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torchmetrics 1.9.0

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  • PyPI https://pypi.org/project/torchmetrics/
    Repository https://github.com/Lightning-AI/torchmetrics

  • py.typed

  • Coverage

    %%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "Typed" : 6052
    "Any" : 343
    "Untyped" : 512
    • 92.6% coverage
    • 87.6% coverage (strict)
    • 6907 typable
      • 6052 typed
      • 512 untyped
      • 343 Any

  • Typables

    %%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "functions" : 1961
    "classes" : 3197
    "other" : 9
    • 318 functions (+0 overloads)
      • 1643 parameters
    • 310 classes
      • 1008 methods (+0 overloads)
        • 2174 parameters
      • 15 properties
    • 308 modules
      • 9 attrs

Modules

Module Coverage Coverage (strict) Typables Ignores
torchmetrics.aggregation 97.2% 85.9% 71 0
torchmetrics.audio._deprecated 100.0% 73.7% 19 0
torchmetrics.audio.dnsmos 80.0% 76.0% 25 0
torchmetrics.audio.nisqa 94.1% 88.2% 17 0
torchmetrics.audio.pesq 86.4% 81.8% 22 0
torchmetrics.audio.pit 81.8% 77.3% 22 0
torchmetrics.audio.sdr 88.1% 83.1% 59 0
torchmetrics.audio.snr 95.7% 89.1% 46 0
torchmetrics.audio.srmr 75.9% 72.4% 29 0
torchmetrics.audio.stoi 90.0% 85.0% 20 0
torchmetrics.classification.accuracy 100.0% 97.5% 40 0
torchmetrics.classification.auroc 92.6% 83.8% 68 3
torchmetrics.classification.average_precision 92.9% 87.5% 56 3
torchmetrics.classification.calibration_error 84.7% 79.7% 59 0
torchmetrics.classification.cohen_kappa 90.7% 83.7% 43 0
torchmetrics.classification.confusion_matrix 84.3% 79.5% 83 0
torchmetrics.classification.eer 100.0% 88.0% 25 3
torchmetrics.classification.exact_match 84.7% 79.7% 59 0
torchmetrics.classification.f_beta 93.7% 88.0% 142 0
torchmetrics.classification.group_fairness 80.0% 75.6% 45 0
torchmetrics.classification.hamming 100.0% 97.5% 40 0
torchmetrics.classification.hinge 86.0% 80.7% 57 0
torchmetrics.classification.jaccard 89.4% 83.3% 66 0
torchmetrics.classification.logauc 92.3% 86.2% 65 3
torchmetrics.classification.matthews_corrcoef 100.0% 92.5% 53 0
torchmetrics.classification.negative_predictive_value 100.0% 96.8% 31 0
torchmetrics.classification.precision_fixed_recall 90.6% 84.4% 64 3
torchmetrics.classification.precision_recall 100.0% 97.5% 80 0
torchmetrics.classification.precision_recall_curve 84.1% 79.3% 82 0
torchmetrics.classification.ranking 85.7% 81.0% 63 0
torchmetrics.classification.recall_fixed_precision 90.6% 84.4% 64 3
torchmetrics.classification.roc 100.0% 97.6% 42 0
torchmetrics.classification.sensitivity_specificity 89.1% 81.8% 55 3
torchmetrics.classification.specificity 100.0% 96.8% 31 0
torchmetrics.classification.specificity_sensitivity 89.1% 81.8% 55 3
torchmetrics.classification.stat_scores 74.0% 68.5% 73 0
torchmetrics.clustering.adjusted_mutual_info_score 93.3% 86.7% 15 0
torchmetrics.clustering.adjusted_rand_score 100.0% 92.9% 14 0
torchmetrics.clustering.calinski_harabasz_score 100.0% 93.3% 15 0
torchmetrics.clustering.cluster_accuracy 94.1% 88.2% 17 0
torchmetrics.clustering.davies_bouldin_score 100.0% 93.3% 15 0
torchmetrics.clustering.dunn_index 94.1% 88.2% 17 0
torchmetrics.clustering.fowlkes_mallows_index 100.0% 93.8% 16 0
torchmetrics.clustering.homogeneity_completeness_v_measure 98.0% 92.0% 50 0
torchmetrics.clustering.mutual_info_score 100.0% 93.3% 15 0
torchmetrics.clustering.normalized_mutual_info_score 93.3% 86.7% 15 0
torchmetrics.clustering.rand_score 100.0% 92.3% 13 0
torchmetrics.collections 96.8% 87.3% 63 5
torchmetrics.detection._deprecated 100.0% 80.0% 10 0
torchmetrics.detection.ciou 100.0% 75.0% 20 0
torchmetrics.detection.diou 100.0% 75.0% 20 0
torchmetrics.detection.giou 100.0% 75.0% 20 0
torchmetrics.detection.helpers 98.0% 98.0% 50 0
torchmetrics.detection.iou 88.2% 73.5% 34 0
torchmetrics.detection.mean_ap 86.0% 84.2% 57 1
torchmetrics.detection.panoptic_qualities 78.6% 75.0% 56 0
torchmetrics.functional.audio._deprecated 100.0% 96.4% 28 0
torchmetrics.functional.audio.dnsmos 100.0% 100.0% 9 2
torchmetrics.functional.audio.nisqa 100.0% 100.0% 3 1
torchmetrics.functional.audio.pesq 100.0% 100.0% 7 0
torchmetrics.functional.audio.pit 100.0% 90.0% 10 0
torchmetrics.functional.audio.sdr 100.0% 100.0% 16 0
torchmetrics.functional.audio.snr 100.0% 100.0% 11 0
torchmetrics.functional.audio.srmr 100.0% 100.0% 9 0
torchmetrics.functional.audio.stoi 100.0% 100.0% 6 0
torchmetrics.functional.classification.accuracy 100.0% 100.0% 37 0
torchmetrics.functional.classification.auroc 100.0% 100.0% 34 0
torchmetrics.functional.classification.average_precision 100.0% 100.0% 32 0
torchmetrics.functional.classification.calibration_error 100.0% 100.0% 24 0
torchmetrics.functional.classification.cohen_kappa 100.0% 100.0% 23 0
torchmetrics.functional.classification.confusion_matrix 100.0% 100.0% 32 0
torchmetrics.functional.classification.eer 100.0% 100.0% 31 0
torchmetrics.functional.classification.exact_match 100.0% 100.0% 25 0
torchmetrics.functional.classification.f_beta 100.0% 100.0% 86 0
torchmetrics.functional.classification.group_fairness 100.0% 100.0% 29 0
torchmetrics.functional.classification.hamming 100.0% 100.0% 37 0
torchmetrics.functional.classification.hinge 100.0% 100.0% 23 0
torchmetrics.functional.classification.jaccard 100.0% 100.0% 35 0
torchmetrics.functional.classification.logauc 100.0% 100.0% 36 0
torchmetrics.functional.classification.matthews_corrcoef 100.0% 100.0% 28 0
torchmetrics.functional.classification.negative_predictive_value 100.0% 100.0% 41 0
torchmetrics.functional.classification.precision_fixed_recall 100.0% 100.0% 33 0
torchmetrics.functional.classification.precision_recall 100.0% 100.0% 82 0
torchmetrics.functional.classification.precision_recall_curve 100.0% 100.0% 31 0
torchmetrics.functional.classification.ranking 100.0% 100.0% 18 0
torchmetrics.functional.classification.recall_fixed_precision 100.0% 100.0% 33 0
torchmetrics.functional.classification.roc 100.0% 100.0% 31 0
torchmetrics.functional.classification.sensitivity_specificity 100.0% 100.0% 33 0
torchmetrics.functional.classification.specificity 100.0% 100.0% 37 0
torchmetrics.functional.classification.specificity_sensitivity 100.0% 100.0% 43 0
torchmetrics.functional.classification.stat_scores 100.0% 100.0% 37 0
torchmetrics.functional.clustering.adjusted_mutual_info_score 100.0% 100.0% 7 0
torchmetrics.functional.clustering.adjusted_rand_score 100.0% 100.0% 3 0
torchmetrics.functional.clustering.calinski_harabasz_score 100.0% 100.0% 3 0
torchmetrics.functional.clustering.cluster_accuracy 100.0% 100.0% 4 0
torchmetrics.functional.clustering.davies_bouldin_score 100.0% 100.0% 3 0
torchmetrics.functional.clustering.dunn_index 100.0% 100.0% 4 0
torchmetrics.functional.clustering.fowlkes_mallows_index 100.0% 100.0% 3 0
torchmetrics.functional.clustering.homogeneity_completeness_v_measure 100.0% 100.0% 10 0
torchmetrics.functional.clustering.mutual_info_score 100.0% 100.0% 3 0
torchmetrics.functional.clustering.normalized_mutual_info_score 100.0% 100.0% 4 0
torchmetrics.functional.clustering.rand_score 100.0% 100.0% 3 0
torchmetrics.functional.clustering.utils 100.0% 100.0% 20 0
torchmetrics.functional.detection._deprecated 100.0% 100.0% 6 0
torchmetrics.functional.detection.ciou 100.0% 100.0% 6 0
torchmetrics.functional.detection.diou 100.0% 100.0% 6 0
torchmetrics.functional.detection.giou 100.0% 100.0% 6 0
torchmetrics.functional.detection.iou 100.0% 100.0% 6 0
torchmetrics.functional.detection.map 100.0% 100.0% 13 0
torchmetrics.functional.detection.panoptic_qualities 100.0% 100.0% 14 0
torchmetrics.functional.image._deprecated 100.0% 100.0% 65 0
torchmetrics.functional.image.arniqa 100.0% 100.0% 6 1
torchmetrics.functional.image.d_lambda 100.0% 100.0% 5 0
torchmetrics.functional.image.d_s 100.0% 100.0% 8 0
torchmetrics.functional.image.dists 71.9% 71.9% 32 0
torchmetrics.functional.image.ergas 100.0% 100.0% 5 0
torchmetrics.functional.image.gradients 100.0% 100.0% 2 0
torchmetrics.functional.image.lpips 68.1% 68.1% 47 1
torchmetrics.functional.image.perceptual_path_length 100.0% 100.0% 15 0
torchmetrics.functional.image.psnr 100.0% 100.0% 7 0
torchmetrics.functional.image.psnrb 100.0% 100.0% 5 0
torchmetrics.functional.image.qnr 100.0% 100.0% 10 0
torchmetrics.functional.image.rase 100.0% 100.0% 4 0
torchmetrics.functional.image.rmse_sw 100.0% 100.0% 5 0
torchmetrics.functional.image.sam 100.0% 100.0% 4 0
torchmetrics.functional.image.scc 100.0% 100.0% 6 0
torchmetrics.functional.image.ssim 100.0% 100.0% 24 0
torchmetrics.functional.image.tv 100.0% 100.0% 3 0
torchmetrics.functional.image.uqi 100.0% 100.0% 6 0
torchmetrics.functional.image.vif 100.0% 100.0% 5 0
torchmetrics.functional.multimodal.clip_iqa 71.4% 71.4% 7 0
torchmetrics.functional.multimodal.clip_score 90.0% 60.0% 10 0
torchmetrics.functional.multimodal.lve 100.0% 100.0% 5 0
torchmetrics.functional.nominal.cramers 100.0% 100.0% 11 0
torchmetrics.functional.nominal.fleiss_kappa 100.0% 100.0% 3 0
