Index

_

__call__() (nemo.core.classes.common.typecheck method) __init__() (nemo.collections.common.losses.AggregatorLoss method) (nemo.collections.common.losses.CrossEntropyLoss method) (nemo.collections.common.losses.MSELoss method) (nemo.collections.common.losses.SmoothedCrossEntropyLoss method) (nemo.collections.common.losses.SpanningLoss method) (nemo.collections.common.tokenizers.AutoTokenizer method) (nemo.collections.common.tokenizers.SentencePieceTokenizer method) (nemo.collections.common.tokenizers.TokenizerSpec method) (nemo.collections.multimodal.models.text_to_image.controlnet.controlnet.MegatronControlNet method) (nemo.collections.multimodal.models.text_to_image.dreambooth.dreambooth.MegatronDreamBooth method) (nemo.collections.multimodal.models.text_to_image.imagen.imagen.MegatronImagen method) (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder.AutoencoderKL method) (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.ddpm.MegatronLatentDiffusion method) (nemo.collections.multimodal.modules.imagen.encoder.t5encoder.T5Encoder method) (nemo.collections.multimodal.modules.stable_diffusion.encoders.modules.FrozenMegatronCLIPEmbedder method) (nemo.collections.nlp.models.language_modeling.megatron_base_model.MegatronBaseModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTAdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTInfusedAdapterModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5AdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5InfusedAdapterModel method) (nemo_curator.Filter method) (nemo_curator.Score method) (nemo_curator.ScoreFilter method)

_diarize_forward() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _diarize_input_manifest_processing() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _diarize_input_processing() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _diarize_on_begin() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _diarize_on_end() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _diarize_output_processing() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _input_audio_to_rttm_processing() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) _remove_extra_batch_keys() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) _setup_diarize_dataloader() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method)

A

access_cfg (nemo.core.classes.mixins.access_mixins.AccessMixin property) AccessMixin (class in nemo.core.classes.mixins.access_mixins) adapter_global_cfg_key (nemo.core.adapter_mixins.AdapterModuleMixin attribute) adapter_metadata_cfg_key (nemo.core.adapter_mixins.AdapterModuleMixin attribute) adapter_module_names (nemo.core.adapter_mixins.AdapterModelPTMixin property) AdapterModelPTMixin (class in nemo.core.adapter_mixins) AdapterModuleMixin (class in nemo.core.adapter_mixins) AdaptiveRMSNorm (class in nemo.collections.audio.parts.submodules.transformerunet) add_adapter() (nemo.collections.asr.modules.ConvASRDecoder method) (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.RNNTJoint method) (nemo.collections.nlp.parts.mixins.nlp_adapter_mixins.NLPAdapterModelMixin method) (nemo.core.adapter_mixins.AdapterModelPTMixin method) (nemo.core.adapter_mixins.AdapterModuleMixin method) add_interctc_losses() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) AddId (class in nemo_curator) AegisClassifier (class in nemo_curator.classifiers) AestheticClassifier (class in nemo_curator.image.classifiers) AggregatorLoss (class in nemo.collections.common.losses) align_length_sync_decoding() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) AlignerModel (class in nemo.collections.tts.models) alpha() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVE method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVP method) alpha_bar_from_alpha() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) alpha_t_max (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule property) AlphaFilter (class in nemo_curator.filters) ANLI (class in nemo_curator.tasks) AnnealedLangevinDynamics (class in nemo.collections.audio.parts.submodules.diffusion) apply_ban() (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter method) apply_diag_reg() (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter method)

apply_filter() (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter method) (nemo.collections.audio.parts.submodules.multichannel.WPEFilter method) ArcChallenge (class in nemo_curator.tasks) ArcEasy (class in nemo_curator.tasks) as_frozen() (nemo.core.NeuralModule method) ASRBPEMixin (class in nemo.collections.asr.parts.mixins.mixins) ASRModuleMixin (class in nemo.collections.asr.parts.mixins.mixins) AsyncLLMClient (class in nemo_curator) AsyncNemotronGenerator (class in nemo_curator.synthetic), [1] AsyncOpenAIClient (class in nemo_curator) AudioCodecModel (class in nemo.collections.tts.models) AudioToAudioModel (class in nemo.collections.audio.models) AudioToBPEDataset (class in nemo.collections.asr.data.audio_to_text) AudioToCharDataset (class in nemo.collections.asr.data.audio_to_text) AudioToMelSpectrogramPreprocessor (class in nemo.collections.asr.modules) AudioToMFCCPreprocessor (class in nemo.collections.asr.modules) AudioToSpectrogram (class in nemo.collections.audio.modules.transforms) AudioToTargetDataset (class in nemo.collections.audio.data.audio_to_audio) AudioToTargetWithEmbeddingDataset (class in nemo.collections.audio.data.audio_to_audio) AudioToTargetWithReferenceDataset (class in nemo.collections.audio.data.audio_to_audio) autocast (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) AutoencoderKL (class in nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder) AutoTokenizer (class in nemo.collections.common.tokenizers) AxisType (class in nemo.core.neural_types.axes)

B

backend (nemo_curator.filters.DocumentFilter property) (nemo_curator.modifiers.DocumentModifier property) BaseAudioDataset (class in nemo.collections.audio.data.audio_to_audio) BasePromptLearningDataset (class in nemo.collections.nlp.data.language_modeling.megatron.base_prompt_learning_dataset) batch_concat_states() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batch_copy_states() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batch_initialize_states() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batch_replace_states_all() (nemo.collections.asr.modules.RNNTDecoder class method) (nemo.collections.asr.modules.StatelessTransducerDecoder class method) batch_replace_states_mask() (nemo.collections.asr.modules.RNNTDecoder class method) (nemo.collections.asr.modules.StatelessTransducerDecoder class method) batch_score_hypothesis() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batch_select_state() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batch_size (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute)

batch_split_states() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) batched() (in module nemo_curator.utils.decorators) batched_cosine_similarity (nemo_curator.SemDedupConfig attribute) BeamCTCInfer (class in nemo.collections.asr.parts.submodules.ctc_beam_decoding) BeamRNNTInfer (class in nemo.collections.asr.parts.submodules.rnnt_beam_decoding) BeamTDTInfer (class in nemo.collections.asr.parts.submodules.tdt_beam_decoding) BertDataset (class in nemo.collections.nlp.data.language_modeling.megatron.bert_dataset) BigBenchHard (class in nemo_curator.tasks) BigBenchLight (class in nemo_curator.tasks) BitextFilter (class in nemo_curator.filters) blend_datasets (class in nemo_curator) BlendableDataset (class in nemo.collections.nlp.data.language_modeling.megatron.blendable_dataset) BoilerPlateStringFilter (class in nemo_curator.filters) BoilerPlateStringModifier (class in nemo_curator.modifiers) BoolQ (class in nemo_curator.tasks) bucket_id_to_int() (nemo_curator.LSH method) BucketsToEdges (class in nemo_curator) build_LDDL_data() (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) build_train_valid_test_datasets() (nemo.collections.nlp.models.language_modeling.megatron_bart_model.MegatronBARTModel method) (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) BulletsFilter (class in nemo_curator.filters)

C

cache_dir (nemo_curator.SemDedupConfig attribute) call() (nemo_curator.AddId method) (nemo_curator.DocumentJoiner method) (nemo_curator.DocumentSplitter method) (nemo_curator.ExactDuplicates method) (nemo_curator.Filter method) (nemo_curator.FuzzyDuplicates method) (nemo_curator.Modify method) (nemo_curator.Score method) (nemo_curator.ScoreFilter method) (nemo_curator.SemDedup method) (nemo_curator.Shuffle method) (nemo_curator.synthetic.NemotronCCDiverseQAPostprocessor method) (nemo_curator.synthetic.NemotronCCKnowledgeListPostprocessor method) (nemo_curator.TaskDecontamination method) (nemo_curator.ToBackend method) CB (class in nemo_curator.tasks) cfg (nemo.core.ModelPT property) change_attention_model() (nemo.collections.asr.modules.ConformerEncoder method) (nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin method) change_conv_asr_se_context_window() (nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin method) change_subsampling_conv_chunking_factor() (nemo.collections.asr.modules.ConformerEncoder method) (nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin method) ChannelAttentionPool (class in nemo.collections.audio.parts.submodules.multichannel) ChannelAugment (class in nemo.collections.audio.parts.submodules.multichannel) ChannelAveragePool (class in nemo.collections.audio.parts.submodules.multichannel) check_supported_adapter_type_() (nemo.core.adapter_mixins.AdapterModuleMixin method) check_valid_model_with_adapter_support_() (nemo.core.adapter_mixins.AdapterModelPTMixin method) classify_math_entity() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) classify_python_entity() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) clustering_input_partition_size (nemo_curator.SemDedupConfig attribute) clustering_save_loc (nemo_curator.SemDedupConfig attribute) ClusteringModel (class in nemo_curator) coefficients() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) (nemo.collections.audio.parts.submodules.diffusion.ReverseStochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation method) collate_fn() (nemo.collections.asr.data.text_to_text.TextToTextDataset method) (nemo.collections.asr.data.text_to_text.TextToTextIterableDataset method) CommonEnglishWordsFilter (class in nemo_curator.filters) compare() (nemo.core.neural_types.NeuralType method) compare_and_raise_error() (nemo.core.neural_types.NeuralType method) complete() (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) compute() (nemo.collections.common.metrics.Perplexity method) compute_filter_mask() (nemo_curator.Filter method) (nemo_curator.ScoreFilter method)

