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1 | 1 | #!/usr/bin/env python3 |
2 | | -from captum.attr._core.dataloader_attr import DataLoaderAttribution # noqa |
3 | | -from captum.attr._core.deep_lift import DeepLift, DeepLiftShap # noqa |
4 | | -from captum.attr._core.feature_ablation import FeatureAblation # noqa |
5 | | -from captum.attr._core.feature_permutation import FeaturePermutation # noqa |
6 | | -from captum.attr._core.gradient_shap import GradientShap # noqa |
7 | | -from captum.attr._core.guided_backprop_deconvnet import ( # noqa |
8 | | - Deconvolution, |
9 | | - GuidedBackprop, |
10 | | -) |
11 | | -from captum.attr._core.guided_grad_cam import GuidedGradCam # noqa |
12 | | -from captum.attr._core.input_x_gradient import InputXGradient # noqa |
13 | | -from captum.attr._core.integrated_gradients import IntegratedGradients # noqa |
14 | | -from captum.attr._core.kernel_shap import KernelShap # noqa |
15 | | -from captum.attr._core.layer.grad_cam import LayerGradCam # noqa |
16 | | -from captum.attr._core.layer.internal_influence import InternalInfluence # noqa |
17 | | -from captum.attr._core.layer.layer_activation import LayerActivation # noqa |
18 | | -from captum.attr._core.layer.layer_conductance import LayerConductance # noqa |
19 | | -from captum.attr._core.layer.layer_deep_lift import ( # noqa |
20 | | - LayerDeepLift, |
21 | | - LayerDeepLiftShap, |
22 | | -) |
23 | | -from captum.attr._core.layer.layer_feature_ablation import LayerFeatureAblation # noqa |
24 | | -from captum.attr._core.layer.layer_feature_permutation import ( # noqa |
25 | | - LayerFeaturePermutation, |
26 | | -) |
27 | | -from captum.attr._core.layer.layer_gradient_shap import LayerGradientShap # noqa |
28 | | -from captum.attr._core.layer.layer_gradient_x_activation import ( # noqa |
29 | | - LayerGradientXActivation, |
30 | | -) |
31 | | -from captum.attr._core.layer.layer_integrated_gradients import ( # noqa |
32 | | - LayerIntegratedGradients, |
33 | | -) |
34 | | -from captum.attr._core.layer.layer_lrp import LayerLRP # noqa |
35 | | -from captum.attr._core.lime import Lime, LimeBase # noqa |
36 | | -from captum.attr._core.llm_attr import ( # noqa |
| 2 | +from captum.attr._core.dataloader_attr import DataLoaderAttribution |
| 3 | +from captum.attr._core.deep_lift import DeepLift, DeepLiftShap |
| 4 | +from captum.attr._core.feature_ablation import FeatureAblation |
| 5 | +from captum.attr._core.feature_permutation import FeaturePermutation |
| 6 | +from captum.attr._core.gradient_shap import GradientShap |
| 7 | +from captum.attr._core.guided_backprop_deconvnet import Deconvolution, GuidedBackprop |
| 8 | +from captum.attr._core.guided_grad_cam import GuidedGradCam |
| 9 | +from captum.attr._core.input_x_gradient import InputXGradient |
| 10 | +from captum.attr._core.integrated_gradients import IntegratedGradients |
| 11 | +from captum.attr._core.kernel_shap import KernelShap |
| 12 | +from captum.attr._core.layer.grad_cam import LayerGradCam |
| 13 | +from captum.attr._core.layer.internal_influence import InternalInfluence |
| 14 | +from captum.attr._core.layer.layer_activation import LayerActivation |
| 15 | +from captum.attr._core.layer.layer_conductance import LayerConductance |
| 16 | +from captum.attr._core.layer.layer_deep_lift import LayerDeepLift, LayerDeepLiftShap |
| 17 | +from captum.attr._core.layer.layer_feature_ablation import LayerFeatureAblation |
| 18 | +from captum.attr._core.layer.layer_feature_permutation import LayerFeaturePermutation |
| 19 | +from captum.attr._core.layer.layer_gradient_shap import LayerGradientShap |
| 20 | +from captum.attr._core.layer.layer_gradient_x_activation import LayerGradientXActivation |
| 21 | +from captum.attr._core.layer.layer_integrated_gradients import LayerIntegratedGradients |
| 22 | +from captum.attr._core.layer.layer_lrp import LayerLRP |