torchmetrics.functional.nominal.pearson 100.0% 100.0% 9 0
torchmetrics.functional.nominal.theils_u 100.0% 100.0% 9 0
torchmetrics.functional.nominal.tschuprows 100.0% 100.0% 11 0
torchmetrics.functional.pairwise.cosine 100.0% 100.0% 5 0
torchmetrics.functional.pairwise.euclidean 100.0% 100.0% 5 0
torchmetrics.functional.pairwise.linear 100.0% 100.0% 5 0
torchmetrics.functional.pairwise.manhattan 100.0% 100.0% 5 0
torchmetrics.functional.pairwise.minkowski 100.0% 100.0% 6 0
torchmetrics.functional.regression.concordance 100.0% 100.0% 3 0
torchmetrics.functional.regression.cosine_similarity 100.0% 100.0% 4 0
torchmetrics.functional.regression.crps 100.0% 100.0% 3 0
torchmetrics.functional.regression.csi 100.0% 100.0% 5 0
torchmetrics.functional.regression.explained_variance 100.0% 100.0% 4 0
torchmetrics.functional.regression.js_divergence 100.0% 100.0% 5 0
torchmetrics.functional.regression.kendall 100.0% 100.0% 6 0
torchmetrics.functional.regression.kl_divergence 100.0% 100.0% 5 0
torchmetrics.functional.regression.log_cosh 100.0% 100.0% 3 0
torchmetrics.functional.regression.log_mse 100.0% 100.0% 3 0
torchmetrics.functional.regression.mae 100.0% 100.0% 4 0
torchmetrics.functional.regression.mape 100.0% 100.0% 3 0
torchmetrics.functional.regression.minkowski 100.0% 100.0% 4 0
torchmetrics.functional.regression.mse 100.0% 100.0% 5 0
torchmetrics.functional.regression.nrmse 100.0% 100.0% 5 0
torchmetrics.functional.regression.pearson 100.0% 100.0% 3 0
torchmetrics.functional.regression.r2 100.0% 100.0% 5 0
torchmetrics.functional.regression.rse 100.0% 100.0% 4 0
torchmetrics.functional.regression.spearman 100.0% 100.0% 3 0
torchmetrics.functional.regression.symmetric_mape 100.0% 100.0% 3 0
torchmetrics.functional.regression.tweedie_deviance 100.0% 100.0% 4 0
torchmetrics.functional.regression.wmape 100.0% 100.0% 3 0
torchmetrics.functional.retrieval._deprecated 100.0% 100.0% 36 0
torchmetrics.functional.retrieval.auroc 100.0% 100.0% 5 0
torchmetrics.functional.retrieval.average_precision 100.0% 100.0% 4 0
torchmetrics.functional.retrieval.fall_out 100.0% 100.0% 4 0
torchmetrics.functional.retrieval.hit_rate 100.0% 100.0% 4 0
torchmetrics.functional.retrieval.ndcg 100.0% 100.0% 4 0
torchmetrics.functional.retrieval.precision 100.0% 100.0% 5 0
torchmetrics.functional.retrieval.precision_recall_curve 100.0% 100.0% 5 0
torchmetrics.functional.retrieval.r_precision 100.0% 100.0% 3 0
torchmetrics.functional.retrieval.recall 100.0% 100.0% 4 0
torchmetrics.functional.retrieval.reciprocal_rank 100.0% 100.0% 4 0
torchmetrics.functional.segmentation.dice 100.0% 100.0% 8 0
torchmetrics.functional.segmentation.generalized_dice 100.0% 100.0% 8 0
torchmetrics.functional.segmentation.hausdorff_distance 100.0% 100.0% 9 0
torchmetrics.functional.segmentation.mean_iou 100.0% 100.0% 7 0
torchmetrics.functional.segmentation.utils 100.0% 100.0% 40 0
torchmetrics.functional.shape.procrustes 100.0% 100.0% 4 0
torchmetrics.functional.text._deprecated 100.0% 100.0% 70 0
torchmetrics.functional.text.bert 100.0% 95.2% 21 0
torchmetrics.functional.text.bleu 100.0% 100.0% 6 0
torchmetrics.functional.text.cer 100.0% 100.0% 3 0
torchmetrics.functional.text.chrf 100.0% 100.0% 9 0
torchmetrics.functional.text.edit 100.0% 100.0% 5 0
torchmetrics.functional.text.eed 100.0% 100.0% 9 0
torchmetrics.functional.text.helper_embedding_metric 64.5% 61.3% 31 0
torchmetrics.functional.text.infolm 100.0% 100.0% 15 0
torchmetrics.functional.text.mer 100.0% 100.0% 3 0
torchmetrics.functional.text.perplexity 100.0% 100.0% 4 0
torchmetrics.functional.text.rouge 100.0% 100.0% 9 0
torchmetrics.functional.text.sacre_bleu 100.0% 100.0% 8 0
torchmetrics.functional.text.squad 100.0% 100.0% 6 0
torchmetrics.functional.text.ter 100.0% 100.0% 8 0
torchmetrics.functional.text.wer 100.0% 100.0% 3 0
torchmetrics.functional.text.wil 100.0% 100.0% 3 0
torchmetrics.functional.text.wip 100.0% 100.0% 3 0
torchmetrics.functional.video.vmaf 100.0% 100.0% 6 0
torchmetrics.image._deprecated 100.0% 84.9% 53 0
torchmetrics.image.arniqa 83.3% 79.2% 24 0
torchmetrics.image.d_lambda 90.0% 85.0% 20 0
torchmetrics.image.d_s 87.5% 83.3% 24 0
torchmetrics.image.dists 94.1% 88.2% 17 0
torchmetrics.image.ergas 89.5% 84.2% 19 0
torchmetrics.image.fid 91.3% 89.1% 46 1
torchmetrics.image.inception 90.0% 85.0% 20 0
torchmetrics.image.kid 84.3% 82.4% 51 0
torchmetrics.image.lpip 87.0% 82.6% 23 0
torchmetrics.image.mifid 84.0% 80.0% 25 0
torchmetrics.image.perceptual_path_length 70.4% 66.7% 27 0
torchmetrics.image.psnr 81.8% 77.3% 22 0
torchmetrics.image.psnrb 90.0% 85.0% 20 0
torchmetrics.image.qnr 82.1% 78.6% 28 0
torchmetrics.image.rase 94.1% 94.1% 17 0
torchmetrics.image.rmse_sw 94.4% 94.4% 18 0
torchmetrics.image.sam 95.0% 90.0% 20 0
torchmetrics.image.scc 83.3% 75.0% 12 0
torchmetrics.image.ssim 73.5% 70.6% 68 0
torchmetrics.image.tv 94.1% 88.2% 17 0
torchmetrics.image.uqi 87.5% 83.3% 24 0
torchmetrics.image.vif 83.3% 75.0% 12 0
torchmetrics.metric 94.9% 82.8% 198 2
torchmetrics.multimodal.clip_iqa 81.0% 76.2% 21 0
torchmetrics.multimodal.clip_score 100.0% 94.1% 17 0
torchmetrics.multimodal.lve 89.5% 84.2% 19 0
torchmetrics.nominal.cramers 82.6% 78.3% 23 0
torchmetrics.nominal.fleiss_kappa 93.3% 86.7% 15 0
torchmetrics.nominal.pearson 85.7% 81.0% 21 0
torchmetrics.nominal.theils_u 85.7% 81.0% 21 0
torchmetrics.nominal.tschuprows 82.6% 78.3% 23 0
torchmetrics.regression.concordance 100.0% 100.0% 9 0
torchmetrics.regression.cosine_similarity 94.4% 88.9% 18 0
torchmetrics.regression.crps 100.0% 93.3% 15 0
torchmetrics.regression.csi 88.9% 83.3% 18 0
torchmetrics.regression.explained_variance 95.2% 90.5% 21 0
torchmetrics.regression.js_divergence 90.0% 85.0% 20 0
torchmetrics.regression.kendall 85.0% 80.0% 20 0
torchmetrics.regression.kl_divergence 89.5% 84.2% 19 0
torchmetrics.regression.log_cosh 92.9% 85.7% 14 0
torchmetrics.regression.log_mse 100.0% 93.3% 15 0
torchmetrics.regression.mae 94.1% 88.2% 17 0
torchmetrics.regression.mape 100.0% 93.3% 15 0
torchmetrics.regression.minkowski 93.8% 87.5% 16 0
torchmetrics.regression.mse 87.5% 81.2% 16 0
torchmetrics.regression.nrmse 91.7% 87.5% 24 0
torchmetrics.regression.pearson 96.2% 92.3% 26 0
torchmetrics.regression.r2 90.5% 85.7% 21 0
torchmetrics.regression.rse 88.2% 82.4% 17 0
torchmetrics.regression.spearman 94.4% 88.9% 18 0
torchmetrics.regression.symmetric_mape 100.0% 93.8% 16 0
torchmetrics.regression.tweedie_deviance 100.0% 93.8% 16 0
torchmetrics.regression.wmape 100.0% 93.3% 15 0
torchmetrics.retrieval._deprecated 100.0% 80.8% 52 0
torchmetrics.retrieval.auroc 90.0% 85.0% 20 0
torchmetrics.retrieval.average_precision 94.4% 88.9% 18 0
torchmetrics.retrieval.base 82.6% 78.3% 23 0
torchmetrics.retrieval.fall_out 94.7% 89.5% 19 0
torchmetrics.retrieval.hit_rate 94.4% 88.9% 18 0
torchmetrics.retrieval.ndcg 89.5% 84.2% 19 0
torchmetrics.retrieval.precision 90.0% 85.0% 20 0
torchmetrics.retrieval.precision_recall_curve 82.1% 76.9% 39 1
torchmetrics.retrieval.r_precision 100.0% 100.0% 11 0
torchmetrics.retrieval.recall 94.4% 88.9% 18 0
torchmetrics.retrieval.reciprocal_rank 94.4% 88.9% 18 0
torchmetrics.segmentation.dice 81.5% 77.8% 27 0
torchmetrics.segmentation.generalized_dice 80.8% 76.9% 26 0
torchmetrics.segmentation.hausdorff_distance 77.8% 74.1% 27 0
torchmetrics.segmentation.mean_iou 83.3% 79.2% 24 0
torchmetrics.shape.procrustes 94.4% 88.9% 18 0
torchmetrics.text._deprecated 100.0% 76.0% 50 0
torchmetrics.text.bert 66.1% 64.3% 56 0
torchmetrics.text.bleu 87.5% 83.3% 24 0
torchmetrics.text.cer 100.0% 93.8% 16 0
torchmetrics.text.chrf 82.1% 79.5% 39 0
torchmetrics.text.edit 90.0% 85.0% 20 0
torchmetrics.text.eed 81.5% 77.8% 27 0
torchmetrics.text.infolm 67.5% 67.5% 40 1
torchmetrics.text.mer 100.0% 93.8% 16 0
torchmetrics.text.perplexity 92.3% 92.3% 13 0
torchmetrics.text.rouge 76.9% 73.1% 26 0
torchmetrics.text.sacre_bleu 94.7% 89.5% 19 0
torchmetrics.text.squad 100.0% 94.1% 17 0
torchmetrics.text.ter 91.7% 87.5% 24 0
torchmetrics.text.wer 100.0% 93.8% 16 0
torchmetrics.text.wil 100.0% 94.1% 17 0
torchmetrics.text.wip 100.0% 94.1% 17 0
torchmetrics.utilities.checks 100.0% 100.0% 10 0
torchmetrics.utilities.compute 100.0% 100.0% 11 0
torchmetrics.utilities.data 100.0% 100.0% 27 0
torchmetrics.utilities.distributed 100.0% 100.0% 11 0
torchmetrics.utilities.enums 100.0% 100.0% 10 0
torchmetrics.utilities.exceptions 0.0% 0.0% 0 0
torchmetrics.utilities.plot 100.0% 92.9% 28 3
torchmetrics.utilities.prints 40.0% 40.0% 5 0
torchmetrics.video.vmaf 96.0% 92.0% 25 0
torchmetrics.wrappers.abstract 100.0% 57.1% 7 0
torchmetrics.wrappers.bootstrapping 75.0% 53.6% 28 0
torchmetrics.wrappers.classwise 100.0% 75.0% 28 1
torchmetrics.wrappers.feature_share 81.8% 54.5% 11 0
torchmetrics.wrappers.minmax 100.0% 68.4% 19 0
torchmetrics.wrappers.multioutput 83.3% 62.5% 24 0
torchmetrics.wrappers.multitask 96.8% 96.8% 31 0
torchmetrics.wrappers.running 87.5% 50.0% 16 0
torchmetrics.wrappers.tracker 100.0% 75.0% 24 0
torchmetrics.wrappers.transformations 87.5% 75.0% 32 0