compute_ngram_score() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) compute_output() (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MHAResidualAddAdapterStrategy method) compute_semantic_match_dfs() (nemo_curator.SemanticClusterLevelDedup method) ConcatDataset (class in nemo.collections.common.data.dataset) ConcatMapDataset (class in nemo.collections.common.data.dataset) ConditionalFlow (class in nemo.collections.audio.parts.submodules.flow) ConditionalFlowMatchingEulerSampler (class in nemo.collections.audio.parts.submodules.flow) ConditionalFlowMatchingSampler (class in nemo.collections.audio.parts.submodules.flow) config (in module nemo.lightning.pytorch.callbacks), [1] configure_callbacks() (nemo.collections.audio.models.AudioToAudioModel method) configure_optimizers() (nemo.core.ModelPT method) configure_tokenizer() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) conformer_stream_step() (nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin method) ConformerEncoder (class in nemo.collections.asr.modules) ConnectedComponents (class in nemo_curator) ContentTypeClassifier (class in nemo_curator.classifiers) ControlledUnetModel (class in nemo.collections.multimodal.models.text_to_image.controlnet.controlnet) ConvASRDecoder (class in nemo.collections.asr.modules) ConvASRDecoderClassification (class in nemo.collections.asr.modules) ConvASREncoder (class in nemo.collections.asr.modules) convert_mel_spectrogram_to_linear() (nemo.collections.tts.models.base.MelToSpec method) convert_response_to_yaml_list() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) convert_spectrogram_to_audio() (nemo.collections.tts.models.base.Vocoder method) (nemo.collections.tts.models.GriffinLimModel method) (nemo.collections.tts.models.HifiGanModel method) (nemo.collections.tts.models.TwoStagesModel method) (nemo.collections.tts.models.UnivNetModel method) (nemo.collections.tts.models.WaveGlowModel method) ConvPositionEmbed (class in nemo.collections.audio.parts.submodules.transformerunet) convtensor() (nemo.collections.audio.parts.submodules.multichannel.WPEFilter class method) Copa (class in nemo_curator.tasks) copy() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) (nemo.collections.audio.parts.submodules.diffusion.ReverseStochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVE method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVP method) COQA (class in nemo_curator.tasks) Corrector (class in nemo.collections.audio.parts.submodules.diffusion) CropOrPadSpectrogramAugmentation (class in nemo.collections.asr.modules) CrossEntropyLoss (class in nemo.collections.common.losses) CTCBPEDecoding (class in nemo.collections.asr.parts.submodules.ctc_decoding) CTCDecoding (class in nemo.collections.asr.parts.submodules.ctc_decoding) cuda() (nemo.collections.tts.models.GriffinLimModel method) (nemo.collections.tts.models.TwoStagesModel method) (nemo.core.ModelPT method)

D

decode() (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder.AutoencoderKL method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) (nemo.collections.tts.models.AudioCodecModel method) decode_audio() (nemo.collections.tts.models.AudioCodecModel method) decode_hypothesis() (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding method) decode_ids_to_langs() (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTDecoding method) decode_ids_to_tokens() (nemo.collections.asr.parts.submodules.ctc_decoding.CTCBPEDecoding method) (nemo.collections.asr.parts.submodules.ctc_decoding.CTCDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTDecoding method) decode_tokens_to_lang() (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTDecoding method) decode_tokens_to_str() (nemo.collections.asr.parts.submodules.ctc_decoding.CTCBPEDecoding method) (nemo.collections.asr.parts.submodules.ctc_decoding.CTCDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding method) (nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTDecoding method) default_adapter_module_name (nemo.core.adapter_mixins.AdapterModelPTMixin property) default_beam_search() (nemo.collections.asr.parts.submodules.ctc_beam_decoding.BeamCTCInfer method) (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) dequantize() (nemo.collections.tts.models.AudioCodecModel method) device_type (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute)

DiarizationMixin (class in nemo.collections.asr.parts.mixins) diarize() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) (nemo.collections.asr.parts.mixins.DiarizationMixin method) diarize_generator() (nemo.collections.asr.parts.mixins.diarization.SpkDiarizationMixin method) disable_checks() (nemo.core.classes.common.typecheck static method) disable_cuda_graphs() (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedRNNTInfer method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedTDTInfer method) disable_semantic_checks() (nemo.core.classes.common.typecheck static method) disabled_deployment_input_names (nemo.collections.asr.modules.ConformerEncoder property) (nemo.collections.asr.modules.RNNTJoint property) (nemo.collections.tts.models.FastPitchModel property) (nemo.core.classes.exportable.Exportable property) disabled_deployment_output_names (nemo.collections.asr.modules.ConformerEncoder property) (nemo.core.classes.exportable.Exportable property) discretize() (nemo.collections.audio.parts.submodules.diffusion.ReverseStochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation method) distill() (nemo_curator.synthetic.NemotronCCGenerator method) DocumentDataset (class in nemo_curator.datasets) DocumentFilter (class in nemo_curator.filters) DocumentJoiner (class in nemo_curator) DocumentModifier (class in nemo_curator.modifiers) DocumentSplitter (class in nemo_curator) DomainClassifier (class in nemo_curator.classifiers) DownstreamTask (class in nemo_curator.tasks) DreamBoothDataset (class in nemo.collections.multimodal.data.dreambooth.dreambooth_dataset) Drop (class in nemo_curator.tasks) dt (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation property) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule property)

E

EfficientUNetModel (class in nemo.collections.multimodal.modules.imagen.diffusionmodules.nets) ElementType (class in nemo.core.neural_types.elements) EllipsisFilter (class in nemo_curator.filters) embedding_batch_size (nemo_curator.SemDedupConfig attribute) embedding_column (nemo_curator.SemDedupConfig attribute) embedding_max_mem_gb (nemo_curator.SemDedupConfig attribute) embedding_model_name_or_path (nemo_curator.SemDedupConfig attribute) embedding_pooling_strategy (nemo_curator.SemDedupConfig attribute) EmbeddingCreator (class in nemo_curator) embeddings_save_loc (nemo_curator.SemDedupConfig attribute) EncDecSpeakerLabelModel (class in nemo.collections.asr.models.label_models) EncMaskDecAudioToAudioModel (class in nemo.collections.audio.models) encode() (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.autoencoder.AutoencoderKL method) (nemo.collections.multimodal.modules.imagen.encoder.t5encoder.T5Encoder method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) (nemo.collections.tts.models.AudioCodecModel method)

encode_audio() (nemo.collections.tts.models.AudioCodecModel method) eps_thresholds (nemo_curator.SemDedupConfig attribute) eps_to_extract (nemo_curator.SemDedupConfig attribute) estimate_correlations() (nemo.collections.audio.parts.submodules.multichannel.WPEFilter method) estimate_filter() (nemo.collections.audio.parts.submodules.multichannel.WPEFilter method) ExactDuplicates (class in nemo_curator) exp_manager (class in nemo.utils.exp_manager) ExpManagerConfig (class in nemo.utils.exp_manager) export() (nemo.core.classes.exportable.Exportable method) Exportable (class in nemo.core.classes.exportable) extract_dedup_data() (nemo_curator.SemanticClusterLevelDedup method) extract_knowledge() (nemo_curator.synthetic.NemotronCCGenerator method) extract_state_dict_from() (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) (nemo.core.ModelPT class method)

