevoice_asr.configuration_vibevoice_asr (16 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAsrConfig.init 9 0 0
attr VibeVoiceAsrConfig.acoustic_tokenizer_encoder_config 1 0 0
attr VibeVoiceAsrConfig.semantic_tokenizer_encoder_config 1 0 0
attr VibeVoiceAsrConfig.text_config 1 0 0
attr VibeVoiceAsrConfig.audio_token_id 1 0 0
attr VibeVoiceAsrConfig.audio_bos_token_id 1 0 0
attr VibeVoiceAsrConfig.audio_eos_token_id 1 0 0
attr VibeVoiceAsrConfig.acoustic_tokenizer_chunk_size 1 0 0

transformers.models.vibevoice_asr.modeling_vibevoice_asr (21 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAsrForConditionalGeneration.init 2 1 0
meth VibeVoiceAsrForConditionalGeneration.get_input_embeddings 1 0 0
meth VibeVoiceAsrForConditionalGeneration.set_input_embeddings 2 0 0
meth VibeVoiceAsrForConditionalGeneration.get_output_embeddings 1 0 0
meth VibeVoiceAsrForConditionalGeneration.set_output_embeddings 2 0 0
meth VibeVoiceAsrForConditionalGeneration.set_decoder 2 0 0
meth VibeVoiceAsrForConditionalGeneration.get_decoder 1 0 0
meth VibeVoiceAsrForConditionalGeneration.prepare_inputs_for_generation 4 0 0
attr VibeVoiceAsrForConditionalGeneration.vocab_size 1 0 0
attr VibeVoiceAsrForConditionalGeneration.language_model 1 0 0
attr VibeVoiceAsrForConditionalGeneration.multi_modal_projector 1 0 0
attr VibeVoiceAsrForConditionalGeneration.acoustic_tokenizer_encoder 1 0 0
attr VibeVoiceAsrForConditionalGeneration.semantic_tokenizer_encoder 1 0 0
meth VibeVoiceAsrPreTrainedModel._init_weights 2 0 0

transformers.models.vibevoice_asr.modular_vibevoice_asr (24 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAsrForConditionalGeneration.init 2 1 0
meth VibeVoiceAsrForConditionalGeneration.get_audio_features 5 4 0
meth VibeVoiceAsrForConditionalGeneration.prepare_inputs_for_generation 4 0 0
attr VibeVoiceAsrForConditionalGeneration.acoustic_tokenizer_encoder 1 0 0
attr VibeVoiceAsrForConditionalGeneration.semantic_tokenizer_encoder 1 0 0
meth VibeVoiceAsrConfig.init 9 0 0
attr VibeVoiceAsrConfig.acoustic_tokenizer_encoder_config 1 0 0
attr VibeVoiceAsrConfig.semantic_tokenizer_encoder_config 1 0 0
attr VibeVoiceAsrConfig.text_config 1 0 0
attr VibeVoiceAsrConfig.audio_token_id 1 0 0
attr VibeVoiceAsrConfig.audio_bos_token_id 1 0 0
attr VibeVoiceAsrConfig.audio_eos_token_id 1 0 0
attr VibeVoiceAsrConfig.acoustic_tokenizer_chunk_size 1 0 0

transformers.models.vibevoice_asr.processing_vibevoice_asr (19 missing, 0 any)

Symbol Typable Typed Any
meth VibeVoiceAsrProcessor.init 8 0 0
meth VibeVoiceAsrProcessor.decode 4 0 0
attr VibeVoiceAsrProcessor.audio_token 1 0 0
attr VibeVoiceAsrProcessor.audio_token_id 1 0 0
attr VibeVoiceAsrProcessor.audio_bos_token 1 0 0
attr VibeVoiceAsrProcessor.audio_bos_token_id 1 0 0
attr VibeVoiceAsrProcessor.audio_eos_token 1 0 0
attr VibeVoiceAsrProcessor.audio_eos_token_id 1 0 0
attr VibeVoiceAsrProcessor.audio_duration_token 1 0 0

transformers.models.video_llama_3.configuration_video_llama_3 (34 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3Config.init 7 0 0
attr VideoLlama3Config.image_token_id 1 0 0
attr VideoLlama3Config.video_token_id 1 0 0
attr VideoLlama3Config.tie_word_embeddings 1 0 0
attr VideoLlama3Config.vision_config 1 0 0
attr VideoLlama3Config.text_config 1 0 0
meth VideoLlama3VisionConfig.init 12 0 0
attr VideoLlama3VisionConfig.hidden_size 1 0 0
attr VideoLlama3VisionConfig.intermediate_size 1 0 0
attr VideoLlama3VisionConfig.num_hidden_layers 1 0 0
attr VideoLlama3VisionConfig.num_attention_heads 1 0 0
attr VideoLlama3VisionConfig.num_channels 1 0 0
attr VideoLlama3VisionConfig.patch_size 1 0 0
attr VideoLlama3VisionConfig.attention_dropout 1 0 0
attr VideoLlama3VisionConfig.layer_norm_eps 1 0 0
attr VideoLlama3VisionConfig.hidden_act 1 0 0
attr VideoLlama3VisionConfig.initializer_range 1 0 0

transformers.models.video_llama_3.image_processing_video_llama_3 (19 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3ImageProcessor.init 16 15 0
meth VideoLlama3ImageProcessor._preprocess 16 15 0
meth VideoLlama3ImageProcessor.preprocess 20 19 0
meth VideoLlama3ImageProcessor.get_number_of_image_patches 4 2 0
attr VideoLlama3ImageProcessor.min_pixels 1 0 0
attr VideoLlama3ImageProcessor.max_pixels 1 0 0
attr VideoLlama3ImageProcessor.size 1 0 0
attr VideoLlama3ImageProcessor.do_resize 1 0 0
attr VideoLlama3ImageProcessor.resample 1 0 0
attr VideoLlama3ImageProcessor.do_rescale 1 0 0
attr VideoLlama3ImageProcessor.rescale_factor 1 0 0
attr VideoLlama3ImageProcessor.do_normalize 1 0 0
attr VideoLlama3ImageProcessor.image_mean 1 0 0
attr VideoLlama3ImageProcessor.image_std 1 0 0
attr VideoLlama3ImageProcessor.patch_size 1 0 0
attr VideoLlama3ImageProcessor.temporal_patch_size 1 0 0
attr VideoLlama3ImageProcessor.merge_size 1 0 0
attr VideoLlama3ImageProcessor.do_convert_rgb 1 0 0

transformers.models.video_llama_3.image_processing_video_llama_3_fast (6 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3ImageProcessorFast.init 2 1 0
meth VideoLlama3ImageProcessorFast._further_process_kwargs 5 4 0
meth VideoLlama3ImageProcessorFast._preprocess 16 14 0
meth VideoLlama3ImageProcessorFast.get_number_of_image_patches 4 2 0

transformers.models.video_llama_3.modeling_video_llama_3 (32 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3Model.init 2 1 0
meth VideoLlama3Model.get_input_embeddings 1 0 0
meth VideoLlama3Model.set_input_embeddings 2 0 0
meth VideoLlama3Model.get_placeholder_mask 5 4 0
attr VideoLlama3Model.vision_model 1 0 0
attr VideoLlama3Model.projector 1 0 0
attr VideoLlama3Model.language_model 1 0 0
meth VideoLlama3VisionModel.init 2 1 0
meth VideoLlama3VisionModel.pixel_unshuffle 4 3 0
attr VideoLlama3VisionModel.rotary_pos_emb 1 0 0
attr VideoLlama3VisionModel.embeddings 1 0 0
attr VideoLlama3VisionModel.encoder 1 0 0
attr VideoLlama3VisionModel.post_layernorm 1 0 0
meth VideoLlama3PreTrainedModel._init_weights 2 0 0
meth VideoLlama3ForConditionalGeneration.init 2 1 0
meth VideoLlama3ForConditionalGeneration.get_input_embeddings 1 0 0
meth VideoLlama3ForConditionalGeneration.set_input_embeddings 2 0 0
meth VideoLlama3ForConditionalGeneration.prepare_inputs_for_generation 17 8 0
meth VideoLlama3ForConditionalGeneration._expand_inputs_for_generation 5 4 0
attr VideoLlama3ForConditionalGeneration.model 1 0 0
attr VideoLlama3ForConditionalGeneration.lm_head 1 0 0

transformers.models.video_llama_3.modular_video_llama_3 (59 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3VideoProcessor._preprocess 18 16 0
meth VideoLlama3VisionModel.init 2 1 0
meth VideoLlama3VisionModel.pixel_unshuffle 4 3 0
attr VideoLlama3VisionModel.rotary_pos_emb 1 0 0
attr VideoLlama3VisionModel.embeddings 1 0 0
attr VideoLlama3VisionModel.encoder 1 0 0
attr VideoLlama3VisionModel.post_layernorm 1 0 0
meth VideoLlama3Model.init 2 1 0
meth VideoLlama3Model.get_rope_index 1 0 0
meth VideoLlama3Model.get_vision_position_ids 1 0 0
meth VideoLlama3Model.compute_3d_position_ids 1 0 0
attr VideoLlama3Model.vision_model 1 0 0
attr VideoLlama3Model.projector 1 0 0
attr VideoLlama3Model.language_model 1 0 0
meth VideoLlama3Processor.model_input_names 1 0 0
meth VideoLlama3PreTrainedModel._init_weights 2 0 0
meth VideoLlama3ImageProcessor.init 16 15 0
meth VideoLlama3ImageProcessor.preprocess 20 19 0
attr VideoLlama3ImageProcessor.image_mean 1 0 0
attr VideoLlama3ImageProcessor.image_std 1 0 0
meth VideoLlama3Config.init 7 0 0
attr VideoLlama3Config.image_token_id 1 0 0
attr VideoLlama3Config.video_token_id 1 0 0
attr VideoLlama3Config.tie_word_embeddings 1 0 0
attr VideoLlama3Config.vision_config 1 0 0
attr VideoLlama3Config.text_config 1 0 0
meth VideoLlama3ForConditionalGeneration.init 2 1 0
meth VideoLlama3ForConditionalGeneration.prepare_inputs_for_generation 17 8 0
meth VideoLlama3ForConditionalGeneration._prepare_position_ids_for_generation 1 0 0
meth VideoLlama3ForConditionalGeneration._expand_inputs_for_generation 5 4 0
meth VideoLlama3VisionConfig.init 12 0 0
attr VideoLlama3VisionConfig.initializer_range 1 0 0

transformers.models.video_llama_3.processing_video_llama_3 (19 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3Processor.init 6 0 0
meth VideoLlama3Processor._get_num_multimodal_tokens 4 0 0
meth VideoLlama3Processor.post_process_image_text_to_text 5 0 0
attr VideoLlama3Processor.image_token 1 0 0
attr VideoLlama3Processor.video_token 1 0 0
attr VideoLlama3Processor.image_token_id 1 0 0
attr VideoLlama3Processor.video_token_id 1 0 0

transformers.models.video_llama_3.video_processing_video_llama_3 (8 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlama3VideoProcessor.init 2 1 0
meth VideoLlama3VideoProcessor._further_process_kwargs 5 4 0
meth VideoLlama3VideoProcessor.sample_frames 8 6 0
meth VideoLlama3VideoProcessor._preprocess 18 16 0
meth VideoLlama3VideoProcessor.get_num_of_video_patches 5 3 0

transformers.models.video_llava.configuration_video_llava (24 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlavaConfig.init 13 0 0
attr VideoLlavaConfig.image_token_index 1 0 0
attr VideoLlavaConfig.video_token_index 1 0 0
attr VideoLlavaConfig.projector_hidden_act 1 0 0
attr VideoLlavaConfig.vision_feature_select_strategy 1 0 0
attr VideoLlavaConfig.vision_feature_layer 1 0 0
attr VideoLlavaConfig.image_seq_length 1 0 0
attr VideoLlavaConfig.video_seq_length 1 0 0
attr VideoLlavaConfig.multimodal_projector_bias 1 0 0
attr VideoLlavaConfig.tie_word_embeddings 1 0 0
attr VideoLlavaConfig.vision_config 1 0 0
attr VideoLlavaConfig.text_config 1 0 0

transformers.models.video_llava.image_processing_video_llava (13 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlavaImageProcessor.init 13 12 0
meth VideoLlavaImageProcessor.resize 7 6 0
attr VideoLlavaImageProcessor.do_resize 1 0 0
attr VideoLlavaImageProcessor.size 1 0 0
attr VideoLlavaImageProcessor.resample 1 0 0
attr VideoLlavaImageProcessor.do_center_crop 1 0 0
attr VideoLlavaImageProcessor.crop_size 1 0 0
attr VideoLlavaImageProcessor.do_rescale 1 0 0
attr VideoLlavaImageProcessor.rescale_factor 1 0 0
attr VideoLlavaImageProcessor.do_normalize 1 0 0
attr VideoLlavaImageProcessor.image_mean 1 0 0
attr VideoLlavaImageProcessor.image_std 1 0 0
attr VideoLlavaImageProcessor.do_convert_rgb 1 0 0

transformers.models.video_llava.modeling_video_llava (29 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlavaForConditionalGeneration.init 2 1 0
meth VideoLlavaForConditionalGeneration.get_input_embeddings 1 0 0
meth VideoLlavaForConditionalGeneration.set_input_embeddings 2 0 0
meth VideoLlavaForConditionalGeneration.prepare_inputs_for_generation 11 0 0
attr VideoLlavaForConditionalGeneration.model 1 0 0
attr VideoLlavaForConditionalGeneration.lm_head 1 0 0
meth VideoLlavaPreTrainedModel._init_weights 2 0 0
meth VideoLlavaModel.init 2 1 0
meth VideoLlavaModel.get_input_embeddings 1 0 0
meth VideoLlavaModel.set_input_embeddings 2 0 0
meth VideoLlavaModel.get_placeholder_mask 5 4 0
attr VideoLlavaModel.video_tower 1 0 0
attr VideoLlavaModel.image_tower 1 0 0
attr VideoLlavaModel.multi_modal_projector 1 0 0
attr VideoLlavaModel.vocab_size 1 0 0
attr VideoLlavaModel.language_model 1 0 0

transformers.models.video_llava.processing_video_llava (18 missing, 0 any)

Symbol Typable Typed Any
meth VideoLlavaProcessor.init 11 0 0
attr VideoLlavaProcessor.patch_size 1 0 0
attr VideoLlavaProcessor.num_additional_image_tokens 1 0 0
attr VideoLlavaProcessor.vision_feature_select_strategy 1 0 0
attr VideoLlavaProcessor.image_token 1 0 0
attr VideoLlavaProcessor.video_token 1 0 0
attr VideoLlavaProcessor.image_token_id 1 0 0
attr VideoLlavaProcessor.video_token_id 1 0 0

transformers.models.videomae.configuration_videomae (44 missing, 0 any)

Symbol Typable Typed Any
meth VideoMAEConfig.init 23 0 0
attr VideoMAEConfig.image_size 1 0 0
attr VideoMAEConfig.patch_size 1 0 0
attr VideoMAEConfig.num_channels 1 0 0
attr VideoMAEConfig.num_frames 1 0 0
attr VideoMAEConfig.tubelet_size 1 0 0
attr VideoMAEConfig.hidden_size 1 0 0
attr VideoMAEConfig.num_hidden_layers 1 0 0
attr VideoMAEConfig.num_attention_heads 1 0 0
attr VideoMAEConfig.intermediate_size 1 0 0
attr VideoMAEConfig.hidden_act 1 0 0
attr VideoMAEConfig.hidden_dropout_prob 1 0 0
attr VideoMAEConfig.attention_probs_dropout_prob 1 0 0
attr VideoMAEConfig.initializer_range 1 0 0
attr VideoMAEConfig.layer_norm_eps 1 0 0
attr VideoMAEConfig.qkv_bias 1 0 0
attr VideoMAEConfig.use_mean_pooling 1 0 0
attr VideoMAEConfig.decoder_num_attention_heads 1 0 0
attr VideoMAEConfig.decoder_hidden_size 1 0 0
attr VideoMAEConfig.decoder_num_hidden_layers 1 0 0
attr VideoMAEConfig.decoder_intermediate_size 1 0 0
attr VideoMAEConfig.norm_pix_loss 1 0 0

transformers.models.videomae.image_processing_videomae (12 missing, 0 any)

Symbol Typable Typed Any
meth VideoMAEImageProcessor.init 12 11 0
meth VideoMAEImageProcessor.resize 7 6 0
attr VideoMAEImageProcessor.do_resize 1 0 0
attr VideoMAEImageProcessor.size 1 0 0
attr VideoMAEImageProcessor.do_center_crop 1 0 0
attr VideoMAEImageProcessor.crop_size 1 0 0
attr VideoMAEImageProcessor.resample 1 0 0
attr VideoMAEImageProcessor.do_rescale 1 0 0
attr VideoMAEImageProcessor.rescale_factor 1 0 0
attr VideoMAEImageProcessor.do_normalize 1 0 0
attr VideoMAEImageProcessor.image_mean 1 0 0
attr VideoMAEImageProcessor.image_std 1 0 0

transformers.models.videomae.modeling_videomae (19 missing, 0 any)

Symbol Typable Typed Any
meth VideoMAEForVideoClassification.init 2 0 0
attr VideoMAEForVideoClassification.num_labels 1 0 0
attr VideoMAEForVideoClassification.videomae 1 0 0
attr VideoMAEForVideoClassification.fc_norm 1 0 0
attr VideoMAEForVideoClassification.classifier 1 0 0
meth VideoMAEModel.init 2 0 0
meth VideoMAEModel.get_input_embeddings 1 0 0
attr VideoMAEModel.embeddings 1 0 0
attr VideoMAEModel.encoder 1 0 0
attr VideoMAEModel.layernorm 1 0 0
meth VideoMAEForPreTraining.init 2 0 0
attr VideoMAEForPreTraining.videomae 1 0 0
attr VideoMAEForPreTraining.encoder_to_decoder 1 0 0
attr VideoMAEForPreTraining.mask_token 1 0 0
attr VideoMAEForPreTraining.position_embeddings 1 0 0
attr VideoMAEForPreTraining.decoder 1 0 0

transformers.models.videomae.video_processing_videomae (3 missing, 0 any)

Symbol Typable Typed Any
meth VideoMAEVideoProcessor.preprocess 3 0 0

transformers.models.vilt.configuration_vilt (44 missing, 0 any)

Symbol Typable Typed Any
meth ViltConfig.init 23 0 0
attr ViltConfig.tie_word_embeddings 1 0 0
attr ViltConfig.pad_token_id 1 0 0
attr ViltConfig.vocab_size 1 0 0
attr ViltConfig.type_vocab_size 1 0 0
attr ViltConfig.modality_type_vocab_size 1 0 0
attr ViltConfig.max_position_embeddings 1 0 0
attr ViltConfig.hidden_size 1 0 0
attr ViltConfig.num_hidden_layers 1 0 0
attr ViltConfig.num_attention_heads 1 0 0
attr ViltConfig.intermediate_size 1 0 0
attr ViltConfig.hidden_act 1 0 0
attr ViltConfig.hidden_dropout_prob 1 0 0
attr ViltConfig.attention_probs_dropout_prob 1 0 0
attr ViltConfig.initializer_range 1 0 0
attr ViltConfig.layer_norm_eps 1 0 0
attr ViltConfig.image_size 1 0 0
attr ViltConfig.patch_size 1 0 0
attr ViltConfig.num_channels 1 0 0
attr ViltConfig.qkv_bias 1 0 0
attr ViltConfig.max_image_length 1 0 0
attr ViltConfig.num_images 1 0 0

transformers.models.vilt.image_processing_vilt (12 missing, 0 any)

Symbol Typable Typed Any
meth ViltImageProcessor.init 12 11 0
meth ViltImageProcessor.resize 8 7 0
attr ViltImageProcessor.do_resize 1 0 0
attr ViltImageProcessor.size 1 0 0
attr ViltImageProcessor.size_divisor 1 0 0
attr ViltImageProcessor.resample 1 0 0
attr ViltImageProcessor.do_rescale 1 0 0
attr ViltImageProcessor.rescale_factor 1 0 0
attr ViltImageProcessor.do_normalize 1 0 0
attr ViltImageProcessor.image_mean 1 0 0
attr ViltImageProcessor.image_std 1 0 0
attr ViltImageProcessor.do_pad 1 0 0

transformers.models.vilt.image_processing_vilt_fast (1 missing, 0 any)

Symbol Typable Typed Any
meth ViltImageProcessorFast._preprocess 15 14 0

transformers.models.vilt.modeling_vilt (58 missing, 0 any)

Symbol Typable Typed Any
meth ViltForQuestionAnswering.init 2 0 0
meth ViltForQuestionAnswering.forward 13 12 0
attr ViltForQuestionAnswering.num_labels 1 0 0
attr ViltForQuestionAnswering.vilt 1 0 0
attr ViltForQuestionAnswering.classifier 1 0 0
meth ViltForImageAndTextRetrieval.init 2 0 0
meth ViltForImageAndTextRetrieval.forward 13 12 0
attr ViltForImageAndTextRetrieval.vilt 1 0 0
attr ViltForImageAndTextRetrieval.rank_output 1 0 0
meth ViltForImagesAndTextClassification.init 2 0 0
meth ViltForImagesAndTextClassification.forward 13 12 0
attr ViltForImagesAndTextClassification.num_labels 1 0 0
attr ViltForImagesAndTextClassification.vilt 1 0 0
attr ViltForImagesAndTextClassification.classifier 1 0 0
meth ViltForTokenClassification.init 2 0 0
meth ViltForTokenClassification.forward 13 12 0
attr ViltForTokenClassification.num_labels 1 0 0
attr ViltForTokenClassification.vilt 1 0 0
attr ViltForTokenClassification.dropout 1 0 0
attr ViltForTokenClassification.classifier 1 0 0
meth ViltModel.init 3 0 0
meth ViltModel.get_input_embeddings 1 0 0
meth ViltModel.set_input_embeddings 2 0 0
meth ViltModel.forward 13 12 0
attr ViltModel.embeddings 1 0 0
attr ViltModel.encoder 1 0 0
attr ViltModel.layernorm 1 0 0
attr ViltModel.pooler 1 0 0
meth ViltForMaskedLM.init 2 0 0
meth ViltForMaskedLM.get_output_embeddings 1 0 0
meth ViltForMaskedLM.set_output_embeddings 2 0 0
meth ViltForMaskedLM.forward 13 12 0
attr ViltForMaskedLM.vilt 1 0 0
attr ViltForMaskedLM.mlm_score 1 0 0
meth ViltLayer.init 2 0 0
meth ViltLayer.forward 4 0 0
attr ViltLayer.chunk_size_feed_forward 1 0 0
attr ViltLayer.seq_len_dim 1 0 0
attr ViltLayer.attention 1 0 0
attr ViltLayer.intermediate 1 0 0
attr ViltLayer.output 1 0 0
attr ViltLayer.layernorm_before 1 0 0
attr ViltLayer.layernorm_after 1 0 0
meth ViltPreTrainedModel._init_weights 2 0 0

transformers.models.vilt.processing_vilt (4 missing, 0 any)

Symbol Typable Typed Any
meth ViltProcessor.init 4 0 0

transformers.models.vipllava.configuration_vipllava (18 missing, 0 any)

Symbol Typable Typed Any
meth VipLlavaConfig.init 10 0 0
attr VipLlavaConfig.image_token_index 1 0 0
attr VipLlavaConfig.projector_hidden_act 1 0 0
attr VipLlavaConfig.projector_layernorm_eps 1 0 0
attr VipLlavaConfig.vision_feature_layers 1 0 0
attr VipLlavaConfig.image_seq_length 1 0 0
attr VipLlavaConfig.vision_config 1 0 0
attr VipLlavaConfig.tie_word_embeddings 1 0 0
attr VipLlavaConfig.text_config 1 0 0

transformers.models.vipllava.modeling_vipllava (26 missing, 0 any)

Symbol Typable Typed Any
meth VipLlavaModel.init 2 1 0
meth VipLlavaModel.get_input_embeddings 1 0 0
meth VipLlavaModel.set_input_embeddings 2 0 0
meth VipLlavaModel.get_placeholder_mask 4 3 0
meth VipLlavaModel.forward 14 13 0
attr VipLlavaModel.vision_tower 1 0 0
attr VipLlavaModel.multi_modal_projector 1 0 0
attr VipLlavaModel.language_model 1 0 0
meth VipLlavaForConditionalGeneration.init 2 1 0
meth VipLlavaForConditionalGeneration.get_input_embeddings 1 0 0
meth VipLlavaForConditionalGeneration.set_input_embeddings 2 0 0
meth VipLlavaForConditionalGeneration.forward 16 15 0
meth VipLlavaForConditionalGeneration.prepare_inputs_for_generation 10 0 0
attr VipLlavaForConditionalGeneration.model 1 0 0
attr VipLlavaForConditionalGeneration.lm_head 1 0 0

transformers.models.vipllava.modular_vipllava (2 missing, 0 any)

Symbol Typable Typed Any
meth VipLlavaModel.forward 14 13 0
meth VipLlavaForConditionalGeneration.forward 16 15 0

transformers.models.vision_encoder_decoder.configuration_vision_encoder_decoder (6 missing, 0 any)

Symbol Typable Typed Any
meth VisionEncoderDecoderConfig.init 2 0 0
meth VisionEncoderDecoderConfig.from_encoder_decoder_configs 4 3 0
attr VisionEncoderDecoderConfig.encoder 1 0 0
attr VisionEncoderDecoderConfig.decoder 1 0 0
attr VisionEncoderDecoderConfig.is_encoder_decoder 1 0 0

transformers.models.vision_encoder_decoder.modeling_vision_encoder_decoder (12 missing, 0 any)

Symbol Typable Typed Any
meth VisionEncoderDecoderModel.init 4 3 0
meth VisionEncoderDecoderModel.get_input_embeddings 1 0 0
meth VisionEncoderDecoderModel.get_output_embeddings 1 0 0
meth VisionEncoderDecoderModel.set_output_embeddings 2 0 0
meth VisionEncoderDecoderModel.from_encoder_decoder_pretrained 5 3 0
meth VisionEncoderDecoderModel.forward 14 13 0
meth VisionEncoderDecoderModel.prepare_decoder_input_ids_from_labels 2 1 0
attr VisionEncoderDecoderModel.encoder 1 0 0
attr VisionEncoderDecoderModel.decoder 1 0 0
attr VisionEncoderDecoderModel.enc_to_dec_proj 1 0 0

transformers.models.vision_text_dual_encoder.configuration_vision_text_dual_encoder (10 missing, 0 any)

Symbol Typable Typed Any
meth VisionTextDualEncoderConfig.init 4 0 0
meth VisionTextDualEncoderConfig.from_vision_text_configs 4 2 0
attr VisionTextDualEncoderConfig.text_config 1 0 0
attr VisionTextDualEncoderConfig.projection_dim 1 0 0
attr VisionTextDualEncoderConfig.logit_scale_init_value 1 0 0
attr VisionTextDualEncoderConfig.vision_config 1 0 0

transformers.models.vision_text_dual_encoder.modeling_vision_text_dual_encoder (12 missing, 0 any)

Symbol Typable Typed Any
meth VisionTextDualEncoderModel.init 4 3 0
meth VisionTextDualEncoderModel.forward 11 10 0
meth VisionTextDualEncoderModel.from_vision_text_pretrained 5 3 0
attr VisionTextDualEncoderModel.vision_model 1 0 0
attr VisionTextDualEncoderModel.text_model 1 0 0
attr VisionTextDualEncoderModel.vision_embed_dim 1 0 0
attr VisionTextDualEncoderModel.text_embed_dim 1 0 0
attr VisionTextDualEncoderModel.projection_dim 1 0 0
attr VisionTextDualEncoderModel.visual_projection 1 0 0
attr VisionTextDualEncoderModel.text_projection 1 0 0
attr VisionTextDualEncoderModel.logit_scale 1 0 0

transformers.models.vision_text_dual_encoder.processing_vision_text_dual_encoder (4 missing, 0 any)

Symbol Typable Typed Any
meth VisionTextDualEncoderProcessor.init 4 0 0

transformers.models.visual_bert.configuration_visual_bert (40 missing, 0 any)

Symbol Typable Typed Any
meth VisualBertConfig.init 21 0 0
attr VisualBertConfig.pad_token_id 1 0 0
attr VisualBertConfig.bos_token_id 1 0 0
attr VisualBertConfig.eos_token_id 1 0 0
attr VisualBertConfig.tie_word_embeddings 1 0 0
attr VisualBertConfig.vocab_size 1 0 0
attr VisualBertConfig.max_position_embeddings 1 0 0
attr VisualBertConfig.hidden_size 1 0 0
attr VisualBertConfig.visual_embedding_dim 1 0 0
attr VisualBertConfig.num_hidden_layers 1 0 0
attr VisualBertConfig.num_attention_heads 1 0 0
attr VisualBertConfig.intermediate_size 1 0 0
attr VisualBertConfig.hidden_act 1 0 0
attr VisualBertConfig.hidden_dropout_prob 1 0 0
attr VisualBertConfig.attention_probs_dropout_prob 1 0 0
attr VisualBertConfig.initializer_range 1 0 0
attr VisualBertConfig.type_vocab_size 1 0 0
attr VisualBertConfig.layer_norm_eps 1 0 0
attr VisualBertConfig.bypass_transformer 1 0 0
attr VisualBertConfig.special_visual_initialize 1 0 0

transformers.models.visual_bert.modeling_visual_bert (62 missing, 0 any)

Symbol Typable Typed Any
meth VisualBertForQuestionAnswering.init 2 0 0
meth VisualBertForQuestionAnswering.forward 15 14 0
attr VisualBertForQuestionAnswering.num_labels 1 0 0
attr VisualBertForQuestionAnswering.visual_bert 1 0 0
attr VisualBertForQuestionAnswering.dropout 1 0 0
attr VisualBertForQuestionAnswering.cls 1 0 0
meth VisualBertForRegionToPhraseAlignment.init 2 0 0
meth VisualBertForRegionToPhraseAlignment.forward 16 15 0
attr VisualBertForRegionToPhraseAlignment.visual_bert 1 0 0
attr VisualBertForRegionToPhraseAlignment.dropout 1 0 0
attr VisualBertForRegionToPhraseAlignment.cls 1 0 0
attr VisualBertForRegionToPhraseAlignment.attention 1 0 0
meth VisualBertModel.init 3 0 0
meth VisualBertModel.get_input_embeddings 1 0 0
meth VisualBertModel.set_input_embeddings 2 0 0
meth VisualBertModel.forward 14 13 0
attr VisualBertModel.embeddings 1 0 0
attr VisualBertModel.encoder 1 0 0
attr VisualBertModel.pooler 1 0 0
attr VisualBertModel.bypass_transformer 1 0 0
attr VisualBertModel.additional_layer 1 0 0
meth VisualBertForPreTraining.init 2 0 0
meth VisualBertForPreTraining.get_output_embeddings 1 0 0
meth VisualBertForPreTraining.set_output_embeddings 2 0 0
meth VisualBertForPreTraining.forward 16 15 0
attr VisualBertForPreTraining.visual_bert 1 0 0
attr VisualBertForPreTraining.cls 1 0 0
meth VisualBertLayer.init 2 0 0
meth VisualBertLayer.forward 4 0 0
meth VisualBertLayer.feed_forward_chunk 2 0 0
attr VisualBertLayer.chunk_size_feed_forward 1 0 0
attr VisualBertLayer.seq_len_dim 1 0 0
attr VisualBertLayer.attention 1 0 0
attr VisualBertLayer.intermediate 1 0 0
attr VisualBertLayer.output 1 0 0
meth VisualBertPreTrainedModel._init_weights 2 0 0
meth VisualBertForMultipleChoice.init 2 0 0
meth VisualBertForMultipleChoice.forward 15 14 0
attr VisualBertForMultipleChoice.visual_bert 1 0 0
attr VisualBertForMultipleChoice.dropout 1 0 0
attr VisualBertForMultipleChoice.cls 1 0 0
meth VisualBertForVisualReasoning.init 2 0 0
meth VisualBertForVisualReasoning.forward 15 14 0
attr VisualBertForVisualReasoning.num_labels 1 0 0
attr VisualBertForVisualReasoning.visual_bert 1 0 0
attr VisualBertForVisualReasoning.dropout 1 0 0
attr VisualBertForVisualReasoning.cls 1 0 0

transformers.models.vit.configuration_vit (34 missing, 0 any)

Symbol Typable Typed Any
meth ViTConfig.init 18 0 0
attr ViTConfig.hidden_size 1 0 0
attr ViTConfig.num_hidden_layers 1 0 0
attr ViTConfig.num_attention_heads 1 0 0
attr ViTConfig.intermediate_size 1 0 0
attr ViTConfig.hidden_act 1 0 0
attr ViTConfig.hidden_dropout_prob 1 0 0
attr ViTConfig.attention_probs_dropout_prob 1 0 0
attr ViTConfig.initializer_range 1 0 0
attr ViTConfig.layer_norm_eps 1 0 0
attr ViTConfig.image_size 1 0 0
attr ViTConfig.patch_size 1 0 0
attr ViTConfig.num_channels 1 0 0
attr ViTConfig.qkv_bias 1 0 0
attr ViTConfig.encoder_stride 1 0 0
attr ViTConfig.pooler_output_size 1 0 0
attr ViTConfig.pooler_act 1 0 0

transformers.models.vit.image_processing_vit (12 missing, 0 any)

Symbol Typable Typed Any
meth ViTImageProcessor.init 11 10 0
meth ViTImageProcessor.resize 7 6 0
meth ViTImageProcessor.preprocess 14 13 0
attr ViTImageProcessor.do_resize 1 0 0
attr ViTImageProcessor.do_rescale 1 0 0
attr ViTImageProcessor.do_normalize 1 0 0
attr ViTImageProcessor.size 1 0 0
attr ViTImageProcessor.resample 1 0 0
attr ViTImageProcessor.rescale_factor 1 0 0
attr ViTImageProcessor.image_mean 1 0 0
attr ViTImageProcessor.image_std 1 0 0
attr ViTImageProcessor.do_convert_rgb 1 0 0

transformers.models.vit.modeling_vit (13 missing, 0 any)

Symbol Typable Typed Any
meth ViTForImageClassification.init 2 1 0
attr ViTForImageClassification.num_labels 1 0 0
attr ViTForImageClassification.vit 1 0 0
attr ViTForImageClassification.classifier 1 0 0
meth ViTModel.init 4 3 0
attr ViTModel.embeddings 1 0 0
attr ViTModel.encoder 1 0 0
attr ViTModel.layernorm 1 0 0
attr ViTModel.pooler 1 0 0
meth ViTPreTrainedModel._init_weights 2 1 0
meth ViTForMaskedImageModeling.init 2 1 0
attr ViTForMaskedImageModeling.vit 1 0 0
attr ViTForMaskedImageModeling.decoder 1 0 0

transformers.models.vit_mae.configuration_vit_mae (40 missing, 0 any)