Incomplete Annotations

torchmetrics.aggregation (2 missing, 8 any)

Symbol Typable Typed Any
meth SumMetric.init 3 3 1
meth RunningMean.init 4 4 1
meth MeanMetric.init 3 3 1
meth MinMetric.init 3 3 1
meth RunningSum.init 4 4 1
meth CatMetric.init 3 3 1
meth MaxMetric.init 3 3 1
meth BaseAggregator.init 6 6 1
attr BaseAggregator.nan_strategy 1 0 0
attr BaseAggregator.state_name 1 0 0

torchmetrics.audio._deprecated (0 missing, 5 any)

Symbol Typable Typed Any
meth _PermutationInvariantTraining.init 5 5 1
meth _ScaleInvariantSignalNoiseRatio.init 2 2 1
meth _SignalNoiseRatio.init 3 3 1
meth _ScaleInvariantSignalDistortionRatio.init 3 3 1
meth _SignalDistortionRatio.init 6 6 1

torchmetrics.audio.dnsmos (5 missing, 1 any)

Symbol Typable Typed Any
meth DeepNoiseSuppressionMeanOpinionScore.init 7 7 1
attr DeepNoiseSuppressionMeanOpinionScore.fs 1 0 0
attr DeepNoiseSuppressionMeanOpinionScore.personalized 1 0 0
attr DeepNoiseSuppressionMeanOpinionScore.cal_device 1 0 0
attr DeepNoiseSuppressionMeanOpinionScore.num_threads 1 0 0
attr DeepNoiseSuppressionMeanOpinionScore.cache_sessions 1 0 0

torchmetrics.audio.nisqa (1 missing, 1 any)

Symbol Typable Typed Any
meth NonIntrusiveSpeechQualityAssessment.init 3 3 1
attr NonIntrusiveSpeechQualityAssessment.fs 1 0 0

torchmetrics.audio.pesq (3 missing, 1 any)

Symbol Typable Typed Any
meth PerceptualEvaluationSpeechQuality.init 5 5 1
attr PerceptualEvaluationSpeechQuality.fs 1 0 0
attr PerceptualEvaluationSpeechQuality.mode 1 0 0
attr PerceptualEvaluationSpeechQuality.n_processes 1 0 0

torchmetrics.audio.pit (4 missing, 1 any)

Symbol Typable Typed Any
meth PermutationInvariantTraining.init 5 5 1
attr PermutationInvariantTraining.metric_func 1 0 0
attr PermutationInvariantTraining.mode 1 0 0
attr PermutationInvariantTraining.eval_func 1 0 0
attr PermutationInvariantTraining.kwargs 1 0 0

torchmetrics.audio.sdr (7 missing, 3 any)

Symbol Typable Typed Any
meth SignalDistortionRatio.init 6 6 1
attr SignalDistortionRatio.use_cg_iter 1 0 0
attr SignalDistortionRatio.filter_length 1 0 0
attr SignalDistortionRatio.zero_mean 1 0 0
attr SignalDistortionRatio.load_diag 1 0 0
meth ScaleInvariantSignalDistortionRatio.init 3 3 1
attr ScaleInvariantSignalDistortionRatio.zero_mean 1 0 0
meth SourceAggregatedSignalDistortionRatio.init 4 4 1
attr SourceAggregatedSignalDistortionRatio.scale_invariant 1 0 0
attr SourceAggregatedSignalDistortionRatio.zero_mean 1 0 0

torchmetrics.audio.snr (2 missing, 3 any)

Symbol Typable Typed Any
meth ComplexScaleInvariantSignalNoiseRatio.init 3 3 1
attr ComplexScaleInvariantSignalNoiseRatio.zero_mean 1 0 0
meth ScaleInvariantSignalNoiseRatio.init 2 2 1
meth SignalNoiseRatio.init 3 3 1
attr SignalNoiseRatio.zero_mean 1 0 0

torchmetrics.audio.srmr (7 missing, 1 any)

Symbol Typable Typed Any
meth SpeechReverberationModulationEnergyRatio.init 9 9 1
attr SpeechReverberationModulationEnergyRatio.fs 1 0 0
attr SpeechReverberationModulationEnergyRatio.n_cochlear_filters 1 0 0
attr SpeechReverberationModulationEnergyRatio.low_freq 1 0 0
attr SpeechReverberationModulationEnergyRatio.min_cf 1 0 0
attr SpeechReverberationModulationEnergyRatio.max_cf 1 0 0
attr SpeechReverberationModulationEnergyRatio.norm 1 0 0
attr SpeechReverberationModulationEnergyRatio.fast 1 0 0

torchmetrics.audio.stoi (2 missing, 1 any)

Symbol Typable Typed Any
meth ShortTimeObjectiveIntelligibility.init 4 4 1
attr ShortTimeObjectiveIntelligibility.fs 1 0 0
attr ShortTimeObjectiveIntelligibility.extended 1 0 0

torchmetrics.classification.accuracy (0 missing, 1 any)

Symbol Typable Typed Any
meth Accuracy.new 11 11 1

torchmetrics.classification.auroc (5 missing, 6 any)

Symbol Typable Typed Any
meth AUROC.new 10 10 1
meth AUROC.update 3 3 2
meth MulticlassAUROC.init 7 7 1
attr MulticlassAUROC.average 1 0 0
attr MulticlassAUROC.validate_args 1 0 0
meth MultilabelAUROC.init 7 7 1
attr MultilabelAUROC.average 1 0 0
attr MultilabelAUROC.validate_args 1 0 0
meth BinaryAUROC.init 6 6 1
attr BinaryAUROC.max_fpr 1 0 0

torchmetrics.classification.average_precision (4 missing, 3 any)

Symbol Typable Typed Any
meth AveragePrecision.new 9 9 1
meth MulticlassAveragePrecision.init 7 7 1
attr MulticlassAveragePrecision.average 1 0 0
attr MulticlassAveragePrecision.validate_args 1 0 0
meth MultilabelAveragePrecision.init 7 7 1
attr MultilabelAveragePrecision.average 1 0 0
attr MultilabelAveragePrecision.validate_args 1 0 0

torchmetrics.classification.calibration_error (9 missing, 3 any)

Symbol Typable Typed Any
meth CalibrationError.new 8 8 1
meth MulticlassCalibrationError.init 7 7 1
attr MulticlassCalibrationError.validate_args 1 0 0
attr MulticlassCalibrationError.num_classes 1 0 0
attr MulticlassCalibrationError.n_bins 1 0 0
attr MulticlassCalibrationError.norm 1 0 0
attr MulticlassCalibrationError.ignore_index 1 0 0
meth BinaryCalibrationError.init 6 6 1
attr BinaryCalibrationError.validate_args 1 0 0
attr BinaryCalibrationError.n_bins 1 0 0
attr BinaryCalibrationError.norm 1 0 0
attr BinaryCalibrationError.ignore_index 1 0 0

torchmetrics.classification.cohen_kappa (4 missing, 3 any)

Symbol Typable Typed Any
meth CohenKappa.new 8 8 1
meth BinaryCohenKappa.init 6 6 1
attr BinaryCohenKappa.weights 1 0 0
attr BinaryCohenKappa.validate_args 1 0 0
meth MulticlassCohenKappa.init 6 6 1
attr MulticlassCohenKappa.weights 1 0 0
attr MulticlassCohenKappa.validate_args 1 0 0

torchmetrics.classification.confusion_matrix (13 missing, 4 any)