F

f() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVE method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVP method) FastPitchModel (class in nemo.collections.tts.models) FastTextLabelModifier (class in nemo_curator.modifiers) FastTextLangId (class in nemo_curator.filters) FastTextQualityFilter (class in nemo_curator.filters) fields (nemo.core.neural_types.elements.ElementType property) Filter (class in nemo_curator) filter_by (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) finalize_interctc_metrics() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) FineWebEduClassifier (class in nemo_curator.classifiers) FineWebMixtralEduClassifier (class in nemo_curator.classifiers) FineWebNemotronEduClassifier (class in nemo_curator.classifiers) flashlight_beam_search() (nemo.collections.asr.parts.submodules.ctc_beam_decoding.BeamCTCInfer method) Float16Module (class in nemo.collections.nlp.modules.common.megatron.module) flow() (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) FlowMatchingAudioToAudioModel (class in nemo.collections.audio.models) format_conversation() (nemo_curator.synthetic.Mixtral8x7BFormatter static method) (nemo_curator.synthetic.NemotronFormatter static method) forward() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MHAResidualAddAdapterStrategy method) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MultiHeadAttentionAdapter method) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.RelPositionMultiHeadAttentionAdapter method) (nemo.collections.asr.parts.submodules.ctc_beam_decoding.BeamCTCInfer method) (nemo.collections.asr.parts.submodules.ctc_greedy_decoding.GreedyCTCInfer method) (nemo.collections.asr.parts.submodules.jasper.JasperBlock method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedRNNTInfer method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedTDTInfer method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyRNNTInfer method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyTDTInfer method) (nemo.collections.audio.losses.MAELoss method) (nemo.collections.audio.losses.MSELoss method) (nemo.collections.audio.losses.SDRLoss method) (nemo.collections.audio.models.EncMaskDecAudioToAudioModel method) (nemo.collections.audio.models.PredictiveAudioToAudioModel method) (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures method) (nemo.collections.audio.modules.masking.MaskBasedBeamformer method) (nemo.collections.audio.modules.masking.MaskBasedDereverbWPE method) (nemo.collections.audio.modules.masking.MaskEstimatorFlexChannels method) (nemo.collections.audio.modules.masking.MaskEstimatorGSS method) (nemo.collections.audio.modules.masking.MaskEstimatorRNN method) (nemo.collections.audio.modules.masking.MaskReferenceChannel method) (nemo.collections.audio.modules.projections.MixtureConsistencyProjection method) (nemo.collections.audio.modules.ssl_pretrain_masking.SSLPretrainWithMaskedPatch method) (nemo.collections.audio.modules.transforms.AudioToSpectrogram method) (nemo.collections.audio.modules.transforms.SpectrogramToAudio method) (nemo.collections.audio.parts.submodules.diffusion.AnnealedLangevinDynamics method) (nemo.collections.audio.parts.submodules.diffusion.Predictor method) (nemo.collections.audio.parts.submodules.diffusion.ReverseDiffusionPredictor method) (nemo.collections.audio.parts.submodules.multichannel.ChannelAttentionPool method) (nemo.collections.audio.parts.submodules.multichannel.ChannelAveragePool method) (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter method) (nemo.collections.audio.parts.submodules.multichannel.ReferenceChannelEstimatorSNR method) (nemo.collections.audio.parts.submodules.multichannel.TransformAttendConcatenate method) (nemo.collections.audio.parts.submodules.multichannel.TransformAverageConcatenate method) (nemo.collections.audio.parts.submodules.multichannel.WPEFilter method) (nemo.collections.audio.parts.submodules.ncsnpp.NoiseConditionalScoreNetworkPlusPlus method) (nemo.collections.audio.parts.submodules.ncsnpp.ResnetBlockBigGANPlusPlus method) (nemo.collections.audio.parts.submodules.transformerunet.ConvPositionEmbed method) (nemo.collections.audio.parts.submodules.transformerunet.LearnedSinusoidalPosEmb method) (nemo.collections.audio.parts.submodules.transformerunet.SpectrogramTransformerUNet method) (nemo.collections.audio.parts.submodules.transformerunet.TransformerUNet method) (nemo.collections.multimodal.models.text_to_image.controlnet.controlnet.ControlledUnetModel method) (nemo.collections.multimodal.modules.stable_diffusion.encoders.modules.FrozenMegatronCLIPEmbedder method) (nemo.collections.nlp.modules.common.megatron.retrieval_token_level_encoder_decoder.MegatronRetrievalTokenLevelEncoderDecoderModule method) (nemo.collections.nlp.modules.common.megatron.token_level_encoder_decoder.MegatronTokenLevelEncoderDecoderModule method) (nemo.collections.tts.models.AudioCodecModel method) (nemo.collections.tts.models.HifiGanModel method) (nemo.collections.tts.models.SpectrogramEnhancerModel method) (nemo.collections.tts.models.UnivNetModel method)

forward_enabled_adapters() (nemo.core.adapter_mixins.AdapterModuleMixin method) forward_for_export() (nemo.collections.tts.models.HifiGanModel method) (nemo.collections.tts.models.UnivNetModel method) forward_internal() (nemo.collections.audio.models.FlowMatchingAudioToAudioModel method) forward_single_enabled_adapter_() (nemo.core.adapter_mixins.AdapterModuleMixin method) forward_with_custom_noise() (nemo.collections.tts.models.SpectrogramEnhancerModel method) freeze() (nemo.core.NeuralModule method) from_pandas() (nemo_curator.datasets.DocumentDataset class method) from_webdataset() (nemo_curator.datasets.ImageTextPairDataset class method) FrozenMegatronCLIPEmbedder (class in nemo.collections.multimodal.modules.stable_diffusion.encoders.modules) full_state_update (nemo.collections.common.metrics.Perplexity attribute) FuzzyDuplicates (class in nemo_curator) FuzzyDuplicatesConfig (class in nemo_curator)

G

g() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVE method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVP method) GainPerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) GaussianFourierProjection (class in nemo.collections.audio.parts.submodules.ncsnpp) GEGLU (class in nemo.collections.audio.parts.submodules.transformerunet) GeneralCommentToCodeFilter (class in nemo_curator.filters) generate() (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTAdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTInfusedAdapterModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_prompt_learning_model.MegatronGPTPromptLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_sft_model.MegatronGPTSFTModel method) (nemo.collections.nlp.models.language_modeling.megatron_retrieval_model.MegatronRetrievalModel method) generate_closed_qa_instructions() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_dialogue() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_diverse_qa() (nemo_curator.synthetic.NemotronCCGenerator method) generate_hash_permutation_seeds() (nemo_curator.MinHash method) generate_knowledge_list() (nemo_curator.synthetic.NemotronCCGenerator method) generate_macro_topics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_math_macro_topics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_math_problem() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_math_subtopics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_open_qa_from_topic() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_python_macro_topics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_python_problem() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_python_subtopics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_seeds() (nemo_curator.MinHash method) generate_spectrogram() (nemo.collections.tts.models.base.SpectrogramGenerator method) (nemo.collections.tts.models.FastPitchModel method) (nemo.collections.tts.models.MixerTTSModel method) (nemo.collections.tts.models.RadTTSModel method) (nemo.collections.tts.models.Tacotron2Model method) generate_subtopics() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_time() (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method)

generate_two_turn_prompt() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) generate_writing_tasks() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) get_accepted_adapter_types() (nemo.core.adapter_mixins.AdapterModuleMixin method) get_adapter_cfg() (nemo.core.adapter_mixins.AdapterModuleMixin method) get_adapter_module() (nemo.core.adapter_mixins.AdapterModuleMixin method) get_alibi_bias() (nemo.collections.audio.parts.submodules.transformerunet.TransformerUNet method) get_alphas() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) get_captured_interctc_tensors() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) get_client() (in module nemo_curator) get_default_strategy_config() (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MultiHeadAttentionAdapter method) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.PositionalEncodingAdapter method) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.RelPositionalEncodingAdapter method) (nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.RelPositionMultiHeadAttentionAdapter method) get_embedding() (nemo.collections.asr.models.label_models.EncDecSpeakerLabelModel method) get_enabled_adapters() (nemo.core.adapter_mixins.AdapterModelPTMixin method) (nemo.core.adapter_mixins.AdapterModuleMixin method) get_export_config() (nemo.core.classes.exportable.Exportable method) get_export_subnet() (nemo.core.classes.exportable.Exportable method) get_hf_model_filter() (nemo.core.classes.mixins.hf_io_mixin.HuggingFaceFileIO class method) get_interctc_param() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) get_iterable() (nemo.collections.common.data.dataset.ConcatDataset method) get_mean_std_time_channel() (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures class method) get_mean_time_channel() (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures static method) get_module_registry() (nemo.core.classes.mixins.access_mixins.AccessMixin class method) get_network_interfaces() (in module nemo_curator) get_output_length() (nemo.collections.audio.modules.transforms.AudioToSpectrogram method) (nemo.collections.audio.modules.transforms.SpectrogramToAudio method) get_sigmas() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) get_test_dataloader_prefix() (nemo.core.ModelPT method) get_validation_dataloader_prefix() (nemo.core.ModelPT method) GPTDataset (class in nemo.collections.nlp.data.language_modeling.megatron.gpt_dataset) GPTModel (class in nemo.collections.nlp.models.language_modeling.megatron.gpt_model) GPTSFTChatDataset (class in nemo.collections.nlp.data.language_modeling.megatron.gpt_sft_chat_dataset) GPTSFTDataset (class in nemo.collections.nlp.data.language_modeling.megatron.gpt_sft_dataset) greedy_search() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) GreedyBatchedRNNTInfer (class in nemo.collections.asr.parts.submodules.rnnt_greedy_decoding) GreedyBatchedTDTInfer (class in nemo.collections.asr.parts.submodules.rnnt_greedy_decoding) GreedyCTCInfer (class in nemo.collections.asr.parts.submodules.ctc_greedy_decoding) GreedyRNNTInfer (class in nemo.collections.asr.parts.submodules.rnnt_greedy_decoding) GreedyTDTInfer (class in nemo.collections.asr.parts.submodules.rnnt_greedy_decoding) GriffinLimModel (class in nemo.collections.tts.models)

H

has_artifacts() (nemo.core.ModelPT method) has_native_or_submodules_artifacts() (nemo.core.ModelPT method) has_nemo_submodules() (nemo.core.ModelPT method) hash_documents() (nemo_curator.ExactDuplicates method) HifiGanModel (class in nemo.collections.tts.models)

HistogramFilter (class in nemo_curator.filters) hparams (nemo.core.ModelPT property) HTMLBoilerplateFilter (class in nemo_curator.filters) HuggingFaceFileIO (class in nemo.core.classes.mixins.hf_io_mixin) Hypothesis (class in nemo.collections.asr.parts.utils.rnnt_utils)

