shap 0.51.0

PyPI https://pypi.org/project/shap/

Repository https://github.com/shap/shap
py.typed

Coverage

%%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "Typed" : 570
    "Any" : 139
    "Untyped" : 665

51.6% coverage
41.5% coverage (strict)
1374 typable
- 570 typed
- 665 untyped
- 139 Any

Typables

%%{init: {"pie": {"textPosition": 0.85}, "theme": "neutral", "themeVariables": {"pieStrokeWidth": "1px"}}}%%
pie title
    "functions" : 373
    "classes" : 769
    "other" : 14

68 functions (+1 overloads)
- 305 parameters
42 classes
- 207 methods (+1 overloads)
  - 531 parameters
- 21 properties
62 modules
- 14 attrs

Modules

Module	Coverage	Coverage (strict)	Typables	Ignores
`shap`	0.0%	0.0%	0	1
`shap._explanation`	74.8%	72.1%	111	3
`shap.actions._action`	0.0%	0.0%	8	0
`shap.actions._optimizer`	25.0%	25.0%	8	0
`shap.datasets`	100.0%	100.0%	33	0
`shap.explainers._additive`	96.7%	56.7%	30	0
`shap.explainers._coalition`	97.8%	71.1%	45	0
`shap.explainers._deep`	21.4%	21.4%	14	1
`shap.explainers._exact`	100.0%	73.3%	30	1
`shap.explainers._explainer`	100.0%	66.7%	45	0
`shap.explainers._gpu_tree`	0.0%	0.0%	11	1
`shap.explainers._gradient`	100.0%	77.8%	18	1
`shap.explainers._kernel`	100.0%	82.0%	61	0
`shap.explainers._linear`	100.0%	69.4%	36	0
`shap.explainers._partition`	98.2%	77.2%	57	1
`shap.explainers._permutation`	97.1%	62.9%	35	0
`shap.explainers._sampling`	100.0%	64.7%	17	0
`shap.explainers._tree`	100.0%	80.8%	52	1
`shap.explainers.other._coefficient`	0.0%	0.0%	5	0
`shap.explainers.other._lime`	0.0%	0.0%	14	0
`shap.explainers.other._maple`	0.0%	0.0%	24	0
`shap.explainers.other._random`	0.0%	0.0%	19	0
`shap.explainers.other._treegain`	0.0%	0.0%	5	0
`shap.explainers.pytree`	0.0%	0.0%	88	0
`shap.explainers.tf_utils`	0.0%	0.0%	0	0
`shap.links`	100.0%	100.0%	4	2
`shap.maskers._composite`	94.1%	64.7%	17	1
`shap.maskers._fixed`	100.0%	62.5%	8	1
`shap.maskers._fixed_composite`	0.0%	0.0%	11	0
`shap.maskers._image`	0.0%	0.0%	25	0
`shap.maskers._masker`	100.0%	62.5%	8	0
`shap.maskers._output_composite`	0.0%	0.0%	13	0
`shap.maskers._tabular`	0.0%	0.0%	14	0
`shap.maskers._text`	0.0%	0.0%	41	0
`shap.models._model`	90.9%	63.6%	11	0
`shap.models._teacher_forcing`	7.1%	7.1%	42	0
`shap.models._text_generation`	3.7%	3.7%	27	0
`shap.models._topk_lm`	2.7%	2.7%	37	0
`shap.models._transformers_pipeline`	0.0%	0.0%	10	0
`shap.plots._bar`	0.0%	0.0%	9	0
`shap.plots._beeswarm`	64.7%	64.7%	17	1
`shap.plots._benchmark`	0.0%	0.0%	3	0
`shap.plots._decision`	17.4%	17.4%	23	0
`shap.plots._embedding`	0.0%	0.0%	7	0
`shap.plots._force`	0.0%	0.0%	16	0
`shap.plots._group_difference`	0.0%	0.0%	11	0
`shap.plots._heatmap`	10.0%	10.0%	10	0
`shap.plots._image`	78.6%	78.6%	14	0
`shap.plots._monitoring`	0.0%	0.0%	6	0
`shap.plots._partial_dependence`	0.0%	0.0%	20	0
`shap.plots._scatter`	77.8%	77.8%	18	0
`shap.plots._text`	0.0%	0.0%	9	0
`shap.plots._violin`	0.0%	0.0%	23	1
`shap.plots._waterfall`	0.0%	0.0%	4	0
`shap.plots.colors._colors`	0.0%	0.0%	13	0
`shap.utils._clustering`	100.0%	100.0%	21	5
`shap.utils._general`	100.0%	80.9%	47	0
`shap.utils._legacy`	0.0%	0.0%	4	0
`shap.utils._masked_model`	0.0%	0.0%	31	0
`shap.utils._show_progress`	100.0%	100.0%	6	0
`shap.utils.image`	0.0%	0.0%	21	0
`shap.utils.transformers`	0.0%	0.0%	7	0