Symbol Typable Typed Any
meth ConfusionMatrix.new 9 9 1
meth MultilabelConfusionMatrix.init 7 7 1
attr MultilabelConfusionMatrix.num_labels 1 0 0
attr MultilabelConfusionMatrix.threshold 1 0 0
attr MultilabelConfusionMatrix.ignore_index 1 0 0
attr MultilabelConfusionMatrix.normalize 1 0 0
attr MultilabelConfusionMatrix.validate_args 1 0 0
meth MulticlassConfusionMatrix.init 6 6 1
attr MulticlassConfusionMatrix.num_classes 1 0 0
attr MulticlassConfusionMatrix.ignore_index 1 0 0
attr MulticlassConfusionMatrix.normalize 1 0 0
attr MulticlassConfusionMatrix.validate_args 1 0 0
meth BinaryConfusionMatrix.init 6 6 1
attr BinaryConfusionMatrix.threshold 1 0 0
attr BinaryConfusionMatrix.ignore_index 1 0 0
attr BinaryConfusionMatrix.normalize 1 0 0
attr BinaryConfusionMatrix.validate_args 1 0 0

torchmetrics.classification.eer (0 missing, 3 any)

Symbol Typable Typed Any
meth EER.new 9 9 1
meth EER.update 3 3 2

torchmetrics.classification.exact_match (9 missing, 3 any)

Symbol Typable Typed Any
meth ExactMatch.new 9 9 1
meth MulticlassExactMatch.init 6 6 1
attr MulticlassExactMatch.num_classes 1 0 0
attr MulticlassExactMatch.multidim_average 1 0 0
attr MulticlassExactMatch.ignore_index 1 0 0
attr MulticlassExactMatch.validate_args 1 0 0
meth MultilabelExactMatch.init 7 7 1
attr MultilabelExactMatch.num_labels 1 0 0
attr MultilabelExactMatch.threshold 1 0 0
attr MultilabelExactMatch.multidim_average 1 0 0
attr MultilabelExactMatch.ignore_index 1 0 0
attr MultilabelExactMatch.validate_args 1 0 0

torchmetrics.classification.f_beta (9 missing, 8 any)

Symbol Typable Typed Any
meth F1Score.new 12 12 1
meth FBetaScore.new 13 13 1
meth MultilabelF1Score.init 9 9 1
meth MulticlassFBetaScore.init 10 10 1
attr MulticlassFBetaScore.validate_args 1 0 0
attr MulticlassFBetaScore.zero_division 1 0 0
attr MulticlassFBetaScore.beta 1 0 0
meth BinaryFBetaScore.init 8 8 1
attr BinaryFBetaScore.validate_args 1 0 0
attr BinaryFBetaScore.zero_division 1 0 0
attr BinaryFBetaScore.beta 1 0 0
meth BinaryF1Score.init 7 7 1
meth MulticlassF1Score.init 9 9 1
meth MultilabelFBetaScore.init 10 10 1
attr MultilabelFBetaScore.validate_args 1 0 0
attr MultilabelFBetaScore.zero_division 1 0 0
attr MultilabelFBetaScore.beta 1 0 0

torchmetrics.classification.group_fairness (9 missing, 2 any)

Symbol Typable Typed Any
meth BinaryGroupStatRates.init 6 6 1
attr BinaryGroupStatRates.num_groups 1 0 0
attr BinaryGroupStatRates.threshold 1 0 0
attr BinaryGroupStatRates.ignore_index 1 0 0
attr BinaryGroupStatRates.validate_args 1 0 0
meth BinaryFairness.init 7 7 1
attr BinaryFairness.num_groups 1 0 0
attr BinaryFairness.task 1 0 0
attr BinaryFairness.threshold 1 0 0
attr BinaryFairness.ignore_index 1 0 0
attr BinaryFairness.validate_args 1 0 0

torchmetrics.classification.hamming (0 missing, 1 any)

Symbol Typable Typed Any
meth HammingDistance.new 11 11 1

torchmetrics.classification.hinge (8 missing, 3 any)

Symbol Typable Typed Any
meth HingeLoss.new 8 8 1
meth MulticlassHingeLoss.init 7 7 1
attr MulticlassHingeLoss.validate_args 1 0 0
attr MulticlassHingeLoss.num_classes 1 0 0
attr MulticlassHingeLoss.squared 1 0 0
attr MulticlassHingeLoss.multiclass_mode 1 0 0
attr MulticlassHingeLoss.ignore_index 1 0 0
meth BinaryHingeLoss.init 5 5 1
attr BinaryHingeLoss.validate_args 1 0 0
attr BinaryHingeLoss.squared 1 0 0
attr BinaryHingeLoss.ignore_index 1 0 0

torchmetrics.classification.jaccard (7 missing, 4 any)

Symbol Typable Typed Any
meth JaccardIndex.new 9 9 1
meth MultilabelJaccardIndex.init 8 8 1
attr MultilabelJaccardIndex.validate_args 1 0 0
attr MultilabelJaccardIndex.average 1 0 0
attr MultilabelJaccardIndex.zero_division 1 0 0
meth MulticlassJaccardIndex.init 7 7 1
attr MulticlassJaccardIndex.validate_args 1 0 0
attr MulticlassJaccardIndex.average 1 0 0
attr MulticlassJaccardIndex.zero_division 1 0 0
meth BinaryJaccardIndex.init 6 6 1
attr BinaryJaccardIndex.zero_division 1 0 0

torchmetrics.classification.logauc (5 missing, 4 any)

Symbol Typable Typed Any
meth LogAUC.new 9 9 1
meth MultilabelLogAUC.init 8 8 1
attr MultilabelLogAUC.fpr_range 1 0 0
attr MultilabelLogAUC.average2 1 0 0
meth MulticlassLogAUC.init 8 8 1
attr MulticlassLogAUC.fpr_range 1 0 0
attr MulticlassLogAUC.average2 1 0 0
meth BinaryLogAUC.init 6 6 1
attr BinaryLogAUC.fpr_range 1 0 0

torchmetrics.classification.matthews_corrcoef (0 missing, 4 any)

Symbol Typable Typed Any
meth MatthewsCorrCoef.new 8 8 1
meth BinaryMatthewsCorrCoef.init 5 5 1
meth MulticlassMatthewsCorrCoef.init 5 5 1
meth MultilabelMatthewsCorrCoef.init 6 6 1

torchmetrics.classification.negative_predictive_value (0 missing, 1 any)

Symbol Typable Typed Any
meth NegativePredictiveValue.new 11 11 1

torchmetrics.classification.precision_fixed_recall (6 missing, 4 any)

Symbol Typable Typed Any
meth PrecisionAtFixedRecall.new 9 9 1
meth MulticlassPrecisionAtFixedRecall.init 7 7 1
attr MulticlassPrecisionAtFixedRecall.validate_args 1 0 0
attr MulticlassPrecisionAtFixedRecall.min_recall 1 0 0
meth BinaryPrecisionAtFixedRecall.init 6 6 1
attr BinaryPrecisionAtFixedRecall.validate_args 1 0 0
attr BinaryPrecisionAtFixedRecall.min_recall 1 0 0
meth MultilabelPrecisionAtFixedRecall.init 7 7 1
attr MultilabelPrecisionAtFixedRecall.validate_args 1 0 0
attr MultilabelPrecisionAtFixedRecall.min_recall 1 0 0

torchmetrics.classification.precision_recall (0 missing, 2 any)

Symbol Typable Typed Any
meth Precision.new 11 11 1
meth Recall.new 11 11 1

torchmetrics.classification.precision_recall_curve (13 missing, 4 any)

Symbol Typable Typed Any
meth PrecisionRecallCurve.new 8 8 1
meth MulticlassPrecisionRecallCurve.init 7 7 1
attr MulticlassPrecisionRecallCurve.num_classes 1 0 0
attr MulticlassPrecisionRecallCurve.average 1 0 0
attr MulticlassPrecisionRecallCurve.ignore_index 1 0 0
attr MulticlassPrecisionRecallCurve.validate_args 1 0 0
attr MulticlassPrecisionRecallCurve.thresholds 1 0 0
meth BinaryPrecisionRecallCurve.init 6 6 1
attr BinaryPrecisionRecallCurve.ignore_index 1 0 0
attr BinaryPrecisionRecallCurve.validate_args 1 0 0
attr BinaryPrecisionRecallCurve.normalization 1 0 0
attr BinaryPrecisionRecallCurve.thresholds 1 0 0
meth MultilabelPrecisionRecallCurve.init 6 6 1
attr MultilabelPrecisionRecallCurve.num_labels 1 0 0
attr MultilabelPrecisionRecallCurve.ignore_index 1 0 0
attr MultilabelPrecisionRecallCurve.validate_args 1 0 0
attr MultilabelPrecisionRecallCurve.thresholds 1 0 0

torchmetrics.classification.ranking (9 missing, 3 any)

Symbol Typable Typed Any
meth MultilabelRankingAveragePrecision.init 5 5 1
attr MultilabelRankingAveragePrecision.validate_args 1 0 0
attr MultilabelRankingAveragePrecision.num_labels 1 0 0
attr MultilabelRankingAveragePrecision.ignore_index 1 0 0
meth MultilabelCoverageError.init 5 5 1
attr MultilabelCoverageError.validate_args 1 0 0
attr MultilabelCoverageError.num_labels 1 0 0
attr MultilabelCoverageError.ignore_index 1 0 0
meth MultilabelRankingLoss.init 5 5 1
attr MultilabelRankingLoss.validate_args 1 0 0
attr MultilabelRankingLoss.num_labels 1 0 0
attr MultilabelRankingLoss.ignore_index 1 0 0

torchmetrics.classification.recall_fixed_precision (6 missing, 4 any)

Symbol Typable Typed Any
meth RecallAtFixedPrecision.new 9 9 1
meth MultilabelRecallAtFixedPrecision.init 7 7 1
attr MultilabelRecallAtFixedPrecision.validate_args 1 0 0
attr MultilabelRecallAtFixedPrecision.min_precision 1 0 0
meth BinaryRecallAtFixedPrecision.init 6 6 1
attr BinaryRecallAtFixedPrecision.validate_args 1 0 0
attr BinaryRecallAtFixedPrecision.min_precision 1 0 0
meth MulticlassRecallAtFixedPrecision.init 7 7 1
attr MulticlassRecallAtFixedPrecision.validate_args 1 0 0
attr MulticlassRecallAtFixedPrecision.min_precision 1 0 0

torchmetrics.classification.roc (0 missing, 1 any)

Symbol Typable Typed Any
meth ROC.new 8 8 1

torchmetrics.classification.sensitivity_specificity (6 missing, 4 any)

Symbol Typable Typed Any
meth SensitivityAtSpecificity.new 9 9 1
meth MulticlassSensitivityAtSpecificity.init 7 7 1
attr MulticlassSensitivityAtSpecificity.validate_args 1 0 0
attr MulticlassSensitivityAtSpecificity.min_specificity 1 0 0
meth BinarySensitivityAtSpecificity.init 6 6 1
attr BinarySensitivityAtSpecificity.validate_args 1 0 0
attr BinarySensitivityAtSpecificity.min_specificity 1 0 0
meth MultilabelSensitivityAtSpecificity.init 7 7 1
attr MultilabelSensitivityAtSpecificity.validate_args 1 0 0
attr MultilabelSensitivityAtSpecificity.min_specificity 1 0 0

torchmetrics.classification.specificity (0 missing, 1 any)

