LICENSE
README.md
setup.py
docs/conf.py
omnixai/__init__.py
omnixai.egg-info/PKG-INFO
omnixai.egg-info/SOURCES.txt
omnixai.egg-info/dependency_links.txt
omnixai.egg-info/not-zip-safe
omnixai.egg-info/requires.txt
omnixai.egg-info/top_level.txt
omnixai/data/__init__.py
omnixai/data/base.py
omnixai/data/image.py
omnixai/data/multi_inputs.py
omnixai/data/tabular.py
omnixai/data/text.py
omnixai/data/timeseries.py
omnixai/deployment/__init__.py
omnixai/deployment/bentoml/__init__.py
omnixai/deployment/bentoml/omnixai.py
omnixai/explainers/__init__.py
omnixai/explainers/base.py
omnixai/explainers/data/__init__.py
omnixai/explainers/data/auto.py
omnixai/explainers/data/chi_square.py
omnixai/explainers/data/correlation.py
omnixai/explainers/data/imbalance.py
omnixai/explainers/data/mutual_info.py
omnixai/explainers/nlp/__init__.py
omnixai/explainers/nlp/auto.py
omnixai/explainers/nlp/agnostic/__init__.py
omnixai/explainers/nlp/agnostic/l2x.py
omnixai/explainers/nlp/agnostic/lime.py
omnixai/explainers/nlp/agnostic/shap.py
omnixai/explainers/nlp/counterfactual/__init__.py
omnixai/explainers/nlp/counterfactual/polyjuice.py
omnixai/explainers/nlp/specific/__init__.py
omnixai/explainers/nlp/specific/ig.py
omnixai/explainers/prediction/__init__.py
omnixai/explainers/prediction/auto.py
omnixai/explainers/ranking/__init__.py
omnixai/explainers/ranking/agnostic/__init__.py
omnixai/explainers/ranking/agnostic/permutation.py
omnixai/explainers/ranking/agnostic/validity.py
omnixai/explainers/ranking/counterfactual/__init__.py
omnixai/explainers/ranking/counterfactual/mace.py
omnixai/explainers/tabular/__init__.py
omnixai/explainers/tabular/auto.py
omnixai/explainers/tabular/base.py
omnixai/explainers/tabular/agnostic/__init__.py
omnixai/explainers/tabular/agnostic/ale.py
omnixai/explainers/tabular/agnostic/lime.py
omnixai/explainers/tabular/agnostic/pdp.py
omnixai/explainers/tabular/agnostic/permutation.py
omnixai/explainers/tabular/agnostic/sensitivity.py
omnixai/explainers/tabular/agnostic/shap.py
omnixai/explainers/tabular/agnostic/shap_global.py
omnixai/explainers/tabular/agnostic/L2X/__init__.py
omnixai/explainers/tabular/agnostic/L2X/l2x.py
omnixai/explainers/tabular/agnostic/L2X/utils.py
omnixai/explainers/tabular/counterfactual/__init__.py
omnixai/explainers/tabular/counterfactual/ce.py
omnixai/explainers/tabular/counterfactual/knn.py
omnixai/explainers/tabular/counterfactual/mace/diversify.py
omnixai/explainers/tabular/counterfactual/mace/gld.py
omnixai/explainers/tabular/counterfactual/mace/greedy.py
omnixai/explainers/tabular/counterfactual/mace/mace.py
omnixai/explainers/tabular/counterfactual/mace/refine.py
omnixai/explainers/tabular/counterfactual/mace/retrieval.py
omnixai/explainers/tabular/counterfactual/mace/rl.py
omnixai/explainers/tabular/specific/__init__.py
omnixai/explainers/tabular/specific/decision_tree.py
omnixai/explainers/tabular/specific/ig.py
omnixai/explainers/tabular/specific/linear.py
omnixai/explainers/tabular/specific/shap_tree.py
omnixai/explainers/timeseries/__init__.py
omnixai/explainers/timeseries/auto.py
omnixai/explainers/timeseries/agnostic/__init__.py
omnixai/explainers/timeseries/agnostic/shap.py
omnixai/explainers/timeseries/counterfactual/__init__.py
omnixai/explainers/timeseries/counterfactual/ce.py
omnixai/explainers/timeseries/counterfactual/mace.py
omnixai/explainers/vision/__init__.py
omnixai/explainers/vision/auto.py
omnixai/explainers/vision/agnostic/__init__.py
omnixai/explainers/vision/agnostic/l2x.py
omnixai/explainers/vision/agnostic/lime.py
omnixai/explainers/vision/agnostic/pdp.py
omnixai/explainers/vision/agnostic/shap.py
omnixai/explainers/vision/counterfactual/__init__.py
omnixai/explainers/vision/counterfactual/ce.py
omnixai/explainers/vision/specific/__init__.py
omnixai/explainers/vision/specific/cem.py
omnixai/explainers/vision/specific/guided_bp.py