Symbol Typable Typed Any
meth ViTMAEConfig.init 21 0 0
attr ViTMAEConfig.hidden_size 1 0 0
attr ViTMAEConfig.num_hidden_layers 1 0 0
attr ViTMAEConfig.num_attention_heads 1 0 0
attr ViTMAEConfig.intermediate_size 1 0 0
attr ViTMAEConfig.hidden_act 1 0 0
attr ViTMAEConfig.hidden_dropout_prob 1 0 0
attr ViTMAEConfig.attention_probs_dropout_prob 1 0 0
attr ViTMAEConfig.initializer_range 1 0 0
attr ViTMAEConfig.layer_norm_eps 1 0 0
attr ViTMAEConfig.image_size 1 0 0
attr ViTMAEConfig.patch_size 1 0 0
attr ViTMAEConfig.num_channels 1 0 0
attr ViTMAEConfig.qkv_bias 1 0 0
attr ViTMAEConfig.decoder_num_attention_heads 1 0 0
attr ViTMAEConfig.decoder_hidden_size 1 0 0
attr ViTMAEConfig.decoder_num_hidden_layers 1 0 0
attr ViTMAEConfig.decoder_intermediate_size 1 0 0
attr ViTMAEConfig.mask_ratio 1 0 0
attr ViTMAEConfig.norm_pix_loss 1 0 0

transformers.models.vit_mae.modeling_vit_mae (28 missing, 0 any)

Symbol Typable Typed Any
meth ViTMAEModel.init 2 0 0
meth ViTMAEModel.get_input_embeddings 1 0 0
attr ViTMAEModel.embeddings 1 0 0
attr ViTMAEModel.encoder 1 0 0
attr ViTMAEModel.layernorm 1 0 0
meth ViTMAELayer.init 2 1 0
attr ViTMAELayer.chunk_size_feed_forward 1 0 0
attr ViTMAELayer.seq_len_dim 1 0 0
attr ViTMAELayer.attention 1 0 0
attr ViTMAELayer.intermediate 1 0 0
attr ViTMAELayer.output 1 0 0
attr ViTMAELayer.layernorm_before 1 0 0
attr ViTMAELayer.layernorm_after 1 0 0
meth ViTMAEForPreTraining.init 2 1 0
meth ViTMAEForPreTraining.get_input_embeddings 1 0 0
meth ViTMAEForPreTraining.patchify 3 1 0
meth ViTMAEForPreTraining.unpatchify 3 1 0
meth ViTMAEForPreTraining.forward_loss 5 1 0
attr ViTMAEForPreTraining.vit 1 0 0
attr ViTMAEForPreTraining.decoder 1 0 0
meth ViTMAEPreTrainedModel._init_weights 2 0 0

transformers.models.vit_msn.configuration_vit_msn (28 missing, 0 any)

Symbol Typable Typed Any
meth ViTMSNConfig.init 15 0 0
attr ViTMSNConfig.hidden_size 1 0 0
attr ViTMSNConfig.num_hidden_layers 1 0 0
attr ViTMSNConfig.num_attention_heads 1 0 0
attr ViTMSNConfig.intermediate_size 1 0 0
attr ViTMSNConfig.hidden_act 1 0 0
attr ViTMSNConfig.hidden_dropout_prob 1 0 0
attr ViTMSNConfig.attention_probs_dropout_prob 1 0 0
attr ViTMSNConfig.initializer_range 1 0 0
attr ViTMSNConfig.layer_norm_eps 1 0 0
attr ViTMSNConfig.image_size 1 0 0
attr ViTMSNConfig.patch_size 1 0 0
attr ViTMSNConfig.num_channels 1 0 0
attr ViTMSNConfig.qkv_bias 1 0 0

transformers.models.vit_msn.modeling_vit_msn (7 missing, 0 any)

Symbol Typable Typed Any
attr ViTMSNForImageClassification.num_labels 1 0 0
attr ViTMSNForImageClassification.vit 1 0 0
attr ViTMSNForImageClassification.classifier 1 0 0
meth ViTMSNModel.init 3 2 0
attr ViTMSNModel.embeddings 1 0 0
attr ViTMSNModel.encoder 1 0 0
attr ViTMSNModel.layernorm 1 0 0

transformers.models.vitdet.configuration_vitdet (43 missing, 0 any)

Symbol Typable Typed Any
meth VitDetConfig.init 23 0 0
attr VitDetConfig.hidden_size 1 0 0
attr VitDetConfig.num_hidden_layers 1 0 0
attr VitDetConfig.num_attention_heads 1 0 0
attr VitDetConfig.mlp_ratio 1 0 0
attr VitDetConfig.hidden_act 1 0 0
attr VitDetConfig.dropout_prob 1 0 0
attr VitDetConfig.initializer_range 1 0 0
attr VitDetConfig.layer_norm_eps 1 0 0
attr VitDetConfig.image_size 1 0 0
attr VitDetConfig.pretrain_image_size 1 0 0
attr VitDetConfig.patch_size 1 0 0
attr VitDetConfig.num_channels 1 0 0
attr VitDetConfig.qkv_bias 1 0 0
attr VitDetConfig.drop_path_rate 1 0 0
attr VitDetConfig.window_block_indices 1 0 0
attr VitDetConfig.residual_block_indices 1 0 0
attr VitDetConfig.use_absolute_position_embeddings 1 0 0
attr VitDetConfig.use_relative_position_embeddings 1 0 0
attr VitDetConfig.window_size 1 0 0
attr VitDetConfig.stage_names 1 0 0

transformers.models.vitdet.modeling_vitdet (10 missing, 0 any)

Symbol Typable Typed Any
meth VitDetModel.init 2 1 0
meth VitDetModel.forward 6 5 0
attr VitDetModel.embeddings 1 0 0
attr VitDetModel.encoder 1 0 0
meth VitDetBackbone.init 2 0 0
meth VitDetBackbone.forward 6 5 0
attr VitDetBackbone.embeddings 1 0 0
attr VitDetBackbone.encoder 1 0 0
attr VitDetBackbone.num_features 1 0 0

transformers.models.vitmatte.configuration_vitmatte (8 missing, 0 any)

Symbol Typable Typed Any
meth VitMatteConfig.init 8 6 0
attr VitMatteConfig.backbone_config 1 0 0
attr VitMatteConfig.batch_norm_eps 1 0 0
attr VitMatteConfig.hidden_size 1 0 0
attr VitMatteConfig.initializer_range 1 0 0
attr VitMatteConfig.convstream_hidden_sizes 1 0 0
attr VitMatteConfig.fusion_hidden_sizes 1 0 0

transformers.models.vitmatte.image_processing_vitmatte (9 missing, 0 any)

Symbol Typable Typed Any
meth VitMatteImageProcessor.init 9 8 0
meth VitMatteImageProcessor.preprocess 13 12 0
attr VitMatteImageProcessor.do_rescale 1 0 0
attr VitMatteImageProcessor.do_normalize 1 0 0
attr VitMatteImageProcessor.do_pad 1 0 0
attr VitMatteImageProcessor.rescale_factor 1 0 0
attr VitMatteImageProcessor.image_mean 1 0 0
attr VitMatteImageProcessor.image_std 1 0 0
attr VitMatteImageProcessor.size_divisor 1 0 0

transformers.models.vitmatte.modeling_vitmatte (7 missing, 0 any)

Symbol Typable Typed Any
meth VitMattePreTrainedModel._init_weights 2 1 0
meth VitMatteForImageMatting.init 2 0 0
meth VitMatteForImageMatting.forward 7 5 0
attr VitMatteForImageMatting.backbone 1 0 0
attr VitMatteForImageMatting.decoder 1 0 0

transformers.models.vitpose.configuration_vitpose (6 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseConfig.init 6 4 0
attr VitPoseConfig.backbone_config 1 0 0
attr VitPoseConfig.initializer_range 1 0 0
attr VitPoseConfig.scale_factor 1 0 0
attr VitPoseConfig.use_simple_decoder 1 0 0

transformers.models.vitpose.image_processing_vitpose (12 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseImageProcessor.init 9 7 0
meth VitPoseImageProcessor.keypoints_from_heatmaps 5 4 0
meth VitPoseImageProcessor.post_process_pose_estimation 6 5 0
attr VitPoseImageProcessor.do_affine_transform 1 0 0
attr VitPoseImageProcessor.size 1 0 0
attr VitPoseImageProcessor.do_rescale 1 0 0
attr VitPoseImageProcessor.rescale_factor 1 0 0
attr VitPoseImageProcessor.do_normalize 1 0 0
attr VitPoseImageProcessor.image_mean 1 0 0
attr VitPoseImageProcessor.image_std 1 0 0
attr VitPoseImageProcessor.normalize_factor 1 0 0

transformers.models.vitpose.image_processing_vitpose_fast (3 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseImageProcessorFast._preprocess 13 12 0
meth VitPoseImageProcessorFast.keypoints_from_heatmaps 5 4 0
meth VitPoseImageProcessorFast.post_process_pose_estimation 6 5 0

transformers.models.vitpose.modeling_vitpose (4 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseForPoseEstimation.init 2 1 0
attr VitPoseForPoseEstimation.backbone 1 0 0
attr VitPoseForPoseEstimation.head 1 0 0
meth VitPosePreTrainedModel._init_weights 2 1 0

transformers.models.vitpose_backbone.configuration_vitpose_backbone (35 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseBackboneConfig.init 19 0 0
attr VitPoseBackboneConfig.hidden_size 1 0 0
attr VitPoseBackboneConfig.num_hidden_layers 1 0 0
attr VitPoseBackboneConfig.num_attention_heads 1 0 0
attr VitPoseBackboneConfig.mlp_ratio 1 0 0
attr VitPoseBackboneConfig.num_experts 1 0 0
attr VitPoseBackboneConfig.part_features 1 0 0
attr VitPoseBackboneConfig.hidden_act 1 0 0
attr VitPoseBackboneConfig.hidden_dropout_prob 1 0 0
attr VitPoseBackboneConfig.attention_probs_dropout_prob 1 0 0
attr VitPoseBackboneConfig.initializer_range 1 0 0
attr VitPoseBackboneConfig.layer_norm_eps 1 0 0
attr VitPoseBackboneConfig.image_size 1 0 0
attr VitPoseBackboneConfig.patch_size 1 0 0
attr VitPoseBackboneConfig.num_channels 1 0 0
attr VitPoseBackboneConfig.qkv_bias 1 0 0
attr VitPoseBackboneConfig.stage_names 1 0 0

transformers.models.vitpose_backbone.modeling_vitpose_backbone (8 missing, 0 any)

Symbol Typable Typed Any
meth VitPoseBackbonePreTrainedModel._init_weights 2 1 0
meth VitPoseBackbone.init 2 1 0
meth VitPoseBackbone.forward 5 3 0
attr VitPoseBackbone.num_features 1 0 0
attr VitPoseBackbone.embeddings 1 0 0
attr VitPoseBackbone.encoder 1 0 0
attr VitPoseBackbone.layernorm 1 0 0

transformers.models.vits.configuration_vits (92 missing, 0 any)

Symbol Typable Typed Any
meth VitsConfig.init 47 0 0
attr VitsConfig.vocab_size 1 0 0
attr VitsConfig.hidden_size 1 0 0
attr VitsConfig.num_hidden_layers 1 0 0
attr VitsConfig.num_attention_heads 1 0 0
attr VitsConfig.window_size 1 0 0
attr VitsConfig.use_bias 1 0 0
attr VitsConfig.ffn_dim 1 0 0
attr VitsConfig.layerdrop 1 0 0
attr VitsConfig.ffn_kernel_size 1 0 0
attr VitsConfig.flow_size 1 0 0
attr VitsConfig.spectrogram_bins 1 0 0
attr VitsConfig.hidden_act 1 0 0
attr VitsConfig.hidden_dropout 1 0 0
attr VitsConfig.attention_dropout 1 0 0
attr VitsConfig.activation_dropout 1 0 0
attr VitsConfig.initializer_range 1 0 0
attr VitsConfig.layer_norm_eps 1 0 0
attr VitsConfig.use_stochastic_duration_prediction 1 0 0
attr VitsConfig.num_speakers 1 0 0
attr VitsConfig.speaker_embedding_size 1 0 0
attr VitsConfig.upsample_initial_channel 1 0 0
attr VitsConfig.upsample_rates 1 0 0
attr VitsConfig.upsample_kernel_sizes 1 0 0
attr VitsConfig.resblock_kernel_sizes 1 0 0
attr VitsConfig.resblock_dilation_sizes 1 0 0
attr VitsConfig.leaky_relu_slope 1 0 0
attr VitsConfig.depth_separable_channels 1 0 0
attr VitsConfig.depth_separable_num_layers 1 0 0
attr VitsConfig.duration_predictor_flow_bins 1 0 0
attr VitsConfig.duration_predictor_tail_bound 1 0 0
attr VitsConfig.duration_predictor_kernel_size 1 0 0
attr VitsConfig.duration_predictor_dropout 1 0 0
attr VitsConfig.duration_predictor_num_flows 1 0 0
attr VitsConfig.duration_predictor_filter_channels 1 0 0
attr VitsConfig.prior_encoder_num_flows 1 0 0
attr VitsConfig.prior_encoder_num_wavenet_layers 1 0 0
attr VitsConfig.posterior_encoder_num_wavenet_layers 1 0 0
attr VitsConfig.wavenet_kernel_size 1 0 0
attr VitsConfig.wavenet_dilation_rate 1 0 0
attr VitsConfig.wavenet_dropout 1 0 0
attr VitsConfig.speaking_rate 1 0 0
attr VitsConfig.noise_scale 1 0 0
attr VitsConfig.noise_scale_duration 1 0 0
attr VitsConfig.sampling_rate 1 0 0
attr VitsConfig.pad_token_id 1 0 0

transformers.models.vits.modeling_vits (12 missing, 0 any)

Symbol Typable Typed Any
meth VitsModel.init 2 1 0
meth VitsModel.forward 10 9 0
attr VitsModel.text_encoder 1 0 0
attr VitsModel.flow 1 0 0
attr VitsModel.decoder 1 0 0
attr VitsModel.posterior_encoder 1 0 0
attr VitsModel.speaking_rate 1 0 0
attr VitsModel.noise_scale 1 0 0
attr VitsModel.noise_scale_duration 1 0 0
attr VitsModel.duration_predictor 1 0 0
attr VitsModel.embed_speaker 1 0 0
meth VitsPreTrainedModel._init_weights 2 1 0

transformers.models.vits.tokenization_vits (27 missing, 0 any)

Symbol Typable Typed Any
meth VitsTokenizer.init 10 1 0
meth VitsTokenizer.get_vocab 1 0 0
meth VitsTokenizer.normalize_text 2 0 0
meth VitsTokenizer._preprocess_char 2 0 0
meth VitsTokenizer.prepare_for_tokenization 5 4 0
meth VitsTokenizer._convert_token_to_id 2 0 0
meth VitsTokenizer._convert_id_to_token 2 0 0
prop VitsTokenizer.vocab_size 1 0 0
attr VitsTokenizer.decoder 1 0 0
attr VitsTokenizer.language 1 0 0
attr VitsTokenizer.add_blank 1 0 0
attr VitsTokenizer.normalize 1 0 0
attr VitsTokenizer.phonemize 1 0 0
attr VitsTokenizer.is_uroman 1 0 0
attr VitsTokenizer.encoder 1 0 0

transformers.models.vivit.configuration_vivit (30 missing, 0 any)

Symbol Typable Typed Any
meth VivitConfig.init 16 0 0
attr VivitConfig.hidden_size 1 0 0
attr VivitConfig.num_hidden_layers 1 0 0
attr VivitConfig.num_attention_heads 1 0 0
attr VivitConfig.intermediate_size 1 0 0
attr VivitConfig.hidden_act 1 0 0
attr VivitConfig.hidden_dropout_prob 1 0 0
attr VivitConfig.attention_probs_dropout_prob 1 0 0
attr VivitConfig.initializer_range 1 0 0
attr VivitConfig.layer_norm_eps 1 0 0
attr VivitConfig.image_size 1 0 0
attr VivitConfig.num_frames 1 0 0
attr VivitConfig.tubelet_size 1 0 0
attr VivitConfig.num_channels 1 0 0
attr VivitConfig.qkv_bias 1 0 0

transformers.models.vivit.image_processing_vivit (15 missing, 0 any)

Symbol Typable Typed Any
meth VivitImageProcessor.init 13 12 0
meth VivitImageProcessor.resize 7 6 0
meth VivitImageProcessor.rescale 7 5 0
attr VivitImageProcessor.do_resize 1 0 0
attr VivitImageProcessor.size 1 0 0
attr VivitImageProcessor.do_center_crop 1 0 0
attr VivitImageProcessor.crop_size 1 0 0
attr VivitImageProcessor.resample 1 0 0
attr VivitImageProcessor.do_rescale 1 0 0
attr VivitImageProcessor.rescale_factor 1 0 0
attr VivitImageProcessor.offset 1 0 0
attr VivitImageProcessor.do_normalize 1 0 0
attr VivitImageProcessor.image_mean 1 0 0
attr VivitImageProcessor.image_std 1 0 0

transformers.models.vivit.modeling_vivit (12 missing, 0 any)

Symbol Typable Typed Any
meth VivitPreTrainedModel._init_weights 2 0 0
meth VivitForVideoClassification.init 2 1 0
attr VivitForVideoClassification.num_labels 1 0 0
attr VivitForVideoClassification.vivit 1 0 0
attr VivitForVideoClassification.classifier 1 0 0
meth VivitModel.init 3 2 0
meth VivitModel.get_input_embeddings 1 0 0
attr VivitModel.embeddings 1 0 0
attr VivitModel.encoder 1 0 0
attr VivitModel.layernorm 1 0 0
attr VivitModel.pooler 1 0 0

transformers.models.vjepa2.configuration_vjepa2 (49 missing, 0 any)

Symbol Typable Typed Any
meth VJEPA2Config.init 25 0 0
attr VJEPA2Config.crop_size 1 0 0
attr VJEPA2Config.frames_per_clip 1 0 0
attr VJEPA2Config.patch_size 1 0 0
attr VJEPA2Config.tubelet_size 1 0 0
attr VJEPA2Config.hidden_size 1 0 0
attr VJEPA2Config.in_chans 1 0 0
attr VJEPA2Config.num_attention_heads 1 0 0
attr VJEPA2Config.num_hidden_layers 1 0 0
attr VJEPA2Config.drop_path_rate 1 0 0
attr VJEPA2Config.mlp_ratio 1 0 0
attr VJEPA2Config.layer_norm_eps 1 0 0
attr VJEPA2Config.qkv_bias 1 0 0
attr VJEPA2Config.attention_probs_dropout_prob 1 0 0
attr VJEPA2Config.hidden_act 1 0 0
attr VJEPA2Config.initializer_range 1 0 0
attr VJEPA2Config.image_size 1 0 0
attr VJEPA2Config.attention_dropout 1 0 0
attr VJEPA2Config.num_pooler_layers 1 0 0
attr VJEPA2Config.pred_hidden_size 1 0 0
attr VJEPA2Config.pred_num_attention_heads 1 0 0
attr VJEPA2Config.pred_num_hidden_layers 1 0 0
attr VJEPA2Config.pred_num_mask_tokens 1 0 0
attr VJEPA2Config.pred_zero_init_mask_tokens 1 0 0
attr VJEPA2Config.pred_mlp_ratio 1 0 0

transformers.models.vjepa2.modeling_vjepa2 (13 missing, 0 any)

Symbol Typable Typed Any
meth VJEPA2ForVideoClassification.init 2 1 0
meth VJEPA2ForVideoClassification.forward 6 5 0
attr VJEPA2ForVideoClassification.num_labels 1 0 0
attr VJEPA2ForVideoClassification.vjepa2 1 0 0
attr VJEPA2ForVideoClassification.pooler 1 0 0
attr VJEPA2ForVideoClassification.classifier 1 0 0
meth VJEPA2Model.init 2 1 0
meth VJEPA2Model.forward 8 7 0
meth VJEPA2Model.get_vision_features 2 1 0
attr VJEPA2Model.encoder 1 0 0
attr VJEPA2Model.predictor 1 0 0
meth VJEPA2PreTrainedModel._init_weights 2 0 0

transformers.models.vjepa2.video_processing_vjepa2 (2 missing, 0 any)

Symbol Typable Typed Any
meth VJEPA2VideoProcessor.init 2 1 0
attr VJEPA2VideoProcessor.size 1 0 0

transformers.models.voxtral.configuration_voxtral (38 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralEncoderConfig.init 13 0 0
attr VoxtralEncoderConfig.vocab_size 1 0 0
attr VoxtralEncoderConfig.hidden_size 1 0 0
attr VoxtralEncoderConfig.intermediate_size 1 0 0
attr VoxtralEncoderConfig.num_hidden_layers 1 0 0
attr VoxtralEncoderConfig.num_attention_heads 1 0 0
attr VoxtralEncoderConfig.scale_embedding 1 0 0
attr VoxtralEncoderConfig.activation_function 1 0 0
attr VoxtralEncoderConfig.num_mel_bins 1 0 0
attr VoxtralEncoderConfig.max_source_positions 1 0 0
attr VoxtralEncoderConfig.initializer_range 1 0 0
attr VoxtralEncoderConfig.dropout 1 0 0
attr VoxtralEncoderConfig.layerdrop 1 0 0
attr VoxtralEncoderConfig.activation_dropout 1 0 0
attr VoxtralEncoderConfig.attention_dropout 1 0 0
meth VoxtralConfig.init 6 0 0
attr VoxtralConfig.audio_config 1 0 0
attr VoxtralConfig.text_config 1 0 0
attr VoxtralConfig.hidden_size 1 0 0
attr VoxtralConfig.audio_token_id 1 0 0
attr VoxtralConfig.projector_hidden_act 1 0 0

transformers.models.voxtral.modeling_voxtral (36 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralEncoder.init 2 1 0
meth VoxtralEncoder._freeze_parameters 1 0 0
meth VoxtralEncoder.set_input_embeddings 2 1 0
meth VoxtralEncoder.forward 4 2 0
meth VoxtralEncoder._get_feat_extract_output_lengths 2 1 0
attr VoxtralEncoder.dropout 1 0 0
attr VoxtralEncoder.layerdrop 1 0 0
attr VoxtralEncoder.num_mel_bins 1 0 0
attr VoxtralEncoder.max_source_positions 1 0 0
attr VoxtralEncoder.embed_scale 1 0 0
attr VoxtralEncoder.conv1 1 0 0
attr VoxtralEncoder.conv2 1 0 0
attr VoxtralEncoder.embed_positions 1 0 0
attr VoxtralEncoder.layers 1 0 0
attr VoxtralEncoder.layer_norm 1 0 0
attr VoxtralEncoder.avg_pooler 1 0 0
attr VoxtralEncoder.gradient_checkpointing 1 0 0
meth VoxtralForConditionalGeneration.init 2 0 0
meth VoxtralForConditionalGeneration.get_input_embeddings 1 0 0
meth VoxtralForConditionalGeneration.set_input_embeddings 2 0 0
meth VoxtralForConditionalGeneration.get_output_embeddings 1 0 0
meth VoxtralForConditionalGeneration.set_output_embeddings 2 0 0
meth VoxtralForConditionalGeneration.set_decoder 2 0 0
meth VoxtralForConditionalGeneration.get_decoder 1 0 0
meth VoxtralForConditionalGeneration.prepare_inputs_for_generation 3 0 0
attr VoxtralForConditionalGeneration.vocab_size 1 0 0
attr VoxtralForConditionalGeneration.audio_tower 1 0 0
attr VoxtralForConditionalGeneration.language_model 1 0 0
attr VoxtralForConditionalGeneration.multi_modal_projector 1 0 0

transformers.models.voxtral.modular_voxtral (20 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralEncoder.forward 4 2 0
meth VoxtralForConditionalGeneration.init 2 0 0
meth VoxtralForConditionalGeneration.get_input_embeddings 1 0 0
meth VoxtralForConditionalGeneration.set_input_embeddings 2 0 0
meth VoxtralForConditionalGeneration.get_output_embeddings 1 0 0
meth VoxtralForConditionalGeneration.set_output_embeddings 2 0 0
meth VoxtralForConditionalGeneration.set_decoder 2 0 0
meth VoxtralForConditionalGeneration.get_decoder 1 0 0
meth VoxtralForConditionalGeneration.prepare_inputs_for_generation 3 0 0
attr VoxtralForConditionalGeneration.vocab_size 1 0 0
attr VoxtralForConditionalGeneration.audio_tower 1 0 0
attr VoxtralForConditionalGeneration.language_model 1 0 0
attr VoxtralForConditionalGeneration.multi_modal_projector 1 0 0

transformers.models.voxtral.processing_voxtral (11 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralProcessor.init 3 0 0
meth VoxtralProcessor._retrieve_input_features 4 0 0
meth VoxtralProcessor.call 3 2 0
meth VoxtralProcessor.apply_transcription_request 7 6 0
attr VoxtralProcessor.audio_token_id 1 0 0
attr VoxtralProcessor.audio_token 1 0 0

transformers.models.voxtral_realtime.configuration_voxtral_realtime (47 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralRealtimeConfig.init 8 0 0
attr VoxtralRealtimeConfig.audio_config 1 0 0
attr VoxtralRealtimeConfig.text_config 1 0 0
attr VoxtralRealtimeConfig.hidden_size 1 0 0
attr VoxtralRealtimeConfig.projector_hidden_act 1 0 0
attr VoxtralRealtimeConfig.audio_length_per_tok 1 0 0
attr VoxtralRealtimeConfig.default_num_delay_tokens 1 0 0
attr VoxtralRealtimeConfig.downsample_factor 1 0 0
meth VoxtralRealtimeEncoderConfig.init 17 1 0
attr VoxtralRealtimeEncoderConfig.vocab_size 1 0 0
attr VoxtralRealtimeEncoderConfig.hidden_size 1 0 0
attr VoxtralRealtimeEncoderConfig.intermediate_size 1 0 0
attr VoxtralRealtimeEncoderConfig.num_hidden_layers 1 0 0
attr VoxtralRealtimeEncoderConfig.num_attention_heads 1 0 0
attr VoxtralRealtimeEncoderConfig.activation_function 1 0 0
attr VoxtralRealtimeEncoderConfig.num_mel_bins 1 0 0
attr VoxtralRealtimeEncoderConfig.initializer_range 1 0 0
attr VoxtralRealtimeEncoderConfig.num_key_value_heads 1 0 0
attr VoxtralRealtimeEncoderConfig.rms_norm_eps 1 0 0
attr VoxtralRealtimeEncoderConfig.max_position_embeddings 1 0 0
attr VoxtralRealtimeEncoderConfig.rope_parameters 1 0 0
attr VoxtralRealtimeEncoderConfig.hidden_act 1 0 0
attr VoxtralRealtimeEncoderConfig.sliding_window 1 0 0
attr VoxtralRealtimeEncoderConfig.head_dim 1 0 0
attr VoxtralRealtimeEncoderConfig.attention_dropout 1 0 0

transformers.models.voxtral_realtime.feature_extraction_voxtral_realtime (17 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralRealtimeFeatureExtractor.init 9 0 0
meth VoxtralRealtimeFeatureExtractor._torch_extract_fbank_features 4 2 0
meth VoxtralRealtimeFeatureExtractor.call 14 13 0
attr VoxtralRealtimeFeatureExtractor.hop_length 1 0 0
attr VoxtralRealtimeFeatureExtractor.n_fft 1 0 0
attr VoxtralRealtimeFeatureExtractor.win_length 1 0 0
attr VoxtralRealtimeFeatureExtractor.mel_filters 1 0 0
attr VoxtralRealtimeFeatureExtractor.global_log_mel_max 1 0 0

transformers.models.voxtral_realtime.modeling_voxtral_realtime (44 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralRealtimeForConditionalGeneration.init 2 0 0
meth VoxtralRealtimeForConditionalGeneration.get_input_embeddings 1 0 0
meth VoxtralRealtimeForConditionalGeneration.set_input_embeddings 2 0 0
meth VoxtralRealtimeForConditionalGeneration.get_output_embeddings 1 0 0
meth VoxtralRealtimeForConditionalGeneration.set_output_embeddings 2 0 0
meth VoxtralRealtimeForConditionalGeneration.set_decoder 2 0 0
meth VoxtralRealtimeForConditionalGeneration.get_decoder 1 0 0
meth VoxtralRealtimeForConditionalGeneration.prepare_inputs_for_generation 4 1 0
meth VoxtralRealtimeForConditionalGeneration._update_model_kwargs_for_generation 5 2 0
meth VoxtralRealtimeForConditionalGeneration._prepare_cache_for_generation 6 3 0
meth VoxtralRealtimeForConditionalGeneration._prepare_generation_config 3 0 0
meth VoxtralRealtimeForConditionalGeneration._prepare_generated_length 7 0 0
attr VoxtralRealtimeForConditionalGeneration.vocab_size 1 0 0
attr VoxtralRealtimeForConditionalGeneration.audio_tower 1 0 0
attr VoxtralRealtimeForConditionalGeneration.language_model 1 0 0
attr VoxtralRealtimeForConditionalGeneration.multi_modal_projector 1 0 0
attr VoxtralRealtimeForConditionalGeneration.time_embedding 1 0 0
meth VoxtralRealtimePreTrainedModel._init_weights 2 0 0
meth VoxtralRealtimeEncoder.init 2 0 0
attr VoxtralRealtimeEncoder.embedder 1 0 0
attr VoxtralRealtimeEncoder.layers 1 0 0
attr VoxtralRealtimeEncoder.norm 1 0 0
attr VoxtralRealtimeEncoder.rotary_emb 1 0 0
attr VoxtralRealtimeEncoder.gradient_checkpointing 1 0 0

transformers.models.voxtral_realtime.modular_voxtral_realtime (32 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralRealtimeForConditionalGeneration.init 2 0 0
meth VoxtralRealtimeForConditionalGeneration.prepare_inputs_for_generation 4 1 0
meth VoxtralRealtimeForConditionalGeneration._update_model_kwargs_for_generation 5 2 0
meth VoxtralRealtimeForConditionalGeneration._prepare_cache_for_generation 6 3 0
meth VoxtralRealtimeForConditionalGeneration._prepare_generation_config 3 0 0
meth VoxtralRealtimeForConditionalGeneration._prepare_generated_length 7 0 0
attr VoxtralRealtimeForConditionalGeneration.language_model 1 0 0
attr VoxtralRealtimeForConditionalGeneration.time_embedding 1 0 0
meth VoxtralRealtimePreTrainedModel._init_weights 2 0 0
meth VoxtralRealtimeEncoder.init 2 0 0
attr VoxtralRealtimeEncoder.embedder 1 0 0
attr VoxtralRealtimeEncoder.layers 1 0 0
attr VoxtralRealtimeEncoder.norm 1 0 0
attr VoxtralRealtimeEncoder.rotary_emb 1 0 0
attr VoxtralRealtimeEncoder.gradient_checkpointing 1 0 0

transformers.models.voxtral_realtime.processing_voxtral_realtime (10 missing, 0 any)