I

identify_duplicates() (nemo_curator.ExactDuplicates method) (nemo_curator.FuzzyDuplicates method) ImageClassifier (class in nemo_curator.image.classifiers) ImageEmbedder (class in nemo_curator.image.embedders) ImageTextPairDataset (class in nemo_curator.datasets) import_filter() (in module nemo_curator.filters) import_task (class in nemo_curator.tasks) ImpulsePerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) init_alibi() (nemo.collections.audio.parts.submodules.transformerunet.TransformerUNet method) init_weights_() (nemo.collections.audio.parts.submodules.ncsnpp.ResnetBlockBigGANPlusPlus method) initialize_state() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) input_example() (nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor method) (nemo.collections.asr.modules.ConformerEncoder method) (nemo.collections.asr.modules.ConvASRDecoder method) (nemo.collections.asr.modules.ConvASRDecoderClassification method) (nemo.collections.asr.modules.ConvASREncoder method) (nemo.collections.asr.modules.RNNEncoder method) (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.RNNTJoint method) (nemo.collections.asr.modules.SpeakerDecoder method) (nemo.collections.asr.modules.SqueezeformerEncoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) (nemo.collections.tts.models.FastPitchModel method) (nemo.collections.tts.models.HifiGanModel method) (nemo.collections.tts.models.UnivNetModel method) (nemo.core.NeuralModule method) input_types (nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor property) (nemo.collections.asr.modules.AudioToMFCCPreprocessor property) (nemo.collections.asr.modules.ConformerEncoder property) (nemo.collections.asr.modules.ConvASRDecoder property) (nemo.collections.asr.modules.ConvASRDecoderClassification property) (nemo.collections.asr.modules.ConvASREncoder property) (nemo.collections.asr.modules.CropOrPadSpectrogramAugmentation property) (nemo.collections.asr.modules.RNNEncoder property) (nemo.collections.asr.modules.RNNTDecoder property) (nemo.collections.asr.modules.RNNTJoint property) (nemo.collections.asr.modules.SpeakerDecoder property) (nemo.collections.asr.modules.SpectrogramAugmentation property) (nemo.collections.asr.modules.SqueezeformerEncoder property) (nemo.collections.asr.modules.StatelessTransducerDecoder property) (nemo.collections.asr.parts.submodules.ctc_greedy_decoding.GreedyCTCInfer property) (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer property) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer property) (nemo.collections.audio.losses.MAELoss property) (nemo.collections.audio.losses.MSELoss property) (nemo.collections.audio.losses.SDRLoss property) (nemo.collections.audio.models.EncMaskDecAudioToAudioModel property) (nemo.collections.audio.models.FlowMatchingAudioToAudioModel property) (nemo.collections.audio.models.PredictiveAudioToAudioModel property) (nemo.collections.audio.models.SchroedingerBridgeAudioToAudioModel property) (nemo.collections.audio.models.ScoreBasedGenerativeAudioToAudioModel property) (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures property) (nemo.collections.audio.modules.masking.MaskBasedBeamformer property) (nemo.collections.audio.modules.masking.MaskBasedDereverbWPE property) (nemo.collections.audio.modules.masking.MaskEstimatorFlexChannels property) (nemo.collections.audio.modules.masking.MaskEstimatorGSS property) (nemo.collections.audio.modules.masking.MaskEstimatorRNN property) (nemo.collections.audio.modules.masking.MaskReferenceChannel property) (nemo.collections.audio.modules.projections.MixtureConsistencyProjection property) (nemo.collections.audio.modules.ssl_pretrain_masking.SSLPretrainWithMaskedPatch property) (nemo.collections.audio.modules.transforms.AudioToSpectrogram property) (nemo.collections.audio.modules.transforms.SpectrogramToAudio property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAttentionPool property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAugment property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAveragePool property) (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter property) (nemo.collections.audio.parts.submodules.multichannel.ReferenceChannelEstimatorSNR property) (nemo.collections.audio.parts.submodules.multichannel.TransformAttendConcatenate property) (nemo.collections.audio.parts.submodules.multichannel.TransformAverageConcatenate property) (nemo.collections.audio.parts.submodules.multichannel.WPEFilter property) (nemo.collections.audio.parts.submodules.ncsnpp.GaussianFourierProjection property) (nemo.collections.audio.parts.submodules.ncsnpp.NoiseConditionalScoreNetworkPlusPlus property) (nemo.collections.audio.parts.submodules.ncsnpp.SpectrogramNoiseConditionalScoreNetworkPlusPlus property) (nemo.collections.audio.parts.submodules.transformerunet.SpectrogramTransformerUNet property) (nemo.collections.audio.parts.submodules.transformerunet.TransformerUNet property) (nemo.collections.tts.models.FastPitchModel property) (nemo.collections.tts.models.HifiGanModel property) (nemo.collections.tts.models.MixerTTSModel property) (nemo.collections.tts.models.Tacotron2Model property) (nemo.collections.tts.models.TwoStagesModel property) (nemo.collections.tts.models.UnivNetModel property) (nemo.collections.tts.models.WaveGlowModel property)

input_types_for_export (nemo.collections.asr.modules.ConformerEncoder property) InstructionDataGuardClassifier (class in nemo_curator.classifiers) int_column (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) InterCTCMixin (class in nemo.collections.asr.parts.mixins.interctc_mixin) interpolate_speaker() (nemo.collections.tts.models.FastPitchModel method) is_adapter_available() (nemo.core.adapter_mixins.AdapterModelPTMixin method) (nemo.core.adapter_mixins.AdapterModuleMixin method) is_interctc_enabled() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) istft() (nemo.collections.audio.modules.transforms.SpectrogramToAudio method)

J

JaccardSimilarity (class in nemo_curator)

JasperBlock (class in nemo.collections.asr.parts.submodules.jasper) joint_after_projection() (nemo.collections.asr.modules.RNNTJoint method)

K

keep_bitext() (nemo_curator.filters.LengthRatioFilter method) (nemo_curator.filters.QualityEstimationFilter method) keep_document() (nemo_curator.filters.AlphaFilter method) (nemo_curator.filters.BoilerPlateStringFilter method) (nemo_curator.filters.BulletsFilter method) (nemo_curator.filters.CommonEnglishWordsFilter method) (nemo_curator.filters.DocumentFilter method) (nemo_curator.filters.EllipsisFilter method) (nemo_curator.filters.FastTextLangId method) (nemo_curator.filters.FastTextQualityFilter method) (nemo_curator.filters.GeneralCommentToCodeFilter method) (nemo_curator.filters.HistogramFilter method) (nemo_curator.filters.HTMLBoilerplateFilter method) (nemo_curator.filters.LongWordFilter method) (nemo_curator.filters.MeanWordLengthFilter method) (nemo_curator.filters.NonAlphaNumericFilter method) (nemo_curator.filters.NumberOfLinesOfCodeFilter method) (nemo_curator.filters.NumbersFilter method) (nemo_curator.filters.ParenthesesFilter method) (nemo_curator.filters.PerExtensionFilter method) (nemo_curator.filters.PornographicUrlsFilter method) (nemo_curator.filters.PunctuationFilter method) (nemo_curator.filters.PythonCommentToCodeFilter method) (nemo_curator.filters.RepeatedLinesByCharFilter method) (nemo_curator.filters.RepeatedLinesFilter method) (nemo_curator.filters.RepeatedParagraphsByCharFilter method) (nemo_curator.filters.RepeatedParagraphsFilter method) (nemo_curator.filters.RepeatingDuplicateNGramsFilter method) (nemo_curator.filters.RepeatingTopNGramsFilter method) (nemo_curator.filters.SubstringFilter method) (nemo_curator.filters.SymbolsToWordsFilter method) (nemo_curator.filters.TokenCountFilter method) (nemo_curator.filters.TokenizerFertilityFilter method) (nemo_curator.filters.UrlsFilter method) (nemo_curator.filters.WhiteSpaceFilter method) (nemo_curator.filters.WordCountFilter method) (nemo_curator.filters.WordsWithoutAlphabetsFilter method) (nemo_curator.filters.XMLHeaderFilter method)

kmeans_with_cos_dist (nemo_curator.SemDedupConfig attribute)

L

Lambada (class in nemo_curator.tasks) LearnedSinusoidalPosEmb (class in nemo.collections.audio.parts.submodules.transformerunet) LengthRatioFilter (class in nemo_curator.filters) LhotseAudioToTargetDataset (class in nemo.collections.audio.data.audio_to_audio_lhotse) LineRemover (class in nemo_curator.modifiers) list_available_models() (nemo.collections.audio.models.AudioToAudioModel class method) (nemo.collections.audio.models.EncMaskDecAudioToAudioModel class method) (nemo.collections.tts.models.AlignerModel class method) (nemo.collections.tts.models.AudioCodecModel method) (nemo.collections.tts.models.base.MelToSpec class method) (nemo.collections.tts.models.base.SpectrogramGenerator class method) (nemo.collections.tts.models.base.Vocoder class method) (nemo.collections.tts.models.FastPitchModel class method) (nemo.collections.tts.models.HifiGanModel class method) (nemo.collections.tts.models.MixerTTSModel class method) (nemo.collections.tts.models.SpectrogramEnhancerModel class method) (nemo.collections.tts.models.Tacotron2Model class method) (nemo.collections.tts.models.TwoStagesModel class method) (nemo.collections.tts.models.UnivNetModel class method) (nemo.collections.tts.models.WaveGlowModel class method)

list_export_subnets() (nemo.core.classes.exportable.Exportable method) LLMClient (class in nemo_curator) load_adapters() (nemo.collections.nlp.parts.mixins.nlp_adapter_mixins.NLPAdapterModelMixin method) (nemo.core.adapter_mixins.AdapterModelPTMixin method) load_config_and_state_dict() (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) load_dataset_shard() (nemo_curator.image.embedders.ImageEmbedder method) (nemo_curator.image.embedders.TimmImageEmbedder method) load_deidentifier() (nemo_curator.modifiers.PiiModifier method) load_embedding_model() (nemo_curator.image.embedders.ImageEmbedder method) (nemo_curator.image.embedders.TimmImageEmbedder method) load_from_checkpoint() (nemo.core.ModelPT class method) load_instance_with_state_dict() (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) load_model() (nemo_curator.image.classifiers.AestheticClassifier method) (nemo_curator.image.classifiers.ImageClassifier method) (nemo_curator.image.classifiers.NsfwClassifier method) load_part_of_state_dict() (nemo.core.ModelPT method) LongWordFilter (class in nemo_curator.filters) LSH (class in nemo_curator) lsh() (nemo_curator.LSH method)