Symbol Typable Typed Any
meth Specificity.new 11 11 1

torchmetrics.classification.specificity_sensitivity (6 missing, 4 any)

Symbol Typable Typed Any
meth SpecificityAtSensitivity.new 9 9 1
meth BinarySpecificityAtSensitivity.init 6 6 1
attr BinarySpecificityAtSensitivity.validate_args 1 0 0
attr BinarySpecificityAtSensitivity.min_sensitivity 1 0 0
meth MultilabelSpecificityAtSensitivity.init 7 7 1
attr MultilabelSpecificityAtSensitivity.validate_args 1 0 0
attr MultilabelSpecificityAtSensitivity.min_sensitivity 1 0 0
meth MulticlassSpecificityAtSensitivity.init 7 7 1
attr MulticlassSpecificityAtSensitivity.validate_args 1 0 0
attr MulticlassSpecificityAtSensitivity.min_sensitivity 1 0 0

torchmetrics.classification.stat_scores (19 missing, 4 any)

Symbol Typable Typed Any
meth StatScores.new 11 11 1
meth MulticlassStatScores.init 8 8 1
attr MulticlassStatScores.num_classes 1 0 0
attr MulticlassStatScores.top_k 1 0 0
attr MulticlassStatScores.average 1 0 0
attr MulticlassStatScores.multidim_average 1 0 0
attr MulticlassStatScores.ignore_index 1 0 0
attr MulticlassStatScores.validate_args 1 0 0
attr MulticlassStatScores.zero_division 1 0 0
meth MultilabelStatScores.init 8 8 1
attr MultilabelStatScores.num_labels 1 0 0
attr MultilabelStatScores.threshold 1 0 0
attr MultilabelStatScores.average 1 0 0
attr MultilabelStatScores.multidim_average 1 0 0
attr MultilabelStatScores.ignore_index 1 0 0
attr MultilabelStatScores.validate_args 1 0 0
attr MultilabelStatScores.zero_division 1 0 0
meth BinaryStatScores.init 6 6 1
attr BinaryStatScores.threshold 1 0 0
attr BinaryStatScores.multidim_average 1 0 0
attr BinaryStatScores.ignore_index 1 0 0
attr BinaryStatScores.validate_args 1 0 0
attr BinaryStatScores.zero_division 1 0 0

torchmetrics.clustering.adjusted_mutual_info_score (1 missing, 1 any)

Symbol Typable Typed Any
meth AdjustedMutualInfoScore.init 3 3 1
attr AdjustedMutualInfoScore.average_method 1 0 0

torchmetrics.clustering.adjusted_rand_score (0 missing, 1 any)

Symbol Typable Typed Any
meth AdjustedRandScore.init 2 2 1

torchmetrics.clustering.calinski_harabasz_score (0 missing, 1 any)

Symbol Typable Typed Any
meth CalinskiHarabaszScore.init 2 2 1

torchmetrics.clustering.cluster_accuracy (1 missing, 1 any)

Symbol Typable Typed Any
meth ClusterAccuracy.init 3 3 1
attr ClusterAccuracy.num_classes 1 0 0

torchmetrics.clustering.davies_bouldin_score (0 missing, 1 any)

Symbol Typable Typed Any
meth DaviesBouldinScore.init 2 2 1

torchmetrics.clustering.dunn_index (1 missing, 1 any)

Symbol Typable Typed Any
meth DunnIndex.init 3 3 1
attr DunnIndex.p 1 0 0

torchmetrics.clustering.fowlkes_mallows_index (0 missing, 1 any)

Symbol Typable Typed Any
meth FowlkesMallowsIndex.init 2 2 1

torchmetrics.clustering.homogeneity_completeness_v_measure (1 missing, 3 any)

Symbol Typable Typed Any
meth CompletenessScore.init 2 2 1
meth HomogeneityScore.init 2 2 1
meth VMeasureScore.init 3 3 1
attr VMeasureScore.beta 1 0 0

torchmetrics.clustering.mutual_info_score (0 missing, 1 any)

Symbol Typable Typed Any
meth MutualInfoScore.init 2 2 1

torchmetrics.clustering.normalized_mutual_info_score (1 missing, 1 any)

Symbol Typable Typed Any
meth NormalizedMutualInfoScore.init 3 3 1
attr NormalizedMutualInfoScore.average_method 1 0 0

torchmetrics.clustering.rand_score (0 missing, 1 any)

Symbol Typable Typed Any
meth RandScore.init 2 2 1

torchmetrics.collections (2 missing, 6 any)

Symbol Typable Typed Any
meth MetricCollection.forward 3 3 2
meth MetricCollection.update 3 3 2
meth MetricCollection._compute_and_reduce 4 4 2
attr MetricCollection.prefix 1 0 0
attr MetricCollection.postfix 1 0 0

torchmetrics.detection._deprecated (0 missing, 2 any)

Symbol Typable Typed Any
meth _ModifiedPanopticQuality.init 5 5 1
meth _PanopticQuality.init 5 5 1

torchmetrics.detection.ciou (0 missing, 5 any)

Symbol Typable Typed Any
meth CompleteIntersectionOverUnion.init 6 6 1
meth CompleteIntersectionOverUnion._iou_update_fn 3 3 2
meth CompleteIntersectionOverUnion._iou_compute_fn 3 3 2

torchmetrics.detection.diou (0 missing, 5 any)

Symbol Typable Typed Any
meth DistanceIntersectionOverUnion.init 6 6 1
meth DistanceIntersectionOverUnion._iou_update_fn 3 3 2
meth DistanceIntersectionOverUnion._iou_compute_fn 3 3 2

torchmetrics.detection.giou (0 missing, 5 any)

Symbol Typable Typed Any
meth GeneralizedIntersectionOverUnion.init 6 6 1
meth GeneralizedIntersectionOverUnion._iou_update_fn 3 3 2
meth GeneralizedIntersectionOverUnion._iou_compute_fn 3 3 2

torchmetrics.detection.helpers (1 missing, 0 any)

Symbol Typable Typed Any
attr CocoBackend.backend 1 0 0

torchmetrics.detection.iou (4 missing, 5 any)

Symbol Typable Typed Any
meth IntersectionOverUnion.init 6 6 1
meth IntersectionOverUnion._iou_update_fn 3 3 2
meth IntersectionOverUnion._iou_compute_fn 3 3 2
attr IntersectionOverUnion.box_format 1 0 0
attr IntersectionOverUnion.iou_threshold 1 0 0
attr IntersectionOverUnion.class_metrics 1 0 0
attr IntersectionOverUnion.respect_labels 1 0 0

torchmetrics.detection.mean_ap (8 missing, 1 any)

Symbol Typable Typed Any
meth MeanAveragePrecision.init 11 11 1
attr MeanAveragePrecision.box_format 1 0 0
attr MeanAveragePrecision.iou_type 1 0 0
attr MeanAveragePrecision.iou_thresholds 1 0 0
attr MeanAveragePrecision.rec_thresholds 1 0 0
attr MeanAveragePrecision.max_detection_thresholds 1 0 0
attr MeanAveragePrecision.class_metrics 1 0 0
attr MeanAveragePrecision.extended_summary 1 0 0
attr MeanAveragePrecision.average 1 0 0

torchmetrics.detection.panoptic_qualities (12 missing, 2 any)

Symbol Typable Typed Any
meth ModifiedPanopticQuality.init 5 5 1
attr ModifiedPanopticQuality.things 1 0 0
attr ModifiedPanopticQuality.stuffs 1 0 0
attr ModifiedPanopticQuality.void_color 1 0 0
attr ModifiedPanopticQuality.cat_id_to_continuous_id 1 0 0
attr ModifiedPanopticQuality.allow_unknown_preds_category 1 0 0
meth PanopticQuality.init 7 7 1
attr PanopticQuality.things 1 0 0
attr PanopticQuality.stuffs 1 0 0
attr PanopticQuality.void_color 1 0 0
attr PanopticQuality.cat_id_to_continuous_id 1 0 0
attr PanopticQuality.allow_unknown_preds_category 1 0 0
attr PanopticQuality.return_sq_and_rq 1 0 0
attr PanopticQuality.return_per_class 1 0 0

torchmetrics.functional.audio._deprecated (0 missing, 1 any)

Symbol Typable Typed Any
func _permutation_invariant_training 7 7 1

torchmetrics.functional.audio.pit (0 missing, 1 any)

Symbol Typable Typed Any
func permutation_invariant_training 7 7 1

torchmetrics.functional.image.dists (9 missing, 0 any)

Symbol Typable Typed Any
attr DISTSNetwork.stage1 1 0 0
attr DISTSNetwork.stage2 1 0 0
attr DISTSNetwork.stage3 1 0 0
attr DISTSNetwork.stage4 1 0 0
attr DISTSNetwork.stage5 1 0 0
attr DISTSNetwork.chns 1 0 0
attr L2pooling.padding 1 0 0
attr L2pooling.stride 1 0 0
attr L2pooling.channels 1 0 0

torchmetrics.functional.image.lpips (15 missing, 0 any)

Symbol Typable Typed Any
attr NetLinLayer.model 1 0 0
attr Vgg16.slice1 1 0 0
attr Vgg16.slice2 1 0 0
attr Vgg16.slice3 1 0 0
attr Vgg16.slice4 1 0 0
attr Vgg16.slice5 1 0 0
attr Vgg16.N_slices 1 0 0
attr SqueezeNet.N_slices 1 0 0
attr SqueezeNet.slices 1 0 0
attr Alexnet.slice1 1 0 0
attr Alexnet.slice2 1 0 0
attr Alexnet.slice3 1 0 0
attr Alexnet.slice4 1 0 0
attr Alexnet.slice5 1 0 0
attr Alexnet.N_slices 1 0 0

torchmetrics.functional.multimodal.clip_iqa (2 missing, 0 any)

Symbol Typable Typed Any
attr f 1 0 0
attr images 1 0 0

torchmetrics.functional.multimodal.clip_score (1 missing, 3 any)

Symbol Typable Typed Any
meth JinaProcessorWrapper.call 3 3 3
attr JinaProcessorWrapper.processor 1 0 0

torchmetrics.functional.text.bert (0 missing, 1 any)

Symbol Typable Typed Any
func bert_score 21 21 1

torchmetrics.functional.text.helper_embedding_metric (11 missing, 1 any)