Symbol Typable Typed Any
meth VoxtralRealtimeProcessor.init 3 0 0
meth VoxtralRealtimeProcessor.call 5 4 0
prop VoxtralRealtimeProcessor.mistral_common_audio_config 1 0 0
prop VoxtralRealtimeProcessor.num_delay_tokens 1 0 0
prop VoxtralRealtimeProcessor.num_right_pad_tokens 1 0 0
prop VoxtralRealtimeProcessor.audio_length_per_tok 1 0 0
prop VoxtralRealtimeProcessor.raw_audio_length_per_tok 1 0 0
prop VoxtralRealtimeProcessor.num_mel_frames_first_audio_chunk 1 0 0

transformers.models.wav2vec2.configuration_wav2vec2 (114 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2Config.init 57 0 0
prop Wav2Vec2Config.inputs_to_logits_ratio 1 0 0
attr Wav2Vec2Config.pad_token_id 1 0 0
attr Wav2Vec2Config.bos_token_id 1 0 0
attr Wav2Vec2Config.eos_token_id 1 0 0
attr Wav2Vec2Config.hidden_size 1 0 0
attr Wav2Vec2Config.feat_extract_norm 1 0 0
attr Wav2Vec2Config.feat_extract_activation 1 0 0
attr Wav2Vec2Config.conv_dim 1 0 0
attr Wav2Vec2Config.conv_stride 1 0 0
attr Wav2Vec2Config.conv_kernel 1 0 0
attr Wav2Vec2Config.conv_bias 1 0 0
attr Wav2Vec2Config.num_conv_pos_embeddings 1 0 0
attr Wav2Vec2Config.num_conv_pos_embedding_groups 1 0 0
attr Wav2Vec2Config.num_feat_extract_layers 1 0 0
attr Wav2Vec2Config.num_hidden_layers 1 0 0
attr Wav2Vec2Config.intermediate_size 1 0 0
attr Wav2Vec2Config.hidden_act 1 0 0
attr Wav2Vec2Config.num_attention_heads 1 0 0
attr Wav2Vec2Config.hidden_dropout 1 0 0
attr Wav2Vec2Config.attention_dropout 1 0 0
attr Wav2Vec2Config.activation_dropout 1 0 0
attr Wav2Vec2Config.feat_proj_dropout 1 0 0
attr Wav2Vec2Config.final_dropout 1 0 0
attr Wav2Vec2Config.layerdrop 1 0 0
attr Wav2Vec2Config.layer_norm_eps 1 0 0
attr Wav2Vec2Config.initializer_range 1 0 0
attr Wav2Vec2Config.vocab_size 1 0 0
attr Wav2Vec2Config.do_stable_layer_norm 1 0 0
attr Wav2Vec2Config.use_weighted_layer_sum 1 0 0
attr Wav2Vec2Config.apply_spec_augment 1 0 0
attr Wav2Vec2Config.mask_time_prob 1 0 0
attr Wav2Vec2Config.mask_time_length 1 0 0
attr Wav2Vec2Config.mask_time_min_masks 1 0 0
attr Wav2Vec2Config.mask_feature_prob 1 0 0
attr Wav2Vec2Config.mask_feature_length 1 0 0
attr Wav2Vec2Config.mask_feature_min_masks 1 0 0
attr Wav2Vec2Config.num_codevectors_per_group 1 0 0
attr Wav2Vec2Config.num_codevector_groups 1 0 0
attr Wav2Vec2Config.contrastive_logits_temperature 1 0 0
attr Wav2Vec2Config.feat_quantizer_dropout 1 0 0
attr Wav2Vec2Config.num_negatives 1 0 0
attr Wav2Vec2Config.codevector_dim 1 0 0
attr Wav2Vec2Config.proj_codevector_dim 1 0 0
attr Wav2Vec2Config.diversity_loss_weight 1 0 0
attr Wav2Vec2Config.ctc_loss_reduction 1 0 0
attr Wav2Vec2Config.ctc_zero_infinity 1 0 0
attr Wav2Vec2Config.add_adapter 1 0 0
attr Wav2Vec2Config.adapter_kernel_size 1 0 0
attr Wav2Vec2Config.adapter_stride 1 0 0
attr Wav2Vec2Config.num_adapter_layers 1 0 0
attr Wav2Vec2Config.output_hidden_size 1 0 0
attr Wav2Vec2Config.adapter_attn_dim 1 0 0
attr Wav2Vec2Config.classifier_proj_size 1 0 0
attr Wav2Vec2Config.tdnn_dim 1 0 0
attr Wav2Vec2Config.tdnn_kernel 1 0 0
attr Wav2Vec2Config.tdnn_dilation 1 0 0
attr Wav2Vec2Config.xvector_output_dim 1 0 0

transformers.models.wav2vec2.feature_extraction_wav2vec2 (10 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2FeatureExtractor.init 7 0 0
meth Wav2Vec2FeatureExtractor.call 10 9 0
attr Wav2Vec2FeatureExtractor.return_attention_mask 1 0 0
attr Wav2Vec2FeatureExtractor.do_normalize 1 0 0

transformers.models.wav2vec2.modeling_wav2vec2 (71 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2ForPreTraining.init 2 1 0
meth Wav2Vec2ForPreTraining.set_gumbel_temperature 2 1 0
meth Wav2Vec2ForPreTraining.freeze_feature_encoder 1 0 0
meth Wav2Vec2ForPreTraining.compute_contrastive_logits 5 4 0
meth Wav2Vec2ForPreTraining.forward 9 8 0
attr Wav2Vec2ForPreTraining.wav2vec2 1 0 0
attr Wav2Vec2ForPreTraining.dropout_features 1 0 0
attr Wav2Vec2ForPreTraining.quantizer 1 0 0
attr Wav2Vec2ForPreTraining.project_hid 1 0 0
attr Wav2Vec2ForPreTraining.project_q 1 0 0
meth Wav2Vec2PreTrainedModel._init_weights 2 0 0
meth Wav2Vec2PreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Wav2Vec2PreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Wav2Vec2PreTrainedModel._get_adapters 1 0 0
meth Wav2Vec2PreTrainedModel.init_adapter_layers 1 0 0
meth Wav2Vec2PreTrainedModel.load_adapter 4 1 0
meth Wav2Vec2ForXVector.init 2 0 0
meth Wav2Vec2ForXVector.freeze_feature_encoder 1 0 0
meth Wav2Vec2ForXVector.freeze_base_model 1 0 0
meth Wav2Vec2ForXVector._get_tdnn_output_lengths 2 1 0
meth Wav2Vec2ForXVector.forward 8 7 0
attr Wav2Vec2ForXVector.wav2vec2 1 0 0
attr Wav2Vec2ForXVector.projector 1 0 0
attr Wav2Vec2ForXVector.tdnn 1 0 0
attr Wav2Vec2ForXVector.feature_extractor 1 0 0
attr Wav2Vec2ForXVector.classifier 1 0 0
attr Wav2Vec2ForXVector.objective 1 0 0
attr Wav2Vec2ForXVector.layer_weights 1 0 0
meth Wav2Vec2ForSequenceClassification.init 2 0 0
meth Wav2Vec2ForSequenceClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2ForSequenceClassification.freeze_base_model 1 0 0
meth Wav2Vec2ForSequenceClassification.forward 8 7 0
attr Wav2Vec2ForSequenceClassification.wav2vec2 1 0 0
attr Wav2Vec2ForSequenceClassification.projector 1 0 0
attr Wav2Vec2ForSequenceClassification.classifier 1 0 0
attr Wav2Vec2ForSequenceClassification.layer_weights 1 0 0
meth Wav2Vec2ForAudioFrameClassification.init 2 0 0
meth Wav2Vec2ForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2ForAudioFrameClassification.freeze_base_model 1 0 0
meth Wav2Vec2ForAudioFrameClassification.forward 8 7 0
attr Wav2Vec2ForAudioFrameClassification.wav2vec2 1 0 0
attr Wav2Vec2ForAudioFrameClassification.classifier 1 0 0
attr Wav2Vec2ForAudioFrameClassification.num_labels 1 0 0
attr Wav2Vec2ForAudioFrameClassification.layer_weights 1 0 0
meth Wav2Vec2Model.init 2 1 0
meth Wav2Vec2Model.freeze_feature_encoder 1 0 0
meth Wav2Vec2Model._mask_hidden_states 4 3 0
meth Wav2Vec2Model.forward 8 7 0
attr Wav2Vec2Model.feature_extractor 1 0 0
attr Wav2Vec2Model.feature_projection 1 0 0
attr Wav2Vec2Model.adapter 1 0 0
attr Wav2Vec2Model.masked_spec_embed 1 0 0
attr Wav2Vec2Model.encoder 1 0 0
meth Wav2Vec2ForCTC.init 3 1 0
meth Wav2Vec2ForCTC.tie_weights 2 0 0
meth Wav2Vec2ForCTC.freeze_feature_encoder 1 0 0
meth Wav2Vec2ForCTC.freeze_base_model 1 0 0
meth Wav2Vec2ForCTC.forward 8 7 0
attr Wav2Vec2ForCTC.wav2vec2 1 0 0
attr Wav2Vec2ForCTC.dropout 1 0 0
attr Wav2Vec2ForCTC.target_lang 1 0 0
attr Wav2Vec2ForCTC.lm_head 1 0 0

transformers.models.wav2vec2.processing_wav2vec2 (8 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2Processor.init 3 0 0
meth Wav2Vec2Processor.call 4 3 0
meth Wav2Vec2Processor.pad 3 0 0
prop Wav2Vec2Processor.model_input_names 1 0 0

transformers.models.wav2vec2.tokenization_wav2vec2 (29 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2CTCTokenizer.init 11 0 0
meth Wav2Vec2CTCTokenizer.set_target_lang 2 1 0
meth Wav2Vec2CTCTokenizer._tokenize 3 0 0
meth Wav2Vec2CTCTokenizer.prepare_for_tokenization 4 0 0
meth Wav2Vec2CTCTokenizer.batch_decode 7 6 0
meth Wav2Vec2CTCTokenizer.decode 7 6 0
prop Wav2Vec2CTCTokenizer.word_delimiter_token 2 1 0
prop Wav2Vec2CTCTokenizer.word_delimiter_token_id 2 1 0
attr Wav2Vec2CTCTokenizer.do_lower_case 1 0 0
attr Wav2Vec2CTCTokenizer.replace_word_delimiter_char 1 0 0
attr Wav2Vec2CTCTokenizer.target_lang 1 0 0
attr Wav2Vec2CTCTokenizer.decoder 1 0 0
attr Wav2Vec2CTCTokenizer.vocab 1 0 0
attr Wav2Vec2CTCTokenizer.encoder 1 0 0

transformers.models.wav2vec2_bert.configuration_wav2vec2_bert (97 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2BertConfig.init 49 0 0
prop Wav2Vec2BertConfig.inputs_to_logits_ratio 1 0 0
attr Wav2Vec2BertConfig.pad_token_id 1 0 0
attr Wav2Vec2BertConfig.bos_token_id 1 0 0
attr Wav2Vec2BertConfig.eos_token_id 1 0 0
attr Wav2Vec2BertConfig.hidden_size 1 0 0
attr Wav2Vec2BertConfig.num_hidden_layers 1 0 0
attr Wav2Vec2BertConfig.intermediate_size 1 0 0
attr Wav2Vec2BertConfig.hidden_act 1 0 0
attr Wav2Vec2BertConfig.num_attention_heads 1 0 0
attr Wav2Vec2BertConfig.feature_projection_input_dim 1 0 0
attr Wav2Vec2BertConfig.hidden_dropout 1 0 0
attr Wav2Vec2BertConfig.attention_dropout 1 0 0
attr Wav2Vec2BertConfig.activation_dropout 1 0 0
attr Wav2Vec2BertConfig.feat_proj_dropout 1 0 0
attr Wav2Vec2BertConfig.final_dropout 1 0 0
attr Wav2Vec2BertConfig.layerdrop 1 0 0
attr Wav2Vec2BertConfig.layer_norm_eps 1 0 0
attr Wav2Vec2BertConfig.initializer_range 1 0 0
attr Wav2Vec2BertConfig.vocab_size 1 0 0
attr Wav2Vec2BertConfig.use_weighted_layer_sum 1 0 0
attr Wav2Vec2BertConfig.max_source_positions 1 0 0
attr Wav2Vec2BertConfig.position_embeddings_type 1 0 0
attr Wav2Vec2BertConfig.rotary_embedding_base 1 0 0
attr Wav2Vec2BertConfig.left_max_position_embeddings 1 0 0
attr Wav2Vec2BertConfig.right_max_position_embeddings 1 0 0
attr Wav2Vec2BertConfig.conv_depthwise_kernel_size 1 0 0
attr Wav2Vec2BertConfig.conformer_conv_dropout 1 0 0
attr Wav2Vec2BertConfig.apply_spec_augment 1 0 0
attr Wav2Vec2BertConfig.mask_time_prob 1 0 0
attr Wav2Vec2BertConfig.mask_time_length 1 0 0
attr Wav2Vec2BertConfig.mask_time_min_masks 1 0 0
attr Wav2Vec2BertConfig.mask_feature_prob 1 0 0
attr Wav2Vec2BertConfig.mask_feature_length 1 0 0
attr Wav2Vec2BertConfig.mask_feature_min_masks 1 0 0
attr Wav2Vec2BertConfig.ctc_loss_reduction 1 0 0
attr Wav2Vec2BertConfig.ctc_zero_infinity 1 0 0
attr Wav2Vec2BertConfig.add_adapter 1 0 0
attr Wav2Vec2BertConfig.adapter_kernel_size 1 0 0
attr Wav2Vec2BertConfig.adapter_stride 1 0 0
attr Wav2Vec2BertConfig.num_adapter_layers 1 0 0
attr Wav2Vec2BertConfig.adapter_act 1 0 0
attr Wav2Vec2BertConfig.output_hidden_size 1 0 0
attr Wav2Vec2BertConfig.use_intermediate_ffn_before_adapter 1 0 0
attr Wav2Vec2BertConfig.classifier_proj_size 1 0 0
attr Wav2Vec2BertConfig.tdnn_dim 1 0 0
attr Wav2Vec2BertConfig.tdnn_kernel 1 0 0
attr Wav2Vec2BertConfig.tdnn_dilation 1 0 0
attr Wav2Vec2BertConfig.xvector_output_dim 1 0 0

transformers.models.wav2vec2_bert.modeling_wav2vec2_bert (48 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2BertPreTrainedModel._init_weights 2 0 0
meth Wav2Vec2BertPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Wav2Vec2BertPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Wav2Vec2BertModel.init 2 1 0
meth Wav2Vec2BertModel._mask_hidden_states 4 3 0
meth Wav2Vec2BertModel.forward 8 7 0
attr Wav2Vec2BertModel.feature_projection 1 0 0
attr Wav2Vec2BertModel.encoder 1 0 0
attr Wav2Vec2BertModel.adapter 1 0 0
attr Wav2Vec2BertModel.intermediate_ffn 1 0 0
attr Wav2Vec2BertModel.masked_spec_embed 1 0 0
meth Wav2Vec2BertForCTC.init 3 1 0
meth Wav2Vec2BertForCTC.forward 8 7 0
attr Wav2Vec2BertForCTC.wav2vec2_bert 1 0 0
attr Wav2Vec2BertForCTC.dropout 1 0 0
attr Wav2Vec2BertForCTC.target_lang 1 0 0
attr Wav2Vec2BertForCTC.lm_head 1 0 0
meth Wav2Vec2BertForXVector.init 2 0 0
meth Wav2Vec2BertForXVector.freeze_base_model 1 0 0
meth Wav2Vec2BertForXVector._get_tdnn_output_lengths 2 1 0
meth Wav2Vec2BertForXVector.forward 8 7 0
attr Wav2Vec2BertForXVector.wav2vec2_bert 1 0 0
attr Wav2Vec2BertForXVector.projector 1 0 0
attr Wav2Vec2BertForXVector.tdnn 1 0 0
attr Wav2Vec2BertForXVector.feature_extractor 1 0 0
attr Wav2Vec2BertForXVector.classifier 1 0 0
attr Wav2Vec2BertForXVector.objective 1 0 0
attr Wav2Vec2BertForXVector.layer_weights 1 0 0
meth Wav2Vec2BertForSequenceClassification.init 2 0 0
meth Wav2Vec2BertForSequenceClassification.freeze_base_model 1 0 0
meth Wav2Vec2BertForSequenceClassification.forward 8 7 0
attr Wav2Vec2BertForSequenceClassification.wav2vec2_bert 1 0 0
attr Wav2Vec2BertForSequenceClassification.projector 1 0 0
attr Wav2Vec2BertForSequenceClassification.classifier 1 0 0
attr Wav2Vec2BertForSequenceClassification.layer_weights 1 0 0
meth Wav2Vec2BertForAudioFrameClassification.init 2 0 0
meth Wav2Vec2BertForAudioFrameClassification.freeze_base_model 1 0 0
meth Wav2Vec2BertForAudioFrameClassification.forward 8 7 0
attr Wav2Vec2BertForAudioFrameClassification.wav2vec2_bert 1 0 0
attr Wav2Vec2BertForAudioFrameClassification.classifier 1 0 0
attr Wav2Vec2BertForAudioFrameClassification.num_labels 1 0 0
attr Wav2Vec2BertForAudioFrameClassification.layer_weights 1 0 0

transformers.models.wav2vec2_bert.modular_wav2vec2_bert (30 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2BertPreTrainedModel._init_weights 2 0 0
meth Wav2Vec2BertPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Wav2Vec2BertPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Wav2Vec2BertModel.init 2 1 0
meth Wav2Vec2BertModel.freeze_feature_encoder 1 0 0
meth Wav2Vec2BertModel.forward 8 7 0
attr Wav2Vec2BertModel.feature_projection 1 0 0
attr Wav2Vec2BertModel.encoder 1 0 0
attr Wav2Vec2BertModel.adapter 1 0 0
attr Wav2Vec2BertModel.intermediate_ffn 1 0 0
attr Wav2Vec2BertModel.masked_spec_embed 1 0 0
meth Wav2Vec2BertForCTC.init 3 1 0
meth Wav2Vec2BertForCTC.freeze_feature_encoder 1 0 0
meth Wav2Vec2BertForCTC.forward 8 7 0
meth Wav2Vec2BertForXVector.init 2 0 0
meth Wav2Vec2BertForXVector.freeze_feature_encoder 1 0 0
meth Wav2Vec2BertForXVector.forward 8 7 0
meth Wav2Vec2BertForSequenceClassification.init 2 0 0
meth Wav2Vec2BertForSequenceClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2BertForSequenceClassification.freeze_base_model 1 0 0
meth Wav2Vec2BertForSequenceClassification.forward 8 7 0
meth Wav2Vec2BertForAudioFrameClassification.init 2 0 0
meth Wav2Vec2BertForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2BertForAudioFrameClassification.forward 8 7 0

transformers.models.wav2vec2_bert.processing_wav2vec2_bert (9 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2BertProcessor.init 3 0 0
meth Wav2Vec2BertProcessor.call 4 3 0
meth Wav2Vec2BertProcessor.pad 4 0 0
prop Wav2Vec2BertProcessor.model_input_names 1 0 0

transformers.models.wav2vec2_conformer.configuration_wav2vec2_conformer (120 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2ConformerConfig.init 60 0 0
prop Wav2Vec2ConformerConfig.inputs_to_logits_ratio 1 0 0
attr Wav2Vec2ConformerConfig.pad_token_id 1 0 0
attr Wav2Vec2ConformerConfig.bos_token_id 1 0 0
attr Wav2Vec2ConformerConfig.eos_token_id 1 0 0
attr Wav2Vec2ConformerConfig.hidden_size 1 0 0
attr Wav2Vec2ConformerConfig.feat_extract_norm 1 0 0
attr Wav2Vec2ConformerConfig.feat_extract_activation 1 0 0
attr Wav2Vec2ConformerConfig.conv_dim 1 0 0
attr Wav2Vec2ConformerConfig.conv_stride 1 0 0
attr Wav2Vec2ConformerConfig.conv_kernel 1 0 0
attr Wav2Vec2ConformerConfig.conv_bias 1 0 0
attr Wav2Vec2ConformerConfig.num_conv_pos_embeddings 1 0 0
attr Wav2Vec2ConformerConfig.num_conv_pos_embedding_groups 1 0 0
attr Wav2Vec2ConformerConfig.num_feat_extract_layers 1 0 0
attr Wav2Vec2ConformerConfig.num_hidden_layers 1 0 0
attr Wav2Vec2ConformerConfig.intermediate_size 1 0 0
attr Wav2Vec2ConformerConfig.hidden_act 1 0 0
attr Wav2Vec2ConformerConfig.num_attention_heads 1 0 0
attr Wav2Vec2ConformerConfig.hidden_dropout 1 0 0
attr Wav2Vec2ConformerConfig.attention_dropout 1 0 0
attr Wav2Vec2ConformerConfig.activation_dropout 1 0 0
attr Wav2Vec2ConformerConfig.feat_proj_dropout 1 0 0
attr Wav2Vec2ConformerConfig.final_dropout 1 0 0
attr Wav2Vec2ConformerConfig.layerdrop 1 0 0
attr Wav2Vec2ConformerConfig.layer_norm_eps 1 0 0
attr Wav2Vec2ConformerConfig.initializer_range 1 0 0
attr Wav2Vec2ConformerConfig.vocab_size 1 0 0
attr Wav2Vec2ConformerConfig.use_weighted_layer_sum 1 0 0
attr Wav2Vec2ConformerConfig.max_source_positions 1 0 0
attr Wav2Vec2ConformerConfig.position_embeddings_type 1 0 0
attr Wav2Vec2ConformerConfig.rotary_embedding_base 1 0 0
attr Wav2Vec2ConformerConfig.conv_depthwise_kernel_size 1 0 0
attr Wav2Vec2ConformerConfig.conformer_conv_dropout 1 0 0
attr Wav2Vec2ConformerConfig.apply_spec_augment 1 0 0
attr Wav2Vec2ConformerConfig.mask_time_prob 1 0 0
attr Wav2Vec2ConformerConfig.mask_time_length 1 0 0
attr Wav2Vec2ConformerConfig.mask_time_min_masks 1 0 0
attr Wav2Vec2ConformerConfig.mask_feature_prob 1 0 0
attr Wav2Vec2ConformerConfig.mask_feature_length 1 0 0
attr Wav2Vec2ConformerConfig.mask_feature_min_masks 1 0 0
attr Wav2Vec2ConformerConfig.num_codevectors_per_group 1 0 0
attr Wav2Vec2ConformerConfig.num_codevector_groups 1 0 0
attr Wav2Vec2ConformerConfig.contrastive_logits_temperature 1 0 0
attr Wav2Vec2ConformerConfig.feat_quantizer_dropout 1 0 0
attr Wav2Vec2ConformerConfig.num_negatives 1 0 0
attr Wav2Vec2ConformerConfig.codevector_dim 1 0 0
attr Wav2Vec2ConformerConfig.proj_codevector_dim 1 0 0
attr Wav2Vec2ConformerConfig.diversity_loss_weight 1 0 0
attr Wav2Vec2ConformerConfig.ctc_loss_reduction 1 0 0
attr Wav2Vec2ConformerConfig.ctc_zero_infinity 1 0 0
attr Wav2Vec2ConformerConfig.add_adapter 1 0 0
attr Wav2Vec2ConformerConfig.adapter_kernel_size 1 0 0
attr Wav2Vec2ConformerConfig.adapter_stride 1 0 0
attr Wav2Vec2ConformerConfig.num_adapter_layers 1 0 0
attr Wav2Vec2ConformerConfig.output_hidden_size 1 0 0
attr Wav2Vec2ConformerConfig.classifier_proj_size 1 0 0
attr Wav2Vec2ConformerConfig.tdnn_dim 1 0 0
attr Wav2Vec2ConformerConfig.tdnn_kernel 1 0 0
attr Wav2Vec2ConformerConfig.tdnn_dilation 1 0 0
attr Wav2Vec2ConformerConfig.xvector_output_dim 1 0 0

transformers.models.wav2vec2_conformer.modeling_wav2vec2_conformer (63 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2ConformerForCTC.init 3 1 0
meth Wav2Vec2ConformerForCTC.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerForCTC.forward 8 7 0
attr Wav2Vec2ConformerForCTC.wav2vec2_conformer 1 0 0
attr Wav2Vec2ConformerForCTC.dropout 1 0 0
attr Wav2Vec2ConformerForCTC.target_lang 1 0 0
attr Wav2Vec2ConformerForCTC.lm_head 1 0 0
meth Wav2Vec2ConformerPreTrainedModel._init_weights 2 0 0
meth Wav2Vec2ConformerPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Wav2Vec2ConformerPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Wav2Vec2ConformerForAudioFrameClassification.init 2 0 0
meth Wav2Vec2ConformerForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerForAudioFrameClassification.freeze_base_model 1 0 0
meth Wav2Vec2ConformerForAudioFrameClassification.forward 8 7 0
attr Wav2Vec2ConformerForAudioFrameClassification.wav2vec2_conformer 1 0 0
attr Wav2Vec2ConformerForAudioFrameClassification.classifier 1 0 0
attr Wav2Vec2ConformerForAudioFrameClassification.num_labels 1 0 0
attr Wav2Vec2ConformerForAudioFrameClassification.layer_weights 1 0 0
meth Wav2Vec2ConformerForSequenceClassification.init 2 0 0
meth Wav2Vec2ConformerForSequenceClassification.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerForSequenceClassification.freeze_base_model 1 0 0
meth Wav2Vec2ConformerForSequenceClassification.forward 8 7 0
attr Wav2Vec2ConformerForSequenceClassification.wav2vec2_conformer 1 0 0
attr Wav2Vec2ConformerForSequenceClassification.projector 1 0 0
attr Wav2Vec2ConformerForSequenceClassification.classifier 1 0 0
attr Wav2Vec2ConformerForSequenceClassification.layer_weights 1 0 0
meth Wav2Vec2ConformerForPreTraining.init 2 1 0
meth Wav2Vec2ConformerForPreTraining.set_gumbel_temperature 2 1 0
meth Wav2Vec2ConformerForPreTraining.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerForPreTraining.compute_contrastive_logits 5 4 0
meth Wav2Vec2ConformerForPreTraining.forward 9 8 0
attr Wav2Vec2ConformerForPreTraining.wav2vec2_conformer 1 0 0
attr Wav2Vec2ConformerForPreTraining.dropout_features 1 0 0
attr Wav2Vec2ConformerForPreTraining.quantizer 1 0 0
attr Wav2Vec2ConformerForPreTraining.project_hid 1 0 0
attr Wav2Vec2ConformerForPreTraining.project_q 1 0 0
meth Wav2Vec2ConformerForXVector.init 2 0 0
meth Wav2Vec2ConformerForXVector.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerForXVector.freeze_base_model 1 0 0
meth Wav2Vec2ConformerForXVector._get_tdnn_output_lengths 2 1 0
meth Wav2Vec2ConformerForXVector.forward 8 7 0
attr Wav2Vec2ConformerForXVector.wav2vec2_conformer 1 0 0
attr Wav2Vec2ConformerForXVector.projector 1 0 0
attr Wav2Vec2ConformerForXVector.tdnn 1 0 0
attr Wav2Vec2ConformerForXVector.feature_extractor 1 0 0
attr Wav2Vec2ConformerForXVector.classifier 1 0 0
attr Wav2Vec2ConformerForXVector.objective 1 0 0
attr Wav2Vec2ConformerForXVector.layer_weights 1 0 0
meth Wav2Vec2ConformerModel.init 2 1 0
meth Wav2Vec2ConformerModel.freeze_feature_encoder 1 0 0
meth Wav2Vec2ConformerModel._mask_hidden_states 4 3 0
meth Wav2Vec2ConformerModel.forward 8 7 0
attr Wav2Vec2ConformerModel.feature_extractor 1 0 0
attr Wav2Vec2ConformerModel.feature_projection 1 0 0
attr Wav2Vec2ConformerModel.encoder 1 0 0
attr Wav2Vec2ConformerModel.adapter 1 0 0
attr Wav2Vec2ConformerModel.masked_spec_embed 1 0 0

transformers.models.wav2vec2_conformer.modular_wav2vec2_conformer (22 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2ConformerForCTC.init 3 1 0
meth Wav2Vec2ConformerForCTC.tie_weights 1 0 0
meth Wav2Vec2ConformerForCTC.freeze_base_model 1 0 0
meth Wav2Vec2ConformerPreTrainedModel._init_weights 2 0 0
meth Wav2Vec2ConformerPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth Wav2Vec2ConformerPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth Wav2Vec2ConformerForAudioFrameClassification.init 2 0 0
meth Wav2Vec2ConformerForSequenceClassification.init 2 0 0
meth Wav2Vec2ConformerForPreTraining.init 2 1 0
meth Wav2Vec2ConformerForXVector.init 2 0 0
meth Wav2Vec2ConformerModel.init 2 1 0
attr Wav2Vec2ConformerModel.feature_extractor 1 0 0
attr Wav2Vec2ConformerModel.feature_projection 1 0 0
attr Wav2Vec2ConformerModel.encoder 1 0 0
attr Wav2Vec2ConformerModel.adapter 1 0 0
attr Wav2Vec2ConformerModel.masked_spec_embed 1 0 0

transformers.models.wav2vec2_phoneme.tokenization_wav2vec2_phoneme (27 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2PhonemeCTCTokenizer.init 12 0 0
meth Wav2Vec2PhonemeCTCTokenizer.init_backend 2 1 0
meth Wav2Vec2PhonemeCTCTokenizer._tokenize 3 0 0
meth Wav2Vec2PhonemeCTCTokenizer.decode 6 5 0
meth Wav2Vec2PhonemeCTCTokenizer.batch_decode 6 5 0
prop Wav2Vec2PhonemeCTCTokenizer.word_delimiter_token 2 1 0
prop Wav2Vec2PhonemeCTCTokenizer.word_delimiter_token_id 2 1 0
prop Wav2Vec2PhonemeCTCTokenizer.phone_delimiter_token 2 1 0
prop Wav2Vec2PhonemeCTCTokenizer.phone_delimiter_token_id 2 1 0
attr Wav2Vec2PhonemeCTCTokenizer.do_phonemize 1 0 0
attr Wav2Vec2PhonemeCTCTokenizer.phonemizer_lang 1 0 0
attr Wav2Vec2PhonemeCTCTokenizer.phonemizer_backend 1 0 0
attr Wav2Vec2PhonemeCTCTokenizer.decoder 1 0 0
attr Wav2Vec2PhonemeCTCTokenizer.encoder 1 0 0

transformers.models.wav2vec2_with_lm.processing_wav2vec2_with_lm (20 missing, 0 any)

Symbol Typable Typed Any
meth Wav2Vec2ProcessorWithLM.init 4 3 0
meth Wav2Vec2ProcessorWithLM.save_pretrained 2 0 0
meth Wav2Vec2ProcessorWithLM.from_pretrained 3 0 0
meth Wav2Vec2ProcessorWithLM._set_language_model_attribute 4 3 0
meth Wav2Vec2ProcessorWithLM.get_missing_alphabet_tokens 3 0 0
meth Wav2Vec2ProcessorWithLM.call 3 0 0
meth Wav2Vec2ProcessorWithLM.pad 3 0 0
meth Wav2Vec2ProcessorWithLM.batch_decode 15 14 0
meth Wav2Vec2ProcessorWithLM.decode 13 12 0
prop Wav2Vec2ProcessorWithLM.language_model 1 0 0
attr Wav2Vec2ProcessorWithLM.decoder 1 0 0

transformers.models.wavlm.configuration_wavlm (114 missing, 0 any)

Symbol Typable Typed Any
meth WavLMConfig.init 57 0 0
prop WavLMConfig.inputs_to_logits_ratio 1 0 0
attr WavLMConfig.pad_token_id 1 0 0
attr WavLMConfig.bos_token_id 1 0 0
attr WavLMConfig.eos_token_id 1 0 0
attr WavLMConfig.hidden_size 1 0 0
attr WavLMConfig.feat_extract_norm 1 0 0
attr WavLMConfig.feat_extract_activation 1 0 0
attr WavLMConfig.conv_dim 1 0 0
attr WavLMConfig.conv_stride 1 0 0
attr WavLMConfig.conv_kernel 1 0 0
attr WavLMConfig.conv_bias 1 0 0
attr WavLMConfig.num_buckets 1 0 0
attr WavLMConfig.max_bucket_distance 1 0 0
attr WavLMConfig.num_conv_pos_embeddings 1 0 0
attr WavLMConfig.num_conv_pos_embedding_groups 1 0 0
attr WavLMConfig.num_feat_extract_layers 1 0 0
attr WavLMConfig.num_hidden_layers 1 0 0
attr WavLMConfig.intermediate_size 1 0 0
attr WavLMConfig.hidden_act 1 0 0
attr WavLMConfig.num_attention_heads 1 0 0
attr WavLMConfig.hidden_dropout 1 0 0
attr WavLMConfig.attention_dropout 1 0 0
attr WavLMConfig.activation_dropout 1 0 0
attr WavLMConfig.feat_proj_dropout 1 0 0
attr WavLMConfig.final_dropout 1 0 0
attr WavLMConfig.layerdrop 1 0 0
attr WavLMConfig.layer_norm_eps 1 0 0
attr WavLMConfig.initializer_range 1 0 0
attr WavLMConfig.num_ctc_classes 1 0 0
attr WavLMConfig.vocab_size 1 0 0
attr WavLMConfig.do_stable_layer_norm 1 0 0
attr WavLMConfig.use_weighted_layer_sum 1 0 0
attr WavLMConfig.classifier_proj_size 1 0 0
attr WavLMConfig.apply_spec_augment 1 0 0
attr WavLMConfig.mask_time_prob 1 0 0
attr WavLMConfig.mask_time_length 1 0 0
attr WavLMConfig.mask_time_min_masks 1 0 0
attr WavLMConfig.mask_feature_prob 1 0 0
attr WavLMConfig.mask_feature_length 1 0 0
attr WavLMConfig.num_codevectors_per_group 1 0 0
attr WavLMConfig.num_codevector_groups 1 0 0
attr WavLMConfig.contrastive_logits_temperature 1 0 0
attr WavLMConfig.num_negatives 1 0 0
attr WavLMConfig.codevector_dim 1 0 0
attr WavLMConfig.proj_codevector_dim 1 0 0
attr WavLMConfig.diversity_loss_weight 1 0 0
attr WavLMConfig.ctc_loss_reduction 1 0 0
attr WavLMConfig.ctc_zero_infinity 1 0 0
attr WavLMConfig.add_adapter 1 0 0
attr WavLMConfig.adapter_kernel_size 1 0 0
attr WavLMConfig.adapter_stride 1 0 0
attr WavLMConfig.num_adapter_layers 1 0 0
attr WavLMConfig.output_hidden_size 1 0 0
attr WavLMConfig.tdnn_dim 1 0 0
attr WavLMConfig.tdnn_kernel 1 0 0
attr WavLMConfig.tdnn_dilation 1 0 0
attr WavLMConfig.xvector_output_dim 1 0 0

transformers.models.wavlm.modeling_wavlm (56 missing, 0 any)

Symbol Typable Typed Any
meth WavLMPreTrainedModel._init_weights 2 0 0
meth WavLMPreTrainedModel._get_feat_extract_output_lengths 3 2 0
meth WavLMPreTrainedModel._get_feature_vector_attention_mask 4 2 0
meth WavLMModel.init 2 1 0
meth WavLMModel.freeze_feature_encoder 1 0 0
meth WavLMModel._mask_hidden_states 4 3 0
meth WavLMModel.forward 8 7 0
attr WavLMModel.feature_extractor 1 0 0
attr WavLMModel.feature_projection 1 0 0
attr WavLMModel.adapter 1 0 0
attr WavLMModel.masked_spec_embed 1 0 0
attr WavLMModel.encoder 1 0 0
meth WavLMForXVector.init 2 0 0
meth WavLMForXVector.freeze_feature_encoder 1 0 0
meth WavLMForXVector.freeze_base_model 1 0 0
meth WavLMForXVector._get_tdnn_output_lengths 2 1 0
meth WavLMForXVector.forward 8 7 0
attr WavLMForXVector.wavlm 1 0 0
attr WavLMForXVector.projector 1 0 0
attr WavLMForXVector.tdnn 1 0 0
attr WavLMForXVector.feature_extractor 1 0 0
attr WavLMForXVector.classifier 1 0 0
attr WavLMForXVector.objective 1 0 0
attr WavLMForXVector.layer_weights 1 0 0
meth WavLMForAudioFrameClassification.init 2 0 0
meth WavLMForAudioFrameClassification.freeze_feature_encoder 1 0 0
meth WavLMForAudioFrameClassification.freeze_base_model 1 0 0
meth WavLMForAudioFrameClassification.forward 8 7 0
attr WavLMForAudioFrameClassification.wavlm 1 0 0
attr WavLMForAudioFrameClassification.classifier 1 0 0
attr WavLMForAudioFrameClassification.num_labels 1 0 0
attr WavLMForAudioFrameClassification.layer_weights 1 0 0
meth WavLMForSequenceClassification.init 2 0 0
meth WavLMForSequenceClassification.freeze_feature_encoder 1 0 0
meth WavLMForSequenceClassification.freeze_base_model 1 0 0
meth WavLMForSequenceClassification.forward 8 7 0
attr WavLMForSequenceClassification.wavlm 1 0 0
attr WavLMForSequenceClassification.projector 1 0 0
attr WavLMForSequenceClassification.classifier 1 0 0
attr WavLMForSequenceClassification.layer_weights 1 0 0
meth WavLMForCTC.init 3 1 0
meth WavLMForCTC.tie_weights 2 0 0
meth WavLMForCTC.freeze_feature_encoder 1 0 0
meth WavLMForCTC.freeze_base_model 1 0 0
meth WavLMForCTC.forward 8 7 0
attr WavLMForCTC.wavlm 1 0 0
attr WavLMForCTC.dropout 1 0 0
attr WavLMForCTC.target_lang 1 0 0
attr WavLMForCTC.lm_head 1 0 0

transformers.models.wavlm.modular_wavlm (5 missing, 0 any)

Symbol Typable Typed Any
meth WavLMPreTrainedModel._init_weights 2 0 0
meth WavLMPreTrainedModel._get_adapters 1 0 0
meth WavLMPreTrainedModel.init_adapter_layers 1 0 0
meth WavLMPreTrainedModel.load_adapter 1 0 0

transformers.models.whisper.configuration_whisper (76 missing, 0 any)

Symbol Typable Typed Any
meth WhisperConfig.init 40 0 0
attr WhisperConfig.vocab_size 1 0 0
attr WhisperConfig.num_mel_bins 1 0 0
attr WhisperConfig.d_model 1 0 0
attr WhisperConfig.encoder_layers 1 0 0
attr WhisperConfig.encoder_attention_heads 1 0 0
attr WhisperConfig.decoder_layers 1 0 0
attr WhisperConfig.decoder_attention_heads 1 0 0
attr WhisperConfig.decoder_ffn_dim 1 0 0
attr WhisperConfig.encoder_ffn_dim 1 0 0
attr WhisperConfig.dropout 1 0 0
attr WhisperConfig.attention_dropout 1 0 0
attr WhisperConfig.activation_dropout 1 0 0
attr WhisperConfig.activation_function 1 0 0
attr WhisperConfig.init_std 1 0 0
attr WhisperConfig.encoder_layerdrop 1 0 0
attr WhisperConfig.decoder_layerdrop 1 0 0
attr WhisperConfig.use_cache 1 0 0
attr WhisperConfig.num_hidden_layers 1 0 0
attr WhisperConfig.scale_embedding 1 0 0
attr WhisperConfig.max_source_positions 1 0 0
attr WhisperConfig.max_target_positions 1 0 0
attr WhisperConfig.classifier_proj_size 1 0 0
attr WhisperConfig.use_weighted_layer_sum 1 0 0
attr WhisperConfig.apply_spec_augment 1 0 0
attr WhisperConfig.mask_time_prob 1 0 0
attr WhisperConfig.mask_time_length 1 0 0
attr WhisperConfig.mask_time_min_masks 1 0 0
attr WhisperConfig.mask_feature_prob 1 0 0
attr WhisperConfig.mask_feature_length 1 0 0
attr WhisperConfig.mask_feature_min_masks 1 0 0
attr WhisperConfig.median_filter_width 1 0 0
attr WhisperConfig.pad_token_id 1 0 0
attr WhisperConfig.bos_token_id 1 0 0
attr WhisperConfig.eos_token_id 1 0 0
attr WhisperConfig.decoder_start_token_id 1 0 0
attr WhisperConfig.tie_word_embeddings 1 0 0

transformers.models.whisper.english_normalizer (43 missing, 0 any)