Incomplete Annotations

shap._explanation (28 missing, 3 any)

	Symbol	Typable	Typed	Any
`meth`	`Explanation.getitem`	2	1	0
`meth`	`Explanation._numpy_func`	3	3	1
`prop`	`Explanation.values`	2	0	0
`prop`	`Explanation.base_values`	2	0	0
`prop`	`Explanation.data`	2	0	0
`prop`	`Explanation.display_data`	2	0	0
`prop`	`Explanation.instance_names`	1	0	0
`prop`	`Explanation.output_names`	2	0	0
`prop`	`Explanation.output_indexes`	1	0	0
`prop`	`Explanation.feature_names`	2	0	0
`prop`	`Explanation.lower_bounds`	1	0	0
`prop`	`Explanation.upper_bounds`	1	0	0
`prop`	`Explanation.error_std`	1	0	0
`prop`	`Explanation.main_effects`	2	0	0
`prop`	`Explanation.hierarchical_values`	2	0	0
`prop`	`Explanation.clustering`	2	0	0
`attr`	`Explanation.compute_time`	1	0	0
`attr`	`Explanation.output_dims`	1	0	0
`meth`	`Cohorts.getitem`	2	1	0
`meth`	`Cohorts.call`	3	3	2
`attr`	`Cohorts.cohorts`	1	0	0

shap.actions._action (8 missing, 0 any)

	Symbol	Typable
`meth`	`Action.init`	2
`meth`	`Action.call`	2
`meth`	`Action.lt`	2
`meth`	`Action.repr`	1
`attr`	`Action.cost`	1

shap.actions._optimizer (6 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`ActionOptimizer.init`	3	1
`meth`	`ActionOptimizer.call`	3	0
`attr`	`ActionOptimizer.model`	1	0

shap.explainers._additive (1 missing, 12 any)

	Symbol	Typable	Typed	Any
`meth`	`AdditiveExplainer.init`	6	6	3
`meth`	`AdditiveExplainer.call`	9	9	4
`meth`	`AdditiveExplainer.supports_model_with_masker`	3	3	2
`meth`	`AdditiveExplainer.explain_row`	8	8	3
`attr`	`AdditiveExplainer.model`	1	0	0

shap.explainers._coalition (1 missing, 12 any)

	Symbol	Typable	Typed	Any
`meth`	`CoalitionExplainer.init`	8	8	3
`meth`	`CoalitionExplainer.call`	10	10	4
`meth`	`CoalitionExplainer.explain_row`	9	9	2
`attr`	`CoalitionExplainer.expected_value`	1	1	1
`attr`	`CoalitionExplainer._reshaped_model`	1	1	1
`attr`	`CoalitionExplainer._clustering`	1	1	1
`attr`	`CoalitionExplainer.model`	1	0	0

shap.explainers._deep (11 missing, 0 any)

	Symbol	Typable
`meth`	`DeepExplainer.init`	5
`meth`	`DeepExplainer.shap_values`	5
`attr`	`DeepExplainer.expected_value`	1

shap.explainers._exact (0 missing, 8 any)

	Symbol	Typable	Typed	Any
`meth`	`ExactExplainer.init`	6	6	4
`meth`	`ExactExplainer.call`	8	8	2
`meth`	`ExactExplainer.explain_row`	9	9	2

shap.explainers._explainer (0 missing, 15 any)

	Symbol	Typable	Typed	Any
`meth`	`Explainer.init`	10	10	3
`meth`	`Explainer.call`	9	9	3
`meth`	`Explainer.explain_row`	8	8	3
`meth`	`Explainer.supports_model_with_masker`	3	3	2
`meth`	`Explainer.save`	4	4	1
`meth`	`Explainer.load`	5	5	1
`attr`	`Explainer.model`	1	1	1
`attr`	`Explainer.masker`	1	1	1

shap.explainers._gpu_tree (11 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`GPUTreeExplainer.shap_values`	7	0	0
`meth`	`GPUTreeExplainer.shap_interaction_values`	4	0	0

shap.explainers._gradient (0 missing, 4 any)