Symbol Typable Typed Any
meth TextDataset.init 8 8 1
attr TextDataset.max_length 1 0 0
attr TextDataset.num_sentences 1 0 0
attr TextDataset.idf 1 0 0
attr TextDataset.tokens_idf 1 0 0
attr TextDataset.text 1 0 0
attr TokenizedDataset.sorting_indices 1 0 0
attr TokenizedDataset.text 1 0 0
attr TokenizedDataset.num_sentences 1 0 0
attr TokenizedDataset.max_length 1 0 0
attr TokenizedDataset.idf 1 0 0
attr TokenizedDataset.tokens_idf 1 0 0

torchmetrics.image._deprecated (0 missing, 8 any)

Symbol Typable Typed Any
meth _StructuralSimilarityIndexMeasure.init 11 11 1
meth _PeakSignalNoiseRatio.init 6 6 1
meth _ErrorRelativeGlobalDimensionlessSynthesis.init 4 4 1
meth _UniversalImageQualityIndex.init 5 5 1
meth _TotalVariation.init 3 3 1
meth _SpectralAngleMapper.init 3 3 1
meth _SpectralDistortionIndex.init 4 4 1
meth _MultiScaleStructuralSimilarityIndexMeasure.init 11 11 1

torchmetrics.image.arniqa (4 missing, 1 any)

Symbol Typable Typed Any
meth ARNIQA.init 6 6 1
attr ARNIQA.model 1 0 0
attr ARNIQA.reduction 1 0 0
attr ARNIQA.normalize 1 0 0
attr ARNIQA.autocast 1 0 0

torchmetrics.image.d_lambda (2 missing, 1 any)

Symbol Typable Typed Any
meth SpectralDistortionIndex.init 4 4 1
attr SpectralDistortionIndex.p 1 0 0
attr SpectralDistortionIndex.reduction 1 0 0

torchmetrics.image.d_s (3 missing, 1 any)

Symbol Typable Typed Any
meth SpatialDistortionIndex.init 5 5 1
attr SpatialDistortionIndex.norm_order 1 0 0
attr SpatialDistortionIndex.window_size 1 0 0
attr SpatialDistortionIndex.reduction 1 0 0

torchmetrics.image.dists (1 missing, 1 any)

Symbol Typable Typed Any
meth DeepImageStructureAndTextureSimilarity.init 3 3 1
attr DeepImageStructureAndTextureSimilarity.reduction 1 0 0

torchmetrics.image.ergas (2 missing, 1 any)

Symbol Typable Typed Any
meth ErrorRelativeGlobalDimensionlessSynthesis.init 4 4 1
attr ErrorRelativeGlobalDimensionlessSynthesis.ratio 1 0 0
attr ErrorRelativeGlobalDimensionlessSynthesis.reduction 1 0 0

torchmetrics.image.fid (4 missing, 1 any)

Symbol Typable Typed Any
meth FrechetInceptionDistance.init 8 8 1
attr FrechetInceptionDistance.normalize 1 0 0
attr FrechetInceptionDistance.used_custom_model 1 0 0
attr FrechetInceptionDistance.reset_real_features 1 0 0
attr NoTrainInceptionV3.use_antialias 1 0 0

torchmetrics.image.inception (2 missing, 1 any)

Symbol Typable Typed Any
meth InceptionScore.init 5 5 1
attr InceptionScore.normalize 1 0 0
attr InceptionScore.splits 1 0 0

torchmetrics.image.kid (8 missing, 1 any)

Symbol Typable Typed Any
meth KernelInceptionDistance.init 10 10 1
attr KernelInceptionDistance.used_custom_model 1 0 0
attr KernelInceptionDistance.subsets 1 0 0
attr KernelInceptionDistance.subset_size 1 0 0
attr KernelInceptionDistance.degree 1 0 0
attr KernelInceptionDistance.gamma 1 0 0
attr KernelInceptionDistance.coef 1 0 0
attr KernelInceptionDistance.reset_real_features 1 0 0
attr KernelInceptionDistance.normalize 1 0 0

torchmetrics.image.lpip (3 missing, 1 any)

Symbol Typable Typed Any
meth LearnedPerceptualImagePatchSimilarity.init 5 5 1
attr LearnedPerceptualImagePatchSimilarity.net 1 0 0
attr LearnedPerceptualImagePatchSimilarity.reduction 1 0 0
attr LearnedPerceptualImagePatchSimilarity.normalize 1 0 0

torchmetrics.image.mifid (4 missing, 1 any)

Symbol Typable Typed Any
meth MemorizationInformedFrechetInceptionDistance.init 6 6 1
attr MemorizationInformedFrechetInceptionDistance.used_custom_model 1 0 0
attr MemorizationInformedFrechetInceptionDistance.reset_real_features 1 0 0
attr MemorizationInformedFrechetInceptionDistance.normalize 1 0 0
attr MemorizationInformedFrechetInceptionDistance.cosine_distance_eps 1 0 0

torchmetrics.image.perceptual_path_length (8 missing, 1 any)

Symbol Typable Typed Any
meth PerceptualPathLength.init 11 11 1
attr PerceptualPathLength.num_samples 1 0 0
attr PerceptualPathLength.conditional 1 0 0
attr PerceptualPathLength.batch_size 1 0 0
attr PerceptualPathLength.interpolation_method 1 0 0
attr PerceptualPathLength.epsilon 1 0 0
attr PerceptualPathLength.resize 1 0 0
attr PerceptualPathLength.lower_discard 1 0 0
attr PerceptualPathLength.upper_discard 1 0 0

torchmetrics.image.psnr (4 missing, 1 any)

Symbol Typable Typed Any
meth PeakSignalNoiseRatio.init 6 6 1
attr PeakSignalNoiseRatio.clamping_fn 1 0 0
attr PeakSignalNoiseRatio.base 1 0 0
attr PeakSignalNoiseRatio.reduction 1 0 0
attr PeakSignalNoiseRatio.dim 1 0 0

torchmetrics.image.psnrb (2 missing, 1 any)

Symbol Typable Typed Any
meth PeakSignalNoiseRatioWithBlockedEffect.init 4 4 1
attr PeakSignalNoiseRatioWithBlockedEffect.block_size 1 0 0
attr PeakSignalNoiseRatioWithBlockedEffect.clamping_fn 1 0 0

torchmetrics.image.qnr (5 missing, 1 any)

Symbol Typable Typed Any
meth QualityWithNoReference.init 7 7 1
attr QualityWithNoReference.alpha 1 0 0
attr QualityWithNoReference.beta 1 0 0
attr QualityWithNoReference.norm_order 1 0 0
attr QualityWithNoReference.window_size 1 0 0
attr QualityWithNoReference.reduction 1 0 0

torchmetrics.image.rase (1 missing, 0 any)

Symbol Typable Typed Any
attr RelativeAverageSpectralError.window_size 1 0 0

torchmetrics.image.rmse_sw (1 missing, 0 any)

Symbol Typable Typed Any
attr RootMeanSquaredErrorUsingSlidingWindow.window_size 1 0 0

torchmetrics.image.sam (1 missing, 1 any)

Symbol Typable Typed Any
meth SpectralAngleMapper.init 3 3 1
attr SpectralAngleMapper.reduction 1 0 0

torchmetrics.image.scc (2 missing, 1 any)

Symbol Typable Typed Any
meth SpatialCorrelationCoefficient.init 4 4 1
attr SpatialCorrelationCoefficient.hp_filter 1 0 0
attr SpatialCorrelationCoefficient.ws 1 0 0

torchmetrics.image.ssim (18 missing, 2 any)

Symbol Typable Typed Any
meth MultiScaleStructuralSimilarityIndexMeasure.init 11 11 1
attr MultiScaleStructuralSimilarityIndexMeasure.gaussian_kernel 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.sigma 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.kernel_size 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.reduction 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.data_range 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.k1 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.k2 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.betas 1 0 0
attr MultiScaleStructuralSimilarityIndexMeasure.normalize 1 0 0
meth StructuralSimilarityIndexMeasure.init 11 11 1
attr StructuralSimilarityIndexMeasure.gaussian_kernel 1 0 0
attr StructuralSimilarityIndexMeasure.sigma 1 0 0
attr StructuralSimilarityIndexMeasure.kernel_size 1 0 0
attr StructuralSimilarityIndexMeasure.reduction 1 0 0
attr StructuralSimilarityIndexMeasure.data_range 1 0 0
attr StructuralSimilarityIndexMeasure.k1 1 0 0
attr StructuralSimilarityIndexMeasure.k2 1 0 0
attr StructuralSimilarityIndexMeasure.return_full_image 1 0 0
attr StructuralSimilarityIndexMeasure.return_contrast_sensitivity 1 0 0

torchmetrics.image.tv (1 missing, 1 any)

Symbol Typable Typed Any
meth TotalVariation.init 3 3 1
attr TotalVariation.reduction 1 0 0

torchmetrics.image.uqi (3 missing, 1 any)

Symbol Typable Typed Any
meth UniversalImageQualityIndex.init 5 5 1
attr UniversalImageQualityIndex.kernel_size 1 0 0
attr UniversalImageQualityIndex.sigma 1 0 0
attr UniversalImageQualityIndex.reduction 1 0 0

torchmetrics.image.vif (2 missing, 1 any)

Symbol Typable Typed Any
meth VisualInformationFidelity.init 4 4 1
attr VisualInformationFidelity.sigma_n_sq 1 0 0
attr VisualInformationFidelity.reduction 1 0 0

torchmetrics.metric (10 missing, 24 any)

Symbol Typable Typed Any
meth Metric.init 2 2 1
meth Metric.forward 3 3 3
meth Metric._forward_full_state_update 3 3 3
meth Metric._forward_reduce_state_update 3 3 3
meth Metric.update 3 3 2
meth Metric.compute 1 1 1
meth Metric.plot 3 3 3
meth Metric.setattr 3 3 1
meth Metric._filter_kwargs 2 2 1
attr Metric.compute_on_cpu 1 0 0
attr Metric.dist_sync_on_step 1 0 0
attr Metric.process_group 1 0 0
attr Metric.dist_sync_fn 1 0 0
attr Metric.distributed_available_fn 1 0 0
attr Metric.sync_on_compute 1 0 0
attr Metric.compute_with_cache 1 0 0
meth CompositionalMetric.update 3 3 2
meth CompositionalMetric.compute 1 1 1
meth CompositionalMetric.forward 3 3 3
attr CompositionalMetric.op 1 0 0
attr CompositionalMetric.metric_a 1 0 0
attr CompositionalMetric.metric_b 1 0 0

torchmetrics.multimodal.clip_iqa (4 missing, 1 any)