Symbol Typable Typed Any
func remove_symbols_and_diacritics 3 1 0
meth EnglishSpellingNormalizer.init 2 0 0
meth EnglishSpellingNormalizer.call 2 1 0
attr EnglishSpellingNormalizer.mapping 1 0 0
func remove_symbols 2 1 0
meth EnglishTextNormalizer.init 2 0 0
meth EnglishTextNormalizer.call 2 1 0
attr EnglishTextNormalizer.ignore_patterns 1 0 0
attr EnglishTextNormalizer.replacers 1 0 0
attr EnglishTextNormalizer.standardize_numbers 1 0 0
attr EnglishTextNormalizer.standardize_spellings 1 0 0
meth EnglishNumberNormalizer.init 1 0 0
meth EnglishNumberNormalizer.preprocess 2 1 0
meth EnglishNumberNormalizer.postprocess 2 1 0
meth EnglishNumberNormalizer.call 2 1 0
attr EnglishNumberNormalizer.zeros 1 0 0
attr EnglishNumberNormalizer.ones 1 0 0
attr EnglishNumberNormalizer.ones_plural 1 0 0
attr EnglishNumberNormalizer.ones_ordinal 1 0 0
attr EnglishNumberNormalizer.ones_suffixed 1 0 0
attr EnglishNumberNormalizer.tens 1 0 0
attr EnglishNumberNormalizer.tens_plural 1 0 0
attr EnglishNumberNormalizer.tens_ordinal 1 0 0
attr EnglishNumberNormalizer.tens_suffixed 1 0 0
attr EnglishNumberNormalizer.multipliers 1 0 0
attr EnglishNumberNormalizer.multipliers_plural 1 0 0
attr EnglishNumberNormalizer.multipliers_ordinal 1 0 0
attr EnglishNumberNormalizer.multipliers_suffixed 1 0 0
attr EnglishNumberNormalizer.decimals 1 0 0
attr EnglishNumberNormalizer.preceding_prefixers 1 0 0
attr EnglishNumberNormalizer.following_prefixers 1 0 0
attr EnglishNumberNormalizer.prefixes 1 0 0
attr EnglishNumberNormalizer.suffixers 1 0 0
attr EnglishNumberNormalizer.specials 1 0 0
attr EnglishNumberNormalizer.words 1 0 0
attr EnglishNumberNormalizer.literal_words 1 0 0
meth BasicTextNormalizer.init 3 2 0
meth BasicTextNormalizer.call 2 1 0
attr BasicTextNormalizer.clean 1 0 0
attr BasicTextNormalizer.split_letters 1 0 0

transformers.models.whisper.feature_extraction_whisper (19 missing, 0 any)

Symbol Typable Typed Any
meth WhisperFeatureExtractor.init 10 0 0
meth WhisperFeatureExtractor.call 12 11 0
attr WhisperFeatureExtractor.n_fft 1 0 0
attr WhisperFeatureExtractor.hop_length 1 0 0
attr WhisperFeatureExtractor.chunk_length 1 0 0
attr WhisperFeatureExtractor.n_samples 1 0 0
attr WhisperFeatureExtractor.nb_max_frames 1 0 0
attr WhisperFeatureExtractor.sampling_rate 1 0 0
attr WhisperFeatureExtractor.dither 1 0 0
attr WhisperFeatureExtractor.mel_filters 1 0 0

transformers.models.whisper.generation_whisper (177 missing, 0 any)

Symbol Typable Typed Any
meth WhisperGenerationMixin._extract_token_timestamps 6 0 0
meth WhisperGenerationMixin.generate 28 26 0
meth WhisperGenerationMixin.generate_with_fallback 18 0 0
meth WhisperGenerationMixin._prepare_segments 4 0 0
meth WhisperGenerationMixin._postprocess_outputs 8 0 0
meth WhisperGenerationMixin._stack_split_outputs 5 0 0
meth WhisperGenerationMixin._need_fallback 8 0 0
meth WhisperGenerationMixin._expand_variables_for_generation 8 0 0
meth WhisperGenerationMixin._setup_no_speech_detection 5 0 0
meth WhisperGenerationMixin._retrieve_total_input_frames 4 0 0
meth WhisperGenerationMixin._maybe_warn_unused_inputs 7 0 0
meth WhisperGenerationMixin._set_return_outputs 5 0 0
meth WhisperGenerationMixin._set_return_timestamps 4 0 0
meth WhisperGenerationMixin._set_language_and_task 5 0 0
meth WhisperGenerationMixin._retrieve_init_tokens 7 0 0
meth WhisperGenerationMixin._check_decoder_input_ids 2 0 0
meth WhisperGenerationMixin._set_num_frames 5 0 0
meth WhisperGenerationMixin._set_thresholds_and_condition 6 0 0
meth WhisperGenerationMixin._set_prompt_condition_type 3 0 0
meth WhisperGenerationMixin._set_condition_on_prev_tokens 3 0 0
meth WhisperGenerationMixin._retrieve_max_frames_and_seek 5 0 0
meth WhisperGenerationMixin._retrieve_logit_processors 6 0 0
meth WhisperGenerationMixin._maybe_reduce_batch 6 0 0
meth WhisperGenerationMixin._get_input_segment 7 0 0
meth WhisperGenerationMixin._prepare_decoder_input_ids 13 0 0
meth WhisperGenerationMixin._set_max_new_tokens_and_length 4 0 0
meth WhisperGenerationMixin._retrieve_compression_ratio 3 0 0
meth WhisperGenerationMixin._retrieve_avg_logprobs 4 0 0
meth WhisperGenerationMixin._retrieve_segment 13 0 0
attr logger 1 0 0

transformers.models.whisper.modeling_whisper (40 missing, 0 any)

Symbol Typable Typed Any
meth WhisperPreTrainedModel._init_weights 2 0 0
meth WhisperPreTrainedModel._get_feat_extract_output_lengths 2 1 0
meth WhisperForConditionalGeneration.init 2 1 0
meth WhisperForConditionalGeneration.get_output_embeddings 1 0 0
meth WhisperForConditionalGeneration.set_output_embeddings 2 0 0
meth WhisperForConditionalGeneration.freeze_encoder 1 0 0
meth WhisperForConditionalGeneration.forward 16 15 0
attr WhisperForConditionalGeneration.model 1 0 0
attr WhisperForConditionalGeneration.proj_out 1 0 0
attr WhisperForConditionalGeneration.max_target_positions 1 0 0
meth WhisperModel.init 2 1 0
meth WhisperModel.get_input_embeddings 1 0 0
meth WhisperModel.set_input_embeddings 2 0 0
meth WhisperModel.freeze_encoder 1 0 0
meth WhisperModel._mask_input_features 3 2 0
meth WhisperModel.forward 15 14 0
attr WhisperModel.encoder 1 0 0
attr WhisperModel.decoder 1 0 0
meth WhisperForAudioClassification.init 2 0 0
meth WhisperForAudioClassification.freeze_encoder 1 0 0
meth WhisperForAudioClassification.set_input_embeddings 2 1 0
meth WhisperForAudioClassification.forward 8 7 0
attr WhisperForAudioClassification.encoder 1 0 0
attr WhisperForAudioClassification.projector 1 0 0
attr WhisperForAudioClassification.classifier 1 0 0
attr WhisperForAudioClassification.layer_weights 1 0 0
meth WhisperForCausalLM.init 2 0 0
meth WhisperForCausalLM.get_output_embeddings 1 0 0
meth WhisperForCausalLM.set_output_embeddings 2 0 0
meth WhisperForCausalLM.set_input_embeddings 2 0 0
meth WhisperForCausalLM.forward 13 12 0
attr WhisperForCausalLM.model 1 0 0
attr WhisperForCausalLM.proj_out 1 0 0

transformers.models.whisper.processing_whisper (12 missing, 0 any)

Symbol Typable Typed Any
meth WhisperProcessor.init 3 0 0
meth WhisperProcessor.get_decoder_prompt_ids 4 0 0
meth WhisperProcessor.call 3 0 0
meth WhisperProcessor.get_prompt_ids 3 1 0

transformers.models.whisper.tokenization_whisper (56 missing, 0 any)

Symbol Typable Typed Any
meth WhisperTokenizer.init 12 1 0
meth WhisperTokenizer._decode_with_timestamps 5 1 0
meth WhisperTokenizer._compute_offsets 4 0 0
meth WhisperTokenizer.timestamp_ids 2 0 0
meth WhisperTokenizer._preprocess_token_ids 3 1 0
meth WhisperTokenizer._filter_timestamp_ids 2 0 0
meth WhisperTokenizer.decode 11 9 0
meth WhisperTokenizer._decode 6 4 0
meth WhisperTokenizer.normalize 2 0 0
meth WhisperTokenizer.basic_normalize 3 0 0
meth WhisperTokenizer.set_prefix_tokens 4 3 0
meth WhisperTokenizer.build_inputs_with_special_tokens 3 1 0
meth WhisperTokenizer.get_decoder_prompt_ids 4 0 0
meth WhisperTokenizer._decode_asr 5 0 0
meth WhisperTokenizer.get_prompt_ids 3 1 0
meth WhisperTokenizer._strip_prompt 4 3 0
meth WhisperTokenizer._convert_to_list 2 0 0
attr WhisperTokenizer.timestamp_pat 1 0 0
attr WhisperTokenizer.language 1 0 0
attr WhisperTokenizer.task 1 0 0
attr WhisperTokenizer.predict_timestamps 1 0 0
attr WhisperTokenizer.english_spelling_normalizer 1 0 0

transformers.models.x_clip.configuration_x_clip (91 missing, 0 any)

Symbol Typable Typed Any
meth XCLIPConfig.init 12 0 0
attr XCLIPConfig.text_config 1 0 0
attr XCLIPConfig.vision_config 1 0 0
attr XCLIPConfig.projection_dim 1 0 0
attr XCLIPConfig.prompt_layers 1 0 0
attr XCLIPConfig.prompt_alpha 1 0 0
attr XCLIPConfig.prompt_hidden_act 1 0 0
attr XCLIPConfig.prompt_num_attention_heads 1 0 0
attr XCLIPConfig.prompt_attention_dropout 1 0 0
attr XCLIPConfig.prompt_projection_dropout 1 0 0
attr XCLIPConfig.logit_scale_init_value 1 0 0
attr XCLIPConfig.initializer_factor 1 0 0
meth XCLIPTextConfig.init 16 0 0
attr XCLIPTextConfig.pad_token_id 1 0 0
attr XCLIPTextConfig.bos_token_id 1 0 0
attr XCLIPTextConfig.eos_token_id 1 0 0
attr XCLIPTextConfig.vocab_size 1 0 0
attr XCLIPTextConfig.hidden_size 1 0 0
attr XCLIPTextConfig.intermediate_size 1 0 0
attr XCLIPTextConfig.num_hidden_layers 1 0 0
attr XCLIPTextConfig.num_attention_heads 1 0 0
attr XCLIPTextConfig.max_position_embeddings 1 0 0
attr XCLIPTextConfig.layer_norm_eps 1 0 0
attr XCLIPTextConfig.hidden_act 1 0 0
attr XCLIPTextConfig.initializer_range 1 0 0
attr XCLIPTextConfig.initializer_factor 1 0 0
attr XCLIPTextConfig.attention_dropout 1 0 0
meth XCLIPVisionConfig.init 20 0 0
attr XCLIPVisionConfig.hidden_size 1 0 0
attr XCLIPVisionConfig.intermediate_size 1 0 0
attr XCLIPVisionConfig.num_hidden_layers 1 0 0
attr XCLIPVisionConfig.num_attention_heads 1 0 0
attr XCLIPVisionConfig.mit_hidden_size 1 0 0
attr XCLIPVisionConfig.mit_intermediate_size 1 0 0
attr XCLIPVisionConfig.mit_num_hidden_layers 1 0 0
attr XCLIPVisionConfig.mit_num_attention_heads 1 0 0
attr XCLIPVisionConfig.num_channels 1 0 0
attr XCLIPVisionConfig.patch_size 1 0 0
attr XCLIPVisionConfig.num_frames 1 0 0
attr XCLIPVisionConfig.image_size 1 0 0
attr XCLIPVisionConfig.initializer_range 1 0 0
attr XCLIPVisionConfig.initializer_factor 1 0 0
attr XCLIPVisionConfig.attention_dropout 1 0 0
attr XCLIPVisionConfig.layer_norm_eps 1 0 0
attr XCLIPVisionConfig.hidden_act 1 0 0
attr XCLIPVisionConfig.drop_path_rate 1 0 0

transformers.models.x_clip.modeling_x_clip (24 missing, 0 any)

Symbol Typable Typed Any
meth XCLIPPreTrainedModel._init_weights 2 0 0
meth XCLIPTextModel.init 2 1 0
meth XCLIPTextModel.set_input_embeddings 2 0 0
meth XCLIPTextModel.forward 8 7 0
attr XCLIPTextModel.text_model 1 0 0
meth XCLIPVisionModel.init 2 1 0
meth XCLIPVisionModel.forward 6 5 0
attr XCLIPVisionModel.vision_model 1 0 0
meth XCLIPModel.init 2 1 0
meth XCLIPModel.forward 11 10 0
attr XCLIPModel.projection_dim 1 0 0
attr XCLIPModel.text_embed_dim 1 0 0
attr XCLIPModel.vision_embed_dim 1 0 0
attr XCLIPModel.text_model 1 0 0
attr XCLIPModel.vision_model 1 0 0
attr XCLIPModel.visual_projection 1 0 0
attr XCLIPModel.text_projection 1 0 0
attr XCLIPModel.logit_scale 1 0 0
attr XCLIPModel.prompts_visual_layernorm 1 0 0
attr XCLIPModel.prompts_visual_projection 1 0 0
attr XCLIPModel.mit 1 0 0
attr XCLIPModel.prompts_generator 1 0 0

transformers.models.x_clip.processing_x_clip (5 missing, 0 any)

Symbol Typable Typed Any
meth XCLIPProcessor.init 4 0 0
attr XCLIPProcessor.video_processor 1 0 0

transformers.models.xcodec.configuration_xcodec (16 missing, 0 any)

Symbol Typable Typed Any
meth XcodecConfig.init 14 10 0
attr XcodecConfig.acoustic_model_config 1 0 0
attr XcodecConfig.semantic_model_config 1 0 0
attr XcodecConfig.target_bandwidths 1 0 0
attr XcodecConfig.sample_rate 1 0 0
attr XcodecConfig.kernel_size 1 0 0
attr XcodecConfig.channel_ratios 1 0 0
attr XcodecConfig.strides 1 0 0
attr XcodecConfig.block_dilations 1 0 0
attr XcodecConfig.unit_kernel_size 1 0 0
attr XcodecConfig.codebook_size 1 0 0
attr XcodecConfig.initializer_range 1 0 0
attr XcodecConfig.codebook_dim 1 0 0

transformers.models.xcodec.modeling_xcodec (23 missing, 0 any)

Symbol Typable Typed Any
meth XcodecPreTrainedModel._init_weights 2 0 0
meth XcodecPreTrainedModel.apply_weight_norm 1 0 0
meth XcodecPreTrainedModel.remove_weight_norm 1 0 0
meth XcodecPreTrainedModel._get_conv1d_layers 2 0 0
meth XcodecPreTrainedModel._get_conv1d_output_lengths 3 0 0
meth XcodecModel.init 2 0 0
meth XcodecModel._adjust_dac_decoder 2 1 0
attr XcodecModel.config 1 0 0
attr XcodecModel.pad 1 0 0
attr XcodecModel.acoustic_encoder 1 0 0
attr XcodecModel.acoustic_decoder 1 0 0
attr XcodecModel.encoder_semantic 1 0 0
attr XcodecModel.decoder_semantic 1 0 0
attr XcodecModel.semantic_model 1 0 0
attr XcodecModel.fc 1 0 0
attr XcodecModel.fc1 1 0 0
attr XcodecModel.fc2 1 0 0
attr XcodecModel.quantizer 1 0 0

transformers.models.xglm.configuration_xglm (42 missing, 0 any)

Symbol Typable Typed Any
meth XGLMConfig.init 22 0 0
attr XGLMConfig.add_cross_attention 1 0 0
attr XGLMConfig.vocab_size 1 0 0
attr XGLMConfig.max_position_embeddings 1 0 0
attr XGLMConfig.d_model 1 0 0
attr XGLMConfig.ffn_dim 1 0 0
attr XGLMConfig.num_layers 1 0 0
attr XGLMConfig.attention_heads 1 0 0
attr XGLMConfig.activation_function 1 0 0
attr XGLMConfig.dropout 1 0 0
attr XGLMConfig.attention_dropout 1 0 0
attr XGLMConfig.activation_dropout 1 0 0
attr XGLMConfig.layerdrop 1 0 0
attr XGLMConfig.init_std 1 0 0
attr XGLMConfig.scale_embedding 1 0 0
attr XGLMConfig.use_cache 1 0 0
attr XGLMConfig.pad_token_id 1 0 0
attr XGLMConfig.bos_token_id 1 0 0
attr XGLMConfig.eos_token_id 1 0 0
attr XGLMConfig.tie_word_embeddings 1 0 0
attr XGLMConfig.decoder_start_token_id 1 0 0

transformers.models.xglm.modeling_xglm (18 missing, 0 any)

Symbol Typable Typed Any
meth XGLMPreTrainedModel._init_weights 2 0 0
meth XGLMModel.init 2 1 0
meth XGLMModel.forward 14 13 0
attr XGLMModel.dropout 1 0 0
attr XGLMModel.layerdrop 1 0 0
attr XGLMModel.padding_idx 1 0 0
attr XGLMModel.max_target_positions 1 0 0
attr XGLMModel.embed_tokens 1 0 0
attr XGLMModel.embed_positions 1 0 0
attr XGLMModel.layers 1 0 0
attr XGLMModel.layer_norm 1 0 0
attr XGLMModel.gradient_checkpointing 1 0 0
meth XGLMForCausalLM.init 2 0 0
meth XGLMForCausalLM.forward 16 15 0
attr XGLMForCausalLM.model 1 0 0
attr XGLMForCausalLM.lm_head 1 0 0

transformers.models.xglm.tokenization_xglm (4 missing, 0 any)

Symbol Typable Typed Any
meth XGLMTokenizer.init 10 8 0
attr XGLMTokenizer.num_madeup_words 1 0 0
attr XGLMTokenizer.add_prefix_space 1 0 0

transformers.models.xlm.configuration_xlm (67 missing, 0 any)

Symbol Typable Typed Any
meth XLMConfig.init 34 0 0
attr XLMConfig.vocab_size 1 0 0
attr XLMConfig.emb_dim 1 0 0
attr XLMConfig.n_layers 1 0 0
attr XLMConfig.n_heads 1 0 0
attr XLMConfig.dropout 1 0 0
attr XLMConfig.attention_dropout 1 0 0
attr XLMConfig.gelu_activation 1 0 0
attr XLMConfig.sinusoidal_embeddings 1 0 0
attr XLMConfig.causal 1 0 0
attr XLMConfig.asm 1 0 0
attr XLMConfig.n_langs 1 0 0
attr XLMConfig.use_lang_emb 1 0 0
attr XLMConfig.layer_norm_eps 1 0 0
attr XLMConfig.unk_index 1 0 0
attr XLMConfig.mask_index 1 0 0
attr XLMConfig.is_encoder 1 0 0
attr XLMConfig.max_position_embeddings 1 0 0
attr XLMConfig.embed_init_std 1 0 0
attr XLMConfig.init_std 1 0 0
attr XLMConfig.summary_type 1 0 0
attr XLMConfig.summary_use_proj 1 0 0
attr XLMConfig.summary_activation 1 0 0
attr XLMConfig.summary_proj_to_labels 1 0 0
attr XLMConfig.summary_first_dropout 1 0 0
attr XLMConfig.start_n_top 1 0 0
attr XLMConfig.end_n_top 1 0 0
attr XLMConfig.mask_token_id 1 0 0
attr XLMConfig.lang_id 1 0 0
attr XLMConfig.pad_token_id 1 0 0
attr XLMConfig.bos_token_id 1 0 0
attr XLMConfig.eos_token_id 1 0 0
attr XLMConfig.tie_word_embeddings 1 0 0
attr XLMConfig.n_words 1 0 0

transformers.models.xlm.modeling_xlm (74 missing, 0 any)

Symbol Typable Typed Any
meth XLMForQuestionAnsweringSimple.init 2 0 0
meth XLMForQuestionAnsweringSimple.forward 15 14 0
attr XLMForQuestionAnsweringSimple.transformer 1 0 0
attr XLMForQuestionAnsweringSimple.qa_outputs 1 0 0
meth XLMWithLMHeadModel.init 2 0 0
meth XLMWithLMHeadModel.get_output_embeddings 1 0 0
meth XLMWithLMHeadModel.set_output_embeddings 2 0 0
meth XLMWithLMHeadModel.prepare_inputs_for_generation 4 0 0
meth XLMWithLMHeadModel.forward 16 15 0
attr XLMWithLMHeadModel.transformer 1 0 0
attr XLMWithLMHeadModel.pred_layer 1 0 0
meth XLMForSequenceClassification.init 2 0 0
meth XLMForSequenceClassification.forward 14 13 0
attr XLMForSequenceClassification.num_labels 1 0 0
attr XLMForSequenceClassification.transformer 1 0 0
attr XLMForSequenceClassification.sequence_summary 1 0 0
meth XLMForMultipleChoice.init 4 0 0
meth XLMForMultipleChoice.forward 14 13 0
attr XLMForMultipleChoice.transformer 1 0 0
attr XLMForMultipleChoice.sequence_summary 1 0 0
attr XLMForMultipleChoice.logits_proj 1 0 0
meth XLMForQuestionAnswering.init 2 0 0
meth XLMForQuestionAnswering.forward 18 17 0
attr XLMForQuestionAnswering.transformer 1 0 0
attr XLMForQuestionAnswering.qa_outputs 1 0 0
meth XLMModel.init 2 0 0
meth XLMModel.get_input_embeddings 1 0 0
meth XLMModel.set_input_embeddings 2 0 0
meth XLMModel.forward 14 13 0
attr XLMModel.is_encoder 1 0 0
attr XLMModel.is_decoder 1 0 0
attr XLMModel.causal 1 0 0
attr XLMModel.n_langs 1 0 0
attr XLMModel.use_lang_emb 1 0 0
attr XLMModel.n_words 1 0 0
attr XLMModel.eos_index 1 0 0
attr XLMModel.pad_index 1 0 0
attr XLMModel.dim 1 0 0
attr XLMModel.hidden_dim 1 0 0
attr XLMModel.n_heads 1 0 0
attr XLMModel.n_layers 1 0 0
attr XLMModel.dropout 1 0 0
attr XLMModel.attention_dropout 1 0 0
attr XLMModel.position_embeddings 1 0 0
attr XLMModel.embeddings 1 0 0
attr XLMModel.layer_norm_emb 1 0 0
attr XLMModel.attentions 1 0 0
attr XLMModel.layer_norm1 1 0 0
attr XLMModel.ffns 1 0 0
attr XLMModel.layer_norm2 1 0 0
attr XLMModel.lang_embeddings 1 0 0
meth XLMPreTrainedModel._init_weights 2 0 0
prop XLMPreTrainedModel.dummy_inputs 1 0 0
meth XLMForTokenClassification.init 2 0 0
meth XLMForTokenClassification.forward 14 13 0
attr XLMForTokenClassification.num_labels 1 0 0
attr XLMForTokenClassification.transformer 1 0 0
attr XLMForTokenClassification.dropout 1 0 0
attr XLMForTokenClassification.classifier 1 0 0

transformers.models.xlm.tokenization_xlm (56 missing, 0 any)

Symbol Typable Typed Any
meth XLMTokenizer.init 14 0 0
meth XLMTokenizer.moses_punct_norm 3 0 0
meth XLMTokenizer.moses_tokenize 3 0 0
meth XLMTokenizer.moses_pipeline 3 0 0
meth XLMTokenizer.ja_tokenize 2 0 0
meth XLMTokenizer.get_vocab 1 0 0
meth XLMTokenizer.bpe 2 0 0
meth XLMTokenizer._tokenize 4 0 0
meth XLMTokenizer._convert_token_to_id 2 0 0
meth XLMTokenizer._convert_id_to_token 2 0 0
meth XLMTokenizer.convert_tokens_to_string 2 0 0
meth XLMTokenizer.getstate 1 0 0
meth XLMTokenizer.setstate 2 0 0
prop XLMTokenizer.do_lower_case 1 0 0
prop XLMTokenizer.vocab_size 1 0 0
attr XLMTokenizer.sm 1 0 0
attr XLMTokenizer.cache_moses_punct_normalizer 1 0 0
attr XLMTokenizer.cache_moses_tokenizer 1 0 0
attr XLMTokenizer.lang_with_custom_tokenizer 1 0 0
attr XLMTokenizer.do_lowercase_and_remove_accent 1 0 0
attr XLMTokenizer.lang2id 1 0 0
attr XLMTokenizer.id2lang 1 0 0
attr XLMTokenizer.ja_word_tokenizer 1 0 0
attr XLMTokenizer.zh_word_tokenizer 1 0 0
attr XLMTokenizer.decoder 1 0 0
attr XLMTokenizer.bpe_ranks 1 0 0
attr XLMTokenizer.cache 1 0 0
attr XLMTokenizer.encoder 1 0 0

transformers.models.xlm_roberta.configuration_xlm_roberta (42 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaConfig.init 22 0 0
attr XLMRobertaConfig.pad_token_id 1 0 0
attr XLMRobertaConfig.bos_token_id 1 0 0
attr XLMRobertaConfig.eos_token_id 1 0 0
attr XLMRobertaConfig.tie_word_embeddings 1 0 0
attr XLMRobertaConfig.is_decoder 1 0 0
attr XLMRobertaConfig.add_cross_attention 1 0 0
attr XLMRobertaConfig.vocab_size 1 0 0
attr XLMRobertaConfig.hidden_size 1 0 0
attr XLMRobertaConfig.num_hidden_layers 1 0 0
attr XLMRobertaConfig.num_attention_heads 1 0 0
attr XLMRobertaConfig.hidden_act 1 0 0
attr XLMRobertaConfig.intermediate_size 1 0 0
attr XLMRobertaConfig.hidden_dropout_prob 1 0 0
attr XLMRobertaConfig.attention_probs_dropout_prob 1 0 0
attr XLMRobertaConfig.max_position_embeddings 1 0 0
attr XLMRobertaConfig.type_vocab_size 1 0 0
attr XLMRobertaConfig.initializer_range 1 0 0
attr XLMRobertaConfig.layer_norm_eps 1 0 0
attr XLMRobertaConfig.use_cache 1 0 0
attr XLMRobertaConfig.classifier_dropout 1 0 0

transformers.models.xlm_roberta.modeling_xlm_roberta (56 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaPreTrainedModel._init_weights 2 0 0
meth XLMRobertaForQuestionAnswering.init 2 0 0
attr XLMRobertaForQuestionAnswering.num_labels 1 0 0
attr XLMRobertaForQuestionAnswering.qa_outputs 1 0 0
attr XLMRobertaForQuestionAnswering.roberta 1 0 0
meth XLMRobertaForCausalLM.init 2 0 0
meth XLMRobertaForCausalLM.get_output_embeddings 1 0 0
meth XLMRobertaForCausalLM.set_output_embeddings 2 0 0
attr XLMRobertaForCausalLM.lm_head 1 0 0
attr XLMRobertaForCausalLM.roberta 1 0 0
meth XLMRobertaForSequenceClassification.init 2 0 0
attr XLMRobertaForSequenceClassification.num_labels 1 0 0
attr XLMRobertaForSequenceClassification.config 1 0 0
attr XLMRobertaForSequenceClassification.classifier 1 0 0
attr XLMRobertaForSequenceClassification.roberta 1 0 0
meth XLMRobertaForMaskedLM.init 2 0 0
meth XLMRobertaForMaskedLM.get_output_embeddings 1 0 0
meth XLMRobertaForMaskedLM.set_output_embeddings 2 0 0
attr XLMRobertaForMaskedLM.lm_head 1 0 0
attr XLMRobertaForMaskedLM.roberta 1 0 0
meth XLMRobertaForTokenClassification.init 2 0 0
attr XLMRobertaForTokenClassification.num_labels 1 0 0
attr XLMRobertaForTokenClassification.dropout 1 0 0
attr XLMRobertaForTokenClassification.classifier 1 0 0
attr XLMRobertaForTokenClassification.roberta 1 0 0
meth XLMRobertaModel.init 3 0 0
meth XLMRobertaModel.get_input_embeddings 1 0 0
meth XLMRobertaModel.set_input_embeddings 2 0 0
meth XLMRobertaModel._create_attention_masks 7 0 0
attr XLMRobertaModel.config 1 0 0
attr XLMRobertaModel.gradient_checkpointing 1 0 0
attr XLMRobertaModel.embeddings 1 0 0
attr XLMRobertaModel.encoder 1 0 0
attr XLMRobertaModel.pooler 1 0 0
meth XLMRobertaForMultipleChoice.init 2 0 0
attr XLMRobertaForMultipleChoice.dropout 1 0 0
attr XLMRobertaForMultipleChoice.classifier 1 0 0
attr XLMRobertaForMultipleChoice.roberta 1 0 0

transformers.models.xlm_roberta.modular_xlm_roberta (18 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaForQuestionAnswering.init 2 0 0
attr XLMRobertaForQuestionAnswering.roberta 1 0 0
meth XLMRobertaForCausalLM.init 2 0 0
attr XLMRobertaForCausalLM.roberta 1 0 0
meth XLMRobertaForSequenceClassification.init 2 0 0
attr XLMRobertaForSequenceClassification.roberta 1 0 0
meth XLMRobertaForMaskedLM.init 2 0 0
attr XLMRobertaForMaskedLM.roberta 1 0 0
meth XLMRobertaForTokenClassification.init 2 0 0
attr XLMRobertaForTokenClassification.roberta 1 0 0
meth XLMRobertaForMultipleChoice.init 2 0 0
attr XLMRobertaForMultipleChoice.roberta 1 0 0

transformers.models.xlm_roberta.tokenization_xlm_roberta (3 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaTokenizer.init 12 10 0
attr XLMRobertaTokenizer.add_prefix_space 1 0 0

transformers.models.xlm_roberta_xl.configuration_xlm_roberta_xl (42 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaXLConfig.init 22 0 0
attr XLMRobertaXLConfig.is_decoder 1 0 0
attr XLMRobertaXLConfig.add_cross_attention 1 0 0
attr XLMRobertaXLConfig.tie_word_embeddings 1 0 0
attr XLMRobertaXLConfig.pad_token_id 1 0 0
attr XLMRobertaXLConfig.bos_token_id 1 0 0
attr XLMRobertaXLConfig.eos_token_id 1 0 0
attr XLMRobertaXLConfig.vocab_size 1 0 0
attr XLMRobertaXLConfig.hidden_size 1 0 0
attr XLMRobertaXLConfig.num_hidden_layers 1 0 0
attr XLMRobertaXLConfig.num_attention_heads 1 0 0
attr XLMRobertaXLConfig.hidden_act 1 0 0
attr XLMRobertaXLConfig.intermediate_size 1 0 0
attr XLMRobertaXLConfig.hidden_dropout_prob 1 0 0
attr XLMRobertaXLConfig.attention_probs_dropout_prob 1 0 0
attr XLMRobertaXLConfig.max_position_embeddings 1 0 0
attr XLMRobertaXLConfig.type_vocab_size 1 0 0
attr XLMRobertaXLConfig.initializer_range 1 0 0
attr XLMRobertaXLConfig.layer_norm_eps 1 0 0
attr XLMRobertaXLConfig.use_cache 1 0 0
attr XLMRobertaXLConfig.classifier_dropout 1 0 0

transformers.models.xlm_roberta_xl.modeling_xlm_roberta_xl (56 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaXLPreTrainedModel._init_weights 2 0 0
meth XLMRobertaXLForTokenClassification.init 2 0 0
attr XLMRobertaXLForTokenClassification.num_labels 1 0 0
attr XLMRobertaXLForTokenClassification.roberta 1 0 0
attr XLMRobertaXLForTokenClassification.dropout 1 0 0
attr XLMRobertaXLForTokenClassification.classifier 1 0 0
meth XLMRobertaXLForSequenceClassification.init 2 0 0
attr XLMRobertaXLForSequenceClassification.num_labels 1 0 0
attr XLMRobertaXLForSequenceClassification.config 1 0 0
attr XLMRobertaXLForSequenceClassification.roberta 1 0 0
attr XLMRobertaXLForSequenceClassification.classifier 1 0 0
meth XLMRobertaXLForQuestionAnswering.init 2 0 0
attr XLMRobertaXLForQuestionAnswering.num_labels 1 0 0
attr XLMRobertaXLForQuestionAnswering.roberta 1 0 0
attr XLMRobertaXLForQuestionAnswering.qa_outputs 1 0 0
meth XLMRobertaXLForCausalLM.init 2 0 0
meth XLMRobertaXLForCausalLM.get_output_embeddings 1 0 0
meth XLMRobertaXLForCausalLM.set_output_embeddings 2 0 0
attr XLMRobertaXLForCausalLM.roberta 1 0 0
attr XLMRobertaXLForCausalLM.lm_head 1 0 0
meth XLMRobertaXLModel.init 3 0 0
meth XLMRobertaXLModel.get_input_embeddings 1 0 0
meth XLMRobertaXLModel.set_input_embeddings 2 0 0
meth XLMRobertaXLModel._create_attention_masks 7 0 0
attr XLMRobertaXLModel.config 1 0 0
attr XLMRobertaXLModel.gradient_checkpointing 1 0 0
attr XLMRobertaXLModel.embeddings 1 0 0
attr XLMRobertaXLModel.encoder 1 0 0
attr XLMRobertaXLModel.pooler 1 0 0
meth XLMRobertaXLForMultipleChoice.init 2 0 0
attr XLMRobertaXLForMultipleChoice.roberta 1 0 0
attr XLMRobertaXLForMultipleChoice.dropout 1 0 0
attr XLMRobertaXLForMultipleChoice.classifier 1 0 0
meth XLMRobertaXLForMaskedLM.init 2 0 0
meth XLMRobertaXLForMaskedLM.get_output_embeddings 1 0 0
meth XLMRobertaXLForMaskedLM.set_output_embeddings 2 0 0
attr XLMRobertaXLForMaskedLM.roberta 1 0 0
attr XLMRobertaXLForMaskedLM.lm_head 1 0 0

transformers.models.xlm_roberta_xl.modular_xlm_roberta_xl (36 missing, 0 any)