M

MAELoss (class in nemo.collections.audio.losses) make_pad_mask() (nemo.collections.asr.modules.SqueezeformerEncoder method) MarkdownRemover (class in nemo_curator.modifiers) mask_select_states() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) MaskBasedBeamformer (class in nemo.collections.audio.modules.masking) MaskBasedDereverbWPE (class in nemo.collections.audio.modules.masking) masked_cross_entropy() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) (in module nemo.collections.speechlm.models.hf_auto_model_for_speech_seq2seq) MaskEstimatorFlexChannels (class in nemo.collections.audio.modules.masking) MaskEstimatorGSS (class in nemo.collections.audio.modules.masking) MaskEstimatorRNN (class in nemo.collections.audio.modules.masking) MaskReferenceChannel (class in nemo.collections.audio.modules.masking) match_batch_length() (nemo.collections.audio.models.AudioToAudioModel static method) max_chars (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) max_iter (nemo_curator.SemDedupConfig attribute) max_mem_gb (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) maybe_enable_cuda_graphs() (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedRNNTInfer method) (nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedTDTInfer method) maybe_init_from_pretrained_checkpoint() (nemo.core.ModelPT method) mean() (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) (nemo.collections.audio.parts.submodules.flow.OptimalTransportFlow method) MeanWordLengthFilter (class in nemo_curator.filters) MegatronBARTModel (class in nemo.collections.nlp.models.language_modeling.megatron_bart_model) MegatronBaseModel (class in nemo.collections.nlp.models.language_modeling.megatron_base_model) MegatronBertModel (class in nemo.collections.nlp.models.language_modeling.megatron_bert_model) MegatronControlNet (class in nemo.collections.multimodal.models.text_to_image.controlnet.controlnet) MegatronDreamBooth (class in nemo.collections.multimodal.models.text_to_image.dreambooth.dreambooth) MegatronGPTAdapterLearningModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model)

MegatronGPTExportableModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_model) MegatronGPTInfusedAdapterModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model) MegatronGPTModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_model) MegatronGPTPromptLearningModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_prompt_learning_model) MegatronGPTSFTModel (class in nemo.collections.nlp.models.language_modeling.megatron_gpt_sft_model) MegatronImagen (class in nemo.collections.multimodal.models.text_to_image.imagen.imagen) MegatronLatentDiffusion (class in nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.ddpm) MegatronModule (class in nemo.collections.nlp.modules.common.megatron.module) MegatronRetrievalModel (class in nemo.collections.nlp.models.language_modeling.megatron_retrieval_model) MegatronRetrievalTokenLevelEncoderDecoderModule (class in nemo.collections.nlp.modules.common.megatron.retrieval_token_level_encoder_decoder) MegatronT5AdapterLearningModel (class in nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model) MegatronT5InfusedAdapterModel (class in nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model) MegatronT5Model (class in nemo.collections.nlp.models.language_modeling.megatron_t5_model) MegatronTokenLevelEncoderDecoderModule (class in nemo.collections.nlp.modules.common.megatron.token_level_encoder_decoder) MelToSpec (class in nemo.collections.tts.models.base) merge_cfg_with() (nemo.collections.nlp.parts.mixins.nlp_adapter_mixins.NLPAdapterModelMixin class method) merge_duplicate_hypotheses() (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) merge_inference_cfg() (nemo.collections.nlp.parts.mixins.nlp_adapter_mixins.NLPAdapterModelMixin class method) MHAResidualAddAdapterStrategy (class in nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module) MinHash (class in nemo_curator) minhash32() (nemo_curator.MinHash method) minhash64() (nemo_curator.MinHash method) MixerTTSModel (class in nemo.collections.tts.models) MixerTTSXDataset (class in nemo.collections.tts.data.dataset) Mixtral8x7BFormatter (class in nemo_curator.synthetic) MixtureConsistencyProjection (class in nemo.collections.audio.modules.projections) MMLU (class in nemo_curator.tasks) MockGPTDataset (class in nemo.collections.nlp.data.language_modeling.megatron.gpt_dataset) ModelPT (class in nemo.core) modified_adaptive_expansion_search() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) Modify (class in nemo_curator) modify_state_dict() (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) MSELoss (class in nemo.collections.audio.losses) (class in nemo.collections.common.losses) multi_test_epoch_end() (nemo.collections.audio.models.AudioToAudioModel method) (nemo.core.ModelPT method) multi_validation_epoch_end() (nemo.collections.audio.models.AudioToAudioModel method) (nemo.core.ModelPT method) MultiHeadAttentionAdapter (class in nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module) Multilingual (class in nemo_curator.tasks) MultilingualDomainClassifier (class in nemo_curator.classifiers) MultiRC (class in nemo_curator.tasks)

N

n_clusters (nemo_curator.SemDedupConfig attribute) named_nemo_modules() (nemo.core.ModelPT method) NBestHypotheses (class in nemo.collections.asr.parts.utils.rnnt_utils) NeMoBertModel (class in nemo.collections.nlp.models.language_modeling.megatron.bert.bert_model) NemoDeployClient (class in nemo_curator) NemotronCCDiverseQAPostprocessor (class in nemo_curator.synthetic) NemotronCCGenerator (class in nemo_curator.synthetic) NemotronCCKnowledgeListPostprocessor (class in nemo_curator.synthetic) NemotronFormatter (class in nemo_curator.synthetic) NemotronGenerator (class in nemo_curator.synthetic) NeuralModule (class in nemo.core) (class in nemo.core.classes.module) NeuralType (class in nemo.core.neural_types) NeuralTypeComparisonResult (class in nemo.core.neural_types.comparison) NewlineNormalizer (class in nemo_curator.modifiers) NLPAdapterModelMixin (class in nemo.collections.nlp.parts.mixins.nlp_adapter_mixins)

NoFormat (class in nemo_curator.synthetic) NoiseConditionalScoreNetworkPlusPlus (class in nemo.collections.audio.parts.submodules.ncsnpp) NoisePerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) NonAlphaNumericFilter (class in nemo_curator.filters) normalize() (nemo.collections.audio.modules.masking.MaskEstimatorGSS method) normalize_mean() (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures method) normalize_mean_var() (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures method) NsfwClassifier (class in nemo_curator.image.classifiers) num_channels (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures property) num_channels() (nemo.collections.audio.data.audio_to_audio.BaseAudioDataset method) num_features (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures property) num_files (nemo_curator.SemDedupConfig attribute) num_weights (nemo.core.ModelPT property) (nemo.core.NeuralModule property) NumberOfLinesOfCodeFilter (class in nemo_curator.filters) NumbersFilter (class in nemo_curator.filters) NumDasc (class in nemo_curator.tasks)