Symbol Typable Typed Any
meth CLIPImageQualityAssessment.init 5 5 1
attr CLIPImageQualityAssessment.data_range 1 0 0
attr CLIPImageQualityAssessment.prompts_list 1 0 0
attr CLIPImageQualityAssessment.prompts_name 1 0 0
attr CLIPImageQualityAssessment.model_name_or_path 1 0 0

torchmetrics.multimodal.clip_score (0 missing, 1 any)

Symbol Typable Typed Any
meth CLIPScore.init 3 3 1

torchmetrics.multimodal.lve (2 missing, 1 any)

Symbol Typable Typed Any
meth LipVertexError.init 4 4 1
attr LipVertexError.mouth_map 1 0 0
attr LipVertexError.validate_args 1 0 0

torchmetrics.nominal.cramers (4 missing, 1 any)

Symbol Typable Typed Any
meth CramersV.init 6 6 1
attr CramersV.num_classes 1 0 0
attr CramersV.bias_correction 1 0 0
attr CramersV.nan_strategy 1 0 0
attr CramersV.nan_replace_value 1 0 0

torchmetrics.nominal.fleiss_kappa (1 missing, 1 any)

Symbol Typable Typed Any
meth FleissKappa.init 3 3 1
attr FleissKappa.mode 1 0 0

torchmetrics.nominal.pearson (3 missing, 1 any)

Symbol Typable Typed Any
meth PearsonsContingencyCoefficient.init 5 5 1
attr PearsonsContingencyCoefficient.num_classes 1 0 0
attr PearsonsContingencyCoefficient.nan_strategy 1 0 0
attr PearsonsContingencyCoefficient.nan_replace_value 1 0 0

torchmetrics.nominal.theils_u (3 missing, 1 any)

Symbol Typable Typed Any
meth TheilsU.init 5 5 1
attr TheilsU.num_classes 1 0 0
attr TheilsU.nan_strategy 1 0 0
attr TheilsU.nan_replace_value 1 0 0

torchmetrics.nominal.tschuprows (4 missing, 1 any)

Symbol Typable Typed Any
meth TschuprowsT.init 6 6 1
attr TschuprowsT.num_classes 1 0 0
attr TschuprowsT.bias_correction 1 0 0
attr TschuprowsT.nan_strategy 1 0 0
attr TschuprowsT.nan_replace_value 1 0 0

torchmetrics.regression.cosine_similarity (1 missing, 1 any)

Symbol Typable Typed Any
meth CosineSimilarity.init 3 3 1
attr CosineSimilarity.reduction 1 0 0

torchmetrics.regression.crps (0 missing, 1 any)

Symbol Typable Typed Any
meth ContinuousRankedProbabilityScore.init 2 2 1

torchmetrics.regression.csi (2 missing, 1 any)

Symbol Typable Typed Any
meth CriticalSuccessIndex.init 4 4 1
attr CriticalSuccessIndex.threshold 1 0 0
attr CriticalSuccessIndex.keep_sequence_dim 1 0 0

torchmetrics.regression.explained_variance (1 missing, 1 any)

Symbol Typable Typed Any
meth ExplainedVariance.init 3 3 1
attr ExplainedVariance.multioutput 1 0 0

torchmetrics.regression.js_divergence (2 missing, 1 any)

Symbol Typable Typed Any
meth JensenShannonDivergence.init 4 4 1
attr JensenShannonDivergence.log_prob 1 0 0
attr JensenShannonDivergence.reduction 1 0 0

torchmetrics.regression.kendall (3 missing, 1 any)

Symbol Typable Typed Any
meth KendallRankCorrCoef.init 6 6 1
attr KendallRankCorrCoef.variant 1 0 0
attr KendallRankCorrCoef.alternative 1 0 0
attr KendallRankCorrCoef.num_outputs 1 0 0

torchmetrics.regression.kl_divergence (2 missing, 1 any)

Symbol Typable Typed Any
meth KLDivergence.init 4 4 1
attr KLDivergence.log_prob 1 0 0
attr KLDivergence.reduction 1 0 0

torchmetrics.regression.log_cosh (1 missing, 1 any)

Symbol Typable Typed Any
meth LogCoshError.init 3 3 1
attr LogCoshError.num_outputs 1 0 0

torchmetrics.regression.log_mse (0 missing, 1 any)

Symbol Typable Typed Any
meth MeanSquaredLogError.init 2 2 1

torchmetrics.regression.mae (1 missing, 1 any)

Symbol Typable Typed Any
meth MeanAbsoluteError.init 3 3 1
attr MeanAbsoluteError.num_outputs 1 0 0

torchmetrics.regression.mape (0 missing, 1 any)

Symbol Typable Typed Any
meth MeanAbsolutePercentageError.init 2 2 1

torchmetrics.regression.minkowski (1 missing, 1 any)

Symbol Typable Typed Any
meth MinkowskiDistance.init 3 3 1
attr MinkowskiDistance.p 1 0 0

torchmetrics.regression.mse (2 missing, 1 any)

Symbol Typable Typed Any
meth MeanSquaredError.init 4 4 1
attr MeanSquaredError.squared 1 0 0
attr MeanSquaredError.num_outputs 1 0 0

torchmetrics.regression.nrmse (2 missing, 1 any)

Symbol Typable Typed Any
meth NormalizedRootMeanSquaredError.init 4 4 1
attr NormalizedRootMeanSquaredError.normalization 1 0 0
attr NormalizedRootMeanSquaredError.num_outputs 1 0 0

torchmetrics.regression.pearson (1 missing, 1 any)

Symbol Typable Typed Any
meth PearsonCorrCoef.init 3 3 1
attr PearsonCorrCoef.num_outputs 1 0 0

torchmetrics.regression.r2 (2 missing, 1 any)

Symbol Typable Typed Any
meth R2Score.init 4 4 1
attr R2Score.adjusted 1 0 0
attr R2Score.multioutput 1 0 0

torchmetrics.regression.rse (2 missing, 1 any)

Symbol Typable Typed Any
meth RelativeSquaredError.init 4 4 1
attr RelativeSquaredError.num_outputs 1 0 0
attr RelativeSquaredError.squared 1 0 0

torchmetrics.regression.spearman (1 missing, 1 any)

Symbol Typable Typed Any
meth SpearmanCorrCoef.init 3 3 1
attr SpearmanCorrCoef.num_outputs 1 0 0

torchmetrics.regression.symmetric_mape (0 missing, 1 any)

Symbol Typable Typed Any
meth SymmetricMeanAbsolutePercentageError.init 2 2 1

torchmetrics.regression.tweedie_deviance (0 missing, 1 any)

Symbol Typable Typed Any
meth TweedieDevianceScore.init 3 3 1

torchmetrics.regression.wmape (0 missing, 1 any)

Symbol Typable Typed Any
meth WeightedMeanAbsolutePercentageError.init 2 2 1

torchmetrics.retrieval._deprecated (0 missing, 10 any)

Symbol Typable Typed Any
meth _RetrievalRPrecision.init 4 4 1
meth _RetrievalHitRate.init 5 5 1
meth _RetrievalMRR.init 4 4 1
meth _RetrievalPrecision.init 6 6 1
meth _RetrievalNormalizedDCG.init 5 5 1
meth _RetrievalRecallAtFixedPrecision.init 7 7 1
meth _RetrievalRecall.init 5 5 1
meth _RetrievalPrecisionRecallCurve.init 6 6 1
meth _RetrievalMAP.init 5 5 1
meth _RetrievalFallOut.init 5 5 1

torchmetrics.retrieval.auroc (2 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalAUROC.init 7 7 1
attr RetrievalAUROC.top_k 1 0 0
attr RetrievalAUROC.max_fpr 1 0 0

torchmetrics.retrieval.average_precision (1 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalMAP.init 6 6 1
attr RetrievalMAP.k 1 0 0

torchmetrics.retrieval.base (4 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalMetric.init 5 5 1
attr RetrievalMetric.allow_non_binary_target 1 0 0
attr RetrievalMetric.empty_target_action 1 0 0
attr RetrievalMetric.ignore_index 1 0 0
attr RetrievalMetric.aggregation 1 0 0

torchmetrics.retrieval.fall_out (1 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalFallOut.init 6 6 1
attr RetrievalFallOut.top_k 1 0 0

torchmetrics.retrieval.hit_rate (1 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalHitRate.init 6 6 1
attr RetrievalHitRate.top_k 1 0 0

torchmetrics.retrieval.ndcg (2 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalNormalizedDCG.init 6 6 1
attr RetrievalNormalizedDCG.top_k 1 0 0
attr RetrievalNormalizedDCG.allow_non_binary_target 1 0 0

torchmetrics.retrieval.precision (2 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalPrecision.init 7 7 1
attr RetrievalPrecision.top_k 1 0 0
attr RetrievalPrecision.adaptive_k 1 0 0

torchmetrics.retrieval.precision_recall_curve (7 missing, 2 any)

Symbol Typable Typed Any
meth RetrievalPrecisionRecallCurve.init 7 7 1
attr RetrievalPrecisionRecallCurve.allow_non_binary_target 1 0 0
attr RetrievalPrecisionRecallCurve.empty_target_action 1 0 0
attr RetrievalPrecisionRecallCurve.ignore_index 1 0 0
attr RetrievalPrecisionRecallCurve.max_k 1 0 0
attr RetrievalPrecisionRecallCurve.adaptive_k 1 0 0
attr RetrievalPrecisionRecallCurve.aggregation 1 0 0
meth RetrievalRecallAtFixedPrecision.init 7 7 1
attr RetrievalRecallAtFixedPrecision.min_precision 1 0 0

torchmetrics.retrieval.recall (1 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalRecall.init 6 6 1
attr RetrievalRecall.top_k 1 0 0

torchmetrics.retrieval.reciprocal_rank (1 missing, 1 any)

Symbol Typable Typed Any
meth RetrievalMRR.init 6 6 1
attr RetrievalMRR.top_k 1 0 0

torchmetrics.segmentation.dice (5 missing, 1 any)

Symbol Typable Typed Any
meth DiceScore.init 7 7 1
attr DiceScore.num_classes 1 0 0
attr DiceScore.include_background 1 0 0
attr DiceScore.average 1 0 0
attr DiceScore.aggregation_level 1 0 0
attr DiceScore.input_format 1 0 0

torchmetrics.segmentation.generalized_dice (5 missing, 1 any)

Symbol Typable Typed Any
meth GeneralizedDiceScore.init 7 7 1
attr GeneralizedDiceScore.num_classes 1 0 0
attr GeneralizedDiceScore.include_background 1 0 0
attr GeneralizedDiceScore.per_class 1 0 0
attr GeneralizedDiceScore.weight_type 1 0 0
attr GeneralizedDiceScore.input_format 1 0 0

torchmetrics.segmentation.hausdorff_distance (6 missing, 1 any)