Symbol Typable Typed Any
meth XLMRobertaXLForTokenClassification.init 2 0 0
attr XLMRobertaXLForTokenClassification.num_labels 1 0 0
attr XLMRobertaXLForTokenClassification.roberta 1 0 0
attr XLMRobertaXLForTokenClassification.dropout 1 0 0
attr XLMRobertaXLForTokenClassification.classifier 1 0 0
meth XLMRobertaXLForSequenceClassification.init 2 0 0
attr XLMRobertaXLForSequenceClassification.num_labels 1 0 0
attr XLMRobertaXLForSequenceClassification.config 1 0 0
attr XLMRobertaXLForSequenceClassification.roberta 1 0 0
attr XLMRobertaXLForSequenceClassification.classifier 1 0 0
meth XLMRobertaXLForQuestionAnswering.init 2 0 0
attr XLMRobertaXLForQuestionAnswering.num_labels 1 0 0
attr XLMRobertaXLForQuestionAnswering.roberta 1 0 0
attr XLMRobertaXLForQuestionAnswering.qa_outputs 1 0 0
meth XLMRobertaXLForCausalLM.init 2 0 0
meth XLMRobertaXLForCausalLM.get_output_embeddings 1 0 0
meth XLMRobertaXLForCausalLM.set_output_embeddings 2 0 0
attr XLMRobertaXLForCausalLM.roberta 1 0 0
attr XLMRobertaXLForCausalLM.lm_head 1 0 0
meth XLMRobertaXLForMultipleChoice.init 2 0 0
attr XLMRobertaXLForMultipleChoice.roberta 1 0 0
attr XLMRobertaXLForMultipleChoice.dropout 1 0 0
attr XLMRobertaXLForMultipleChoice.classifier 1 0 0
meth XLMRobertaXLForMaskedLM.init 2 0 0
meth XLMRobertaXLForMaskedLM.get_output_embeddings 1 0 0
meth XLMRobertaXLForMaskedLM.set_output_embeddings 2 0 0
attr XLMRobertaXLForMaskedLM.roberta 1 0 0
attr XLMRobertaXLForMaskedLM.lm_head 1 0 0

transformers.models.xlnet.configuration_xlnet (59 missing, 0 any)

Symbol Typable Typed Any
meth XLNetConfig.init 29 0 0
prop XLNetConfig.max_position_embeddings 2 0 0
attr XLNetConfig.vocab_size 1 0 0
attr XLNetConfig.d_model 1 0 0
attr XLNetConfig.n_layer 1 0 0
attr XLNetConfig.n_head 1 0 0
attr XLNetConfig.d_head 1 0 0
attr XLNetConfig.ff_activation 1 0 0
attr XLNetConfig.d_inner 1 0 0
attr XLNetConfig.attn_type 1 0 0
attr XLNetConfig.initializer_range 1 0 0
attr XLNetConfig.layer_norm_eps 1 0 0
attr XLNetConfig.dropout 1 0 0
attr XLNetConfig.mem_len 1 0 0
attr XLNetConfig.reuse_len 1 0 0
attr XLNetConfig.bi_data 1 0 0
attr XLNetConfig.clamp_len 1 0 0
attr XLNetConfig.same_length 1 0 0
attr XLNetConfig.summary_type 1 0 0
attr XLNetConfig.summary_use_proj 1 0 0
attr XLNetConfig.summary_activation 1 0 0
attr XLNetConfig.summary_last_dropout 1 0 0
attr XLNetConfig.start_n_top 1 0 0
attr XLNetConfig.end_n_top 1 0 0
attr XLNetConfig.bos_token_id 1 0 0
attr XLNetConfig.pad_token_id 1 0 0
attr XLNetConfig.eos_token_id 1 0 0
attr XLNetConfig.tie_word_embeddings 1 0 0
attr XLNetConfig.use_mems_eval 1 0 0
attr XLNetConfig.use_mems_train 1 0 0

transformers.models.xlnet.modeling_xlnet (84 missing, 0 any)

Symbol Typable Typed Any
meth XLNetForQuestionAnsweringSimple.init 2 0 0
meth XLNetForQuestionAnsweringSimple.forward 16 15 0
attr XLNetForQuestionAnsweringSimple.num_labels 1 0 0
attr XLNetForQuestionAnsweringSimple.transformer 1 0 0
attr XLNetForQuestionAnsweringSimple.qa_outputs 1 0 0
meth XLNetForSequenceClassification.init 2 0 0
meth XLNetForSequenceClassification.forward 15 14 0
attr XLNetForSequenceClassification.num_labels 1 0 0
attr XLNetForSequenceClassification.transformer 1 0 0
attr XLNetForSequenceClassification.sequence_summary 1 0 0
attr XLNetForSequenceClassification.logits_proj 1 0 0
meth XLNetModel.init 2 0 0
meth XLNetModel.get_input_embeddings 1 0 0
meth XLNetModel.set_input_embeddings 2 0 0
meth XLNetModel.create_mask 3 0 0
meth XLNetModel.cache_mem 3 0 0
meth XLNetModel.positional_embedding 4 0 0
meth XLNetModel.relative_positional_encoding 4 0 0
meth XLNetModel.forward 14 13 0
attr XLNetModel.mem_len 1 0 0
attr XLNetModel.reuse_len 1 0 0
attr XLNetModel.d_model 1 0 0
attr XLNetModel.same_length 1 0 0
attr XLNetModel.attn_type 1 0 0
attr XLNetModel.bi_data 1 0 0
attr XLNetModel.clamp_len 1 0 0
attr XLNetModel.n_layer 1 0 0
attr XLNetModel.word_embedding 1 0 0
attr XLNetModel.mask_emb 1 0 0
attr XLNetModel.layer 1 0 0
attr XLNetModel.dropout 1 0 0
meth XLNetLMHeadModel.init 2 0 0
meth XLNetLMHeadModel.get_output_embeddings 1 0 0
meth XLNetLMHeadModel.set_output_embeddings 2 0 0
meth XLNetLMHeadModel.prepare_inputs_for_generation 6 0 0
meth XLNetLMHeadModel.forward 16 15 0
attr XLNetLMHeadModel.attn_type 1 0 0
attr XLNetLMHeadModel.same_length 1 0 0
attr XLNetLMHeadModel.transformer 1 0 0
attr XLNetLMHeadModel.lm_loss 1 0 0
meth XLNetForMultipleChoice.init 2 0 0
meth XLNetForMultipleChoice.forward 15 14 0
attr XLNetForMultipleChoice.transformer 1 0 0
attr XLNetForMultipleChoice.sequence_summary 1 0 0
attr XLNetForMultipleChoice.logits_proj 1 0 0
meth XLNetPreTrainedModel._init_weights 2 0 0
meth XLNetForQuestionAnswering.init 2 0 0
meth XLNetForQuestionAnswering.forward 19 18 0
attr XLNetForQuestionAnswering.start_n_top 1 0 0
attr XLNetForQuestionAnswering.end_n_top 1 0 0
attr XLNetForQuestionAnswering.transformer 1 0 0
attr XLNetForQuestionAnswering.start_logits 1 0 0
attr XLNetForQuestionAnswering.end_logits 1 0 0
attr XLNetForQuestionAnswering.answer_class 1 0 0
meth XLNetForTokenClassification.init 2 0 0
meth XLNetForTokenClassification.forward 15 14 0
attr XLNetForTokenClassification.num_labels 1 0 0
attr XLNetForTokenClassification.transformer 1 0 0
attr XLNetForTokenClassification.classifier 1 0 0

transformers.models.xlnet.tokenization_xlnet (16 missing, 0 any)

Symbol Typable Typed Any
meth XLNetTokenizer.init 15 2 0
attr XLNetTokenizer.do_lower_case 1 0 0
attr XLNetTokenizer.remove_space 1 0 0
attr XLNetTokenizer.keep_accents 1 0 0

transformers.models.xlstm.configuration_xlstm (39 missing, 0 any)

Symbol Typable Typed Any
meth xLSTMConfig.init 34 32 0
meth xLSTMConfig.to_xlstm_block_config 1 0 0
prop xLSTMConfig.qk_dim 1 0 0
prop xLSTMConfig.v_dim 1 0 0
prop xLSTMConfig.qk_head_dim 1 0 0
prop xLSTMConfig.v_head_dim 1 0 0
attr xLSTMConfig.vocab_size 1 0 0
attr xLSTMConfig.hidden_size 1 0 0
attr xLSTMConfig.embedding_dim 1 0 0
attr xLSTMConfig.num_hidden_layers 1 0 0
attr xLSTMConfig.num_blocks 1 0 0
attr xLSTMConfig.num_heads 1 0 0
attr xLSTMConfig.use_bias 1 0 0
attr xLSTMConfig.tie_word_embeddings 1 0 0
attr xLSTMConfig.add_out_norm 1 0 0
attr xLSTMConfig.norm_eps 1 0 0
attr xLSTMConfig.norm_reduction_force_float32 1 0 0
attr xLSTMConfig.qk_dim_factor 1 0 0
attr xLSTMConfig.v_dim_factor 1 0 0
attr xLSTMConfig.chunkwise_kernel 1 0 0
attr xLSTMConfig.sequence_kernel 1 0 0
attr xLSTMConfig.step_kernel 1 0 0
attr xLSTMConfig.mode 1 0 0
attr xLSTMConfig.chunk_size 1 0 0
attr xLSTMConfig.return_last_states 1 0 0
attr xLSTMConfig.autocast_kernel_dtype 1 0 0
attr xLSTMConfig.eps 1 0 0
attr xLSTMConfig.inference_state_dtype 1 0 0
attr xLSTMConfig.ffn_proj_factor 1 0 0
attr xLSTMConfig.ffn_round_up_to_multiple_of 1 0 0
attr xLSTMConfig.gate_soft_cap 1 0 0
attr xLSTMConfig.output_logit_soft_cap 1 0 0
attr xLSTMConfig.weight_mode 1 0 0
attr xLSTMConfig.use_cache 1 0 0
attr xLSTMConfig.pad_token_id 1 0 0
attr xLSTMConfig.bos_token_id 1 0 0
attr xLSTMConfig.eos_token_id 1 0 0
attr xLSTMConfig.max_inference_chunksize 1 0 0

transformers.models.xlstm.modeling_xlstm (25 missing, 0 any)

Symbol Typable Typed Any
meth xLSTMForCausalLM.init 2 0 0
meth xLSTMForCausalLM.get_output_embeddings 1 0 0
meth xLSTMForCausalLM.set_output_embeddings 2 0 0
meth xLSTMForCausalLM.get_input_embeddings 1 0 0
meth xLSTMForCausalLM.set_input_embeddings 2 0 0
meth xLSTMForCausalLM.forward 8 7 0
attr xLSTMForCausalLM.backbone 1 0 0
attr xLSTMForCausalLM.lm_head 1 0 0
meth xLSTMPreTrainedModel._module_name_map 2 0 0
meth xLSTMPreTrainedModel._init_weights 2 0 0
meth xLSTMModel.init 2 0 0
meth xLSTMModel.get_input_embeddings 1 0 0
meth xLSTMModel.set_input_embeddings 2 0 0
meth xLSTMModel.forward 7 6 0
attr xLSTMModel.embeddings 1 0 0
attr xLSTMModel.blocks 1 0 0
attr xLSTMModel.out_norm 1 0 0
attr xLSTMModel.gradient_checkpointing 1 0 0

transformers.models.xmod.configuration_xmod (56 missing, 0 any)

Symbol Typable Typed Any
meth XmodConfig.init 29 0 0
attr XmodConfig.pad_token_id 1 0 0
attr XmodConfig.bos_token_id 1 0 0
attr XmodConfig.eos_token_id 1 0 0
attr XmodConfig.tie_word_embeddings 1 0 0
attr XmodConfig.is_decoder 1 0 0
attr XmodConfig.add_cross_attention 1 0 0
attr XmodConfig.vocab_size 1 0 0
attr XmodConfig.hidden_size 1 0 0
attr XmodConfig.num_hidden_layers 1 0 0
attr XmodConfig.num_attention_heads 1 0 0
attr XmodConfig.hidden_act 1 0 0
attr XmodConfig.intermediate_size 1 0 0
attr XmodConfig.hidden_dropout_prob 1 0 0
attr XmodConfig.attention_probs_dropout_prob 1 0 0
attr XmodConfig.max_position_embeddings 1 0 0
attr XmodConfig.type_vocab_size 1 0 0
attr XmodConfig.initializer_range 1 0 0
attr XmodConfig.layer_norm_eps 1 0 0
attr XmodConfig.use_cache 1 0 0
attr XmodConfig.classifier_dropout 1 0 0
attr XmodConfig.pre_norm 1 0 0
attr XmodConfig.adapter_reduction_factor 1 0 0
attr XmodConfig.adapter_layer_norm 1 0 0
attr XmodConfig.adapter_reuse_layer_norm 1 0 0
attr XmodConfig.ln_before_adapter 1 0 0
attr XmodConfig.languages 1 0 0
attr XmodConfig.default_language 1 0 0

transformers.models.xmod.modeling_xmod (58 missing, 0 any)

Symbol Typable Typed Any
meth XmodModel.init 3 0 0
meth XmodModel.get_input_embeddings 1 0 0
meth XmodModel.set_input_embeddings 2 0 0
meth XmodModel._create_attention_masks 7 0 0
attr XmodModel.config 1 0 0
attr XmodModel.gradient_checkpointing 1 0 0
attr XmodModel.embeddings 1 0 0
attr XmodModel.encoder 1 0 0
attr XmodModel.pooler 1 0 0
meth XmodPreTrainedModel._init_weights 2 0 0
meth XmodPreTrainedModel.set_default_language 2 1 0
meth XmodPreTrainedModel.freeze_embeddings_and_language_adapters 1 0 0
meth XmodForTokenClassification.init 2 0 0
attr XmodForTokenClassification.num_labels 1 0 0
attr XmodForTokenClassification.roberta 1 0 0
attr XmodForTokenClassification.dropout 1 0 0
attr XmodForTokenClassification.classifier 1 0 0
meth XmodForMultipleChoice.init 2 0 0
attr XmodForMultipleChoice.roberta 1 0 0
attr XmodForMultipleChoice.dropout 1 0 0
attr XmodForMultipleChoice.classifier 1 0 0
meth XmodForCausalLM.init 2 0 0
meth XmodForCausalLM.get_output_embeddings 1 0 0
meth XmodForCausalLM.set_output_embeddings 2 0 0
attr XmodForCausalLM.roberta 1 0 0
attr XmodForCausalLM.lm_head 1 0 0
meth XmodForQuestionAnswering.init 2 0 0
attr XmodForQuestionAnswering.num_labels 1 0 0
attr XmodForQuestionAnswering.roberta 1 0 0
attr XmodForQuestionAnswering.qa_outputs 1 0 0
meth XmodForMaskedLM.init 2 0 0
meth XmodForMaskedLM.get_output_embeddings 1 0 0
meth XmodForMaskedLM.set_output_embeddings 2 0 0
attr XmodForMaskedLM.roberta 1 0 0
attr XmodForMaskedLM.lm_head 1 0 0
meth XmodForSequenceClassification.init 2 0 0
attr XmodForSequenceClassification.num_labels 1 0 0
attr XmodForSequenceClassification.config 1 0 0
attr XmodForSequenceClassification.roberta 1 0 0
attr XmodForSequenceClassification.classifier 1 0 0

transformers.models.yolos.configuration_yolos (46 missing, 0 any)

Symbol Typable Typed Any
meth YolosConfig.init 24 0 0
attr YolosConfig.hidden_size 1 0 0
attr YolosConfig.num_hidden_layers 1 0 0
attr YolosConfig.num_attention_heads 1 0 0
attr YolosConfig.intermediate_size 1 0 0
attr YolosConfig.hidden_act 1 0 0
attr YolosConfig.hidden_dropout_prob 1 0 0
attr YolosConfig.attention_probs_dropout_prob 1 0 0
attr YolosConfig.initializer_range 1 0 0
attr YolosConfig.layer_norm_eps 1 0 0
attr YolosConfig.image_size 1 0 0
attr YolosConfig.patch_size 1 0 0
attr YolosConfig.num_channels 1 0 0
attr YolosConfig.qkv_bias 1 0 0
attr YolosConfig.num_detection_tokens 1 0 0
attr YolosConfig.use_mid_position_embeddings 1 0 0
attr YolosConfig.auxiliary_loss 1 0 0
attr YolosConfig.class_cost 1 0 0
attr YolosConfig.bbox_cost 1 0 0
attr YolosConfig.giou_cost 1 0 0
attr YolosConfig.bbox_loss_coefficient 1 0 0
attr YolosConfig.giou_loss_coefficient 1 0 0
attr YolosConfig.eos_coefficient 1 0 0

transformers.models.yolos.image_processing_yolos (23 missing, 0 any)

Symbol Typable Typed Any
meth YolosImageProcessor.init 14 13 0
meth YolosImageProcessor.resize 7 6 0
meth YolosImageProcessor.resize_annotation 5 2 0
meth YolosImageProcessor._update_annotation_for_padded_image 6 4 0
meth YolosImageProcessor.preprocess 21 19 0
meth YolosImageProcessor.post_process_object_detection 4 2 0
attr YolosImageProcessor.format 1 0 0
attr YolosImageProcessor.do_resize 1 0 0
attr YolosImageProcessor.size 1 0 0
attr YolosImageProcessor.resample 1 0 0
attr YolosImageProcessor.do_rescale 1 0 0
attr YolosImageProcessor.rescale_factor 1 0 0
attr YolosImageProcessor.do_normalize 1 0 0
attr YolosImageProcessor.do_convert_annotations 1 0 0
attr YolosImageProcessor.image_mean 1 0 0
attr YolosImageProcessor.image_std 1 0 0
attr YolosImageProcessor.do_pad 1 0 0
attr YolosImageProcessor.pad_size 1 0 0

transformers.models.yolos.image_processing_yolos_fast (10 missing, 0 any)

Symbol Typable Typed Any
meth YolosImageProcessorFast.resize 5 4 0
meth YolosImageProcessorFast.resize_annotation 6 5 0
meth YolosImageProcessorFast._update_annotation_for_padded_image 6 4 0
meth YolosImageProcessorFast.pad 6 5 0
meth YolosImageProcessorFast._preprocess 19 18 0
meth YolosImageProcessorFast.post_process_object_detection 4 2 0
attr YolosImageProcessorFast.size 1 0 0
attr YolosImageProcessorFast.do_convert_annotations 1 0 0

transformers.models.yolos.modeling_yolos (12 missing, 0 any)

Symbol Typable Typed Any
meth YolosModel.init 3 2 0
attr YolosModel.embeddings 1 0 0
attr YolosModel.encoder 1 0 0
attr YolosModel.layernorm 1 0 0
attr YolosModel.pooler 1 0 0
meth YolosForObjectDetection.init 2 1 0
meth YolosForObjectDetection._set_aux_loss 3 0 0
attr YolosForObjectDetection.vit 1 0 0
attr YolosForObjectDetection.class_labels_classifier 1 0 0
attr YolosForObjectDetection.bbox_predictor 1 0 0

transformers.models.yolos.modular_yolos (5 missing, 0 any)

Symbol Typable Typed Any
meth YolosImageProcessorFast.post_process_object_detection 4 2 0
meth YolosImageProcessorFast.post_process_instance_segmentation 1 0 0
meth YolosImageProcessorFast.post_process_semantic_segmentation 1 0 0
meth YolosImageProcessorFast.post_process_panoptic_segmentation 1 0 0

transformers.models.yoso.configuration_yoso (48 missing, 0 any)

Symbol Typable Typed Any
meth YosoConfig.init 25 0 0
attr YosoConfig.pad_token_id 1 0 0
attr YosoConfig.bos_token_id 1 0 0
attr YosoConfig.eos_token_id 1 0 0
attr YosoConfig.tie_word_embeddings 1 0 0
attr YosoConfig.add_cross_attention 1 0 0
attr YosoConfig.vocab_size 1 0 0
attr YosoConfig.max_position_embeddings 1 0 0
attr YosoConfig.hidden_size 1 0 0
attr YosoConfig.num_hidden_layers 1 0 0
attr YosoConfig.num_attention_heads 1 0 0
attr YosoConfig.intermediate_size 1 0 0
attr YosoConfig.hidden_act 1 0 0
attr YosoConfig.hidden_dropout_prob 1 0 0
attr YosoConfig.attention_probs_dropout_prob 1 0 0
attr YosoConfig.initializer_range 1 0 0
attr YosoConfig.type_vocab_size 1 0 0
attr YosoConfig.layer_norm_eps 1 0 0
attr YosoConfig.use_expectation 1 0 0
attr YosoConfig.hash_code_len 1 0 0
attr YosoConfig.num_hash 1 0 0
attr YosoConfig.conv_window 1 0 0
attr YosoConfig.use_fast_hash 1 0 0
attr YosoConfig.lsh_backward 1 0 0

transformers.models.yoso.modeling_yoso (56 missing, 0 any)

Symbol Typable Typed Any
meth YosoPreTrainedModel._init_weights 2 1 0
meth YosoForMultipleChoice.init 2 0 0
meth YosoForMultipleChoice.forward 11 10 0
attr YosoForMultipleChoice.yoso 1 0 0
attr YosoForMultipleChoice.pre_classifier 1 0 0
attr YosoForMultipleChoice.classifier 1 0 0
meth YosoForMaskedLM.init 2 0 0
meth YosoForMaskedLM.get_output_embeddings 1 0 0
meth YosoForMaskedLM.set_output_embeddings 2 0 0
meth YosoForMaskedLM.forward 11 10 0
attr YosoForMaskedLM.yoso 1 0 0
attr YosoForMaskedLM.cls 1 0 0
meth YosoForTokenClassification.init 2 0 0
meth YosoForTokenClassification.forward 11 10 0
attr YosoForTokenClassification.num_labels 1 0 0
attr YosoForTokenClassification.yoso 1 0 0
attr YosoForTokenClassification.dropout 1 0 0
attr YosoForTokenClassification.classifier 1 0 0
meth YosoLayer.init 2 0 0
meth YosoLayer.forward 4 0 0
meth YosoLayer.feed_forward_chunk 2 0 0
attr YosoLayer.chunk_size_feed_forward 1 0 0
attr YosoLayer.seq_len_dim 1 0 0
attr YosoLayer.attention 1 0 0
attr YosoLayer.add_cross_attention 1 0 0
attr YosoLayer.intermediate 1 0 0
attr YosoLayer.output 1 0 0
meth YosoModel.init 2 0 0
meth YosoModel.get_input_embeddings 1 0 0
meth YosoModel.set_input_embeddings 2 0 0
meth YosoModel.forward 10 9 0
attr YosoModel.embeddings 1 0 0
attr YosoModel.encoder 1 0 0
meth YosoForQuestionAnswering.init 2 0 0
meth YosoForQuestionAnswering.forward 12 11 0
attr YosoForQuestionAnswering.num_labels 1 0 0
attr YosoForQuestionAnswering.yoso 1 0 0
attr YosoForQuestionAnswering.qa_outputs 1 0 0
meth YosoForSequenceClassification.init 2 0 0
meth YosoForSequenceClassification.forward 11 10 0
attr YosoForSequenceClassification.num_labels 1 0 0
attr YosoForSequenceClassification.yoso 1 0 0
attr YosoForSequenceClassification.classifier 1 0 0

transformers.models.youtu.configuration_youtu (29 missing, 0 any)

Symbol Typable Typed Any
meth YoutuConfig.init 27 25 0
attr YoutuConfig.vocab_size 1 0 0
attr YoutuConfig.max_position_embeddings 1 0 0
attr YoutuConfig.hidden_size 1 0 0
attr YoutuConfig.intermediate_size 1 0 0
attr YoutuConfig.num_hidden_layers 1 0 0
attr YoutuConfig.num_attention_heads 1 0 0
attr YoutuConfig.kv_lora_rank 1 0 0
attr YoutuConfig.q_lora_rank 1 0 0
attr YoutuConfig.qk_rope_head_dim 1 0 0
attr YoutuConfig.v_head_dim 1 0 0
attr YoutuConfig.qk_nope_head_dim 1 0 0
attr YoutuConfig.qk_head_dim 1 0 0
attr YoutuConfig.head_dim 1 0 0
attr YoutuConfig.rope_interleave 1 0 0
attr YoutuConfig.num_key_value_heads 1 0 0
attr YoutuConfig.hidden_act 1 0 0
attr YoutuConfig.initializer_range 1 0 0
attr YoutuConfig.rms_norm_eps 1 0 0
attr YoutuConfig.use_cache 1 0 0
attr YoutuConfig.attention_bias 1 0 0
attr YoutuConfig.attention_dropout 1 0 0
attr YoutuConfig.rope_parameters 1 0 0
attr YoutuConfig.tie_word_embeddings 1 0 0
attr YoutuConfig.pad_token_id 1 0 0
attr YoutuConfig.bos_token_id 1 0 0
attr YoutuConfig.eos_token_id 1 0 0
attr YoutuConfig.embedding_initializer_range 1 0 0

transformers.models.youtu.modeling_youtu (15 missing, 0 any)

Symbol Typable Typed Any
meth YoutuForCausalLM.init 2 0 0
attr YoutuForCausalLM.model 1 0 0
attr YoutuForCausalLM.vocab_size 1 0 0
attr YoutuForCausalLM.lm_head 1 0 0
meth YoutuModel.init 2 1 0
attr YoutuModel.padding_idx 1 0 0
attr YoutuModel.vocab_size 1 0 0
attr YoutuModel.embed_tokens 1 0 0
attr YoutuModel.layers 1 0 0
attr YoutuModel.norm 1 0 0
attr YoutuModel.rotary_emb 1 0 0
attr YoutuModel.gradient_checkpointing 1 0 0
meth YoutuPreTrainedModel._init_weights 2 0 0

transformers.models.youtu.modular_youtu (8 missing, 0 any)

Symbol Typable Typed Any
meth YoutuPreTrainedModel._init_weights 2 0 0
meth YoutuConfig.init 27 25 0
meth YoutuConfig.convert_rope_params_to_dict 3 1 0
attr YoutuConfig.embedding_initializer_range 1 0 0
attr YoutuConfig.initializer_range 1 0 0

transformers.models.zamba.configuration_zamba (73 missing, 0 any)

Symbol Typable Typed Any
meth ZambaConfig.init 35 0 0
meth ZambaConfig._layers_block_type 4 0 0
attr ZambaConfig.vocab_size 1 0 0
attr ZambaConfig.tie_word_embeddings 1 0 0
attr ZambaConfig.hidden_size 1 0 0
attr ZambaConfig.intermediate_size 1 0 0
attr ZambaConfig.num_hidden_layers 1 0 0
attr ZambaConfig.num_attention_heads 1 0 0
attr ZambaConfig.max_position_embeddings 1 0 0
attr ZambaConfig.attention_dropout 1 0 0
attr ZambaConfig.num_key_value_heads 1 0 0
attr ZambaConfig.n_mamba_heads 1 0 0
attr ZambaConfig.hidden_act 1 0 0
attr ZambaConfig.hidden_mamba_act 1 0 0
attr ZambaConfig.initializer_range 1 0 0
attr ZambaConfig.rms_norm_eps 1 0 0
attr ZambaConfig.use_cache 1 0 0
attr ZambaConfig.num_logits_to_keep 1 0 0
attr ZambaConfig.attn_layer_period 1 0 0
attr ZambaConfig.attn_layer_offset 1 0 0
attr ZambaConfig.use_mamba_kernels 1 0 0
attr ZambaConfig.mamba_d_state 1 0 0
attr ZambaConfig.mamba_d_conv 1 0 0
attr ZambaConfig.mamba_expand 1 0 0
attr ZambaConfig.mamba_dt_rank 1 0 0
attr ZambaConfig.time_step_min 1 0 0
attr ZambaConfig.time_step_max 1 0 0
attr ZambaConfig.time_step_floor 1 0 0
attr ZambaConfig.mamba_conv_bias 1 0 0
attr ZambaConfig.mamba_proj_bias 1 0 0
attr ZambaConfig.layers_block_type 1 0 0
attr ZambaConfig.pad_token_id 1 0 0
attr ZambaConfig.bos_token_id 1 0 0
attr ZambaConfig.eos_token_id 1 0 0
attr ZambaConfig.attention_hidden_size 1 0 0
attr ZambaConfig.attention_head_dim 1 0 0

transformers.models.zamba.modeling_zamba (32 missing, 0 any)

Symbol Typable Typed Any
meth ZambaModel.init 2 1 0
meth ZambaModel.forward 12 11 0
attr ZambaModel.padding_idx 1 0 0
attr ZambaModel.vocab_size 1 0 0
attr ZambaModel.embed_tokens 1 0 0
attr ZambaModel.layers_block_type 1 0 0
attr ZambaModel.layers 1 0 0
attr ZambaModel.final_layernorm 1 0 0
attr ZambaModel.gradient_checkpointing 1 0 0
meth ZambaForSequenceClassification.init 2 0 0
meth ZambaForSequenceClassification.forward 12 11 0
attr ZambaForSequenceClassification.num_labels 1 0 0
attr ZambaForSequenceClassification.model 1 0 0
attr ZambaForSequenceClassification.score 1 0 0
meth ZambaPreTrainedModel._init_weights 2 0 0
meth ZambaForCausalLM.init 2 1 0
meth ZambaForCausalLM.forward 14 13 0
meth ZambaForCausalLM.prepare_inputs_for_generation 10 0 0
attr ZambaForCausalLM.model 1 0 0
attr ZambaForCausalLM.vocab_size 1 0 0
attr ZambaForCausalLM.lm_head 1 0 0

transformers.models.zamba2.configuration_zamba2 (45 missing, 0 any)

Symbol Typable Typed Any
meth Zamba2Config.init 39 37 0
attr Zamba2Config.pad_token_id 1 0 0
attr Zamba2Config.bos_token_id 1 0 0
attr Zamba2Config.eos_token_id 1 0 0
attr Zamba2Config.tie_word_embeddings 1 0 0
attr Zamba2Config.vocab_size 1 0 0
attr Zamba2Config.max_position_embeddings 1 0 0
attr Zamba2Config.hidden_size 1 0 0
attr Zamba2Config.hidden_act 1 0 0
attr Zamba2Config.num_hidden_layers 1 0 0
attr Zamba2Config.num_attention_heads 1 0 0
attr Zamba2Config.num_mem_blocks 1 0 0
attr Zamba2Config.attention_hidden_size 1 0 0
attr Zamba2Config.attention_head_dim 1 0 0
attr Zamba2Config.attention_dropout 1 0 0
attr Zamba2Config.use_mem_rope 1 0 0
attr Zamba2Config.use_long_context 1 0 0
attr Zamba2Config.rope_parameters 1 0 0
attr Zamba2Config.mamba_d_state 1 0 0
attr Zamba2Config.mamba_d_conv 1 0 0
attr Zamba2Config.mamba_expand 1 0 0
attr Zamba2Config.add_bias_linear 1 0 0
attr Zamba2Config.mamba_ngroups 1 0 0
attr Zamba2Config.n_mamba_heads 1 0 0
attr Zamba2Config.mamba_headdim 1 0 0
attr Zamba2Config.use_conv_bias 1 0 0
attr Zamba2Config.chunk_size 1 0 0
attr Zamba2Config.time_step_limit 1 0 0
attr Zamba2Config.use_shared_attention_adapter 1 0 0
attr Zamba2Config.adapter_rank 1 0 0
attr Zamba2Config.time_step_min 1 0 0
attr Zamba2Config.time_step_max 1 0 0
attr Zamba2Config.time_step_floor 1 0 0
attr Zamba2Config.num_key_value_heads 1 0 0
attr Zamba2Config.kv_channels 1 0 0
attr Zamba2Config.num_query_groups 1 0 0
attr Zamba2Config.initializer_range 1 0 0
attr Zamba2Config.rms_norm_eps 1 0 0
attr Zamba2Config.use_cache 1 0 0
attr Zamba2Config.num_logits_to_keep 1 0 0
attr Zamba2Config.hybrid_layer_ids 1 0 0
attr Zamba2Config.use_mem_eff_path 1 0 0
attr Zamba2Config.intermediate_size 1 0 0
attr Zamba2Config.layers_block_type 1 0 0

transformers.models.zamba2.modeling_zamba2 (34 missing, 0 any)

Symbol Typable Typed Any
meth Zamba2PreTrainedModel._init_weights 2 0 0
meth Zamba2ForCausalLM.init 2 1 0
meth Zamba2ForCausalLM.forward 14 13 0
meth Zamba2ForCausalLM.prepare_inputs_for_generation 10 0 0
attr Zamba2ForCausalLM.model 1 0 0
attr Zamba2ForCausalLM.vocab_size 1 0 0
attr Zamba2ForCausalLM.lm_head 1 0 0
meth Zamba2Model.init 2 1 0
meth Zamba2Model.forward 12 11 0
meth Zamba2Model.get_layers 1 0 0
attr Zamba2Model.padding_idx 1 0 0
attr Zamba2Model.vocab_size 1 0 0
attr Zamba2Model.embed_tokens 1 0 0
attr Zamba2Model.layers_block_type 1 0 0
attr Zamba2Model.layers 1 0 0
attr Zamba2Model.final_layernorm 1 0 0
attr Zamba2Model.gradient_checkpointing 1 0 0
attr Zamba2Model.rotary_emb 1 0 0
meth Zamba2ForSequenceClassification.init 2 0 0
meth Zamba2ForSequenceClassification.forward 12 11 0
attr Zamba2ForSequenceClassification.num_labels 1 0 0
attr Zamba2ForSequenceClassification.model 1 0 0
attr Zamba2ForSequenceClassification.score 1 0 0

transformers.models.zamba2.modular_zamba2 (13 missing, 0 any)

Symbol Typable Typed Any
meth Zamba2PreTrainedModel._init_weights 2 0 0
meth Zamba2Model.init 2 1 0
meth Zamba2Model.get_layers 1 0 0
meth Zamba2Model.forward 12 11 0
attr Zamba2Model.padding_idx 1 0 0
attr Zamba2Model.vocab_size 1 0 0
attr Zamba2Model.embed_tokens 1 0 0
attr Zamba2Model.layers_block_type 1 0 0
attr Zamba2Model.layers 1 0 0
attr Zamba2Model.final_layernorm 1 0 0
attr Zamba2Model.gradient_checkpointing 1 0 0
attr Zamba2Model.rotary_emb 1 0 0

transformers.models.zoedepth.configuration_zoedepth (56 missing, 0 any)