omnixai/explainers/vision/specific/ig.py
omnixai/explainers/vision/specific/smoothgrad.py
omnixai/explainers/vision/specific/utils.py
omnixai/explainers/vision/specific/feature_visualization/__init__.py
omnixai/explainers/vision/specific/feature_visualization/utils.py
omnixai/explainers/vision/specific/feature_visualization/visualizer.py
omnixai/explainers/vision/specific/feature_visualization/pytorch/__init__.py
omnixai/explainers/vision/specific/feature_visualization/pytorch/feature_maps.py
omnixai/explainers/vision/specific/feature_visualization/pytorch/optimizer.py
omnixai/explainers/vision/specific/feature_visualization/pytorch/preprocess.py
omnixai/explainers/vision/specific/feature_visualization/tf/__init__.py
omnixai/explainers/vision/specific/feature_visualization/tf/feature_maps.py
omnixai/explainers/vision/specific/feature_visualization/tf/optimizer.py
omnixai/explainers/vision/specific/feature_visualization/tf/preprocess.py
omnixai/explainers/vision/specific/gradcam/__init__.py
omnixai/explainers/vision/specific/gradcam/gradcam.py
omnixai/explainers/vision/specific/gradcam/pytorch/gradcam.py
omnixai/explainers/vision/specific/gradcam/tf/gradcam.py
omnixai/explainers/vision/specific/scorecam/__init__.py
omnixai/explainers/vision/specific/scorecam/scorecam.py
omnixai/explainers/vision/specific/scorecam/utils.py
omnixai/explainers/vision/specific/scorecam/pytorch/scorecam.py
omnixai/explainers/vision/specific/scorecam/tf/scorecam.py
omnixai/explainers/vision_language/__init__.py
omnixai/explainers/vision_language/specific/__init__.py
omnixai/explainers/vision_language/specific/ig.py
omnixai/explainers/vision_language/specific/gradcam/__init__.py
omnixai/explainers/vision_language/specific/gradcam/gradcam.py
omnixai/explainers/vision_language/specific/gradcam/pytorch/__init__.py
omnixai/explainers/vision_language/specific/gradcam/pytorch/gradcam.py
omnixai/explanations/__init__.py
omnixai/explanations/base.py
omnixai/explanations/utils.py
omnixai/explanations/image/__init__.py
omnixai/explanations/image/contrast.py
omnixai/explanations/image/counterfactual.py
omnixai/explanations/image/mask.py
omnixai/explanations/image/pixel_importance.py
omnixai/explanations/image/plain.py
omnixai/explanations/prediction/__init__.py
omnixai/explanations/prediction/confusion.py
omnixai/explanations/prediction/cumulative.py
omnixai/explanations/prediction/lift.py
omnixai/explanations/prediction/metrics.py
omnixai/explanations/prediction/pr.py
omnixai/explanations/prediction/residual.py
omnixai/explanations/prediction/roc.py
omnixai/explanations/tabular/__init__.py
omnixai/explanations/tabular/ale.py
omnixai/explanations/tabular/correlation.py
omnixai/explanations/tabular/counterfactual.py
omnixai/explanations/tabular/feature_importance.py
omnixai/explanations/tabular/imbalance.py
omnixai/explanations/tabular/linear.py
omnixai/explanations/tabular/pdp.py
omnixai/explanations/tabular/sensitivity.py
omnixai/explanations/tabular/tree.py
omnixai/explanations/tabular/validity.py
omnixai/explanations/text/__init__.py
omnixai/explanations/text/word_importance.py
omnixai/explanations/timeseries/__init__.py
omnixai/explanations/timeseries/counterfactual.py
omnixai/explanations/timeseries/feature_importance.py
omnixai/preprocessing/__init__.py
omnixai/preprocessing/base.py
omnixai/preprocessing/encode.py
omnixai/preprocessing/fill.py
omnixai/preprocessing/image.py
omnixai/preprocessing/normalize.py
omnixai/preprocessing/pipeline.py
omnixai/preprocessing/tabular.py
omnixai/preprocessing/text.py
omnixai/sampler/tabular.py
omnixai/tests/data/test_image.py
omnixai/tests/data/test_multi.py
omnixai/tests/data/test_tabular.py
omnixai/tests/data/test_text.py
omnixai/tests/data/test_timeseries.py
omnixai/tests/deployment/bentoml/api_server.py
omnixai/tests/deployment/bentoml/nlp/model.py