Symbol Typable Typed Any
meth HausdorffDistance.init 8 8 1
attr HausdorffDistance.num_classes 1 0 0
attr HausdorffDistance.include_background 1 0 0
attr HausdorffDistance.distance_metric 1 0 0
attr HausdorffDistance.spacing 1 0 0
attr HausdorffDistance.directed 1 0 0
attr HausdorffDistance.input_format 1 0 0

torchmetrics.segmentation.mean_iou (4 missing, 1 any)

Symbol Typable Typed Any
meth MeanIoU.init 6 6 1
attr MeanIoU.num_classes 1 0 0
attr MeanIoU.include_background 1 0 0
attr MeanIoU.per_class 1 0 0
attr MeanIoU.input_format 1 0 0

torchmetrics.shape.procrustes (1 missing, 1 any)

Symbol Typable Typed Any
meth ProcrustesDisparity.init 3 3 1
attr ProcrustesDisparity.reduction 1 0 0

torchmetrics.text._deprecated (0 missing, 12 any)

Symbol Typable Typed Any
meth _CHRFScore.init 8 8 1
meth _BLEUScore.init 5 5 1
meth _SQuAD.init 2 2 1
meth _TranslationEditRate.init 7 7 1
meth _CharErrorRate.init 2 2 1
meth _Perplexity.init 3 3 1
meth _WordInfoPreserved.init 2 2 1
meth _WordErrorRate.init 2 2 1
meth _WordInfoLost.init 2 2 1
meth _ExtendedEditDistance.init 8 8 1
meth _SacreBLEUScore.init 7 7 1
meth _MatchErrorRate.init 2 2 1

torchmetrics.text.bert (19 missing, 1 any)

Symbol Typable Typed Any
meth BERTScore.init 20 20 1
attr BERTScore.model_name_or_path 1 0 0
attr BERTScore.num_layers 1 0 0
attr BERTScore.all_layers 1 0 0
attr BERTScore.model 1 0 0
attr BERTScore.user_forward_fn 1 0 0
attr BERTScore.verbose 1 0 0
attr BERTScore.idf 1 0 0
attr BERTScore.embedding_device 1 0 0
attr BERTScore.max_length 1 0 0
attr BERTScore.batch_size 1 0 0
attr BERTScore.num_threads 1 0 0
attr BERTScore.return_hash 1 0 0
attr BERTScore.lang 1 0 0
attr BERTScore.rescale_with_baseline 1 0 0
attr BERTScore.baseline_path 1 0 0
attr BERTScore.baseline_url 1 0 0
attr BERTScore.truncation 1 0 0
attr BERTScore.tokenizer 1 0 0
attr BERTScore.user_tokenizer 1 0 0

torchmetrics.text.bleu (3 missing, 1 any)

Symbol Typable Typed Any
meth BLEUScore.init 5 5 1
attr BLEUScore.n_gram 1 0 0
attr BLEUScore.smooth 1 0 0
attr BLEUScore.weights 1 0 0

torchmetrics.text.cer (0 missing, 1 any)

Symbol Typable Typed Any
meth CharErrorRate.init 2 2 1

torchmetrics.text.chrf (7 missing, 1 any)

Symbol Typable Typed Any
meth CHRFScore.init 8 8 1
attr CHRFScore.n_char_order 1 0 0
attr CHRFScore.n_word_order 1 0 0
attr CHRFScore.beta 1 0 0
attr CHRFScore.lowercase 1 0 0
attr CHRFScore.whitespace 1 0 0
attr CHRFScore.return_sentence_level_score 1 0 0
attr CHRFScore.n_order 1 0 0

torchmetrics.text.edit (2 missing, 1 any)

Symbol Typable Typed Any
meth EditDistance.init 4 4 1
attr EditDistance.substitution_cost 1 0 0
attr EditDistance.reduction 1 0 0

torchmetrics.text.eed (5 missing, 1 any)

Symbol Typable Typed Any
meth ExtendedEditDistance.init 8 8 1
attr ExtendedEditDistance.return_sentence_level_score 1 0 0
attr ExtendedEditDistance.alpha 1 0 0
attr ExtendedEditDistance.rho 1 0 0
attr ExtendedEditDistance.deletion 1 0 0
attr ExtendedEditDistance.insertion 1 0 0

torchmetrics.text.infolm (13 missing, 0 any)

Symbol Typable Typed Any
attr InfoLM.model_name_or_path 1 0 0
attr InfoLM.temperature 1 0 0
attr InfoLM.information_measure 1 0 0
attr InfoLM.idf 1 0 0
attr InfoLM.alpha 1 0 0
attr InfoLM.beta 1 0 0
attr InfoLM.batch_size 1 0 0
attr InfoLM.num_threads 1 0 0
attr InfoLM.verbose 1 0 0
attr InfoLM.return_sentence_level_score 1 0 0
attr InfoLM.information_measure_cls 1 0 0
attr InfoLM.max_length 1 0 0
attr InfoLM.special_tokens_map 1 0 0

torchmetrics.text.mer (0 missing, 1 any)

Symbol Typable Typed Any
meth MatchErrorRate.init 2 2 1

torchmetrics.text.perplexity (1 missing, 0 any)

Symbol Typable Typed Any
attr Perplexity.ignore_index 1 0 0

torchmetrics.text.rouge (6 missing, 1 any)

Symbol Typable Typed Any
meth ROUGEScore.init 7 7 1
attr ROUGEScore.rouge_keys 1 0 0
attr ROUGEScore.rouge_keys_values 1 0 0
attr ROUGEScore.stemmer 1 0 0
attr ROUGEScore.normalizer 1 0 0
attr ROUGEScore.tokenizer 1 0 0
attr ROUGEScore.accumulate 1 0 0

torchmetrics.text.sacre_bleu (1 missing, 1 any)

Symbol Typable Typed Any
meth SacreBLEUScore.init 7 7 1
attr SacreBLEUScore.tokenizer 1 0 0

torchmetrics.text.squad (0 missing, 1 any)

Symbol Typable Typed Any
meth SQuAD.init 2 2 1

torchmetrics.text.ter (2 missing, 1 any)

Symbol Typable Typed Any
meth TranslationEditRate.init 7 7 1
attr TranslationEditRate.tokenizer 1 0 0
attr TranslationEditRate.return_sentence_level_score 1 0 0

torchmetrics.text.wer (0 missing, 1 any)

Symbol Typable Typed Any
meth WordErrorRate.init 2 2 1

torchmetrics.text.wil (0 missing, 1 any)

Symbol Typable Typed Any
meth WordInfoLost.init 2 2 1

torchmetrics.text.wip (0 missing, 1 any)

Symbol Typable Typed Any
meth WordInfoPreserved.init 2 2 1

torchmetrics.utilities.plot (0 missing, 2 any)

Symbol Typable Typed Any
func style_change 3 3 2

torchmetrics.utilities.prints (3 missing, 0 any)

Symbol Typable Typed Any
attr rank_zero_debug 1 0 0
attr rank_zero_info 1 0 0
attr rank_zero_warn 1 0 0

torchmetrics.video.vmaf (1 missing, 1 any)

Symbol Typable Typed Any
meth VideoMultiMethodAssessmentFusion.init 3 3 1
attr VideoMultiMethodAssessmentFusion.features 1 0 0

torchmetrics.wrappers.abstract (0 missing, 3 any)

Symbol Typable Typed Any
meth WrapperMetric.forward 3 3 3

torchmetrics.wrappers.bootstrapping (7 missing, 6 any)

Symbol Typable Typed Any
meth BootStrapper.init 9 9 1
meth BootStrapper.update 3 3 2
meth BootStrapper.forward 3 3 3
attr BootStrapper.metrics 1 0 0
attr BootStrapper.num_bootstraps 1 0 0
attr BootStrapper.mean 1 0 0
attr BootStrapper.std 1 0 0
attr BootStrapper.quantile 1 0 0
attr BootStrapper.raw 1 0 0
attr BootStrapper.sampling_strategy 1 0 0

torchmetrics.wrappers.classwise (0 missing, 7 any)

Symbol Typable Typed Any
meth ClasswiseWrapper._filter_kwargs 2 2 1
meth ClasswiseWrapper.forward 3 3 3
meth ClasswiseWrapper.update 3 3 2
meth ClasswiseWrapper.setattr 3 3 1

torchmetrics.wrappers.feature_share (2 missing, 3 any)

Symbol Typable Typed Any
meth NetworkCache.forward 3 3 3
attr NetworkCache.max_size 1 0 0
attr NetworkCache.network 1 0 0

torchmetrics.wrappers.minmax (0 missing, 6 any)

Symbol Typable Typed Any
meth MinMaxMetric.init 3 3 1
meth MinMaxMetric.update 3 3 2
meth MinMaxMetric.forward 3 3 3

torchmetrics.wrappers.multioutput (4 missing, 5 any)

Symbol Typable Typed Any
meth MultioutputWrapper.update 3 3 2
meth MultioutputWrapper.forward 3 3 3
attr MultioutputWrapper.metrics 1 0 0
attr MultioutputWrapper.output_dim 1 0 0
attr MultioutputWrapper.remove_nans 1 0 0
attr MultioutputWrapper.squeeze_outputs 1 0 0

torchmetrics.wrappers.multitask (1 missing, 0 any)

Symbol Typable Typed Any
attr MultitaskWrapper.task_metrics 1 0 0

torchmetrics.wrappers.running (2 missing, 6 any)

Symbol Typable Typed Any
meth Running.update 3 3 2
meth Running.forward 3 3 3
meth Running.compute 1 1 1
attr Running.base_metric 1 0 0
attr Running.window 1 0 0

torchmetrics.wrappers.tracker (0 missing, 6 any)

Symbol Typable Typed Any
meth MetricTracker.forward 3 3 2
meth MetricTracker.update 3 3 2
meth MetricTracker.compute 1 1 1
meth MetricTracker.compute_all 1 1 1

torchmetrics.wrappers.transformations (4 missing, 4 any)

Symbol Typable Typed Any
meth MetricInputTransformer.compute 1 1 1
meth MetricInputTransformer.forward 3 3 1
attr MetricInputTransformer.wrapped_metric 1 0 0
meth LambdaInputTransformer.init 5 5 1
attr LambdaInputTransformer.transform_pred 1 0 0
attr LambdaInputTransformer.transform_target 1 0 0
meth BinaryTargetTransformer.init 4 4 1
attr BinaryTargetTransformer.threshold 1 0 0

Type-Ignore Comments

Flavor Count
type: ignore[override] 35
type: ignore 4
type: ignore[misc] 2
type: ignore[assignment] 1
type: ignore[no-redef] 1
type: ignore[valid-type] 1