Symbol Typable Typed Any
meth ZoeDepthConfig.init 29 0 0
attr ZoeDepthConfig.backbone_config 1 0 0
attr ZoeDepthConfig.hidden_act 1 0 0
attr ZoeDepthConfig.initializer_range 1 0 0
attr ZoeDepthConfig.batch_norm_eps 1 0 0
attr ZoeDepthConfig.readout_type 1 0 0
attr ZoeDepthConfig.reassemble_factors 1 0 0
attr ZoeDepthConfig.neck_hidden_sizes 1 0 0
attr ZoeDepthConfig.fusion_hidden_size 1 0 0
attr ZoeDepthConfig.head_in_index 1 0 0
attr ZoeDepthConfig.use_batch_norm_in_fusion_residual 1 0 0
attr ZoeDepthConfig.use_bias_in_fusion_residual 1 0 0
attr ZoeDepthConfig.num_relative_features 1 0 0
attr ZoeDepthConfig.add_projection 1 0 0
attr ZoeDepthConfig.bottleneck_features 1 0 0
attr ZoeDepthConfig.num_attractors 1 0 0
attr ZoeDepthConfig.bin_embedding_dim 1 0 0
attr ZoeDepthConfig.attractor_alpha 1 0 0
attr ZoeDepthConfig.attractor_gamma 1 0 0
attr ZoeDepthConfig.attractor_kind 1 0 0
attr ZoeDepthConfig.min_temp 1 0 0
attr ZoeDepthConfig.max_temp 1 0 0
attr ZoeDepthConfig.bin_centers_type 1 0 0
attr ZoeDepthConfig.bin_configurations 1 0 0
attr ZoeDepthConfig.num_patch_transformer_layers 1 0 0
attr ZoeDepthConfig.patch_transformer_hidden_size 1 0 0
attr ZoeDepthConfig.patch_transformer_intermediate_size 1 0 0
attr ZoeDepthConfig.patch_transformer_num_attention_heads 1 0 0

transformers.models.zoedepth.image_processing_zoedepth (13 missing, 0 any)

Symbol Typable Typed Any
meth ZoeDepthImageProcessor.init 13 12 0
meth ZoeDepthImageProcessor.pad_image 5 4 0
attr ZoeDepthImageProcessor.do_rescale 1 0 0
attr ZoeDepthImageProcessor.rescale_factor 1 0 0
attr ZoeDepthImageProcessor.do_pad 1 0 0
attr ZoeDepthImageProcessor.do_normalize 1 0 0
attr ZoeDepthImageProcessor.image_mean 1 0 0
attr ZoeDepthImageProcessor.image_std 1 0 0
attr ZoeDepthImageProcessor.do_resize 1 0 0
attr ZoeDepthImageProcessor.size 1 0 0
attr ZoeDepthImageProcessor.keep_aspect_ratio 1 0 0
attr ZoeDepthImageProcessor.ensure_multiple_of 1 0 0
attr ZoeDepthImageProcessor.resample 1 0 0

transformers.models.zoedepth.image_processing_zoedepth_fast (2 missing, 0 any)

Symbol Typable Typed Any
meth ZoeDepthImageProcessorFast._pad_images 2 1 0
meth ZoeDepthImageProcessorFast._preprocess 16 15 0

transformers.models.zoedepth.modeling_zoedepth (10 missing, 0 any)

Symbol Typable Typed Any
meth ZoeDepthPreTrainedModel._init_weights 2 0 0
meth ZoeDepthForDepthEstimation.init 2 0 0
meth ZoeDepthForDepthEstimation.forward 7 6 0
attr ZoeDepthForDepthEstimation.backbone 1 0 0
attr ZoeDepthForDepthEstimation.neck 1 0 0
attr ZoeDepthForDepthEstimation.relative_head 1 0 0
attr ZoeDepthForDepthEstimation.metric_head 1 0 0
attr ZoeDepthForDepthEstimation.patch_size 1 0 0

transformers.monkey_patching (2 missing, 0 any)

Symbol Typable Typed Any
func apply_patches 1 0 0
attr logger 1 0 0

transformers.optimization (55 missing, 0 any)

Symbol Typable Typed Any
func get_wsd_schedule 11 10 0
func get_constant_schedule 3 2 0
func get_linear_schedule_with_warmup 5 0 0
func get_constant_schedule_with_warmup 4 3 0
func get_polynomial_decay_schedule_with_warmup 7 0 0
func get_cosine_with_hard_restarts_schedule_with_warmup 6 5 0
func get_scheduler 6 5 0
func get_cosine_with_min_lr_schedule_with_warmup_lr_rate 9 8 0
meth Adafactor.init 11 0 0
meth Adafactor._get_lr 3 0 0
meth Adafactor._get_options 3 0 0
meth Adafactor._rms 2 0 0
meth Adafactor._approx_sq_grad 3 0 0
meth Adafactor.step 2 0 0
func get_inverse_sqrt_schedule 5 4 0
func get_cosine_schedule_with_warmup 6 5 0
func get_cosine_with_min_lr_schedule_with_warmup 8 7 0
func get_reduce_on_plateau_schedule 3 1 0
meth AdafactorSchedule.init 3 0 0
meth AdafactorSchedule.get_lr 1 0 0
func get_adafactor_schedule 3 0 0
attr logger 1 0 0

transformers.pipelines (6 missing, 1 any)

Symbol Typable Typed Any
func pipeline 18 18 1
attr PIPELINE_REGISTRY 1 0 0
func get_task 4 3 0
func clean_custom_task 2 0 0
attr SUPPORTED_TASKS 1 0 0
attr logger 1 0 0

transformers.pipelines.any_to_any (33 missing, 1 any)

Symbol Typable Typed Any
meth AnyToAnyPipeline.init 3 0 0
meth AnyToAnyPipeline._sanitize_parameters 13 1 0
meth AnyToAnyPipeline.call 6 6 1
meth AnyToAnyPipeline.preprocess 5 0 0
meth AnyToAnyPipeline._forward 3 0 0
meth AnyToAnyPipeline.postprocess 6 0 0
attr AnyToAnyPipeline._default_generation_config 1 0 0
meth Chat.init 2 1 0
attr Chat.messages 1 0 0
attr logger 1 0 0

transformers.pipelines.audio_classification (16 missing, 1 any)

Symbol Typable Typed Any
meth AudioClassificationPipeline.init 3 0 0
meth AudioClassificationPipeline.call 3 3 1
meth AudioClassificationPipeline._sanitize_parameters 4 0 0
meth AudioClassificationPipeline.preprocess 2 0 0
meth AudioClassificationPipeline._forward 2 0 0
meth AudioClassificationPipeline.postprocess 4 0 0
attr logger 1 0 0

transformers.pipelines.audio_utils (4 missing, 0 any)

Symbol Typable Typed Any
func ffmpeg_microphone 6 5 0
func ffmpeg_microphone_live 8 7 0
func chunk_bytes_iter 5 3 0

transformers.pipelines.automatic_speech_recognition (37 missing, 1 any)

Symbol Typable Typed Any
meth AutomaticSpeechRecognitionPipeline.init 7 5 0
meth AutomaticSpeechRecognitionPipeline.call 3 3 1
meth AutomaticSpeechRecognitionPipeline._sanitize_parameters 8 0 0
meth AutomaticSpeechRecognitionPipeline.preprocess 4 0 0
meth AutomaticSpeechRecognitionPipeline._forward 4 0 0
meth AutomaticSpeechRecognitionPipeline.postprocess 5 1 0
prop AutomaticSpeechRecognitionPipeline._align_to 1 0 0
attr AutomaticSpeechRecognitionPipeline._default_generation_config 1 0 0
attr AutomaticSpeechRecognitionPipeline.type 1 0 0
attr AutomaticSpeechRecognitionPipeline.decoder 1 0 0
func chunk_iter 7 0 0
attr logger 1 0 0
func rescale_stride 3 0 0

transformers.pipelines.base (105 missing, 3 any)

Symbol Typable Typed Any
meth PipedPipelineDataFormat.iter 1 0 0
meth PipedPipelineDataFormat.save 2 1 0
meth PipelineDataFormat.init 5 4 0
meth PipelineDataFormat.iter 1 0 0
meth PipelineDataFormat.save 2 1 0
meth PipelineDataFormat.from_str 6 5 0
attr PipelineDataFormat.output_path 1 0 0
attr PipelineDataFormat.input_path 1 0 0
attr PipelineDataFormat.column 1 0 0
attr PipelineDataFormat.is_multi_columns 1 0 0
meth CsvPipelineDataFormat.init 5 3 0
meth CsvPipelineDataFormat.iter 1 0 0
meth CsvPipelineDataFormat.save 2 1 0
meth JsonPipelineDataFormat.init 5 3 0
meth JsonPipelineDataFormat.iter 1 0 0
meth JsonPipelineDataFormat.save 2 1 0
meth Pipeline.init 10 8 0
meth Pipeline.repr 1 0 0
meth Pipeline.save_pretrained 3 2 1
meth Pipeline.transform 2 0 0
meth Pipeline.predict 2 0 0
meth Pipeline.device_placement 1 0 0
meth Pipeline.ensure_tensor_on_device 2 0 0
meth Pipeline._ensure_tensor_on_device 3 0 0
meth Pipeline.check_model_type 2 1 0
meth Pipeline._sanitize_parameters 2 0 0
meth Pipeline.preprocess 3 3 1
meth Pipeline.postprocess 3 3 1
meth Pipeline.get_inference_context 1 0 0
meth Pipeline.forward 3 0 0
meth Pipeline.get_iterator 7 2 0
meth Pipeline.call 6 0 0
meth Pipeline.run_multi 5 0 0
meth Pipeline.run_single 5 0 0
meth Pipeline.iterate 5 0 0
attr Pipeline.task 1 0 0
attr Pipeline.model 1 0 0
attr Pipeline.tokenizer 1 0 0
attr Pipeline.feature_extractor 1 0 0
attr Pipeline.image_processor 1 0 0
attr Pipeline.processor 1 0 0
attr Pipeline.binary_output 1 0 0
attr Pipeline.call_count 1 0 0
attr Pipeline.device 1 0 0
attr Pipeline.prefix 1 0 0
attr Pipeline.generation_config 1 0 0
func pad_collate_fn 3 0 0
meth ChunkPipeline.run_single 5 0 0
meth ChunkPipeline.get_iterator 7 2 0
func no_collate_fn 2 0 0
attr PIPELINE_INIT_ARGS 1 0 0
func load_model 6 3 0
meth ArgumentHandler.call 3 0 0
meth PipelineRegistry.to_dict 1 0 0
attr PipelineRegistry.supported_tasks 1 0 0
attr PipelineRegistry.task_aliases 1 0 0
meth PipelineException.init 4 3 0
attr PipelineException.task 1 0 0
attr PipelineException.model 1 0 0
attr logger 1 0 0

transformers.pipelines.depth_estimation (15 missing, 1 any)

Symbol Typable Typed Any
meth DepthEstimationPipeline.init 3 0 0
meth DepthEstimationPipeline.call 3 3 1
meth DepthEstimationPipeline._sanitize_parameters 4 0 0
meth DepthEstimationPipeline.preprocess 3 0 0
meth DepthEstimationPipeline._forward 2 0 0
meth DepthEstimationPipeline.postprocess 2 0 0
attr logger 1 0 0

transformers.pipelines.document_question_answering (50 missing, 1 any)

Symbol Typable Typed Any
meth DocumentQuestionAnsweringPipeline.init 3 0 0
meth DocumentQuestionAnsweringPipeline._sanitize_parameters 12 2 0
meth DocumentQuestionAnsweringPipeline.call 5 5 1
meth DocumentQuestionAnsweringPipeline.preprocess 9 1 0
meth DocumentQuestionAnsweringPipeline._forward 3 0 0
meth DocumentQuestionAnsweringPipeline.postprocess 4 0 0
meth DocumentQuestionAnsweringPipeline.postprocess_encoder_decoder_single 3 0 0
meth DocumentQuestionAnsweringPipeline.postprocess_extractive_qa 6 0 0
attr DocumentQuestionAnsweringPipeline._default_generation_config 1 0 0
attr DocumentQuestionAnsweringPipeline.model_type 1 0 0
func apply_tesseract 4 3 0
func normalize_box 4 0 0
func select_starts_ends 9 4 0
attr logger 1 0 0

transformers.pipelines.feature_extraction (12 missing, 1 any)

Symbol Typable Typed Any
meth FeatureExtractionPipeline._sanitize_parameters 5 0 0
meth FeatureExtractionPipeline.preprocess 3 1 0
meth FeatureExtractionPipeline._forward 2 0 0
meth FeatureExtractionPipeline.postprocess 3 0 0
meth FeatureExtractionPipeline.call 3 3 1

transformers.pipelines.fill_mask (18 missing, 1 any)

Symbol Typable Typed Any
meth FillMaskPipeline.ensure_exactly_one_mask_token 2 1 0
meth FillMaskPipeline.preprocess 5 1 0
meth FillMaskPipeline._forward 2 0 0
meth FillMaskPipeline.postprocess 4 0 0
meth FillMaskPipeline.get_target_ids 2 0 0
meth FillMaskPipeline._sanitize_parameters 4 0 0
meth FillMaskPipeline.call 3 3 1
attr logger 1 0 0

transformers.pipelines.image_classification (21 missing, 1 any)

Symbol Typable Typed Any
meth ImageClassificationPipeline.init 3 0 0
meth ImageClassificationPipeline._sanitize_parameters 4 0 0
meth ImageClassificationPipeline.call 3 3 1
meth ImageClassificationPipeline.preprocess 3 0 0
meth ImageClassificationPipeline._forward 2 0 0
meth ImageClassificationPipeline.postprocess 4 0 0
func sigmoid 2 0 0
func softmax 2 0 0
attr logger 1 0 0

transformers.pipelines.image_feature_extraction (14 missing, 1 any)

Symbol Typable Typed Any
meth ImageFeatureExtractionPipeline._sanitize_parameters 5 0 0
meth ImageFeatureExtractionPipeline.preprocess 4 1 0
meth ImageFeatureExtractionPipeline._forward 2 0 0
meth ImageFeatureExtractionPipeline.postprocess 4 0 0
meth ImageFeatureExtractionPipeline.call 3 3 1

transformers.pipelines.image_segmentation (18 missing, 1 any)

Symbol Typable Typed Any
meth ImageSegmentationPipeline.init 3 0 0
meth ImageSegmentationPipeline._sanitize_parameters 2 0 0
meth ImageSegmentationPipeline.call 3 3 1
meth ImageSegmentationPipeline.preprocess 4 0 0
meth ImageSegmentationPipeline._forward 2 0 0
meth ImageSegmentationPipeline.postprocess 6 0 0
attr logger 1 0 0

transformers.pipelines.image_text_to_text (30 missing, 1 any)

Symbol Typable Typed Any
meth ImageTextToTextPipeline.init 3 0 0
meth ImageTextToTextPipeline._sanitize_parameters 12 1 0
meth ImageTextToTextPipeline.call 4 4 1
meth ImageTextToTextPipeline.preprocess 5 0 0
meth ImageTextToTextPipeline._forward 3 0 0
meth ImageTextToTextPipeline.postprocess 6 0 0
attr ImageTextToTextPipeline._default_generation_config 1 0 0
attr logger 1 0 0

transformers.pipelines.keypoint_matching (13 missing, 2 any)

Symbol Typable Typed Any
meth KeypointMatchingPipeline.init 3 0 0
meth KeypointMatchingPipeline._sanitize_parameters 3 0 0
meth KeypointMatchingPipeline.call 4 4 1
meth KeypointMatchingPipeline.preprocess 3 0 0
meth KeypointMatchingPipeline._forward 2 0 0
meth KeypointMatchingPipeline.postprocess 3 1 0
func validate_image_pairs 2 2 1

transformers.pipelines.mask_generation (21 missing, 2 any)

Symbol Typable Typed Any
meth MaskGenerationPipeline.init 2 0 0
meth MaskGenerationPipeline._sanitize_parameters 2 0 0
meth MaskGenerationPipeline.call 4 4 2
meth MaskGenerationPipeline.preprocess 8 5 0
meth MaskGenerationPipeline._forward 8 0 0
meth MaskGenerationPipeline.postprocess 5 0 0
attr logger 1 0 0

transformers.pipelines.object_detection (14 missing, 2 any)

Symbol Typable Typed Any
meth ObjectDetectionPipeline.init 3 0 0
meth ObjectDetectionPipeline._sanitize_parameters 2 0 0
meth ObjectDetectionPipeline.call 4 4 2
meth ObjectDetectionPipeline.preprocess 3 0 0
meth ObjectDetectionPipeline._forward 2 0 0
meth ObjectDetectionPipeline.postprocess 3 0 0
attr logger 1 0 0

transformers.pipelines.pt_utils (45 missing, 0 any)

Symbol Typable Typed Any
meth PipelineChunkIterator.init 5 0 0
meth PipelineChunkIterator.iter 1 0 0
meth PipelineChunkIterator.next 1 0 0
meth PipelineIterator.init 5 0 0
meth PipelineIterator.len 1 0 0
meth PipelineIterator.iter 1 0 0
meth PipelineIterator.loader_batch_item 1 0 0
meth PipelineIterator.next 1 0 0
attr PipelineIterator.loader 1 0 0
attr PipelineIterator.infer 1 0 0
attr PipelineIterator.params 1 0 0
attr PipelineIterator.loader_batch_size 1 0 0
meth PipelineDataset.init 4 0 0
meth PipelineDataset.len 1 0 0
meth PipelineDataset.getitem 2 0 0
attr PipelineDataset.dataset 1 0 0
attr PipelineDataset.process 1 0 0
attr PipelineDataset.params 1 0 0
meth KeyDataset.init 3 2 0
meth KeyDataset.len 1 0 0
meth KeyDataset.getitem 2 0 0
attr KeyDataset.dataset 1 0 0
attr KeyDataset.key 1 0 0
meth KeyPairDataset.init 4 3 0
meth KeyPairDataset.len 1 0 0
meth KeyPairDataset.getitem 2 0 0
attr KeyPairDataset.dataset 1 0 0
attr KeyPairDataset.key1 1 0 0
attr KeyPairDataset.key2 1 0 0
meth PipelinePackIterator.iter 1 0 0
meth PipelinePackIterator.next 1 0 0

transformers.pipelines.table_question_answering (32 missing, 0 any)

Symbol Typable Typed Any
meth TableQuestionAnsweringPipeline.init 3 0 0
meth TableQuestionAnsweringPipeline.batch_inference 2 0 0
meth TableQuestionAnsweringPipeline.sequential_inference 2 0 0
meth TableQuestionAnsweringPipeline.call 3 0 0
meth TableQuestionAnsweringPipeline._sanitize_parameters 5 0 0
meth TableQuestionAnsweringPipeline.preprocess 4 0 0
meth TableQuestionAnsweringPipeline._forward 4 0 0
meth TableQuestionAnsweringPipeline.postprocess 2 0 0
attr TableQuestionAnsweringPipeline._default_generation_config 1 0 0
attr TableQuestionAnsweringPipeline.aggregate 1 0 0
attr TableQuestionAnsweringPipeline.type 1 0 0
meth TableQuestionAnsweringArgumentHandler.call 4 0 0

transformers.pipelines.text_classification (19 missing, 1 any)

Symbol Typable Typed Any
meth TextClassificationPipeline.init 2 0 0
meth TextClassificationPipeline._sanitize_parameters 4 0 0
meth TextClassificationPipeline.call 3 3 1
meth TextClassificationPipeline.preprocess 3 1 0
meth TextClassificationPipeline._forward 2 0 0
meth TextClassificationPipeline.postprocess 5 0 0
func softmax 2 0 0
func sigmoid 2 0 0

transformers.pipelines.text_generation (46 missing, 1 any)

Symbol Typable Typed Any
meth TextGenerationPipeline.init 3 0 0
meth TextGenerationPipeline._sanitize_parameters 17 0 0
meth TextGenerationPipeline._parse_and_tokenize 3 0 0
meth TextGenerationPipeline.call 3 3 1
meth TextGenerationPipeline.preprocess 13 0 0
meth TextGenerationPipeline._forward 3 0 0
meth TextGenerationPipeline.postprocess 6 0 0
attr TextGenerationPipeline._default_generation_config 1 0 0

transformers.pipelines.text_to_audio (21 missing, 1 any)

Symbol Typable Typed Any
meth TextToAudioPipeline.init 5 0 0
meth TextToAudioPipeline.preprocess 3 0 0
meth TextToAudioPipeline._forward 3 0 0
meth TextToAudioPipeline.call 3 3 1
meth TextToAudioPipeline._sanitize_parameters 4 0 0
meth TextToAudioPipeline.postprocess 2 0 0
attr TextToAudioPipeline._default_generation_config 1 0 0
attr TextToAudioPipeline.vocoder 1 0 0
attr TextToAudioPipeline.sampling_rate 1 0 0
attr TextToAudioPipeline.processor 1 0 0

transformers.pipelines.token_classification (19 missing, 1 any)

Symbol Typable Typed Any
meth TokenClassificationPipeline.init 3 0 0
meth TokenClassificationPipeline._sanitize_parameters 7 5 0
meth TokenClassificationPipeline.call 3 3 1
meth TokenClassificationPipeline.preprocess 4 0 0
meth TokenClassificationPipeline._forward 2 0 0
meth TokenClassificationPipeline.postprocess 4 0 0
meth TokenClassificationPipeline.aggregate_overlapping_entities 2 0 0
meth TokenClassificationArgumentHandler.call 3 1 0

transformers.pipelines.video_classification (22 missing, 1 any)

Symbol Typable Typed Any
meth VideoClassificationPipeline.init 3 0 0
meth VideoClassificationPipeline._sanitize_parameters 5 0 0
meth VideoClassificationPipeline.call 3 3 1
meth VideoClassificationPipeline.preprocess 4 0 0
meth VideoClassificationPipeline._forward 2 0 0
meth VideoClassificationPipeline.postprocess 4 0 0
attr logger 1 0 0
func read_video_pyav 3 0 0

transformers.pipelines.zero_shot_audio_classification (13 missing, 1 any)

Symbol Typable Typed Any
meth ZeroShotAudioClassificationPipeline.init 2 0 0
meth ZeroShotAudioClassificationPipeline.call 3 3 1
meth ZeroShotAudioClassificationPipeline._sanitize_parameters 2 0 0
meth ZeroShotAudioClassificationPipeline.preprocess 4 0 0
meth ZeroShotAudioClassificationPipeline._forward 2 0 0
meth ZeroShotAudioClassificationPipeline.postprocess 2 0 0
attr logger 1 0 0

transformers.pipelines.zero_shot_classification (31 missing, 0 any)

Symbol Typable Typed Any
meth ZeroShotClassificationPipeline.init 3 0 0
meth ZeroShotClassificationPipeline._parse_and_tokenize 6 0 0
meth ZeroShotClassificationPipeline._sanitize_parameters 2 0 0
meth ZeroShotClassificationPipeline.call 4 1 0
meth ZeroShotClassificationPipeline.preprocess 4 0 0
meth ZeroShotClassificationPipeline._forward 2 0 0
meth ZeroShotClassificationPipeline.postprocess 3 0 0
prop ZeroShotClassificationPipeline.entailment_id 1 0 0
meth ZeroShotClassificationArgumentHandler._parse_labels 2 0 0
meth ZeroShotClassificationArgumentHandler.call 4 0 0
attr logger 1 0 0

transformers.pipelines.zero_shot_image_classification (16 missing, 1 any)

Symbol Typable Typed Any
meth ZeroShotImageClassificationPipeline.init 2 0 0
meth ZeroShotImageClassificationPipeline.call 4 4 1
meth ZeroShotImageClassificationPipeline._sanitize_parameters 3 0 0
meth ZeroShotImageClassificationPipeline.preprocess 6 0 0
meth ZeroShotImageClassificationPipeline._forward 2 0 0
meth ZeroShotImageClassificationPipeline.postprocess 2 0 0
attr logger 1 0 0

transformers.pipelines.zero_shot_object_detection (14 missing, 1 any)

Symbol Typable Typed Any
meth ZeroShotObjectDetectionPipeline.init 2 0 0
meth ZeroShotObjectDetectionPipeline.call 4 4 1
meth ZeroShotObjectDetectionPipeline._sanitize_parameters 2 0 0
meth ZeroShotObjectDetectionPipeline.preprocess 3 0 0
meth ZeroShotObjectDetectionPipeline._forward 2 0 0
meth ZeroShotObjectDetectionPipeline.postprocess 4 0 0
attr logger 1 0 0

transformers.processing_utils (59 missing, 0 any)

Symbol Typable Typed Any
meth ProcessorMixin.init 3 0 0
meth ProcessorMixin.call 6 5 0
meth ProcessorMixin.check_argument_for_proper_class 3 0 0
meth ProcessorMixin.to_json_file 2 1 0
meth ProcessorMixin.repr 1 0 0
meth ProcessorMixin.save_pretrained 4 1 0
meth ProcessorMixin.get_processor_dict 3 2 0
meth ProcessorMixin.from_args_and_dict 4 1 0
meth ProcessorMixin._merge_kwargs 4 3 0
meth ProcessorMixin.from_pretrained 8 7 0
meth ProcessorMixin.get_attributes 1 0 0
meth ProcessorMixin.register_for_auto_class 2 0 0
meth ProcessorMixin._load_tokenizer_from_pretrained 5 0 0
meth ProcessorMixin._get_arguments_from_pretrained 4 0 0
meth ProcessorMixin.get_possibly_dynamic_module 2 0 0
meth ProcessorMixin.batch_decode 3 0 0
meth ProcessorMixin.decode 3 0 0
meth ProcessorMixin.validate_init_kwargs 3 0 0
meth ProcessorMixin.post_process_multimodal_output 5 0 0
meth ProcessorMixin.post_process_image_text_to_text 4 0 0
meth ProcessorMixin._check_special_mm_tokens 4 3 0
prop ProcessorMixin.model_input_names 1 0 0
attr logger 1 0 0
attr transformers_module 1 0 0
attr MODALITY_TO_AUTOPROCESSOR_MAPPING 1 0 0
meth MultiModalData.contains 2 0 0
meth MultiModalData.getitem 2 0 0

transformers.pytorch_utils (27 missing, 0 any)

Symbol Typable Typed Any
func apply_chunking_to_forward 5 4 0
meth Conv1D.init 3 0 0
meth Conv1D.forward 2 0 0
attr Conv1D.nf 1 0 0
attr Conv1D.nx 1 0 0
attr Conv1D.weight 1 0 0
attr Conv1D.bias 1 0 0
attr is_torch_greater_or_equal_than_2_3 1 0 0
attr is_torch_greater_or_equal_than_1_12 1 0 0
func softmax_backward_data 4 0 0
attr is_torch_greater_or_equal_than_2_1 1 0 0
attr is_torch_greater_or_equal_than_2_2 1 0 0
attr is_torch_greater_or_equal_than_2_4 1 0 0
func compile_compatible_method_lru_cache 3 0 0
attr is_torch_greater_or_equal_than_2_8 1 0 0
attr is_torch_greater_or_equal_than_2_6 1 0 0
attr is_torch_greater_or_equal_than_2_0 1 0 0
attr is_torch_greater_or_equal_than_1_13 1 0 0
attr logger 1 0 0

transformers.quantizers.auto (21 missing, 0 any)

Symbol Typable Typed Any
func register_quantization_config 2 1 0
func register_quantizer 2 1 0
func get_hf_quantizer 6 0 0
meth AutoQuantizationConfig.from_dict 2 1 0
meth AutoQuantizationConfig.from_pretrained 3 0 0
meth AutoHfQuantizer.from_config 3 1 0
meth AutoHfQuantizer.from_pretrained 3 0 0
meth AutoHfQuantizer.merge_quantization_configs 3 2 0
meth AutoHfQuantizer.supports_quant_method 2 0 0
attr logger 1 0 0

transformers.quantizers.base (44 missing, 0 any)

Symbol Typable Typed Any
meth HfQuantizer.init 3 1 0
meth HfQuantizer.param_needs_quantization 4 3 0
meth HfQuantizer.validate_environment 3 0 0
meth HfQuantizer.update_tp_plan 2 0 0
meth HfQuantizer.update_ep_plan 2 0 0
meth HfQuantizer._process_model_before_weight_loading 3 0 0
meth HfQuantizer.preprocess_model 4 1 0
meth HfQuantizer._process_model_after_weight_loading 3 1 0
meth HfQuantizer.postprocess_model 3 1 0
meth HfQuantizer.remove_quantization_config 2 0 0
meth HfQuantizer.dequantize 3 0 0
meth HfQuantizer._dequantize 3 0 0
meth HfQuantizer.get_modules_to_not_convert 5 4 0
meth HfQuantizer.get_state_dict_and_metadata 2 0 0
meth HfQuantizer.is_serializable 1 0 0
meth HfQuantizer._convert_model_for_quantization 2 0 0
meth HfQuantizer.get_quantize_ops 1 0 0
meth HfQuantizer.get_weight_conversions 1 0 0
prop HfQuantizer.is_trainable 1 0 0
attr HfQuantizer.quantization_config 1 0 0
attr HfQuantizer.pre_quantized 1 0 0
func get_keys_to_not_convert 2 1 0
meth SequentialLlama4TextExperts.init 2 0 0
attr SequentialLlama4TextExperts.num_experts 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_aqlm (9 missing, 0 any)

Symbol Typable Typed Any
meth AqlmHfQuantizer.init 3 1 0
meth AqlmHfQuantizer.validate_environment 3 0 0
meth AqlmHfQuantizer._process_model_before_weight_loading 3 1 0
meth AqlmHfQuantizer.is_serializable 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_auto_round (11 missing, 0 any)

Symbol Typable Typed Any
meth AutoRoundQuantizer.init 3 1 0
meth AutoRoundQuantizer.validate_environment 3 0 0
meth AutoRoundQuantizer._process_model_before_weight_loading 3 1 0
meth AutoRoundQuantizer._process_model_after_weight_loading 3 1 0
meth AutoRoundQuantizer.is_serializable 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_awq (15 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth AwqQuantizer.init 3 0 0
meth AwqQuantizer.validate_environment 2 0 0
meth AwqQuantizer.update_dtype 2 0 0
meth AwqQuantizer._process_model_before_weight_loading 3 1 0
meth AwqQuantizer._process_model_after_weight_loading 3 0 0
meth AwqQuantizer.is_serializable 1 0 0
prop AwqQuantizer.is_trainable 1 0 0

transformers.quantizers.quantizer_bitnet (11 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth BitNetHfQuantizer.init 3 0 0
meth BitNetHfQuantizer.validate_environment 3 0 0
meth BitNetHfQuantizer._process_model_before_weight_loading 3 1 0
meth BitNetHfQuantizer.is_serializable 1 0 0
meth BitNetHfQuantizer.get_weight_conversions 1 0 0

transformers.quantizers.quantizer_bnb_4bit (21 missing, 0 any)

Symbol Typable Typed Any
meth Bnb4BitHfQuantizer.init 3 0 0
meth Bnb4BitHfQuantizer.validate_environment 3 0 0
meth Bnb4BitHfQuantizer.param_needs_quantization 4 3 0
meth Bnb4BitHfQuantizer.update_device_map 2 0 0
meth Bnb4BitHfQuantizer._process_model_before_weight_loading 4 1 0
meth Bnb4BitHfQuantizer._process_model_after_weight_loading 3 1 0
meth Bnb4BitHfQuantizer.is_serializable 1 0 0
meth Bnb4BitHfQuantizer._dequantize 3 0 0
meth Bnb4BitHfQuantizer.get_quantize_ops 1 0 0
meth Bnb4BitHfQuantizer.get_weight_conversions 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_bnb_8bit (21 missing, 0 any)

Symbol Typable Typed Any
meth Bnb8BitHfQuantizer.init 3 0 0
meth Bnb8BitHfQuantizer.validate_environment 3 0 0
meth Bnb8BitHfQuantizer.update_device_map 2 0 0
meth Bnb8BitHfQuantizer.param_needs_quantization 4 3 0
meth Bnb8BitHfQuantizer._process_model_after_weight_loading 3 1 0
meth Bnb8BitHfQuantizer._process_model_before_weight_loading 4 1 0
meth Bnb8BitHfQuantizer.is_serializable 1 0 0
meth Bnb8BitHfQuantizer._dequantize 3 0 0
meth Bnb8BitHfQuantizer.get_quantize_ops 1 0 0
meth Bnb8BitHfQuantizer.get_weight_conversions 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_compressed_tensors (18 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth CompressedTensorsHfQuantizer.init 3 1 0
meth CompressedTensorsHfQuantizer.validate_environment 3 0 0
meth CompressedTensorsHfQuantizer._process_model_before_weight_loading 3 0 0
meth CompressedTensorsHfQuantizer._process_model_after_weight_loading 3 0 0
meth CompressedTensorsHfQuantizer.update_tp_plan 2 0 0
prop CompressedTensorsHfQuantizer.is_trainable 1 0 0
attr CompressedTensorsHfQuantizer.compressor 1 0 0
attr CompressedTensorsHfQuantizer.run_compressed 1 0 0
attr CompressedTensorsHfQuantizer.quantization_config 1 0 0

transformers.quantizers.quantizer_eetq (12 missing, 0 any)

Symbol Typable Typed Any
meth EetqHfQuantizer.init 3 0 0
meth EetqHfQuantizer.validate_environment 3 0 0
meth EetqHfQuantizer.param_needs_quantization 4 3 0
meth EetqHfQuantizer._process_model_before_weight_loading 3 1 0
meth EetqHfQuantizer.is_serializable 1 0 0
meth EetqHfQuantizer.get_quantize_ops 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_fbgemm_fp8 (17 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth FbgemmFp8HfQuantizer.init 3 0 0
meth FbgemmFp8HfQuantizer.validate_environment 3 0 0
meth FbgemmFp8HfQuantizer.param_needs_quantization 4 3 0
meth FbgemmFp8HfQuantizer._process_model_before_weight_loading 3 1 0
meth FbgemmFp8HfQuantizer._process_model_after_weight_loading 3 0 0
meth FbgemmFp8HfQuantizer.update_tp_plan 2 0 0
meth FbgemmFp8HfQuantizer.is_serializable 1 0 0
meth FbgemmFp8HfQuantizer.get_quantize_ops 1 0 0

transformers.quantizers.quantizer_finegrained_fp8 (15 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth FineGrainedFP8HfQuantizer.init 3 0 0
meth FineGrainedFP8HfQuantizer.validate_environment 3 0 0
meth FineGrainedFP8HfQuantizer.param_needs_quantization 4 3 0
meth FineGrainedFP8HfQuantizer._process_model_before_weight_loading 3 1 0
meth FineGrainedFP8HfQuantizer.update_tp_plan 2 0 0
meth FineGrainedFP8HfQuantizer.is_serializable 1 0 0
meth FineGrainedFP8HfQuantizer.get_quantize_ops 1 0 0
meth FineGrainedFP8HfQuantizer.get_weight_conversions 1 0 0

transformers.quantizers.quantizer_fouroversix (14 missing, 0 any)

Symbol Typable Typed Any
meth FourOverSixHfQuantizer.init 3 0 0
meth FourOverSixHfQuantizer.validate_environment 3 0 0
meth FourOverSixHfQuantizer.param_needs_quantization 4 3 0
meth FourOverSixHfQuantizer._process_model_before_weight_loading 4 1 0
meth FourOverSixHfQuantizer._process_model_after_weight_loading 3 1 0
meth FourOverSixHfQuantizer.is_serializable 1 0 0
meth FourOverSixHfQuantizer.get_quantize_ops 1 0 0

transformers.quantizers.quantizer_fp_quant (13 missing, 0 any)