| 23 | +from captum.attr._core.lime import Lime, LimeBase |
| 24 | +from captum.attr._core.llm_attr import ( |
37 | 25 | LLMAttribution, |
38 | 26 | LLMAttributionResult, |
39 | 27 | LLMGradientAttribution, |
40 | 28 | ) |
41 | | -from captum.attr._core.lrp import LRP # noqa |
42 | | -from captum.attr._core.neuron.neuron_conductance import NeuronConductance # noqa |
43 | | -from captum.attr._core.neuron.neuron_deep_lift import ( # noqa |
44 | | - NeuronDeepLift, |
45 | | - NeuronDeepLiftShap, |
46 | | -) |
47 | | -from captum.attr._core.neuron.neuron_feature_ablation import ( # noqa |
48 | | - NeuronFeatureAblation, |
49 | | -) |
50 | | -from captum.attr._core.neuron.neuron_gradient import NeuronGradient # noqa |
51 | | -from captum.attr._core.neuron.neuron_gradient_shap import NeuronGradientShap # noqa |
52 | | -from captum.attr._core.neuron.neuron_guided_backprop_deconvnet import ( # noqa |
| 29 | +from captum.attr._core.lrp import LRP |
| 30 | +from captum.attr._core.neuron.neuron_conductance import NeuronConductance |
| 31 | +from captum.attr._core.neuron.neuron_deep_lift import NeuronDeepLift, NeuronDeepLiftShap |
| 32 | +from captum.attr._core.neuron.neuron_feature_ablation import NeuronFeatureAblation |
| 33 | +from captum.attr._core.neuron.neuron_gradient import NeuronGradient |
| 34 | +from captum.attr._core.neuron.neuron_gradient_shap import NeuronGradientShap |
| 35 | +from captum.attr._core.neuron.neuron_guided_backprop_deconvnet import ( |
53 | 36 | NeuronDeconvolution, |
54 | 37 | NeuronGuidedBackprop, |
55 | 38 | ) |
56 | | -from captum.attr._core.neuron.neuron_integrated_gradients import ( # noqa |
| 39 | +from captum.attr._core.neuron.neuron_integrated_gradients import ( |
57 | 40 | NeuronIntegratedGradients, |
58 | 41 | ) |
59 | | -from captum.attr._core.noise_tunnel import NoiseTunnel # noqa |
60 | | -from captum.attr._core.occlusion import Occlusion # noqa |
61 | | -from captum.attr._core.saliency import Saliency # noqa |
62 | | -from captum.attr._core.shapley_value import ShapleyValues, ShapleyValueSampling # noqa |
63 | | -from captum.attr._models.base import ( # noqa |
| 42 | +from captum.attr._core.noise_tunnel import NoiseTunnel |
| 43 | +from captum.attr._core.occlusion import Occlusion |
| 44 | +from captum.attr._core.saliency import Saliency |
| 45 | +from captum.attr._core.shapley_value import ShapleyValues, ShapleyValueSampling |
| 46 | +from captum.attr._models.base import ( |
64 | 47 | configure_interpretable_embedding_layer, |
65 | 48 | InterpretableEmbeddingBase, |
66 | 49 | remove_interpretable_embedding_layer, |
67 | 50 | TokenReferenceBase, |
68 | 51 | ) |
69 | | -from captum.attr._utils import visualization # noqa |
70 | | -from captum.attr._utils.attribution import ( # noqa # noqa # noqa # noqa # noqa |
| 52 | +from captum.attr._utils import visualization |
| 53 | +from captum.attr._utils.attribution import ( |
71 | 54 | Attribution, |
72 | 55 | GradientAttribution, |
73 | 56 | LayerAttribution, |
74 | 57 | NeuronAttribution, |
75 | 58 | PerturbationAttribution, |
76 | 59 | ) |
77 | | -from captum.attr._utils.baselines import ProductBaselines # noqa |
| 60 | +from captum.attr._utils.baselines import ProductBaselines |
78 | 61 | from captum.attr._utils.class_summarizer import ClassSummarizer |
79 | | -from captum.attr._utils.interpretable_input import ( # noqa |
| 62 | +from captum.attr._utils.interpretable_input import ( |
80 | 63 | InterpretableInput, |
81 | 64 | TextTemplateInput, |
82 | 65 | TextTokenInput, |
|
121 | 104 | "LayerConductance", |
122 | 105 | "LayerGradientXActivation", |
123 | 106 | "LayerActivation", |
| 107 | + "LayerFeaturePermutation", |
124 | 108 | "LayerFeatureAblation", |
125 | 109 | "LLMAttribution", |
126 | 110 | "LLMAttributionResult", |
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