O

on_after_backward() (nemo.collections.audio.models.AudioToAudioModel method) on_fit_start() (nemo.core.ModelPT method) on_load_checkpoint() (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) on_predict_end() (nemo.core.ModelPT method) on_save_checkpoint() (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) on_test_end() (nemo.core.ModelPT method) on_test_epoch_end() (nemo.core.ModelPT method) on_train_batch_end() (nemo.core.ModelPT method) on_train_batch_start() (nemo.core.ModelPT method) on_train_end() (nemo.core.ModelPT method) on_train_epoch_start() (in module nemo.lightning.pytorch.callbacks) on_train_start() (nemo.core.ModelPT method) on_validation_epoch_end() (nemo.core.ModelPT method) OpenAIClient (class in nemo_curator) OpenBookQA (class in nemo_curator.tasks) OptimalTransportFlow (class in nemo.collections.audio.parts.submodules.flow) OrnsteinUhlenbeckVarianceExplodingSDE (class in nemo.collections.audio.parts.submodules.diffusion) output_types (nemo.collections.asr.data.audio_to_text.AudioToBPEDataset property) (nemo.collections.asr.data.audio_to_text.AudioToCharDataset property) (nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor property) (nemo.collections.asr.modules.AudioToMFCCPreprocessor property) (nemo.collections.asr.modules.ConformerEncoder property) (nemo.collections.asr.modules.ConvASRDecoder property) (nemo.collections.asr.modules.ConvASRDecoderClassification property) (nemo.collections.asr.modules.ConvASREncoder property) (nemo.collections.asr.modules.CropOrPadSpectrogramAugmentation property) (nemo.collections.asr.modules.RNNEncoder property) (nemo.collections.asr.modules.RNNTDecoder property) (nemo.collections.asr.modules.RNNTJoint property) (nemo.collections.asr.modules.SpeakerDecoder property) (nemo.collections.asr.modules.SpectrogramAugmentation property) (nemo.collections.asr.modules.SqueezeformerEncoder property) (nemo.collections.asr.modules.StatelessTransducerDecoder property) (nemo.collections.asr.parts.submodules.ctc_greedy_decoding.GreedyCTCInfer property) (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer property) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer property) (nemo.collections.audio.data.audio_to_audio.AudioToTargetDataset property) (nemo.collections.audio.data.audio_to_audio.AudioToTargetWithEmbeddingDataset property) (nemo.collections.audio.data.audio_to_audio.AudioToTargetWithReferenceDataset property) (nemo.collections.audio.data.audio_to_audio.BaseAudioDataset property) (nemo.collections.audio.losses.MAELoss property) (nemo.collections.audio.losses.MSELoss property) (nemo.collections.audio.losses.SDRLoss property) (nemo.collections.audio.models.EncMaskDecAudioToAudioModel property) (nemo.collections.audio.models.FlowMatchingAudioToAudioModel property) (nemo.collections.audio.models.PredictiveAudioToAudioModel property) (nemo.collections.audio.models.SchroedingerBridgeAudioToAudioModel property) (nemo.collections.audio.models.ScoreBasedGenerativeAudioToAudioModel property) (nemo.collections.audio.modules.features.SpectrogramToMultichannelFeatures property) (nemo.collections.audio.modules.masking.MaskBasedBeamformer property) (nemo.collections.audio.modules.masking.MaskBasedDereverbWPE property) (nemo.collections.audio.modules.masking.MaskEstimatorFlexChannels property) (nemo.collections.audio.modules.masking.MaskEstimatorGSS property) (nemo.collections.audio.modules.masking.MaskEstimatorRNN property) (nemo.collections.audio.modules.masking.MaskReferenceChannel property) (nemo.collections.audio.modules.projections.MixtureConsistencyProjection property) (nemo.collections.audio.modules.ssl_pretrain_masking.SSLPretrainWithMaskedPatch property) (nemo.collections.audio.modules.transforms.AudioToSpectrogram property) (nemo.collections.audio.modules.transforms.SpectrogramToAudio property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAttentionPool property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAugment property) (nemo.collections.audio.parts.submodules.multichannel.ChannelAveragePool property) (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter property) (nemo.collections.audio.parts.submodules.multichannel.ReferenceChannelEstimatorSNR property) (nemo.collections.audio.parts.submodules.multichannel.TransformAttendConcatenate property) (nemo.collections.audio.parts.submodules.multichannel.TransformAverageConcatenate property) (nemo.collections.audio.parts.submodules.multichannel.WPEFilter property) (nemo.collections.audio.parts.submodules.ncsnpp.GaussianFourierProjection property) (nemo.collections.audio.parts.submodules.ncsnpp.NoiseConditionalScoreNetworkPlusPlus property) (nemo.collections.audio.parts.submodules.ncsnpp.SpectrogramNoiseConditionalScoreNetworkPlusPlus property) (nemo.collections.audio.parts.submodules.transformerunet.SpectrogramTransformerUNet property) (nemo.collections.audio.parts.submodules.transformerunet.TransformerUNet property) (nemo.collections.tts.models.FastPitchModel property) (nemo.collections.tts.models.HifiGanModel property) (nemo.collections.tts.models.MixerTTSModel property) (nemo.collections.tts.models.Tacotron2Model property) (nemo.collections.tts.models.TwoStagesModel property) (nemo.collections.tts.models.UnivNetModel property) (nemo.collections.tts.models.WaveGlowModel property)

output_types_for_export (nemo.collections.asr.modules.ConformerEncoder property)

P

pad_audio() (nemo.collections.tts.models.AudioCodecModel method) pad_input() (nemo.collections.audio.parts.submodules.ncsnpp.NoiseConditionalScoreNetworkPlusPlus method) ParallelDataset (class in nemo_curator.datasets) ParametricMultichannelWienerFilter (class in nemo.collections.audio.parts.submodules.multichannel) ParenthesesFilter (class in nemo_curator.filters) parse() (nemo.collections.tts.models.base.SpectrogramGenerator method) (nemo.collections.tts.models.FastPitchModel method) (nemo.collections.tts.models.MixerTTSModel method) (nemo.collections.tts.models.RadTTSModel method) (nemo.collections.tts.models.Tacotron2Model method) PerExtensionFilter (class in nemo_curator.filters) permute_convtensor() (nemo.collections.audio.parts.submodules.multichannel.WPEFilter class method) Perplexity (class in nemo.collections.common.metrics) perturb() (nemo.collections.asr.parts.preprocessing.perturb.NoisePerturbation method) perturb_kernel_mean() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) perturb_kernel_params() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) perturb_kernel_std() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) perturb_with_foreground_noise() (nemo.collections.asr.parts.preprocessing.perturb.NoisePerturbation method) perturb_with_input_noise() (nemo.collections.asr.parts.preprocessing.perturb.NoisePerturbation method) PiiModifier (class in nemo_curator.modifiers) PIQA (class in nemo_curator.tasks) PornographicUrlsFilter (class in nemo_curator.filters) PositionalEncodingAdapter (class in nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module) postprocess() (nemo_curator.image.classifiers.AestheticClassifier method) (nemo_curator.image.classifiers.ImageClassifier method) (nemo_curator.image.classifiers.NsfwClassifier method) pred_column (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute)

predict() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) PredictiveAudioToAudioModel (class in nemo.collections.audio.models) Predictor (class in nemo.collections.audio.parts.submodules.diffusion) PredictorCorrectorSampler (class in nemo.collections.audio.parts.submodules.diffusion) prefix_search() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) prepare_task_ngram_count() (nemo_curator.TaskDecontamination method) prepare_test() (nemo.core.ModelPT method) prior_sampling() (nemo.collections.audio.parts.submodules.diffusion.OrnsteinUhlenbeckVarianceExplodingSDE method) (nemo.collections.audio.parts.submodules.diffusion.ReverseStochasticDifferentialEquation method) (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation method) prob_column (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) process() (nemo.collections.audio.models.AudioToAudioModel method) processor (in module nemo.collections.speechlm.models.hf_auto_model_for_speech_seq2seq) profile_dir (nemo_curator.SemDedupConfig attribute) project_encoder() (nemo.collections.asr.modules.RNNTJoint method) project_prednet() (nemo.collections.asr.modules.RNNTJoint method) PromptTaskComplexityClassifier (class in nemo_curator.classifiers) propagate_model_guid() (nemo.core.ModelPT method) PunctuationFilter (class in nemo_curator.filters) push_to_hf_hub() (nemo.core.classes.mixins.hf_io_mixin.HuggingFaceFileIO method) PythonCommentToCodeFilter (class in nemo_curator.filters)

Q

Quac (class in nemo_curator.tasks) quality_label_column (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) QualityClassifier (class in nemo_curator.classifiers) QualityEstimationFilter (class in nemo_curator.filters)

quantize() (nemo.collections.tts.models.AudioCodecModel method) query_reward_model() (nemo_curator.AsyncOpenAIClient method) (nemo_curator.NemoDeployClient method) (nemo_curator.OpenAIClient method) QuotationRemover (class in nemo_curator.modifiers)

R

Race (class in nemo_curator.tasks) RadTTSModel (class in nemo.collections.tts.models) random_generator() (nemo.collections.common.data.dataset.ConcatDataset static method) random_state (nemo_curator.SemDedupConfig attribute) read_custom() (nemo_curator.datasets.DocumentDataset class method) read_json() (nemo_curator.datasets.DocumentDataset class method) read_parquet() (nemo_curator.datasets.DocumentDataset class method) read_pickle() (nemo_curator.datasets.DocumentDataset class method) read_simple_bitext() (nemo_curator.datasets.ParallelDataset class method) read_single_simple_bitext_file_pair() (nemo_curator.datasets.ParallelDataset static method) recombine_hypotheses() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) Record (class in nemo_curator.tasks) ReferenceChannelEstimatorSNR (class in nemo.collections.audio.parts.submodules.multichannel) register_accessible_tensor() (nemo.core.classes.mixins.access_mixins.AccessMixin method) register_artifact() (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) (nemo.core.ModelPT method) register_nemo_submodule() (nemo.core.ModelPT method) register_optimizer() (in module nemo.core.optim.optimizers) register_scheduler() (in module nemo.core.optim.lr_scheduler) RelPositionalEncodingAdapter (class in nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module) RelPositionMultiHeadAttentionAdapter (class in nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module) remove() (nemo_curator.ExactDuplicates method) (nemo_curator.FuzzyDuplicates method) RepeatedLinesByCharFilter (class in nemo_curator.filters) RepeatedLinesFilter (class in nemo_curator.filters) RepeatedParagraphsByCharFilter (class in nemo_curator.filters) RepeatedParagraphsFilter (class in nemo_curator.filters) RepeatingDuplicateNGramsFilter (class in nemo_curator.filters) RepeatingTopNGramsFilter (class in nemo_curator.filters) replace_adapter_compatible_modules() (nemo.core.adapter_mixins.AdapterModelPTMixin method) reset_registry() (nemo.core.classes.mixins.access_mixins.AccessMixin method) ResnetBlockBigGANPlusPlus (class in nemo.collections.audio.parts.submodules.ncsnpp) resolve_adapter_module_name_() (nemo.core.adapter_mixins.AdapterModuleMixin method)