	Symbol	Typable	Typed	Any
`meth`	`GradientExplainer.init`	6	6	2
`meth`	`GradientExplainer.call`	3	3	1
`meth`	`GradientExplainer.shap_values`	7	7	1

shap.explainers._kernel (0 missing, 11 any)

	Symbol	Typable	Typed	Any
`meth`	`KernelExplainer.init`	6	6	3
`meth`	`KernelExplainer._convert_symbolic_tensor`	2	2	1
`meth`	`KernelExplainer.shap_values`	3	3	1
`meth`	`KernelExplainer.explain`	3	3	2
`meth`	`KernelExplainer.not_equal`	3	3	2
`attr`	`KernelExplainer.link`	1	1	1
`attr`	`KernelExplainer.model`	1	1	1

shap.explainers._linear (0 missing, 11 any)

	Symbol	Typable	Typed	Any
`meth`	`LinearExplainer.init`	7	7	3
`meth`	`LinearExplainer._parse_model`	2	2	1
`meth`	`LinearExplainer.supports_model_with_masker`	3	3	2
`meth`	`LinearExplainer.explain_row`	8	8	3
`attr`	`LinearExplainer.coef`	1	1	1
`attr`	`LinearExplainer.intercept`	1	1	1

shap.explainers._partition (1 missing, 12 any)

	Symbol	Typable	Typed	Any
`meth`	`PartitionExplainer.init`	8	8	3
`meth`	`PartitionExplainer.call`	10	10	3
`meth`	`PartitionExplainer.explain_row`	10	10	3
`meth`	`PartitionExplainer.owen`	9	9	1
`meth`	`PartitionExplainer.owen3`	9	9	1
`attr`	`PartitionExplainer.expected_value`	1	1	1
`attr`	`PartitionExplainer.model`	1	0	0

shap.explainers._permutation (1 missing, 12 any)

	Symbol	Typable	Typed	Any
`meth`	`PermutationExplainer.init`	8	8	4
`meth`	`PermutationExplainer.call`	9	9	3
`meth`	`PermutationExplainer.explain_row`	9	9	3
`meth`	`PermutationExplainer.shap_values`	7	7	2
`attr`	`PermutationExplainer.model`	1	0	0

shap.explainers._sampling (0 missing, 6 any)

	Symbol	Typable	Typed	Any
`meth`	`SamplingExplainer.init`	4	4	2
`meth`	`SamplingExplainer.call`	4	4	1
`meth`	`SamplingExplainer.explain`	3	3	2
`meth`	`SamplingExplainer.sampling_estimate`	6	6	1

shap.explainers._tree (0 missing, 10 any)

	Symbol	Typable	Typed	Any
`meth`	`TreeExplainer.init`	9	9	4
`meth`	`TreeExplainer.call`	6	6	1
`meth`	`TreeExplainer.shap_values`	7	7	1
`meth`	`TreeExplainer._get_shap_output`	3	3	1
`meth`	`TreeExplainer.supports_model_with_masker`	3	3	2
`attr`	`TreeExplainer.expected_value`	1	1	1

shap.explainers.other._coefficient (5 missing, 0 any)

	Symbol	Typable
`meth`	`Coefficient.init`	2
`meth`	`Coefficient.attributions`	2
`attr`	`Coefficient.model`	1

shap.explainers.other._lime (14 missing, 0 any)

	Symbol	Typable
`meth`	`LimeTabular.init`	4
`meth`	`LimeTabular.attributions`	4
`attr`	`LimeTabular.model`	1
`attr`	`LimeTabular.mode`	1
`attr`	`LimeTabular.data`	1
`attr`	`LimeTabular.explainer`	1
`attr`	`LimeTabular.out_dim`	1
`attr`	`LimeTabular.flat_out`	1

shap.explainers.other._maple (24 missing, 0 any)

	Symbol	Typable
`meth`	`Maple.init`	3
`meth`	`Maple.attributions`	3
`attr`	`Maple.model`	1
`attr`	`Maple.data`	1
`attr`	`Maple.data_mean`	1
`attr`	`Maple.explainer`	1
`attr`	`Maple.out_dim`	1
`attr`	`Maple.flat_out`	1
`meth`	`TreeMaple.init`	3
`meth`	`TreeMaple.attributions`	3
`attr`	`TreeMaple.model`	1
`attr`	`TreeMaple.data`	1
`attr`	`TreeMaple.data_mean`	1
`attr`	`TreeMaple.explainer`	1
`attr`	`TreeMaple.out_dim`	1
`attr`	`TreeMaple.flat_out`	1

shap.explainers.other._random (19 missing, 0 any)