Symbol Typable Typed Any
meth FPQuantHfQuantizer.init 3 1 0
meth FPQuantHfQuantizer.validate_environment 3 0 0
meth FPQuantHfQuantizer.param_needs_quantization 4 3 0
meth FPQuantHfQuantizer._process_model_before_weight_loading 3 1 0
meth FPQuantHfQuantizer.is_serializable 1 0 0
meth FPQuantHfQuantizer.get_quantize_ops 1 0 0
meth FPQuantHfQuantizer.get_weight_conversions 1 0 0
prop FPQuantHfQuantizer.is_trainable 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_gptq (14 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth GptqHfQuantizer.init 3 1 0
meth GptqHfQuantizer.validate_environment 3 0 0
meth GptqHfQuantizer.update_device_map 2 0 0
meth GptqHfQuantizer._process_model_before_weight_loading 3 1 0
meth GptqHfQuantizer._process_model_after_weight_loading 3 1 0
meth GptqHfQuantizer.is_serializable 1 0 0
attr GptqHfQuantizer.optimum_quantizer 1 0 0

transformers.quantizers.quantizer_higgs (14 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth HiggsHfQuantizer.init 3 1 0
meth HiggsHfQuantizer.validate_environment 3 0 0
meth HiggsHfQuantizer._process_model_before_weight_loading 3 1 0
meth HiggsHfQuantizer._process_model_after_weight_loading 3 1 0
meth HiggsHfQuantizer.is_serializable 1 0 0
meth HiggsHfQuantizer.param_needs_quantization 4 3 0
meth HiggsHfQuantizer._dequantize 2 0 0

transformers.quantizers.quantizer_hqq (19 missing, 0 any)

Symbol Typable Typed Any
meth HqqHfQuantizer.init 3 0 0
meth HqqHfQuantizer.validate_environment 3 0 0
meth HqqHfQuantizer.param_needs_quantization 4 3 0
meth HqqHfQuantizer._patch_layer_for_multigpu 2 0 0
meth HqqHfQuantizer._process_model_before_weight_loading 3 1 0
meth HqqHfQuantizer._process_model_after_weight_loading 3 1 0
meth HqqHfQuantizer.is_serializable 1 0 0
attr HqqHfQuantizer.dtype 1 0 0
attr HqqHfQuantizer.using_multi_gpu 1 0 0
attr HqqHfQuantizer.hqq_keys 1 0 0
attr logger 1 0 0
prop weight 1 0 0

transformers.quantizers.quantizer_metal (13 missing, 0 any)

Symbol Typable Typed Any
meth MetalHfQuantizer.init 3 0 0
meth MetalHfQuantizer.validate_environment 3 0 0
meth MetalHfQuantizer.param_needs_quantization 4 3 0
meth MetalHfQuantizer._process_model_before_weight_loading 3 1 0
meth MetalHfQuantizer.is_serializable 1 0 0
meth MetalHfQuantizer.get_quantize_ops 1 0 0
meth MetalHfQuantizer.get_weight_conversions 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_mxfp4 (23 missing, 0 any)

Symbol Typable Typed Any
meth Mxfp4HfQuantizer.init 3 0 0
meth Mxfp4HfQuantizer._lazy_import_kernels 1 0 0
meth Mxfp4HfQuantizer.validate_environment 3 0 0
meth Mxfp4HfQuantizer.param_needs_quantization 4 3 0
meth Mxfp4HfQuantizer._process_model_after_weight_loading 3 1 0
meth Mxfp4HfQuantizer._process_model_before_weight_loading 4 2 0
meth Mxfp4HfQuantizer.update_tp_plan 2 0 0
meth Mxfp4HfQuantizer.update_ep_plan 2 0 0
meth Mxfp4HfQuantizer.get_state_dict_and_metadata 2 0 0
meth Mxfp4HfQuantizer.is_serializable 1 0 0
meth Mxfp4HfQuantizer.get_quantize_ops 1 0 0
meth Mxfp4HfQuantizer.get_weight_conversions 1 0 0
attr Mxfp4HfQuantizer.triton_kernels_hub 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_quanto (12 missing, 0 any)

Symbol Typable Typed Any
meth QuantoHfQuantizer.init 3 1 0
meth QuantoHfQuantizer.validate_environment 3 0 0
meth QuantoHfQuantizer.param_needs_quantization 4 3 0
meth QuantoHfQuantizer._process_model_before_weight_loading 3 1 0
meth QuantoHfQuantizer.is_serializable 1 0 0
meth QuantoHfQuantizer.get_quantize_ops 1 0 0
attr QuantoHfQuantizer.quantized_param_size 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizer_quark (14 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth QuarkHfQuantizer.init 3 0 0
meth QuarkHfQuantizer.validate_environment 3 0 0
meth QuarkHfQuantizer._process_model_before_weight_loading 3 1 0
meth QuarkHfQuantizer.param_needs_quantization 4 3 0
meth QuarkHfQuantizer.is_serializable 1 0 0
meth QuarkHfQuantizer.get_weight_conversions 1 0 0
prop QuarkHfQuantizer.is_trainable 1 0 0
attr QuarkHfQuantizer.json_export_config 1 0 0

transformers.quantizers.quantizer_sinq (15 missing, 0 any)

Symbol Typable Typed Any
meth SinqHfQuantizer.init 3 1 0
meth SinqHfQuantizer.update_device_map 2 0 0
meth SinqHfQuantizer.validate_environment 3 1 0
meth SinqHfQuantizer.param_needs_quantization 4 3 0
meth SinqHfQuantizer.get_quantize_ops 1 0 0
meth SinqHfQuantizer.get_weight_conversions 1 0 0
meth SinqHfQuantizer._process_model_before_weight_loading 5 2 0
meth SinqHfQuantizer._process_model_after_weight_loading 3 1 0
attr logger 1 0 0

transformers.quantizers.quantizer_spqr (10 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth SpQRHfQuantizer.init 3 1 0
meth SpQRHfQuantizer.validate_environment 3 0 0
meth SpQRHfQuantizer._process_model_before_weight_loading 3 1 0
meth SpQRHfQuantizer.is_serializable 1 0 0
prop SpQRHfQuantizer.is_trainable 1 0 0

transformers.quantizers.quantizer_torchao (23 missing, 0 any)

Symbol Typable Typed Any
attr logger 1 0 0
meth TorchAoHfQuantizer.init 3 0 0
meth TorchAoHfQuantizer.validate_environment 3 0 0
meth TorchAoHfQuantizer.update_dtype 2 0 0
meth TorchAoHfQuantizer.get_state_dict_and_metadata 2 0 0
meth TorchAoHfQuantizer._process_model_before_weight_loading 4 1 0
meth TorchAoHfQuantizer.param_needs_quantization 4 3 0
meth TorchAoHfQuantizer._process_model_after_weight_loading 3 0 0
meth TorchAoHfQuantizer.set_metadata 2 1 0
meth TorchAoHfQuantizer.get_quantize_ops 1 0 0
meth TorchAoHfQuantizer.get_weight_conversions 1 0 0
attr TorchAoHfQuantizer.quantized_param_size 1 0 0
attr TORCHAO_VERSION 1 0 0

transformers.quantizers.quantizer_vptq (9 missing, 0 any)

Symbol Typable Typed Any
meth VptqHfQuantizer.init 3 1 0
meth VptqHfQuantizer.validate_environment 3 0 0
meth VptqHfQuantizer._process_model_before_weight_loading 3 1 0
meth VptqHfQuantizer.is_serializable 1 0 0
attr logger 1 0 0

transformers.quantizers.quantizers_utils (3 missing, 0 any)

Symbol Typable Typed Any
func get_module_from_name 3 2 0
func should_convert_module 3 1 0

transformers.safetensors_conversion (6 missing, 0 any)

Symbol Typable Typed Any
func get_conversion_pr_reference 4 2 0
func spawn_conversion 4 3 0
func auto_conversion 6 4 0
attr logger 1 0 0

transformers.testing_utils (409 missing, 3 any)

Symbol Typable Typed Any
func require_numba 2 0 0
func parse_flag_from_env 3 0 0
func pytest_addoption_shared 2 0 0
func get_torch_dist_unique_port 1 0 0
func require_torch_xpu 2 0 0
attr IS_XPU_SYSTEM 1 0 0
func require_torch_mps 2 0 0
func require_torchaudio 2 0 0
func is_staging_test 2 0 0
func require_cv2 2 0 0
func require_optimum 2 0 0
func require_flash_attn_3 2 0 0
meth CaptureLogger.init 2 0 0
meth CaptureLogger.enter 1 0 0
meth CaptureLogger.exit 2 0 0
meth CaptureLogger.repr 1 0 0
attr CaptureLogger.logger 1 0 0
attr CaptureLogger.io 1 0 0
attr CaptureLogger.sh 1 0 0
attr CaptureLogger.out 1 0 0
func backend_reset_max_memory_allocated 2 1 0
func require_fouroversix 2 0 0
func require_deepspeed 2 0 0
func require_cython 2 0 0
func assert_screenout 3 0 0
func get_gpu_count 1 0 0
func require_torchao_version_greater_or_equal 2 0 0
func require_torch_large_accelerator 3 1 0
func cleanup 3 1 0
func execute_subprocess_async 7 1 0
func require_accelerate 3 1 0
meth Expectations.get_expectation 1 1 1
meth Expectations.find_expectation 2 2 1
meth Expectations.repr 1 0 0
func nested_simplify 3 0 0
func preprocess_string 3 0 0
func require_torch_multi_hpu 2 0 0
attr device_spec_module 1 0 0
func cmd_exists 2 0 0
meth CaptureStd.init 4 0 0
meth CaptureStd.enter 1 0 0
meth CaptureStd.exit 2 0 0
meth CaptureStd.repr 1 0 0
attr CaptureStd.replay 1 0 0
attr CaptureStd.out_buf 1 0 0
attr CaptureStd.out 1 0 0
attr CaptureStd.err_buf 1 0 0
attr CaptureStd.err 1 0 0
func require_spqr 2 0 0
func require_nltk 2 0 0
func update_mapping_from_spec 3 2 0
func require_torch_tf32 2 0 0
func require_fbgemm_gpu 2 0 0
func require_torch_bf16 2 0 0
func require_sudachi_projection 2 0 0
func require_huggingface_hub_greater_or_equal 2 1 0
func require_sudachi 2 0 0
func require_jumanpp 2 0 0
func to_2tuple 2 0 0
func run_test_in_subprocess 5 0 0
func require_non_hpu 2 0 0
func require_torch_greater_or_equal 2 1 0
meth RequestCounter.enter 1 0 0
meth RequestCounter.exit 3 1 0
func require_jinja 2 0 0
func require_torch_multi_gpu 2 0 0
func tooslow 2 0 0
func require_clearml 2 0 0
func require_apex 2 0 0
func backend_torch_accelerator_module 2 1 0
attr logger 1 0 0
func require_tensorboard 2 0 0
func hub_retry 3 2 0
func require_optimum_quanto 2 0 0
func require_scipy 2 0 0
attr IS_NPU_SYSTEM 1 0 0
func require_detectron2 2 0 0
func require_compressed_tensors 2 0 0
attr device_spec_dir 1 0 0
meth CaptureStdout.init 2 0 0
func require_optuna 2 0 0
func get_steps_per_epoch 2 2 1
func require_liger_kernel 2 0 0
func run_test_using_subprocess 2 0 0
func require_pytorch_quantization 2 0 0
func is_training_test 2 0 0
func require_decord 2 0 0
func require_auto_round 2 0 0
func require_peft 2 0 0
func require_natten 2 0 0
func require_torch_non_multi_gpu 2 0 0
func require_trackio 2 0 0
func require_schedulefree 2 0 0
func require_onnx 2 0 0
func require_torch_gpu 2 0 0
func require_large_cpu_ram 3 1 0
func require_librosa 2 0 0
func require_spacy 2 0 0
func require_torch_xla 2 0 0
func require_torch_npu 2 0 0
func require_phonemizer 2 0 0
func check_json_file_has_correct_format 2 0 0
func set_model_for_less_flaky_test 2 0 0
func require_torch_accelerator 2 0 0
func backend_synchronize 2 1 0
func require_non_xpu 2 0 0
func require_openai 2 0 0
func require_fsdp 3 1 0
func require_torch_multi_accelerator 2 0 0
func apply_skip_if_not_implemented 2 0 0
func require_quark 2 0 0
func require_torchvision 2 0 0
func require_av 2 0 0
func require_usr_bin_time 2 0 0
func backend_max_memory_allocated 2 1 0
func require_galore_torch 2 0 0
func get_tests_dir 2 0 0
func require_apollo_torch 2 0 0
func mockenv 2 0 0
func require_tokenizers 2 0 0
func require_torch_multi_npu 2 0 0
func require_torch_non_multi_accelerator 2 0 0
func convert_all_safetensors_to_bins 2 1 0
meth HfDocTestParser.parse 3 0 0
attr HfDocTestParser._EXAMPLE_RE 1 0 0
func backend_empty_cache 2 1 0
func backend_reset_peak_memory_stats 2 1 0
func require_qutlass 2 0 0
func pytest_xdist_worker_id 1 0 0
func parse_int_from_env 3 0 0
func torchrun 5 4 0
meth CPUMemoryMonitor.init 1 0 0
attr CPUMemoryMonitor.device_name 1 0 0
attr CPUMemoryMonitor.total_memory 1 0 0
attr CPUMemoryMonitor.total_memory_gib 1 0 0
func require_timm 2 0 0
func require_g2p_en 2 0 0
func require_essentia 2 0 0
func is_flaky 4 3 0
func require_pandas 2 0 0
func require_deterministic_for_xpu 2 0 0
func require_gptqmodel 2 0 0
func read_json_file 2 0 0
func require_mistral_common 2 0 0
func require_tiktoken 2 0 0
func backend_device_count 2 1 0
func backend_memory_allocated 2 1 0
meth ColoredFormatter.init 3 2 0
func require_triton 2 1 0
func custom_tokenizers 2 0 0
func require_fp_quant 2 0 0
meth CaptureStderr.init 2 0 0
func force_serialization_as_bin_files 1 0 0
func require_torch_fp16 2 0 0
func slow 2 0 0
func apply_print_resets 2 0 0
func require_pretty_midi 2 0 0
func write_file 3 0 0
func require_sentencepiece 2 0 0
meth TestCasePlus.setUp 1 0 0
meth TestCasePlus.get_env 1 0 0
meth TestCasePlus.get_auto_remove_tmp_dir 5 0 0
meth TestCasePlus.python_one_liner_max_rss 2 0 0
meth TestCasePlus.tearDown 1 0 0
prop TestCasePlus.test_file_path 1 0 0
prop TestCasePlus.test_file_path_str 1 0 0
prop TestCasePlus.test_file_dir 1 0 0
prop TestCasePlus.test_file_dir_str 1 0 0
prop TestCasePlus.tests_dir 1 0 0
prop TestCasePlus.tests_dir_str 1 0 0
prop TestCasePlus.examples_dir 1 0 0
prop TestCasePlus.examples_dir_str 1 0 0
prop TestCasePlus.repo_root_dir 1 0 0
prop TestCasePlus.repo_root_dir_str 1 0 0
prop TestCasePlus.src_dir 1 0 0
prop TestCasePlus.src_dir_str 1 0 0
func is_agent_test 2 0 0
func run_first 2 0 0
func require_hqq 2 0 0
func require_torchcodec 2 0 0
func require_bs4 2 0 0
func require_grokadamw 2 0 0
func require_torch_optimi 2 0 0
func require_aqlm 2 0 0
func require_vptq 2 0 0
func require_speech 2 0 0
func require_fp8 2 0 0
func require_torch 2 0 0
func require_seqio 2 0 0
func require_torchao 2 0 0
func is_tensor_parallel_test 2 0 0
func require_jmespath 2 0 0
func require_sacremoses 2 0 0
func require_faiss 2 0 0
func require_flash_attn 2 0 0
func pytest_terminal_summary_main 3 0 0
func compare_pipeline_output_to_hub_spec 3 0 0
func require_bitsandbytes 2 0 0
func require_levenshtein 2 0 0
meth TemporaryHubRepo.enter 1 0 0
meth TemporaryHubRepo.exit 4 0 0
attr TemporaryHubRepo.token 1 0 0
attr TemporaryHubRepo.repo_url 1 0 0
func require_wandb 2 0 0
func require_lomo 2 0 0
func require_torch_up_to_2_accelerators 2 0 0
func require_swanlab 2 0 0
func require_gguf 3 1 0
func require_pyctcdecode 2 0 0
func set_config_for_less_flaky_test 2 0 0
func require_torch_up_to_2_gpus 2 0 0
func patch_testing_methods_to_collect_info 1 0 0
func require_torch_large_gpu 3 1 0
func require_torch_neuroncore 2 0 0
func is_pipeline_test 2 0 0
func skip_if_not_implemented 2 0 0
func require_torch_tensorrt_fx 2 0 0
func require_torch_multi_xpu 2 0 0
func mockenv_context 3 0 0
func run_command 3 1 0
func require_rjieba 2 0 0
func LoggingLevel 2 0 0
func require_ray 2 0 0
func require_pytesseract 2 0 0
func patch_torch_compile_force_graph 1 0 0
func require_kernels 2 0 0
func backend_manual_seed 3 2 0
func require_flute_hadamard 2 0 0
func require_vision 2 0 0

transformers.time_series_utils (29 missing, 0 any)

Symbol Typable Typed Any
meth LambdaLayer.init 2 0 0
meth LambdaLayer.forward 3 0 0
attr LambdaLayer.function 1 0 0
meth NormalOutput.domain_map 3 2 0
meth StudentTOutput.domain_map 4 3 0
meth AffineTransformed.init 5 1 0
prop AffineTransformed.mean 1 0 0
prop AffineTransformed.variance 1 0 0
prop AffineTransformed.stddev 1 0 0
attr AffineTransformed.scale 1 0 0
attr AffineTransformed.loc 1 0 0
meth NegativeBinomialOutput.domain_map 3 2 0
meth NegativeBinomialOutput._base_distribution 2 1 0
meth NegativeBinomialOutput.distribution 4 3 0
meth ParameterProjection.init 5 4 0
attr ParameterProjection.args_dim 1 0 0
attr ParameterProjection.proj 1 0 0
attr ParameterProjection.domain_map 1 0 0
meth DistributionOutput._base_distribution 2 0 0
meth DistributionOutput.distribution 4 3 0
meth DistributionOutput.domain_map 2 1 0
attr DistributionOutput.dim 1 0 0

transformers.tokenization_mistral_common (24 missing, 0 any)

Symbol Typable Typed Any
meth MistralCommonBackend.init 9 7 0
meth MistralCommonBackend.len 1 0 0
meth MistralCommonBackend.encode 15 14 0
meth MistralCommonBackend._decode 5 4 0
meth MistralCommonBackend.decode 5 4 0
meth MistralCommonBackend.batch_decode 5 4 0
meth MistralCommonBackend.tokenize 5 4 0
meth MistralCommonBackend._encode_plus 21 20 0
meth MistralCommonBackend.prepare_for_model 21 20 0
meth MistralCommonBackend.truncate_sequences 7 6 0
meth MistralCommonBackend.apply_chat_template 12 11 0
meth MistralCommonBackend.call 21 20 0
meth MistralCommonBackend.from_pretrained 15 12 0
meth MistralCommonBackend.save_pretrained 8 7 0
meth MistralCommonBackend.added_tokens_decoder 1 0 0
meth MistralCommonBackend.add_special_tokens 3 2 0
meth MistralCommonBackend.add_tokens 3 2 0
meth MistralCommonBackend.convert_added_tokens 4 3 0
meth MistralCommonBackend.save_chat_templates 5 4 0
attr MistralCommonBackend.init_kwargs 1 0 0
attr logger 1 0 0

transformers.tokenization_python (35 missing, 0 any)

Symbol Typable Typed Any
meth PythonBackend.init 2 0 0
meth PythonBackend.len 1 0 0
meth PythonBackend._update_total_vocab_size 1 0 0
meth PythonBackend._update_trie 2 1 0
meth PythonBackend.tokenize 3 2 0
meth PythonBackend._tokenize 3 0 0
meth PythonBackend._convert_token_to_id_with_added_voc 2 0 0
meth PythonBackend._convert_token_to_id 2 0 0
meth PythonBackend._encode_plus 19 18 0
meth PythonBackend.prepare_for_tokenization 4 3 0
meth PythonBackend._decode 5 4 0
meth PythonBackend.prepare_for_model 19 18 0
attr PythonBackend.tokens_trie 1 0 0
attr PythonBackend.total_vocab_size 1 0 0
attr PythonBackend.token_type_ids_pattern 1 0 0
attr PythonBackend.token_type_ids_include_special_tokens 1 0 0
attr PythonBackend.special_tokens_pattern 1 0 0
meth ExtensionsTrie.init 2 0 0
meth ExtensionsTrie.extensions 2 1 0
attr logger 1 0 0
meth Trie.init 2 0 0
meth Trie.update 2 0 0
meth Trie.add 2 1 0
meth Trie.cut_text 3 0 0
attr Trie.data 1 0 0

transformers.tokenization_utils_base (95 missing, 0 any)

Symbol Typable Typed Any
meth PreTrainedTokenizerBase.init 2 0 0
meth PreTrainedTokenizerBase._set_processor_class 2 1 0
meth PreTrainedTokenizerBase.add_special_tokens 3 2 0
meth PreTrainedTokenizerBase.setattr 3 0 0
meth PreTrainedTokenizerBase.getattr 2 0 0
meth PreTrainedTokenizerBase._set_model_specific_special_tokens 2 1 0
meth PreTrainedTokenizerBase.from_pretrained 10 6 0
meth PreTrainedTokenizerBase._from_pretrained 12 0 0
meth PreTrainedTokenizerBase.convert_to_native_format 2 0 0
meth PreTrainedTokenizerBase.convert_added_tokens 4 1 0
meth PreTrainedTokenizerBase.save_pretrained 6 5 0
meth PreTrainedTokenizerBase.tokenize 5 4 0
meth PreTrainedTokenizerBase.encode 11 10 0
meth PreTrainedTokenizerBase._get_padding_truncation_strategies 7 0 0
meth PreTrainedTokenizerBase.call 23 22 0
meth PreTrainedTokenizerBase._encode_plus 21 20 0
meth PreTrainedTokenizerBase.decode 4 3 0
meth PreTrainedTokenizerBase.batch_decode 5 4 0
meth PreTrainedTokenizerBase._decode 5 4 0
meth PreTrainedTokenizerBase._eventual_warn_about_too_long_sequence 4 3 0
meth PreTrainedTokenizerBase.register_for_auto_class 2 0 0
meth PreTrainedTokenizerBase.apply_chat_template 16 15 0
meth PreTrainedTokenizerBase.encode_message_with_chat_template 4 3 0
meth PreTrainedTokenizerBase.save_chat_templates 5 4 0
meth PreTrainedTokenizerBase.parse_response 3 2 0
prop PreTrainedTokenizerBase.max_len_single_sentence 2 1 0
prop PreTrainedTokenizerBase.max_len_sentences_pair 2 1 0
attr PreTrainedTokenizerBase.init_inputs 1 0 0
attr PreTrainedTokenizerBase.init_kwargs 1 0 0
attr PreTrainedTokenizerBase.name_or_path 1 0 0
attr PreTrainedTokenizerBase.verbose 1 0 0
attr PreTrainedTokenizerBase.model_max_length 1 0 0
attr PreTrainedTokenizerBase.clean_up_tokenization_spaces 1 0 0
attr PreTrainedTokenizerBase.split_special_tokens 1 0 0
attr PreTrainedTokenizerBase.chat_template 1 0 0
attr PreTrainedTokenizerBase.response_schema 1 0 0
attr PreTrainedTokenizerBase.deprecation_warnings 1 0 0
attr PreTrainedTokenizerBase.backend 1 0 0
attr PreTrainedTokenizerBase.files_loaded 1 0 0
meth AddedToken.init 7 1 0
meth AddedToken.getstate 1 0 0
meth AddedToken.str 1 0 0
meth BatchEncoding.init 6 5 0
meth BatchEncoding.getattr 2 1 0
meth BatchEncoding.getstate 1 0 0
meth BatchEncoding.setstate 2 0 0
meth BatchEncoding.convert_to_tensors 3 2 0
func find_sentencepiece_model_file 3 0 0
attr LARGE_INTEGER 1 0 0
func import_protobuf_decode_error 2 0 0
func load_vocab_and_merges 3 0 0
func generate_merges 4 2 0
attr VERY_LARGE_INTEGER 1 0 0
func flatten 2 1 0
attr logger 1 0 0

transformers.tokenization_utils_sentencepiece (21 missing, 0 any)

Symbol Typable Typed Any
meth SentencePieceBackend.init 2 0 0
meth SentencePieceBackend.get_vocab 1 0 0
meth SentencePieceBackend._update_trie 2 1 0
meth SentencePieceBackend._tokenize 3 0 0
meth SentencePieceBackend._convert_token_to_id 2 0 0
meth SentencePieceBackend._convert_id_to_token 2 0 0
meth SentencePieceBackend._decode 6 5 0
attr SentencePieceBackend.vocab_file 1 0 0
attr SentencePieceBackend.legacy 1 0 0
attr SentencePieceBackend.sp_model_kwargs 1 0 0
attr SentencePieceBackend.sp_model 1 0 0
attr SentencePieceBackend.total_vocab_size 1 0 0
meth SentencePieceExtractor.init 2 1 0
meth SentencePieceExtractor.extract 2 1 0
attr SentencePieceExtractor.sp 1 0 0
attr logger 1 0 0

transformers.tokenization_utils_tokenizers (38 missing, 0 any)

Symbol Typable Typed Any
meth TokenizersBackend.convert_to_native_format 3 0 0
meth TokenizersBackend.init 3 0 0
meth TokenizersBackend.update_post_processor 1 0 0
meth TokenizersBackend._post_init 1 0 0
meth TokenizersBackend._add_tokens 3 2 0
meth TokenizersBackend.tokenize 5 4 0
meth TokenizersBackend.set_truncation_and_padding 7 6 0
meth TokenizersBackend._encode_plus 21 20 0
meth TokenizersBackend._decode 5 4 0
meth TokenizersBackend.train_new_from_iterator 7 0 0
meth TokenizersBackend._patch_mistral_regex 11 0 0
prop TokenizersBackend.add_eos_token 2 0 0
prop TokenizersBackend.add_bos_token 2 0 0
attr TokenizersBackend.add_prefix_space 1 0 0
attr TokenizersBackend.vocab_file 1 0 0
attr logger 1 0 0

transformers.trainer (72 missing, 1 any)

Symbol Typable Typed Any
meth Trainer.init 14 13 0
meth Trainer._build_accelerator_args 2 1 0
meth Trainer.create_optimizer 2 1 0
meth Trainer._init_training_state 6 1 0
meth Trainer._prepare_for_training 4 0 0
meth Trainer._run_epoch 12 0 0
meth Trainer._finalize_training 4 0 0
meth Trainer._update_auto_batch_size 2 0 0
meth Trainer._track_num_input_tokens 2 0 0
meth Trainer._clip_grad_norm 2 0 0
meth Trainer._get_grad_norm 3 0 0
meth Trainer._issue_warnings_after_load 2 2 1
meth Trainer.push_to_hub 6 5 0
meth Trainer.hyperparameter_search 8 7 0
attr Trainer.args 1 0 0
attr Trainer.deepspeed 1 0 0
attr Trainer.model 1 0 0
attr Trainer.is_model_parallel 1 0 0
attr Trainer.is_fsdp_xla_enabled 1 0 0
attr Trainer.model_wrapped 1 0 0
attr Trainer.label_names 1 0 0
attr Trainer.can_return_loss 1 0 0
attr Trainer.data_collator 1 0 0
attr Trainer.train_dataset 1 0 0
attr Trainer.eval_dataset 1 0 0
attr Trainer.processing_class 1 0 0
attr Trainer.neftune_noise_alpha 1 0 0
attr Trainer.compute_loss_func 1 0 0
attr Trainer.compute_metrics 1 0 0
attr Trainer.preprocess_logits_for_metrics 1 0 0
attr Trainer.optimizer_cls_and_kwargs 1 0 0
attr Trainer.callback_handler 1 0 0
attr Trainer.hub_model_id 1 0 0
attr Trainer.control 1 0 0
attr Trainer.state 1 0 0
attr Trainer.is_in_train 1 0 0
attr Trainer.hp_name 1 0 0
attr Trainer.hp_search_backend 1 0 0
attr Trainer.current_flos 1 0 0
attr Trainer.is_fsdp_xla_v2_enabled 1 0 0
attr Trainer.is_fsdp_xla_v1_enabled 1 0 0
attr Trainer.place_model_on_device 1 0 0
attr Trainer.model_accepts_loss_kwargs 1 0 0
attr Trainer.model_init 1 0 0
attr Trainer.label_smoother 1 0 0
attr IS_XLA_FSDPV2_POST_2_2 1 0 0
attr logger 1 0 0

transformers.trainer_callback (167 missing, 0 any)

Symbol Typable Typed Any
meth PrinterCallback.on_log 6 0 0
meth EarlyStoppingCallback.init 3 2 0
meth EarlyStoppingCallback.check_metric_value 5 0 0
meth EarlyStoppingCallback.on_train_begin 5 0 0
meth EarlyStoppingCallback.on_evaluate 6 0 0
attr EarlyStoppingCallback.early_stopping_patience 1 0 0
attr EarlyStoppingCallback.early_stopping_threshold 1 0 0
attr EarlyStoppingCallback.early_stopping_patience_counter 1 0 0
meth TrainerCallback.on_init_end 5 3 0
meth TrainerCallback.on_train_begin 5 3 0
meth TrainerCallback.on_train_end 5 3 0
meth TrainerCallback.on_epoch_begin 5 3 0
meth TrainerCallback.on_epoch_end 5 3 0
meth TrainerCallback.on_step_begin 5 3 0
meth TrainerCallback.on_pre_optimizer_step 5 3 0
meth TrainerCallback.on_optimizer_step 5 3 0
meth TrainerCallback.on_substep_end 5 3 0
meth TrainerCallback.on_step_end 5 3 0
meth TrainerCallback.on_evaluate 5 3 0
meth TrainerCallback.on_predict 6 3 0
meth TrainerCallback.on_save 5 3 0
meth TrainerCallback.on_log 5 3 0
meth TrainerCallback.on_prediction_step 5 3 0
meth TrainerCallback.on_push_begin 5 3 0
meth DefaultFlowCallback.on_step_end 5 3 0
meth DefaultFlowCallback.on_epoch_end 5 3 0
meth TrainerControl._new_training 1 0 0
meth TrainerControl._new_epoch 1 0 0
meth TrainerControl._new_step 1 0 0
meth TrainerState.post_init 1 0 0
meth TrainerState.save_to_json 2 1 0
meth TrainerState.load_from_json 2 1 0
meth TrainerState.compute_steps 3 0 0
meth TrainerState.init_training_references 5 0 0
meth ProgressCallback.init 2 1 0
meth ProgressCallback.on_train_begin 5 0 0
meth ProgressCallback.on_step_end 5 0 0
meth ProgressCallback.on_prediction_step 6 0 0
meth ProgressCallback.on_evaluate 5 0 0
meth ProgressCallback.on_predict 5 0 0
meth ProgressCallback.on_log 6 0 0
meth ProgressCallback.on_train_end 5 0 0
attr ProgressCallback.training_bar 1 0 0
attr ProgressCallback.prediction_bar 1 0 0
attr ProgressCallback.max_str_len 1 0 0
meth ExportableState.from_state 2 0 0
meth CallbackHandler.init 6 0 0
meth CallbackHandler.add_callback 2 0 0
meth CallbackHandler.pop_callback 2 0 0
meth CallbackHandler.remove_callback 2 0 0
meth CallbackHandler.on_init_end 4 3 0
meth CallbackHandler.on_train_begin 4 3 0
meth CallbackHandler.on_train_end 4 3 0
meth CallbackHandler.on_epoch_begin 4 3 0
meth CallbackHandler.on_epoch_end 4 3 0
meth CallbackHandler.on_step_begin 4 3 0
meth CallbackHandler.on_pre_optimizer_step 4 3 0
meth CallbackHandler.on_optimizer_step 4 3 0
meth CallbackHandler.on_substep_end 4 3 0
meth CallbackHandler.on_step_end 4 3 0
meth CallbackHandler.on_evaluate 5 3 0
meth CallbackHandler.on_predict 5 3 0
meth CallbackHandler.on_save 4 3 0
meth CallbackHandler.on_log 5 3 0
meth CallbackHandler.on_prediction_step 4 3 0
meth CallbackHandler.on_push_begin 5 3 0
meth CallbackHandler.call_event 6 0 0
prop CallbackHandler.callback_list 1 0 0
attr CallbackHandler.callbacks 1 0 0
attr CallbackHandler.model 1 0 0
attr CallbackHandler.processing_class 1 0 0
attr CallbackHandler.optimizer 1 0 0
attr CallbackHandler.lr_scheduler 1 0 0
attr CallbackHandler.train_dataloader 1 0 0
attr CallbackHandler.eval_dataloader 1 0 0
attr logger 1 0 0

transformers.trainer_jit_checkpoint (41 missing, 0 any)

Symbol Typable Typed Any
meth CheckpointManager.init 3 1 0
meth CheckpointManager.setup_signal_handler 1 0 0
meth CheckpointManager._sigterm_handler 3 0 0
meth CheckpointManager._enable_checkpoint 1 0 0
meth CheckpointManager.execute_jit_checkpoint 1 0 0
attr CheckpointManager.trainer 1 0 0
attr CheckpointManager.is_checkpoint_requested 1 0 0
attr CheckpointManager.kill_wait 1 0 0
attr logger 1 0 0
meth JITCheckpointCallback.init 1 0 0
meth JITCheckpointCallback.set_trainer 2 0 0
meth JITCheckpointCallback.on_pre_optimizer_step 5 0 0
meth JITCheckpointCallback.on_step_begin 5 0 0
meth JITCheckpointCallback.on_step_end 5 0 0
meth JITCheckpointCallback.on_epoch_end 5 0 0
meth JITCheckpointCallback.on_train_end 5 0 0
attr JITCheckpointCallback.trainer 1 0 0

transformers.trainer_optimizer (1 missing, 1 any)

Symbol Typable Typed Any
func is_optimizer_factory 2 2 1
attr logger 1 0 0

transformers.trainer_pt_utils (171 missing, 2 any)

