mllm_shap package#
Subpackages#
- mllm_shap.connectors package
- Subpackages
- Submodules
- mllm_shap.connectors.config module
- mllm_shap.connectors.enums module
ModalityFlagModalityFlag.AUDIOModalityFlag.IGNOREModalityFlag.TEXTModalityFlag.as_integer_ratio()ModalityFlag.bit_count()ModalityFlag.bit_length()ModalityFlag.conjugate()ModalityFlag.denominatorModalityFlag.from_bytes()ModalityFlag.imagModalityFlag.is_integer()ModalityFlag.numeratorModalityFlag.realModalityFlag.to_bytes()
ModelHistoryTrackingModeModelHistoryTrackingMode.AUDIOModelHistoryTrackingMode.TEXTModelHistoryTrackingMode.TEXT_AUDIOModelHistoryTrackingMode.as_integer_ratio()ModelHistoryTrackingMode.bit_count()ModelHistoryTrackingMode.bit_length()ModelHistoryTrackingMode.conjugate()ModelHistoryTrackingMode.denominatorModelHistoryTrackingMode.from_bytes()ModelHistoryTrackingMode.imagModelHistoryTrackingMode.is_integer()ModelHistoryTrackingMode.numeratorModelHistoryTrackingMode.realModelHistoryTrackingMode.to_bytes()
RoleSystemRolesSetupSystemRolesSetup.NONESystemRolesSetup.SYSTEMSystemRolesSetup.SYSTEM_ASSISTANTSystemRolesSetup.as_integer_ratio()SystemRolesSetup.bit_count()SystemRolesSetup.bit_length()SystemRolesSetup.conjugate()SystemRolesSetup.denominatorSystemRolesSetup.from_bytes()SystemRolesSetup.imagSystemRolesSetup.is_integer()SystemRolesSetup.numeratorSystemRolesSetup.realSystemRolesSetup.to_bytes()
- mllm_shap.connectors.filters module
- Module contents
LiquidAudioLiquidAudioChatLiquidAudioChat.AUDIO_IN_SHAPELiquidAudioChat.AUDIO_OUT_SHAPELiquidAudioChat.EMPTY_ASSISTANT_TURNLiquidAudioChat.EMPTY_SYSTEM_TURNLiquidAudioChat.EMPTY_USER_TURNLiquidAudioChat.START_MARKLiquidAudioChat.add_audio()LiquidAudioChat.add_audio_with_transcript()LiquidAudioChat.add_text()LiquidAudioChat.append()LiquidAudioChat.attach_audio_to_segments()LiquidAudioChat.audio_empty_valueLiquidAudioChat.audio_tokensLiquidAudioChat.audio_tokens_maskLiquidAudioChat.audio_tokens_no_system_maskLiquidAudioChat.audio_tokens_no_system_mask_filteredLiquidAudioChat.cacheLiquidAudioChat.decode_audio()LiquidAudioChat.decode_text()LiquidAudioChat.deviceLiquidAudioChat.empty_turn_sequencesLiquidAudioChat.end_turn()LiquidAudioChat.external_group_idsLiquidAudioChat.external_group_ids_first_positionsLiquidAudioChat.external_group_ids_positive_maskLiquidAudioChat.external_shap_values_maskLiquidAudioChat.from_chat()LiquidAudioChat.get_conversation()LiquidAudioChat.get_new_chat_callableLiquidAudioChat.input_tokensLiquidAudioChat.input_tokens_numLiquidAudioChat.is_system_turnLiquidAudioChat.model_inputsLiquidAudioChat.new_turn()LiquidAudioChat.refresh()LiquidAudioChat.shap_values_maskLiquidAudioChat.speakerLiquidAudioChat.system_roles_setupLiquidAudioChat.text_tokensLiquidAudioChat.text_tokens_maskLiquidAudioChat.text_tokens_no_system_maskLiquidAudioChat.text_tokens_no_system_mask_filteredLiquidAudioChat.token_filterLiquidAudioChat.token_rolesLiquidAudioChat.token_sequences_to_excludeLiquidAudioChat.token_turnsLiquidAudioChat.tokens_modality_flagLiquidAudioChat.torch_deviceLiquidAudioChat.translate_groups_ids_mask()LiquidAudioChat.turn_numberLiquidAudioChat.validate_from_chat
ModelConfigSpectrogramGuidedAlignerTransformersCausalTextTransformersCausalText.configTransformersCausalText.deviceTransformersCausalText.generate()TransformersCausalText.get_contextual_embeddings()TransformersCausalText.get_new_chat()TransformersCausalText.get_static_embeddings()TransformersCausalText.history_tracking_modeTransformersCausalText.modelTransformersCausalText.processor
TransformersTextChatTransformersTextChat.add_audio()TransformersTextChat.add_audio_with_transcript()TransformersTextChat.add_text()TransformersTextChat.append()TransformersTextChat.apply_text_mask()TransformersTextChat.attach_audio_to_segments()TransformersTextChat.audio_tokensTransformersTextChat.audio_tokens_maskTransformersTextChat.audio_tokens_no_system_maskTransformersTextChat.audio_tokens_no_system_mask_filteredTransformersTextChat.cacheTransformersTextChat.decode_audio()TransformersTextChat.decode_text()TransformersTextChat.empty_turn_sequencesTransformersTextChat.end_turn()TransformersTextChat.external_group_idsTransformersTextChat.external_group_ids_first_positionsTransformersTextChat.external_group