omnixai/tests/deployment/bentoml/nlp/request.py
omnixai/tests/deployment/bentoml/nlp/service.py
omnixai/tests/deployment/bentoml/nlp/test.py
omnixai/tests/deployment/bentoml/nlp/train.py
omnixai/tests/deployment/bentoml/tabular/request.py
omnixai/tests/deployment/bentoml/tabular/service.py
omnixai/tests/deployment/bentoml/tabular/test.py
omnixai/tests/deployment/bentoml/tabular/train.py
omnixai/tests/deployment/bentoml/vision/request.py
omnixai/tests/deployment/bentoml/vision/save.py
omnixai/tests/deployment/bentoml/vision/service.py
omnixai/tests/deployment/bentoml/vision/test.py
omnixai/tests/explainers/example.py
omnixai/tests/explainers/tasks.py
omnixai/tests/explainers/L2X/test_l2x.py
omnixai/tests/explainers/L2X/test_l2x_image_classification.py
omnixai/tests/explainers/L2X/test_l2x_tabular_classification.py
omnixai/tests/explainers/L2X/test_l2x_tabular_regression.py
omnixai/tests/explainers/L2X/test_l2x_text_classification.py
omnixai/tests/explainers/ale/test_ale_classification.py
omnixai/tests/explainers/ale/test_ale_regression.py
omnixai/tests/explainers/ce/test_ce_imagenet.py
omnixai/tests/explainers/ce/test_ce_tabular.py
omnixai/tests/explainers/ce/test_ce_tf.py
omnixai/tests/explainers/ce/test_ce_timeseries.py
omnixai/tests/explainers/ce/test_ce_torch.py
omnixai/tests/explainers/cem/cem_optimizer_tf.py
omnixai/tests/explainers/cem/cem_optimizer_torch.py
omnixai/tests/explainers/cem/test_cem_tf.py
omnixai/tests/explainers/cem/test_cem_torch.py
omnixai/tests/explainers/data/test_chi2.py
omnixai/tests/explainers/data/test_correlation.py
omnixai/tests/explainers/data/test_imbalance.py
omnixai/tests/explainers/data/test_mutual.py
omnixai/tests/explainers/decision_tree/test_tree_classification.py
omnixai/tests/explainers/decision_tree/test_tree_regression.py
omnixai/tests/explainers/feature_visualization/explainer_tf.py
omnixai/tests/explainers/feature_visualization/explainer_torch.py
omnixai/tests/explainers/feature_visualization/feature_explainer.py
omnixai/tests/explainers/feature_visualization/feature_map_explainer_tf.py
omnixai/tests/explainers/feature_visualization/feature_map_explainer_torch.py
omnixai/tests/explainers/feature_visualization/test_feature_optimizer_tf.py
omnixai/tests/explainers/feature_visualization/test_feature_optimizer_torch.py
omnixai/tests/explainers/feature_visualization/test_fft.py
omnixai/tests/explainers/feature_visualization/test_fv_preprocess_tf.py
omnixai/tests/explainers/feature_visualization/test_fv_preprocess_torch.py
omnixai/tests/explainers/feature_visualization/test_map_extractor_tf.py
omnixai/tests/explainers/feature_visualization/test_map_extractor_torch.py
omnixai/tests/explainers/gradcam/test_gradcam_tf.py
omnixai/tests/explainers/gradcam/test_gradcam_torch.py
omnixai/tests/explainers/gradcam/test_layercam_tf.py
omnixai/tests/explainers/gradcam/test_layercam_torch.py
omnixai/tests/explainers/gradcam/vlm_gradcam_torch.py
omnixai/tests/explainers/guided_bp/test_guided_bp_tf.py
omnixai/tests/explainers/guided_bp/test_guided_bp_torch.py
omnixai/tests/explainers/ig/nlp_tf.py
omnixai/tests/explainers/ig/nlp_torch.py
omnixai/tests/explainers/ig/test_compute_integrated_gradients.py
omnixai/tests/explainers/ig/test_ig_image.py
omnixai/tests/explainers/ig/test_ig_tabular.py
omnixai/tests/explainers/ig/vlm_ig_torch.py
omnixai/tests/explainers/knn/test_ce_knn.py
omnixai/tests/explainers/lime/test_lime_image_classification.py
omnixai/tests/explainers/lime/test_lime_tabular_classification.py
omnixai/tests/explainers/lime/test_lime_tabular_regression.py
omnixai/tests/explainers/lime/test_lime_text_classification.py
omnixai/tests/explainers/linear/test_linear_classification.py
omnixai/tests/explainers/linear/test_linear_regression.py
omnixai/tests/explainers/mace/test_mace.py
omnixai/tests/explainers/mace/test_mace_timeseries.py
omnixai/tests/explainers/mace/test_ranking.py