resolve_joint_output() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) restore_from() (nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor class method) (nemo.collections.asr.modules.AudioToMFCCPreprocessor class method) (nemo.collections.asr.modules.CropOrPadSpectrogramAugmentation class method) (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) (nemo.core.ModelPT class method) RETRODataset (class in nemo.collections.nlp.data.language_modeling.megatron.retro_dataset) ReverseDiffusionPredictor (class in nemo.collections.audio.parts.submodules.diffusion) ReverseStochasticDifferentialEquation (class in nemo.collections.audio.parts.submodules.diffusion) revise_open_qa() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) revise_writing_tasks() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) rewrite_to_wikipedia_style() (nemo_curator.synthetic.NemotronCCGenerator method) RirAndNoisePerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) RMSNorm (class in nemo.collections.audio.parts.submodules.transformerunet) RNNEncoder (class in nemo.collections.asr.modules) RNNTBPEDecoding (class in nemo.collections.asr.parts.submodules.rnnt_decoding) RNNTDecoder (class in nemo.collections.asr.modules) RNNTDecoding (class in nemo.collections.asr.parts.submodules.rnnt_decoding) RNNTJoint (class in nemo.collections.asr.modules) round_robin_generator() (nemo.collections.common.data.dataset.ConcatDataset static method) RTE (class in nemo_curator.tasks) run_closed_qa_pipeline() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) run_math_pipeline() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) run_open_qa_pipeline() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) run_python_pipeline() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method) run_writing_pipeline() (nemo_curator.synthetic.AsyncNemotronGenerator method), [1] (nemo_curator.synthetic.NemotronGenerator method)

S

sample() (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) sampled_joint() (nemo.collections.asr.modules.SampledRNNTJoint method) SampledRNNTJoint (class in nemo.collections.asr.modules) save_adapters() (nemo.core.adapter_mixins.AdapterModelPTMixin method) save_metadata() (nemo_curator.datasets.ImageTextPairDataset method) save_pretrained() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) save_to() (nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor method) (nemo.collections.asr.modules.AudioToMFCCPreprocessor method) (nemo.collections.asr.modules.CropOrPadSpectrogramAugmentation method) (nemo.core.connectors.save_restore_connector.SaveRestoreConnector method) (nemo.core.ModelPT method) save_tokenizers() (nemo.collections.asr.parts.mixins.mixins.ASRBPEMixin method) SaveRestoreConnector (class in nemo.core.connectors.save_restore_connector) SBNoiseSchedule (class in nemo.collections.audio.parts.submodules.schroedinger_bridge) SBNoiseScheduleVE (class in nemo.collections.audio.parts.submodules.schroedinger_bridge) SBNoiseScheduleVP (class in nemo.collections.audio.parts.submodules.schroedinger_bridge) SBSampler (class in nemo.collections.audio.parts.submodules.schroedinger_bridge) SchroedingerBridgeAudioToAudioModel (class in nemo.collections.audio.models) Score (class in nemo_curator) score_bitext() (nemo_curator.filters.BitextFilter method) (nemo_curator.filters.LengthRatioFilter method) (nemo_curator.filters.QualityEstimationFilter method) score_document() (nemo_curator.filters.AlphaFilter method) (nemo_curator.filters.BoilerPlateStringFilter method) (nemo_curator.filters.BulletsFilter method) (nemo_curator.filters.CommonEnglishWordsFilter method) (nemo_curator.filters.DocumentFilter method) (nemo_curator.filters.EllipsisFilter method) (nemo_curator.filters.FastTextLangId method) (nemo_curator.filters.FastTextQualityFilter method) (nemo_curator.filters.GeneralCommentToCodeFilter method) (nemo_curator.filters.HistogramFilter method) (nemo_curator.filters.HTMLBoilerplateFilter method) (nemo_curator.filters.LongWordFilter method) (nemo_curator.filters.MeanWordLengthFilter method) (nemo_curator.filters.NonAlphaNumericFilter method) (nemo_curator.filters.NumberOfLinesOfCodeFilter method) (nemo_curator.filters.NumbersFilter method) (nemo_curator.filters.ParenthesesFilter method) (nemo_curator.filters.PerExtensionFilter method) (nemo_curator.filters.PornographicUrlsFilter method) (nemo_curator.filters.PunctuationFilter method) (nemo_curator.filters.PythonCommentToCodeFilter method) (nemo_curator.filters.RepeatedLinesByCharFilter method) (nemo_curator.filters.RepeatedLinesFilter method) (nemo_curator.filters.RepeatedParagraphsByCharFilter method) (nemo_curator.filters.RepeatedParagraphsFilter method) (nemo_curator.filters.RepeatingDuplicateNGramsFilter method) (nemo_curator.filters.RepeatingTopNGramsFilter method) (nemo_curator.filters.SubstringFilter method) (nemo_curator.filters.SymbolsToWordsFilter method) (nemo_curator.filters.TokenCountFilter method) (nemo_curator.filters.TokenizerFertilityFilter method) (nemo_curator.filters.UrlsFilter method) (nemo_curator.filters.WhiteSpaceFilter method) (nemo_curator.filters.WordCountFilter method) (nemo_curator.filters.WordsWithoutAlphabetsFilter method) (nemo_curator.filters.XMLHeaderFilter method) score_hypothesis() (nemo.collections.asr.modules.RNNTDecoder method) (nemo.collections.asr.modules.StatelessTransducerDecoder method) ScoreBasedGenerativeAudioToAudioModel (class in nemo.collections.audio.models) ScoreFilter (class in nemo_curator) SDRLoss (class in nemo.collections.audio.losses) search_huggingface_models() (nemo.core.classes.mixins.hf_io_mixin.HuggingFaceFileIO class method) SemanticClusterLevelDedup (class in nemo_curator) SemDedup (class in nemo_curator) SemDedupConfig (class in nemo_curator) SentencePieceTokenizer (class in nemo.collections.common.tokenizers) Sequential (class in nemo_curator) set_accepted_adapter_types() (nemo.core.adapter_mixins.AdapterModuleMixin method) set_decoding_type() (nemo.collections.asr.parts.submodules.ctc_beam_decoding.BeamCTCInfer method) (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) set_enabled_adapters() (nemo.core.adapter_mixins.AdapterModelPTMixin method) (nemo.core.adapter_mixins.AdapterModuleMixin method) set_export_config() (nemo.core.classes.exportable.Exportable method) set_interctc_enabled() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method)

set_interctc_param() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) set_max_audio_length() (nemo.collections.asr.modules.ConformerEncoder method) (nemo.collections.asr.modules.SqueezeformerEncoder method) set_semantic_check_enabled() (nemo.core.classes.common.typecheck static method) set_trainer() (nemo.core.ModelPT method) set_typecheck_enabled() (nemo.core.classes.common.typecheck static method) set_world_size() (nemo.core.ModelPT method) setup() (nemo.collections.multimodal.models.text_to_image.controlnet.controlnet.MegatronControlNet method) (nemo.collections.multimodal.models.text_to_image.dreambooth.dreambooth.MegatronDreamBooth method) (nemo.collections.multimodal.models.text_to_image.imagen.imagen.MegatronImagen method) (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.ddpm.MegatronLatentDiffusion method) (nemo.collections.nlp.models.language_modeling.megatron_bart_model.MegatronBARTModel method) (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTAdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTInfusedAdapterModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_prompt_learning_model.MegatronGPTPromptLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_sft_model.MegatronGPTSFTModel method) (nemo.collections.nlp.models.language_modeling.megatron_retrieval_model.MegatronRetrievalModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5AdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5InfusedAdapterModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) (nemo.core.ModelPT method) setup_adapters() (nemo.core.adapter_mixins.AdapterModelPTMixin method) setup_interctc() (nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin method) setup_megatron_optimization() (nemo.core.ModelPT method) setup_multiple_test_data() (nemo.core.ModelPT method) setup_multiple_validation_data() (nemo.core.ModelPT method) setup_optimization() (nemo.core.ModelPT method) setup_optimization_flags() (nemo.collections.audio.models.AudioToAudioModel method) setup_optimizer_param_groups() (nemo.core.ModelPT method) setup_streaming_params() (nemo.collections.asr.modules.ConformerEncoder method) setup_test_data() (nemo.core.ModelPT method) setup_training_data() (nemo.core.ModelPT method) setup_validation_data() (nemo.core.ModelPT method) ShiftPerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) should_update_disc() (nemo.collections.tts.models.AudioCodecModel method) Shuffle (class in nemo_curator) sigma() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVE method) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseScheduleVP method) sigma_bar_from_sigma() (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule method) sigma_t_max (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule property) sim_metric (nemo_curator.SemDedupConfig attribute) Slicer (class in nemo_curator.modifiers) SmoothedCrossEntropyLoss (class in nemo.collections.common.losses) sort_clusters (nemo_curator.SemDedupConfig attribute) sort_nbest() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) (nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer method) SpanningLoss (class in nemo.collections.common.losses) SpeakerDecoder (class in nemo.collections.asr.modules) SpectrogramAugmentation (class in nemo.collections.asr.modules) SpectrogramEnhancerModel (class in nemo.collections.tts.models) SpectrogramGenerator (class in nemo.collections.tts.models.base) SpectrogramNoiseConditionalScoreNetworkPlusPlus (class in nemo.collections.audio.parts.submodules.ncsnpp) SpectrogramToAudio (class in nemo.collections.audio.modules.transforms) SpectrogramToMultichannelFeatures (class in nemo.collections.audio.modules.features) SpectrogramTransformerUNet (class in nemo.collections.audio.parts.submodules.transformerunet) SpeedPerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) SpkDiarizationMixin (class in nemo.collections.asr.parts.mixins.diarization) Squad (class in nemo_curator.tasks) SqueezeformerEncoder (class in nemo.collections.asr.modules) SSLPretrainWithMaskedPatch (class in nemo.collections.audio.modules.ssl_pretrain_masking) state_dict() (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTAdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_adapter_model.MegatronGPTInfusedAdapterModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5AdapterLearningModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_adapter_model.MegatronT5InfusedAdapterModel method) StatelessTransducerDecoder (class in nemo.collections.asr.modules) std() (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) (nemo.collections.audio.parts.submodules.flow.OptimalTransportFlow method) stft() (nemo.collections.audio.modules.transforms.AudioToSpectrogram method) StochasticDifferentialEquation (class in nemo.collections.audio.parts.submodules.diffusion) StoryCloze (class in nemo_curator.tasks) SubstringFilter (class in nemo_curator.filters) summarize() (nemo.core.ModelPT method) supported_export_formats (nemo.core.classes.exportable.Exportable property) SymbolsToWordsFilter (class in nemo_curator.filters)