_ids_positive_maskTransformersTextChat.external_shap_values_maskTransformersTextChat.from_chat()TransformersTextChat.get_conversation()TransformersTextChat.get_new_chat_callableTransformersTextChat.input_tokensTransformersTextChat.input_tokens_numTransformersTextChat.is_system_turnTransformersTextChat.new_turn()TransformersTextChat.refresh()TransformersTextChat.shap_values_maskTransformersTextChat.speakerTransformersTextChat.system_roles_setupTransformersTextChat.text_tokensTransformersTextChat.text_tokens_maskTransformersTextChat.text_tokens_no_system_maskTransformersTextChat.text_tokens_no_system_mask_filteredTransformersTextChat.token_filterTransformersTextChat.token_rolesTransformersTextChat.token_sequences_to_excludeTransformersTextChat.token_turnsTransformersTextChat.tokenizerTransformersTextChat.tokens_modality_flagTransformersTextChat.torch_deviceTransformersTextChat.translate_groups_ids_mask()TransformersTextChat.turn_number
- mllm_shap.shap package
- Subpackages
- Submodules
- mllm_shap.shap.compact module
- mllm_shap.shap.embeddings module
- mllm_shap.shap.enums module
ModeMode.CONTEXTUALMode.STATICMode.capitalize()Mode.casefold()Mode.center()Mode.count()Mode.encode()Mode.endswith()Mode.expandtabs()Mode.find()Mode.format()Mode.format_map()Mode.index()Mode.isalnum()Mode.isalpha()Mode.isascii()Mode.isdecimal()Mode.isdigit()Mode.isidentifier()Mode.islower()Mode.isnumeric()Mode.isprintable()Mode.isspace()Mode.istitle()Mode.isupper()Mode.join()Mode.ljust()Mode.lower()Mode.lstrip()Mode.maketrans()Mode.partition()Mode.removeprefix()Mode.removesuffix()Mode.replace()Mode.rfind()Mode.rindex()Mode.rjust()Mode.rpartition()Mode.rsplit()Mode.rstrip()Mode.split()Mode.splitlines()Mode.startswith()Mode.strip()Mode.swapcase()Mode.title()Mode.translate()Mode.upper()Mode.zfill()
- mllm_shap.shap.explainer_result module
- mllm_shap.shap.neyman module
LimitedComplementaryNeymanShapExplainerLimitedComplementaryNeymanShapExplainer.allow_mask_duplicatesLimitedComplementaryNeymanShapExplainer.embedding_modelLimitedComplementaryNeymanShapExplainer.embedding_reducerLimitedComplementaryNeymanShapExplainer.fractionLimitedComplementaryNeymanShapExplainer.include_minimal_masksLimitedComplementaryNeymanShapExplainer.initial_fractionLimitedComplementaryNeymanShapExplainer.initial_num_samplesLimitedComplementaryNeymanShapExplainer.initial_stepsLimitedComplementaryNeymanShapExplainer.modeLimitedComplementaryNeymanShapExplainer.normalizerLimitedComplementaryNeymanShapExplainer.num_samplesLimitedComplementaryNeymanShapExplainer.similarity_measureLimitedComplementaryNeymanShapExplainer.total_n_callsLimitedComplementaryNeymanShapExplainer.use_standard_method
StandardComplementaryNeymanShapExplainerStandardComplementaryNeymanShapExplainer.allow_mask_duplicatesStandardComplementaryNeymanShapExplainer.embedding_modelStandardComplementaryNeymanShapExplainer.embedding_reducerStandardComplementaryNeymanShapExplainer.fractionStandardComplementaryNeymanShapExplainer.include_minimal_masksStandardComplementaryNeymanShapExplainer.initial_fractionStandardComplementaryNeymanShapExplainer.initial_num_samplesStandardComplementaryNeymanShapExplainer.initial_stepsStandardComplementaryNeymanShapExplainer.modeStandardComplementaryNeymanShapExplainer.normalizerStandardComplementaryNeymanShapExplainer.num_samplesStandardComplementaryNeymanShapExplainer.similarity_measureStandardComplementaryNeymanShapExplainer.total_n_callsStandardComplementaryNeymanShapExplainer.use_standard_method
- mllm_shap.shap.normalizers module
- mllm_shap.shap.precise module
- mllm_shap.shap.similarity module
- Module contents
ComplementaryNeymanShapExplainerComplementaryShapExplainerExplainerHierarchicalExplainerHierarchicalExplainer.computation_graphHierarchicalExplainer.first_layer_explainerHierarchicalExplainer.importance_sampling_min_fractionHierarchicalExplainer.kHierarchicalExplainer.modeHierarchicalExplainer.modelHierarchicalExplainer.n_callsHierarchicalExplainer.shap_explainerHierarchicalExplainer.total_n_callsHierarchicalExplainer.use_importance_sampling
McShapExplainerPreciseShapExplainer
- mllm_shap.utils package
Module contents#
MLLM-Shap: A library for SHAP (SHapley Additive exPlanations) values in Multi Modal Large Language Models.