	Symbol	Typable
`meth`	`Random.init`	8
`meth`	`Random.explain_row`	8
`attr`	`Random.constant`	1
`attr`	`Random.constant_attributions`	1
`attr`	`Random.model`	1

shap.explainers.other._treegain (5 missing, 0 any)

	Symbol	Typable
`meth`	`TreeGain.init`	2
`meth`	`TreeGain.attributions`	2
`attr`	`TreeGain.model`	1

shap.explainers.pytree (88 missing, 0 any)

	Symbol	Typable
`func`	`unwind_path`	7
`meth`	`TreeExplainer.init`	3
`meth`	`TreeExplainer.shap_values`	4
`meth`	`TreeExplainer.shap_interaction_values`	4
`meth`	`TreeExplainer.tree_shap`	7
`attr`	`TreeExplainer.model_type`	1
`attr`	`TreeExplainer.trees`	1
`attr`	`TreeExplainer.feature_indexes`	1
`attr`	`TreeExplainer.zero_fractions`	1
`attr`	`TreeExplainer.one_fractions`	1
`attr`	`TreeExplainer.pweights`	1
`func`	`extend_path`	9
`func`	`compute_expectations`	7
`func`	`tree_shap_recursive`	23
`meth`	`Tree.init`	3
`attr`	`Tree.children_left`	1
`attr`	`Tree.children_right`	1
`attr`	`Tree.children_default`	1
`attr`	`Tree.features`	1
`attr`	`Tree.thresholds`	1
`attr`	`Tree.node_sample_weight`	1
`attr`	`Tree.max_depth`	1
`attr`	`Tree.values`	1
`func`	`unwound_path_sum`	7

shap.maskers._composite (1 missing, 5 any)

	Symbol	Typable	Typed	Any
`meth`	`Composite.shape`	2	2	1
`meth`	`Composite.mask_shapes`	2	2	1
`meth`	`Composite.data_transform`	2	2	1
`meth`	`Composite.call`	3	3	2
`attr`	`Composite.clustering`	1	0	0

shap.maskers._fixed (0 missing, 3 any)

	Symbol	Typable	Typed	Any
`meth`	`Fixed.call`	3	3	2
`meth`	`Fixed.mask_shapes`	2	2	1

shap.maskers._fixed_composite (11 missing, 0 any)

	Symbol	Typable
`meth`	`FixedComposite.init`	2
`meth`	`FixedComposite.call`	3
`meth`	`FixedComposite.save`	2
`meth`	`FixedComposite.load`	3
`attr`	`FixedComposite.masker`	1

shap.maskers._image (25 missing, 0 any)

	Symbol	Typable
`meth`	`Image.init`	3
`meth`	`Image.call`	3
`meth`	`Image.inpaint`	4
`meth`	`Image.build_partition_tree`	1
`meth`	`Image.save`	2
`meth`	`Image.load`	3
`attr`	`Image.input_mask_value`	1
`attr`	`Image.shape`	1
`attr`	`Image.image_data`	1
`attr`	`Image.blur_kernel`	1
`attr`	`Image.fixed_background`	1
`attr`	`Image.last_xid`	1
`attr`	`Image.immutable_outputs`	1
`attr`	`Image.input_shape`	1
`attr`	`Image.mask_value`	1

shap.maskers._masker (0 missing, 3 any)

	Symbol	Typable	Typed	Any
`meth`	`Masker.call`	3	3	2
`meth`	`Masker._standardize_mask`	3	3	1

shap.maskers._output_composite (13 missing, 0 any)

	Symbol	Typable
`meth`	`OutputComposite.init`	3
`meth`	`OutputComposite.call`	3
`meth`	`OutputComposite.save`	2
`meth`	`OutputComposite.load`	3
`attr`	`OutputComposite.masker`	1
`attr`	`OutputComposite.model`	1

shap.maskers._tabular (14 missing, 0 any)

	Symbol	Typable
`meth`	`Impute.init`	3
`attr`	`Impute.data`	1
`attr`	`Impute.method`	1
`attr`	`Impute.mean`	1
`attr`	`Impute.cov`	1
`meth`	`Partition.init`	4
`meth`	`Independent.init`	3

shap.maskers._text (41 missing, 0 any)