Symbol Typable Typed Any
func torch_distributed_zero_first 2 1 0
func get_model_param_count 3 0 0
func torch_pad_and_concatenate 4 0 0
func atleast_1d 2 1 0
func numpy_pad_and_concatenate 4 0 0
func nested_detach 2 0 0
func save_state 2 0 0
func log_metrics 4 0 0
func nested_truncate 3 0 0
meth LabelSmoother.call 4 0 0
meth DistributedSamplerWithLoop.init 4 0 0
meth DistributedSamplerWithLoop.iter 1 0 0
attr DistributedSamplerWithLoop.batch_size 1 0 0
func expand_like 4 0 0
func nested_numpify 2 0 0
func get_length_grouped_indices 5 0 0
func get_num_trainable_parameters 2 1 0
func smp_nested_concat 2 0 0
func reissue_pt_warnings 2 0 0
func get_optimizer_group 3 1 0
func nested_new_like 4 0 0
meth AcceleratorConfig.from_json_file 2 0 0
meth AcceleratorConfig.to_dict 1 0 0
meth AcceleratorConfig.pop 3 0 0
func nested_gather 4 0 0
meth IterableDatasetShard.init 7 6 0
meth IterableDatasetShard.set_epoch 2 0 0
meth IterableDatasetShard.iter 1 0 0
meth IterableDatasetShard.len 1 0 0
attr IterableDatasetShard.dataset 1 0 0
attr IterableDatasetShard.batch_size 1 0 0
attr IterableDatasetShard.drop_last 1 0 0
attr IterableDatasetShard.num_processes 1 0 0
attr IterableDatasetShard.process_index 1 0 0
attr IterableDatasetShard.seed 1 0 0
attr IterableDatasetShard.epoch 1 0 0
attr IterableDatasetShard.num_examples 1 0 0
func smp_gather 2 0 0
func distributed_concat 3 3 2
meth LayerWiseDummyScheduler.init 3 0 0
meth LayerWiseDummyScheduler.get_lr 1 0 0
meth LayerWiseDummyScheduler._get_closed_form_lr 1 0 0
attr LayerWiseDummyScheduler.default_lr 1 0 0
func is_attention_mask_causal 2 0 0
meth DistributedLengthGroupedSampler.init 9 8 0
attr DistributedLengthGroupedSampler.batch_size 1 0 0
attr DistributedLengthGroupedSampler.num_replicas 1 0 0
attr DistributedLengthGroupedSampler.rank 1 0 0
attr DistributedLengthGroupedSampler.epoch 1 0 0
attr DistributedLengthGroupedSampler.drop_last 1 0 0
attr DistributedLengthGroupedSampler.lengths 1 0 0
attr DistributedLengthGroupedSampler.total_size 1 0 0
attr DistributedLengthGroupedSampler.seed 1 0 0
attr DistributedLengthGroupedSampler.num_samples 1 0 0
func nested_concat 4 0 0
func save_metrics 5 0 0
func set_rng_state_for_device 5 0 0
func smp_forward_backward 4 0 0
meth LengthGroupedSampler.init 6 4 0
meth LengthGroupedSampler.len 1 0 0
meth LengthGroupedSampler.iter 1 0 0
attr LengthGroupedSampler.batch_size 1 0 0
attr LengthGroupedSampler.lengths 1 0 0
attr LengthGroupedSampler.generator 1 0 0
func get_learning_rates 2 1 0
func get_parameter_names 4 0 0
func remove_dummy_checkpoint 4 0 0
func get_dataloader_sampler 2 0 0
func nested_xla_mesh_reduce 3 0 0
func smp_forward_only 3 0 0
meth EvalLoopContainer.init 3 2 0
meth EvalLoopContainer.add 2 1 0
meth EvalLoopContainer.get_arrays 1 0 0
attr EvalLoopContainer.do_nested_concat 1 0 0
attr EvalLoopContainer.padding_index 1 0 0
attr EvalLoopContainer.tensors 1 0 0
attr EvalLoopContainer.arrays 1 0 0
func safe_globals 1 0 0
meth LayerWiseDummyOptimizer.init 3 0 0
meth LayerWiseDummyOptimizer.step 2 1 0
attr LayerWiseDummyOptimizer.optimizer_dict 1 0 0
func find_batch_size 2 0 0
meth ShardSampler.init 6 5 0
meth ShardSampler.iter 1 0 0
meth ShardSampler.len 1 0 0
attr ShardSampler.dataset 1 0 0
attr ShardSampler.batch_size 1 0 0
attr ShardSampler.drop_last 1 0 0
attr ShardSampler.num_processes 1 0 0
attr ShardSampler.process_index 1 0 0
attr ShardSampler.total_batch_size 1 0 0
attr ShardSampler.total_num_samples 1 0 0
func get_module_class_from_name 3 0 0
attr logger 1 0 0
func get_tpu_sampler 3 2 0

transformers.trainer_seq2seq (8 missing, 0 any)

Symbol Typable Typed Any
meth Seq2SeqTrainer.init 13 12 0
meth Seq2SeqTrainer.evaluate 5 4 0
meth Seq2SeqTrainer.predict 5 4 0
meth Seq2SeqTrainer.prediction_step 6 5 0
meth Seq2SeqTrainer._pad_tensors_to_max_len 3 0 0
attr logger 1 0 0

transformers.trainer_utils (82 missing, 1 any)

Symbol Typable Typed Any
meth EvalPrediction.init 5 4 0
meth EvalPrediction.iter 1 0 0
meth EvalPrediction.getitem 2 0 0
attr EvalPrediction.predictions 1 0 0
attr EvalPrediction.label_ids 1 0 0
attr EvalPrediction.inputs 1 0 0
attr EvalPrediction.losses 1 0 0
attr EvalPrediction.elements 1 0 0
func enable_full_determinism 3 2 0
func set_seed 3 2 0
func number_of_arguments 2 0 0
func is_main_process 2 0 0
func speed_metrics 6 0 0
func check_target_module_exists 4 2 0
func has_length 2 2 1
meth RemoveColumnsCollator.init 6 2 0
meth RemoveColumnsCollator.call 2 1 0
attr RemoveColumnsCollator.data_collator 1 0 0
attr RemoveColumnsCollator.signature_columns 1 0 0
attr RemoveColumnsCollator.logger 1 0 0
attr RemoveColumnsCollator.description 1 0 0
attr RemoveColumnsCollator.model_name 1 0 0
attr RemoveColumnsCollator.message_logged 1 0 0
func default_hp_space_wandb 2 1 0
func suppress_progress_bars 1 0 0
func denumpify_detensorize 2 0 0
func seed_worker 4 3 0
func default_hp_space_ray 2 1 0
func unwrap_peft_model 2 0 0
func default_hp_space_optuna 2 1 0
func find_executable_batch_size 4 3 0
func load_sharded_checkpoint 5 0 0
func validate_quantization_for_training 2 0 0
func align_special_tokens 3 0 0
func total_processes_number 2 0 0
meth TrainerMemoryTracker.init 2 0 0
meth TrainerMemoryTracker.derive_stage 1 0 0
meth TrainerMemoryTracker.cpu_mem_used 1 0 0
meth TrainerMemoryTracker.peak_monitor_func 1 0 0
meth TrainerMemoryTracker.start 1 0 0
meth TrainerMemoryTracker.stop 2 0 0
meth TrainerMemoryTracker.update_metrics 3 0 0
meth TrainerMemoryTracker.stop_and_update_metrics 2 0 0
attr TrainerMemoryTracker.skip_memory_metrics 1 0 0
attr TrainerMemoryTracker.process 1 0 0
attr TrainerMemoryTracker.cur_stage 1 0 0
attr TrainerMemoryTracker.cpu 1 0 0
attr TrainerMemoryTracker.init_reported 1 0 0
attr TrainerMemoryTracker.torch 1 0 0
attr TrainerMemoryTracker.gpu 1 0 0
func get_last_checkpoint 2 0 0
func compare_trainer_and_checkpoint_args 3 0 0
attr logger 1 0 0

transformers.training_args (33 missing, 0 any)

Symbol Typable Typed Any
meth TrainingArguments.post_init 1 0 0
meth TrainingArguments._validate_args 1 0 0
meth TrainingArguments.str 1 0 0
meth TrainingArguments.repr 1 0 0
meth TrainingArguments.get_process_log_level 1 0 0
meth TrainingArguments.main_process_first 3 0 0
meth TrainingArguments.get_warmup_steps 2 1 0
meth TrainingArguments.to_dict 1 0 0
meth TrainingArguments.to_json_string 1 0 0
meth TrainingArguments.set_training 9 8 0
meth TrainingArguments.set_evaluate 7 6 0
meth TrainingArguments.set_testing 3 2 0
meth TrainingArguments.set_save 5 4 0
meth TrainingArguments.set_logging 9 8 0
meth TrainingArguments.set_push_to_hub 7 6 0
meth TrainingArguments.set_optimizer 8 7 0
meth TrainingArguments.set_lr_scheduler 6 5 0
meth TrainingArguments.set_dataloader 11 10 0
meth TrainingArguments._process_fsdp_args 1 0 0
prop TrainingArguments.n_gpu 1 0 0
prop TrainingArguments.parallel_mode 1 0 0
prop TrainingArguments.world_size 1 0 0
prop TrainingArguments.process_index 1 0 0
prop TrainingArguments.local_process_index 1 0 0
prop TrainingArguments.should_log 1 0 0
prop TrainingArguments.should_save 1 0 0
prop TrainingArguments._no_sync_in_gradient_accumulation 1 0 0
attr logger 1 0 0
func str_to_bool 3 2 0
attr trainer_log_levels 1 0 0
attr log_levels 1 0 0

transformers.training_args_seq2seq (2 missing, 0 any)

Symbol Typable Typed Any
meth Seq2SeqTrainingArguments.to_dict 1 0 0
attr logger 1 0 0

transformers.utils (2 missing, 0 any)

Symbol Typable Typed Any
func check_min_version 2 0 0

transformers.utils.attention_visualizer (18 missing, 0 any)

Symbol Typable Typed Any
func generate_attention_matrix_from_mask 7 0 0
meth AttentionMaskVisualizer.init 2 1 0
meth AttentionMaskVisualizer.call 3 1 0
meth AttentionMaskVisualizer.visualize_attention_mask 3 1 0
attr AttentionMaskVisualizer.image_token 1 0 0
attr AttentionMaskVisualizer.mapped_cls 1 0 0
attr AttentionMaskVisualizer.model 1 0 0
attr AttentionMaskVisualizer.repo_id 1 0 0
attr AttentionMaskVisualizer.config 1 0 0
attr AttentionMaskVisualizer.sliding_window 1 0 0

transformers.utils.auto_docstring (43 missing, 0 any)

Symbol Typable Typed Any
func auto_docstring 5 0 0
func find_sig_line 3 0 0
func parse_shape 2 0 0
func auto_class_docstring 5 0 0
func get_indent_level 2 0 0
func auto_method_docstring 7 0 0
attr PATH_TO_TRANSFORMERS 1 0 0
func get_checkpoint_from_config_class 2 0 0
func process_type_annotation 3 2 0
func add_intro_docstring 4 0 0
func get_model_name 2 0 0
func parse_default 2 0 0
func contains_type 3 1 0
func generate_processor_intro 2 1 0
func parse_docstring 4 0 0

transformers.utils.chat_parsing_utils (1 missing, 0 any)

Symbol Typable Typed Any
func recursive_parse 3 2 0

transformers.utils.chat_template_utils (11 missing, 0 any)

Symbol Typable Typed Any
meth Chat.init 2 1 0
attr Chat.messages 1 0 0
attr args_re 1 0 0
attr BASIC_TYPES 1 0 0
func render_jinja_template 9 8 0
attr description_re 1 0 0
func is_valid_message 2 0 0
attr logger 1 0 0
attr args_split_re 1 0 0
attr returns_re 1 0 0

transformers.utils.deprecation (1 missing, 0 any)

Symbol Typable Typed Any
func deprecate_kwarg 8 7 0

transformers.utils.doc (33 missing, 0 any)

Symbol Typable Typed Any
func add_start_docstrings 2 0 0
func add_end_docstrings 2 0 0
func replace_return_docstrings 3 0 0
func get_docstring_indentation_level 2 0 0
func add_start_docstrings_to_model_forward 2 0 0
attr PIPELINE_TASKS_TO_SAMPLE_DOCSTRINGS 1 0 0
attr MODELS_TO_PIPELINE 1 0 0
func add_code_sample_docstrings 15 0 0
func filter_outputs_from_example 3 0 0
func copy_func 2 0 0

transformers.utils.dummy_detectron2_objects (6 missing, 0 any)

Symbol Typable Typed Any
meth LayoutLMv2Model.init 3 0 0
meth LayoutLMv2Model.from_pretrained 3 0 0

transformers.utils.dummy_essentia_and_librosa_and_pretty_midi_and_scipy_and_torch_objects (9 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoProcessor.init 3 0 0
meth Pop2PianoFeatureExtractor.init 3 0 0
meth Pop2PianoTokenizer.init 3 0 0

transformers.utils.dummy_mistral_common_objects (3 missing, 0 any)

Symbol Typable Typed Any
meth MistralCommonBackend.init 3 0 0

transformers.utils.dummy_music_objects (6 missing, 0 any)

Symbol Typable Typed Any
meth Pop2PianoFeatureExtractor.init 3 0 0
meth Pop2PianoTokenizer.init 3 0 0

transformers.utils.dummy_pt_objects (243 missing, 0 any)

Symbol Typable Typed Any
meth SynthIDTextWatermarkLogitsProcessor.init 3 0 0
func get_wsd_schedule 3 0 0
meth EncoderDecoderCache.init 3 0 0
func get_constant_schedule 3 0 0
func get_linear_schedule_with_warmup 3 0 0
func convert_and_export_with_cache 3 0 0
func get_constant_schedule_with_warmup 3 0 0
func get_polynomial_decay_schedule_with_warmup 3 0 0
meth TopKLogitsWarper.init 3 0 0
meth GlueDataTrainingArguments.init 3 0 0
meth MinPLogitsWarper.init 3 0 0
meth SuppressTokensAtBeginLogitsProcessor.init 3 0 0
meth TopPLogitsWarper.init 3 0 0
meth LogitsProcessor.init 3 0 0
meth SequenceBiasLogitsProcessor.init 3 0 0
meth WhisperTimeStampLogitsProcessor.init 3 0 0
meth Trainer.init 3 0 0
meth LogitsProcessorList.init 3 0 0
meth DynamicCache.init 3 0 0
meth PrefixConstrainedLogitsProcessor.init 3 0 0
meth GenerationMixin.init 3 0 0
meth GlueDataset.init 3 0 0
meth MaxLengthCriteria.init 3 0 0
meth MaxTimeCriteria.init 3 0 0
meth DisjunctiveConstraint.init 3 0 0
meth AttentionInterface.init 3 0 0
meth StopStringCriteria.init 3 0 0
meth ConstraintListState.init 3 0 0
meth BeamScorer.init 3 0 0
meth EosTokenCriteria.init 3 0 0
meth GradientCheckpointingLayer.init 3 0 0
meth StoppingCriteria.init 3 0 0
meth NoBadWordsLogitsProcessor.init 3 0 0
meth EtaLogitsWarper.init 3 0 0
meth ForcedEOSTokenLogitsProcessor.init 3 0 0
func get_cosine_with_hard_restarts_schedule_with_warmup 3 0 0
meth ConstrainedBeamSearchScorer.init 3 0 0
meth Cache.init 3 0 0
meth BayesianDetectorModel.init 3 0 0
meth ForcedBOSTokenLogitsProcessor.init 3 0 0
meth StoppingCriteriaList.init 3 0 0
func get_scheduler 3 0 0
meth Constraint.init 3 0 0
meth ExponentialDecayLengthPenalty.init 3 0 0
meth WatermarkDetector.init 3 0 0
meth UnbatchedClassifierFreeGuidanceLogitsProcessor.init 3 0 0
meth SquadDataset.init 3 0 0
meth MinNewTokensLengthLogitsProcessor.init 3 0 0
meth Seq2SeqTrainer.init 3 0 0
meth BayesianDetectorConfig.init 3 0 0
meth AttentionMaskInterface.init 3 0 0
meth StaticCache.init 3 0 0
meth SynthIDTextWatermarkDetector.init 3 0 0
meth PhrasalConstraint.init 3 0 0
meth MinLengthLogitsProcessor.init 3 0 0
meth EpsilonLogitsWarper.init 3 0 0
meth Adafactor.init 3 0 0
meth SynthIDTextWatermarkingConfig.init 3 0 0
meth TemperatureLogitsWarper.init 3 0 0
meth WatermarkLogitsProcessor.init 3 0 0
func torch_distributed_zero_first 3 0 0
meth ClassifierFreeGuidanceLogitsProcessor.init 3 0 0
meth EncoderNoRepeatNGramLogitsProcessor.init 3 0 0
meth LogitNormalization.init 3 0 0
meth EncoderRepetitionPenaltyLogitsProcessor.init 3 0 0
func get_inverse_sqrt_schedule 3 0 0
meth QuantizedCache.init 3 0 0
meth SquadDataTrainingArguments.init 3 0 0
func model_addition_debugger_context 3 0 0
func dynamic_rope_update 3 0 0
meth RepetitionPenaltyLogitsProcessor.init 3 0 0
func get_cosine_schedule_with_warmup 3 0 0
meth NoRepeatNGramLogitsProcessor.init 3 0 0
func apply_chunking_to_forward 3 0 0
meth AlternatingCodebooksLogitsProcessor.init 3 0 0
meth Conv1D.init 3 0 0
meth TorchExportableModuleWithStaticCache.init 3 0 0
meth SuppressTokensLogitsProcessor.init 3 0 0
meth PreTrainedModel.init 3 0 0
meth TypicalLogitsWarper.init 3 0 0
meth InfNanRemoveLogitsProcessor.init 3 0 0

transformers.utils.dummy_sentencepiece_and_tokenizers_objects (3 missing, 0 any)

Symbol Typable Typed Any
func convert_slow_tokenizer 3 0 0

transformers.utils.dummy_speech_objects (6 missing, 0 any)

Symbol Typable Typed Any
meth Speech2TextFeatureExtractor.init 3 0 0
meth ASTFeatureExtractor.init 3 0 0

transformers.utils.dummy_timm_and_torchvision_objects (3 missing, 0 any)

Symbol Typable Typed Any
meth TimmWrapperImageProcessor.init 3 0 0

transformers.utils.dummy_tokenizers_objects (3 missing, 0 any)

Symbol Typable Typed Any
meth PreTrainedTokenizerFast.init 3 0 0

transformers.utils.dummy_torchaudio_objects (12 missing, 0 any)

Symbol Typable Typed Any
meth MusicgenMelodyFeatureExtractor.init 3 0 0
meth GraniteSpeechFeatureExtractor.init 3 0 0
meth GraniteSpeechProcessor.init 3 0 0
meth MusicgenMelodyProcessor.init 3 0 0

transformers.utils.dummy_torchvision_objects (6 missing, 0 any)

Symbol Typable Typed Any
meth BaseVideoProcessor.init 3 0 0
meth BaseImageProcessorFast.init 3 0 0

transformers.utils.dummy_vision_objects (9 missing, 0 any)

Symbol Typable Typed Any
meth ImageProcessingMixin.init 3 0 0
meth ImageFeatureExtractionMixin.init 3 0 0
meth BaseImageProcessor.init 3 0 0

transformers.utils.generic (91 missing, 1 any)

Symbol Typable Typed Any
func expand_dims 3 0 0
func torch_float 2 0 0
func infer_framework_from_repr 2 1 0
func is_numpy_array 2 1 0
func is_torch_tensor 2 1 0
func can_return_loss 2 0 0
meth ContextManagers.init 2 1 0
meth ContextManagers.enter 1 0 0
meth ContextManagers.exit 3 0 0
attr ContextManagers.context_managers 1 0 0
attr ContextManagers.stack 1 0 0
func is_mlx_array 2 1 0
func strtobool 2 1 0
func can_return_tuple 2 0 0
attr logger 1 0 0
func is_torch_dtype 2 1 0
func find_labels 2 0 0
func torch_int 2 0 0
func merge_with_config_defaults 2 0 0
func to_numpy 2 0 0
func tensor_size 2 0 0
meth ModelOutput.init 3 0 0
meth ModelOutput.post_init 1 0 0
meth ModelOutput.delitem 3 0 0
meth ModelOutput.setdefault 3 0 0
meth ModelOutput.pop 3 0 0
meth ModelOutput.update 3 0 0
meth ModelOutput.getitem 2 0 0
meth ModelOutput.setattr 3 0 0
meth ModelOutput.setitem 3 0 0
meth ModelOutput.reduce 1 0 0
meth ExplicitEnum.missing 2 0 0
func reshape 3 0 0
func is_tensor 2 1 0
func flatten_dict 4 3 0
func set_attribute_for_modules 4 3 1
func transpose 3 0 0
func is_flash_attention_requested 3 2 0
func squeeze 3 0 0
func is_torch_device 2 1 0
func del_attribute_from_modules 3 2 0
func maybe_autocast 5 4 0
func safe_load_json_file 2 1 0
meth GeneralInterface.init 1 0 0
meth GeneralInterface.getitem 2 0 0
meth GeneralInterface.setitem 3 0 0
meth GeneralInterface.delitem 2 0 0
meth GeneralInterface.iter 1 0 0
meth GeneralInterface.len 1 0 0
meth GeneralInterface.register 3 2 0
func to_py_obj 2 0 0
func filter_out_non_signature_kwargs 2 1 0

transformers.utils.hp_naming (17 missing, 0 any)

Symbol Typable Typed Any
meth TrialShortNamer.set_defaults 3 0 0
meth TrialShortNamer.shortname_for_word 3 0 0
meth TrialShortNamer.shortname_for_key 3 0 0
meth TrialShortNamer.add_new_param_name 3 0 0
meth TrialShortNamer.build_naming_info 1 0 0
meth TrialShortNamer.shortname 2 0 0
meth TrialShortNamer.parse_repr 2 0 0

transformers.utils.hub (29 missing, 0 any)

Symbol Typable Typed Any
func convert_file_size_to_int 2 1 0
func define_sagemaker_information 1 0 0
func get_checkpoint_shard_files 13 0 0
func cached_file 4 3 0
attr HF_MODULES_CACHE 1 0 0
meth PushInProgress.is_done 1 0 0
meth PushInProgress.wait_until_done 1 0 0
attr PushInProgress.jobs 1 0 0
func has_file 10 8 0
meth PushToHubMixin._get_files_timestamps 2 1 0
meth PushToHubMixin._upload_modified_files 9 8 0
meth PushToHubMixin.save_pretrained 3 0 0
func cached_files 17 16 0
attr logger 1 0 0

transformers.utils.import_utils (37 missing, 1 any)

Symbol Typable Typed Any
func is_torch_musa_available 2 1 0
func is_torch_neuroncore_available 2 1 0
func is_torch_npu_available 2 1 0
func is_torch_xla_available 3 1 0
func spread_import_structure 2 0 0
func is_torchdistx_available 1 0 0
meth DummyObject.getattribute 2 0 0
attr logger 1 0 0
func create_import_structure_from_path 2 0 0
attr BACKENDS_MAPPING 1 0 0
func requires_backends 3 0 0
meth Backend.init 2 1 0
prop Backend.error_message 1 0 0
attr PACKAGE_DISTRIBUTION_MAPPING 1 0 0
attr USE_TORCH_XLA 1 0 0
func fetch__all__ 2 1 0
func is_fake_tensor 2 1 0
func is_qutlass_available 1 0 0
attr ENV_VARS_TRUE_AND_AUTO_VALUES 1 0 0
func is_tracing 2 1 0
func requires 2 0 0
func is_jax_jitting 2 0 0
func is_fp_quant_available 1 0 0
attr BASE_FILE_REQUIREMENTS 1 0 0
func split_package_version 2 1 0
func is_optimum_quanto_available 1 0 0
func direct_transformers_import 3 2 0
func is_torch_fx_proxy 2 1 0
func torch_compilable_check 4 4 1
func is_flash_linear_attention_available 1 0 0

transformers.utils.kernel_config (34 missing, 0 any)

Symbol Typable Typed Any
meth KernelConfig.init 3 0 0
meth KernelConfig.update_kernel 7 0 0
meth KernelConfig.store_registered_layer_names 2 0 0
meth KernelConfig.sanitize_kernel_mapping 2 0 0
meth KernelConfig.create_compatible_mapping 3 0 0
attr KernelConfig.kernel_mapping 1 0 0
attr KernelConfig.registered_layer_names 1 0 0
attr KernelConfig.use_local_kernel 1 0 0
func add_to_mapping 6 0 0
func infer_device 2 0 0
func add_to_mapping_local 6 0 0

transformers.utils.loading_report (4 missing, 0 any)

Symbol Typable Typed Any
func log_state_dict_report 6 4 0
meth LoadStateDictInfo.missing_and_mismatched 1 0 0
meth LoadStateDictInfo.to_dict 1 0 0

transformers.utils.logging (33 missing, 0 any)

Symbol Typable Typed Any
func captureWarnings 2 0 0
func disable_progress_bar 1 0 0
meth EmptyTqdm.init 3 0 0
meth EmptyTqdm.iter 1 0 0
meth EmptyTqdm.getattr 2 0 0
meth EmptyTqdm.enter 1 0 0
meth EmptyTqdm.exit 4 0 0
func set_verbosity_error 1 0 0
attr tqdm 1 0 0
func warning_advice 4 0 0
func warning_once 4 0 0
func set_verbosity_warning 1 0 0
func info_once 4 0 0
func enable_progress_bar 1 0 0
func set_verbosity_info 1 0 0
func set_verbosity_debug 1 0 0
func get_log_levels_dict 1 0 0

transformers.utils.metrics (11 missing, 0 any)

Symbol Typable Typed Any
func traced 5 1 0
meth ContinuousBatchProcessorMetrics.init 2 1 0
meth ContinuousBatchProcessorMetrics._setup_metrics 1 0 0
meth ContinuousBatchProcessorMetrics.record_kv_cache_memory_metrics 2 1 0
attr ContinuousBatchProcessorMetrics.max_batch_tokens 1 0 0
func attach_tracer 2 0 0
attr logger 1 0 0

transformers.utils.notebook (82 missing, 0 any)

Symbol Typable Typed Any
meth NotebookTrainingTracker.init 3 0 0
meth NotebookTrainingTracker.display 1 0 0
meth NotebookTrainingTracker.write_line 2 0 0
meth NotebookTrainingTracker.add_child 4 0 0
meth NotebookTrainingTracker.remove_child 1 0 0
attr NotebookTrainingTracker.inner_table 1 0 0
attr NotebookTrainingTracker.child_bar 1 0 0
meth NotebookProgressCallback.init 1 0 0
meth NotebookProgressCallback.on_train_begin 5 0 0
meth NotebookProgressCallback.on_step_end 5 0 0
meth NotebookProgressCallback.on_prediction_step 6 0 0
meth NotebookProgressCallback.on_predict 5 0 0
meth NotebookProgressCallback.on_log 6 0 0
meth NotebookProgressCallback.on_evaluate 6 0 0
meth NotebookProgressCallback.on_train_end 5 0 0
attr NotebookProgressCallback.training_tracker 1 0 0
attr NotebookProgressCallback.prediction_bar 1 0 0
meth NotebookProgressBar.init 6 5 0
meth NotebookProgressBar.update 4 3 0
meth NotebookProgressBar.update_bar 3 0 0
meth NotebookProgressBar.display 1 0 0
meth NotebookProgressBar.close 1 0 0
attr NotebookProgressBar.update_every 1 0 0
attr NotebookProgressBar.total 1 0 0
attr NotebookProgressBar.prefix 1 0 0
attr NotebookProgressBar.leave 1 0 0
attr NotebookProgressBar.parent 1 0 0
attr NotebookProgressBar.width 1 0 0
attr NotebookProgressBar.last_value 1 0 0
attr NotebookProgressBar.comment 1 0 0
attr NotebookProgressBar.output 1 0 0
attr NotebookProgressBar.value 1 0 0
attr NotebookProgressBar.label 1 0 0
func html_progress_bar 6 0 0
func text_to_html_table 2 0 0
func format_time 2 0 0

transformers.utils.output_capturing (14 missing, 0 any)

Symbol Typable Typed Any
func capture_outputs 3 0 0
meth CompileableContextVar.init 3 0 0
meth CompileableContextVar.get 1 0 0
meth CompileableContextVar.set 2 0 0
meth CompileableContextVar.reset 2 0 0
attr CompileableContextVar.context_var 1 0 0
attr CompileableContextVar.global_var 1 0 0
attr CompileableContextVar.compiling 1 0 0

transformers.utils.pytest_helpers (2 missing, 0 any)

Symbol Typable Typed Any
func main 1 0 0
func summarize 2 1 0

transformers.utils.quantization_config (143 missing, 2 any)

Symbol Typable Typed Any
meth QuantoConfig.init 5 1 0
meth QuantoConfig.post_init 1 0 0
meth BitNetQuantConfig.init 7 5 0
meth BitNetQuantConfig.post_init 1 0 0
meth FineGrainedFP8Config.init 6 4 0
meth FineGrainedFP8Config.post_init 1 0 0
meth FineGrainedFP8Config.get_loading_attributes 1 0 0
meth VptqConfig.init 6 4 0
meth VptqConfig.post_init 1 0 0
meth QuarkConfig.init 2 0 0
attr QuarkConfig.custom_mode 1 0 0
attr QuarkConfig.legacy 1 0 0
attr QuarkConfig.quant_method 1 0 0
attr QuarkConfig.quant_config 1 0 0
attr QuarkConfig.json_export_config 1 0 0
meth FbgemmFp8Config.init 4 2 0
meth FbgemmFp8Config.get_loading_attributes 1 0 0
meth BitsAndBytesConfig.init 12 0 0
meth BitsAndBytesConfig.post_init 1 0 0
meth BitsAndBytesConfig.is_quantizable 1 0 0
meth BitsAndBytesConfig.quantization_method 1 0 0
meth BitsAndBytesConfig.repr 1 0 0
prop BitsAndBytesConfig.load_in_4bit 2 1 0
prop BitsAndBytesConfig.load_in_8bit 2 1 0
meth GPTQConfig.init 22 20 1
meth GPTQConfig.get_loading_attributes 1 0 0
meth GPTQConfig.post_init 1 0 0
meth GPTQConfig.to_dict_optimum 1 0 0
meth GPTQConfig.from_dict_optimum 2 0 0
meth MetalConfig.init 6 4 0
meth MetalConfig.post_init 1 0 0
meth MetalConfig.get_loading_attributes 1 0 0
attr MetalConfig.quant_method 1 0 0
attr MetalConfig.bits 1 0 0
attr MetalConfig.group_size 1 0 0
attr MetalConfig.modules_to_not_convert 1 0 0
attr MetalConfig.dequantize 1 0 0
meth SinqConfig.init 7 6 1
meth SinqConfig.post_init 1 0 0
attr SinqConfig.quant_method 1 0 0
attr SinqConfig.nbits 1 0 0
attr SinqConfig.group_size 1 0 0
attr SinqConfig.tiling_mode 1 0 0
attr SinqConfig.method 1 0 0
attr SinqConfig.modules_to_not_convert 1 0 0
meth AwqConfig.init 7 5 0
meth AwqConfig.post_init 1 0 0
meth CompressedTensorsConfig.init 11 9 0
meth CompressedTensorsConfig.post_init 1 0 0
meth CompressedTensorsConfig.from_dict 4 0 0
meth CompressedTensorsConfig.get_loading_attributes 1 0 0
prop CompressedTensorsConfig.is_quantized 1 0 0
prop CompressedTensorsConfig.is_quantization_compressed 1 0 0
prop CompressedTensorsConfig.is_sparsification_compressed 1 0 0
attr CompressedTensorsConfig.quantization_config 1 0 0
attr CompressedTensorsConfig.sparsity_config 1 0 0
attr CompressedTensorsConfig.run_compressed 1 0 0
attr CompressedTensorsConfig.quant_method 1 0 0
meth HqqConfig.init 8 6 0
meth HqqConfig.post_init 1 0 0
meth HqqConfig.from_dict 2 1 0
meth HqqConfig.repr 1 0 0
meth AutoRoundConfig.init 6 4 0
meth AutoRoundConfig.post_init 1 0 0
meth AutoRoundConfig.get_loading_attributes 1 0 0
meth AutoRoundConfig.to_dict 1 0 0
meth AutoRoundConfig.from_dict 4 0 0
meth SpQRConfig.init 7 5 0
meth SpQRConfig.post_init 1 0 0
meth AqlmConfig.init 7 5 0
meth AqlmConfig.post_init 1 0 0
meth FPQuantConfig.init 10 8 0
meth FPQuantConfig.post_init 1 0 0
meth TorchAoConfig.init 6 4 0
meth TorchAoConfig.post_init 1 0 0
meth TorchAoConfig._validate_string_quant_type 1 0 0
meth TorchAoConfig._get_torchao_quant_type_to_method 1 0 0
meth TorchAoConfig.get_apply_tensor_subclass 1 0 0
meth TorchAoConfig.to_dict 1 0 0
meth TorchAoConfig.from_dict 4 0 0
meth HiggsConfig.init 8 6 0
meth HiggsConfig.post_init 1 0 0
meth FourOverSixConfig.init 14 12 0
meth EetqConfig.init 4 2 0
meth EetqConfig.post_init 1 0 0
meth QuantizationConfigMixin.from_dict 4 0 0
meth QuantizationConfigMixin.to_json_file 2 1 0
meth QuantizationConfigMixin.iter 1 0 0
meth QuantizationConfigMixin.repr 1 0 0
meth QuantizationConfigMixin.update 2 0 0
meth Mxfp4Config.init 4 2 0
meth Mxfp4Config.get_loading_attributes 1 0 0
meth VptqLayerConfig.init 14 12 0
meth VptqLayerConfig.post_init 1 0 0
attr logger 1 0 0

transformers.utils.sentencepiece_model_pb2 (5 missing, 0 any)

Symbol Typable Typed Any
attr TrainerSpec 1 0 0
attr DESCRIPTOR 1 0 0
attr SelfTestData 1 0 0
attr NormalizerSpec 1 0 0
attr ModelProto 1 0 0

transformers.utils.sentencepiece_model_pb2_new (1 missing, 0 any)

Symbol Typable Typed Any
attr DESCRIPTOR 1 0 0

transformers.utils.type_validators (9 missing, 0 any)

Symbol Typable Typed Any
func tensor_type_validator 2 1 0
func padding_validator 2 1 0
func positive_int 2 1 0
func video_metadata_validator 2 1 0
func positive_any_number 2 1 0
func truncation_validator 2 1 0
func image_size_validator 2 1 0
func device_validator 2 1 0
func resampling_validator 2 1 0

transformers.utils.versions (2 missing, 0 any)

Symbol Typable Typed Any
func require_version_core 2 0 0

transformers.video_processing_utils (23 missing, 0 any)

Symbol Typable Typed Any
meth BaseVideoProcessor.call 3 1 0
meth BaseVideoProcessor.sample_frames 5 3 0
meth BaseVideoProcessor._preprocess 15 14 0
meth BaseVideoProcessor.from_pretrained 8 6 0
meth BaseVideoProcessor.save_pretrained 4 2 0
meth BaseVideoProcessor.get_video_processor_dict 3 2 0
meth BaseVideoProcessor.from_dict 3 1 0
meth BaseVideoProcessor.to_json_file 2 1 0
meth BaseVideoProcessor.repr 1 0 0
meth BaseVideoProcessor.from_json_file 2 1 0
meth BaseVideoProcessor.register_for_auto_class 2 0 0
meth BaseVideoProcessor.fetch_videos 3 1 0
attr BaseVideoProcessor.size 1 0 0
attr BaseVideoProcessor.crop_size 1 0 0
attr BaseVideoProcessor.model_valid_processing_keys 1 0 0
attr logger 1 0 0

transformers.video_utils (34 missing, 0 any)

Symbol Typable Typed Any
func get_uniform_frame_indices 3 2 0
func is_valid_video_frame 2 0 0
func read_video_pyav 4 2 0
func is_valid_video 2 0 0
func read_video_decord 4 2 0
func valid_videos 2 0 0
func read_video_torchcodec 4 2 0
func default_sample_indices_fn 5 1 0
func read_video_opencv 4 3 0
func is_batched_video 2 0 0
func make_batched_videos 2 1 0
attr logger 1 0 0
meth VideoMetadata.iter 1 0 0
meth VideoMetadata.len 1 0 0
meth VideoMetadata.getitem 2 0 0
meth VideoMetadata.setitem 3 0 0
meth VideoMetadata.update 2 0 0
func load_video 7 6 0
func read_video_torchvision 4 2 0

Type-Ignore Comments

Flavor Count
type: ignore[unresolved-attribute] 3
type: ignore 2
type: ignore[override] 1