omnixai/tests/explainers/mace/test_retrieval.py
omnixai/tests/explainers/mace/test_rl_optimizer.py
omnixai/tests/explainers/pdp/pdp_image.py
omnixai/tests/explainers/pdp/test_tabular_classification.py
omnixai/tests/explainers/pdp/test_tabular_regression.py
omnixai/tests/explainers/permutation/test_permutation_classification.py
omnixai/tests/explainers/permutation/test_permutation_regression.py
omnixai/tests/explainers/polyjuice/polyjuice_classification.py
omnixai/tests/explainers/polyjuice/polyjuice_qa.py
omnixai/tests/explainers/prediction/test_classification_metrics.py
omnixai/tests/explainers/prediction/test_confusion.py
omnixai/tests/explainers/prediction/test_cumulative.py
omnixai/tests/explainers/prediction/test_lift.py
omnixai/tests/explainers/prediction/test_pr.py
omnixai/tests/explainers/prediction/test_regression_metric.py
omnixai/tests/explainers/prediction/test_residual.py
omnixai/tests/explainers/prediction/test_roc.py
omnixai/tests/explainers/ranking/test_perm_ranking.py
omnixai/tests/explainers/ranking/test_validity_ranking.py
omnixai/tests/explainers/scorecam/scorecam_torch.py
omnixai/tests/explainers/scorecam/test_scorecam_tf.py
omnixai/tests/explainers/sensitivity/test_sa_tabular.py
omnixai/tests/explainers/shap/shap_image_tf.py
omnixai/tests/explainers/shap/shap_image_torch.py
omnixai/tests/explainers/shap/shap_merlion.py
omnixai/tests/explainers/shap/shap_text.py
omnixai/tests/explainers/shap/test_shap_tabular_classification.py
omnixai/tests/explainers/shap/test_shap_tabular_global.py
omnixai/tests/explainers/shap/test_shap_tabular_regression.py
omnixai/tests/explainers/shap/test_shap_timeseries.py
omnixai/tests/explainers/shap_tree/shaptree_classification.py
omnixai/tests/explainers/shap_tree/shaptree_regression.py
omnixai/tests/explainers/smoothgrad/test_smooth_grad_tf.py
omnixai/tests/explainers/smoothgrad/test_smooth_grad_torch.py
omnixai/tests/preprocessing/test_encode.py
omnixai/tests/preprocessing/test_fill.py
omnixai/tests/preprocessing/test_image_transform.py
omnixai/tests/preprocessing/test_normalize.py
omnixai/tests/preprocessing/test_pipeline.py
omnixai/tests/preprocessing/test_tabular_transform.py
omnixai/tests/preprocessing/test_text_transform.py
omnixai/tests/sampler/test_sampler.py
omnixai/tests/utils/test_explanation_utils.py
omnixai/tests/utils/test_segmentation.py
omnixai/tests/utils/json/test_counterfactual.py
omnixai/tests/utils/json/test_feature_importance.py
omnixai/tests/utils/json/test_prediction.py
omnixai/tests/visualization/dashboard_da.py
omnixai/tests/visualization/dashboard_image.py
omnixai/tests/visualization/dashboard_image_compare.py
omnixai/tests/visualization/dashboard_tabular.py
omnixai/tests/visualization/dashboard_tabular_regression.py
omnixai/tests/visualization/dashboard_text.py
omnixai/tests/visualization/dashboard_text_imdb.py
omnixai/tests/visualization/dashboard_timeseries.py
omnixai/utils/__init__.py
omnixai/utils/misc.py
omnixai/utils/segmentation.py
omnixai/visualization/__init__.py
omnixai/visualization/dashboard.py
omnixai/visualization/layout.py
omnixai/visualization/plot.py
omnixai/visualization/state.py
omnixai/visualization/assets/Acumin-BdPro.otf
omnixai/visualization/assets/base.css
omnixai/visualization/assets/logo_small.png
omnixai/visualization/assets/resizing.js
omnixai/visualization/assets/styles.css
omnixai/visualization/assets/xai.css
omnixai/visualization/callbacks/__init__.py
omnixai/visualization/callbacks/data_exp.py
omnixai/visualization/callbacks/global_exp.py
omnixai/visualization/callbacks/local_exp.py
omnixai/visualization/callbacks/prediction_exp.py
omnixai/visualization/pages/__init__.py
omnixai/visualization/pages/data_exp.py
omnixai/visualization/pages/global_exp.py
omnixai/visualization/pages/local_exp.py
omnixai/visualization/pages/prediction_exp.py
omnixai/visualization/pages/utils.py