	Symbol	Typable
`meth`	`Text.init`	5
`meth`	`Text.call`	3
`meth`	`Text.data_transform`	2
`meth`	`Text.token_segments`	2
`meth`	`Text.clustering`	2
`meth`	`Text._update_s_cache`	2
`meth`	`Text.shape`	2
`meth`	`Text.mask_shapes`	2
`meth`	`Text.invariants`	2
`meth`	`Text.feature_names`	2
`meth`	`Text.save`	2
`meth`	`Text.load`	3
`attr`	`Text.output_type`	1
`attr`	`Text.collapse_mask_token`	1
`attr`	`Text.input_mask_token`	1
`attr`	`Text.mask_token`	1
`attr`	`Text.mask_token_id`	1
`attr`	`Text.keep_prefix`	1
`attr`	`Text.keep_suffix`	1
`attr`	`Text.text_data`	1
`attr`	`Text.fixed_background`	1
`attr`	`Text.default_batch_size`	1
`attr`	`Text.immutable_outputs`	1
`attr`	`Text.tokenizer`	1

shap.models._model (1 missing, 3 any)

	Symbol	Typable	Typed	Any
`meth`	`Model.init`	2	2	1
`meth`	`Model.call`	2	2	1
`attr`	`Model.inner_model`	1	1	1
`attr`	`Model.output_names`	1	0	0

shap.models._teacher_forcing (39 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TeacherForcing.init`	7	0
`meth`	`TeacherForcing.call`	3	0
`meth`	`TeacherForcing.update_output_names`	2	1
`meth`	`TeacherForcing.get_output_names`	2	0
`meth`	`TeacherForcing.get_outputs`	2	0
`meth`	`TeacherForcing.get_inputs`	3	0
`meth`	`TeacherForcing.get_logodds`	2	0
`meth`	`TeacherForcing.model_inference`	3	0
`meth`	`TeacherForcing.get_teacher_forced_logits`	3	0
`meth`	`TeacherForcing.save`	2	0
`meth`	`TeacherForcing.load`	3	0
`attr`	`TeacherForcing.tokenizer`	1	0
`attr`	`TeacherForcing.device`	1	0
`attr`	`TeacherForcing.batch_size`	1	0
`attr`	`TeacherForcing.similarity_model_type`	1	0
`attr`	`TeacherForcing.text_generate`	1	0
`attr`	`TeacherForcing.similarity_model`	1	0
`attr`	`TeacherForcing.similarity_tokenizer`	1	0
`attr`	`TeacherForcing.model_agnostic`	1	0

shap.models._text_generation (26 missing, 0 any)

	Symbol	Typable
`meth`	`TextGeneration.init`	5
`meth`	`TextGeneration.call`	2
`meth`	`TextGeneration.get_inputs`	3
`meth`	`TextGeneration.model_generate`	2
`meth`	`TextGeneration.parse_prefix_suffix_for_model_generate_output`	2
`meth`	`TextGeneration.save`	2
`meth`	`TextGeneration.load`	3
`attr`	`TextGeneration.explanation_row`	1
`attr`	`TextGeneration.tokenizer`	1
`attr`	`TextGeneration.device`	1
`attr`	`TextGeneration.X`	1
`attr`	`TextGeneration.target_X`	1
`attr`	`TextGeneration.inner_model`	1
`attr`	`TextGeneration.model_agnostic`	1

shap.models._topk_lm (36 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TopKLM.init`	7	0
`meth`	`TopKLM.call`	3	0
`meth`	`TopKLM.update_cache_X`	2	0
`meth`	`TopKLM.get_output_names_and_update_topk_token_ids`	2	0
`meth`	`TopKLM.get_logodds`	2	0
`meth`	`TopKLM.get_inputs`	3	0
`meth`	`TopKLM.generate_topk_token_ids`	2	1
`meth`	`TopKLM.get_lm_logits`	2	0
`meth`	`TopKLM.save`	2	0
`meth`	`TopKLM.load`	3	0
`attr`	`TopKLM.tokenizer`	1	0
`attr`	`TopKLM.k`	1	0
`attr`	`TopKLM.batch_size`	1	0
`attr`	`TopKLM.device`	1	0
`attr`	`TopKLM.X`	1	0
`attr`	`TopKLM.topk_token_ids`	1	0
`attr`	`TopKLM.output_names`	1	0
`attr`	`TopKLM.model_type`	1	0
`attr`	`TopKLM.inner_model`	1	0

shap.models._transformers_pipeline (10 missing, 0 any)