T

T5Dataset (class in nemo.collections.nlp.data.language_modeling.megatron.t5_dataset) T5Encoder (class in nemo.collections.multimodal.modules.imagen.encoder.t5encoder) T5PromptLearningDataset (class in nemo.collections.nlp.data.language_modeling.megatron.t5_prompt_learning_dataset) Tacotron2Model (class in nemo.collections.tts.models) TarredAudioToBPEDataset (class in nemo.collections.asr.data.audio_to_text) TarredAudioToCharDataset (class in nemo.collections.asr.data.audio_to_text) TaskDecontamination (class in nemo_curator) temperature_generator() (nemo.collections.common.data.dataset.ConcatDataset static method) test test_dataloader() (nemo.core.ModelPT method) test_step_outputs (nemo.core.ModelPT property) text_field (nemo_curator.classifiers.ContentTypeClassifier attribute) (nemo_curator.classifiers.DomainClassifier attribute) (nemo_curator.classifiers.FineWebEduClassifier attribute) (nemo_curator.classifiers.FineWebMixtralEduClassifier attribute) (nemo_curator.classifiers.FineWebNemotronEduClassifier attribute) (nemo_curator.classifiers.MultilingualDomainClassifier attribute) (nemo_curator.classifiers.PromptTaskComplexityClassifier attribute) (nemo_curator.classifiers.QualityClassifier attribute) TextToTextDataset (class in nemo.collections.asr.data.text_to_text) TextToTextIterableDataset (class in nemo.collections.asr.data.text_to_text) time_delta (nemo.collections.audio.parts.submodules.diffusion.StochasticDifferentialEquation property) (nemo.collections.audio.parts.submodules.schroedinger_bridge.SBNoiseSchedule property) time_sync_decoding() (nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer method) TimeStretchPerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) TimmImageEmbedder (class in nemo_curator.image.embedders) to_bitext() (nemo_curator.datasets.ParallelDataset method) to_json() (nemo_curator.datasets.DocumentDataset method) to_pandas() (nemo_curator.datasets.DocumentDataset method) to_parquet() (nemo_curator.datasets.DocumentDataset method) to_webdataset() (nemo_curator.datasets.ImageTextPairDataset method) ToBackend (class in nemo_curator) TokenCountFilter (class in nemo_curator.filters)

tokenizer (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) (in module nemo.collections.speechlm.models.hf_auto_model_for_speech_seq2seq) TokenizerFertilityFilter (class in nemo_curator.filters) TokenizerSpec (class in nemo.collections.common.tokenizers) trace() (nemo.collections.audio.parts.submodules.multichannel.ParametricMultichannelWienerFilter static method) train train_dataloader() (nemo.core.ModelPT method) trainer() (nemo.core.ModelPT method) training_step() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) (nemo.collections.multimodal.models.text_to_image.controlnet.controlnet.MegatronControlNet method) (nemo.collections.multimodal.models.text_to_image.dreambooth.dreambooth.MegatronDreamBooth method) (nemo.collections.multimodal.models.text_to_image.imagen.imagen.MegatronImagen method) (nemo.collections.multimodal.models.text_to_image.stable_diffusion.ldm.ddpm.MegatronLatentDiffusion method) (nemo.collections.nlp.models.language_modeling.megatron_bart_model.MegatronBARTModel method) (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_sft_model.MegatronGPTSFTModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method) TranscodePerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) transcribe() (nemo.collections.asr.parts.mixins.transcription.TranscriptionMixin method) transcribe_generator() (nemo.collections.asr.parts.mixins.transcription.TranscriptionMixin method) transcribe_simulate_cache_aware_streaming() (nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin method) TranscribeConfig (class in nemo.collections.asr.parts.mixins.transcription) TranscriptionMixin (class in nemo.collections.asr.parts.mixins.transcription) TransformAttendConcatenate (class in nemo.collections.audio.parts.submodules.multichannel) TransformAverageConcatenate (class in nemo.collections.audio.parts.submodules.multichannel) TransformerUNet (class in nemo.collections.audio.parts.submodules.transformerunet) TriviaQA (class in nemo_curator.tasks) TTSDataset (class in nemo.collections.tts.data.dataset) TwoStagesModel (class in nemo.collections.tts.models) type_parameters (nemo.core.neural_types.elements.ElementType property) typecheck (class in nemo.core.classes.common) typecheck.TypeState (class in nemo.core.classes.common)

U

UL2Dataset (class in nemo.collections.nlp.data.language_modeling.megatron.ul2_dataset) UNetModel (class in nemo.collections.multimodal.modules.imagen.diffusionmodules.nets) (class in nemo.collections.multimodal.modules.stable_diffusion.diffusionmodules.openaimodel) unfreeze() (nemo.core.NeuralModule method) unfreeze_enabled_adapters() (nemo.core.adapter_mixins.AdapterModuleMixin method) UnicodeReformatter (class in nemo_curator.modifiers) UnivNetModel (class in nemo.collections.tts.models) update() (nemo.collections.common.metrics.Perplexity method)

update_adapter_cfg() (nemo.core.adapter_mixins.AdapterModelPTMixin method) update_masks() (nemo.collections.audio.modules.masking.MaskEstimatorGSS method) update_max_sequence_length() (nemo.collections.asr.modules.ConvASREncoder method) update_pdf() (nemo.collections.audio.modules.masking.MaskEstimatorGSS method) update_save_restore_connector() (nemo.core.ModelPT class method) update_weights() (nemo.collections.audio.modules.masking.MaskEstimatorGSS method) UrlRemover (class in nemo_curator.modifiers) UrlsFilter (class in nemo_curator.filters)

V

val val_dataloader() (nemo.core.ModelPT method) validation_step() (in module nemo.collections.llm.gpt.model.hf_auto_model_for_causal_lm) (nemo.collections.multimodal.models.text_to_image.imagen.imagen.MegatronImagen method) (nemo.collections.nlp.models.language_modeling.megatron_bart_model.MegatronBARTModel method) (nemo.collections.nlp.models.language_modeling.megatron_bert_model.MegatronBertModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel method) (nemo.collections.nlp.models.language_modeling.megatron_gpt_sft_model.MegatronGPTSFTModel method) (nemo.collections.nlp.models.language_modeling.megatron_t5_model.MegatronT5Model method)

validation_step_outputs (nemo.core.ModelPT property) vector_field() (nemo.collections.audio.parts.submodules.flow.ConditionalFlow method) (nemo.collections.audio.parts.submodules.flow.OptimalTransportFlow method) verify_speakers() (nemo.collections.asr.models.label_models.EncDecSpeakerLabelModel method) verify_speakers_batch() (nemo.collections.asr.models.label_models.EncDecSpeakerLabelModel method) Vocoder (class in nemo.collections.tts.models.base) VocoderDataset (class in nemo.collections.tts.data.dataset)

W

WaveGlowModel (class in nemo.collections.tts.models) WebDatasetCommon (class in nemo.collections.multimodal.data.common.webdataset) WebQA (class in nemo_curator.tasks) which_to_keep (nemo_curator.SemDedupConfig attribute) WhiteNoisePerturbation (class in nemo.collections.asr.parts.preprocessing.perturb) WhiteSpaceFilter (class in nemo_curator.filters) WiC (class in nemo_curator.tasks)

Winogrande (class in nemo_curator.tasks) WordCountFilter (class in nemo_curator.filters) WordsWithoutAlphabetsFilter (class in nemo_curator.filters) WPEFilter (class in nemo.collections.audio.parts.submodules.multichannel) wrapped_call() (nemo.core.classes.common.typecheck method) write_embeddings_to_disk (nemo_curator.SemDedupConfig attribute) write_to_filename (nemo_curator.SemDedupConfig attribute) WSC (class in nemo_curator.tasks)

X

XMLHeaderFilter (class in nemo_curator.filters)

Y

YamlConversionError (class in nemo_curator.synthetic)