	Symbol	Typable
`meth`	`TransformersPipeline.init`	3
`meth`	`TransformersPipeline.call`	2
`attr`	`TransformersPipeline.rescale_to_logits`	1
`attr`	`TransformersPipeline.label2id`	1
`attr`	`TransformersPipeline.id2label`	1
`attr`	`TransformersPipeline.output_shape`	1
`attr`	`TransformersPipeline.output_names`	1

shap.plots._bar (9 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`bar`	9	0	0

shap.plots._beeswarm (6 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`beeswarm`	17	11	0

shap.plots._benchmark (3 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`benchmark`	3	0	0

shap.plots._decision (19 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`decision`	23	4	0

shap.plots._embedding (7 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`embedding`	7	0	0

shap.plots._force (16 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`force`	15	0	0
`func`	`initjs`	1	0	0

shap.plots._group_difference (11 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`group_difference`	11	0	0

shap.plots._heatmap (9 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`heatmap`	10	1	0

shap.plots._image (3 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`image`	12	11	0
`func`	`image_to_text`	2	0	0

shap.plots._monitoring (6 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`monitoring`	6	0	0

shap.plots._partial_dependence (20 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`partial_dependence`	20	0	0

shap.plots._scatter (4 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`scatter`	18	14	0

shap.plots._text (9 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`text`	9	0	0

shap.plots._violin (23 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`violin`	23	0	0

shap.plots._waterfall (4 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`waterfall`	4	0	0

shap.plots.colors._colors (13 missing, 0 any)

	Symbol	Typable
`attr`	`red_blue_no_bounds`	1
`attr`	`gray_rgb`	1
`attr`	`red_white_blue`	1
`attr`	`light_red_rgb`	1
`attr`	`red_blue`	1
`attr`	`blue_rgb`	1
`attr`	`red_blue_transparent`	1
`attr`	`transparent_red`	1
`attr`	`red_transparent_blue`	1
`attr`	`red_blue_circle`	1
`attr`	`transparent_blue`	1
`attr`	`light_blue_rgb`	1
`attr`	`red_rgb`	1

shap.utils._general (0 missing, 9 any)

	Symbol	Typable	Typed	Any
`func`	`safe_isinstance`	3	3	1
`func`	`format_value`	3	3	1
`meth`	`OpChain.apply`	2	2	2
`meth`	`OpChain.call`	3	3	2
`meth`	`OpChain.getitem`	2	2	1
`func`	`potential_interactions`	3	3	2

shap.utils._legacy (4 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`kmeans`	4	0	0

shap.utils._masked_model (31 missing, 0 any)

	Symbol	Typable
`meth`	`MaskedModel.init`	6
`meth`	`MaskedModel.call`	4
`meth`	`MaskedModel._full_masking_call`	4
`meth`	`MaskedModel._delta_masking_call`	4
`meth`	`MaskedModel.len`	1
`meth`	`MaskedModel.varying_inputs`	1
`meth`	`MaskedModel.main_effects`	3
`prop`	`MaskedModel.mask_shapes`	1
`attr`	`MaskedModel.model`	1
`attr`	`MaskedModel.masker`	1
`attr`	`MaskedModel.link`	1
`attr`	`MaskedModel.linearize_link`	1
`attr`	`MaskedModel.args`	1
`func`	`make_masks`	2

shap.utils.image (21 missing, 0 any)

	Symbol	Typable
`func`	`load_image`	2
`func`	`add_sample_images`	2
`func`	`make_dir`	2
`func`	`check_valid_image`	2
`func`	`save_image`	3
`func`	`resize_image`	3
`func`	`display_grid_plot`	5
`func`	`is_empty`	2

shap.utils.transformers (7 missing, 0 any)

	Symbol	Typable
`func`	`is_transformers_lm`	2
`func`	`parse_prefix_suffix_for_tokenizer`	2
`func`	`getattr_silent`	3

Type-Ignore Comments

Flavor	Count
`type: ignore[misc]`	8
`type: ignore`	4
`type: ignore[attr-defined]`	4
`type: ignore[override]`	3
`type: ignore[dict-item]`	2

PyPI	https://pypi.org/project/shap/
Repository	https://github.com/shap/shap