| NeMo ASR API | |
| ============ | |
| Model Classes | |
| ------------- | |
| .. autoclass:: nemo.collections.asr.models.EncDecCTCModel | |
| :show-inheritance: | |
| :members: transcribe, change_vocabulary, setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.EncDecCTCModelBPE | |
| :show-inheritance: | |
| :members: transcribe, change_vocabulary, setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.EncDecRNNTModel | |
| :show-inheritance: | |
| :members: transcribe, change_vocabulary, setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.EncDecRNNTBPEModel | |
| :show-inheritance: | |
| :members: transcribe, change_vocabulary, setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.EncDecClassificationModel | |
| :show-inheritance: | |
| :members: setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.EncDecSpeakerLabelModel | |
| :show-inheritance: | |
| :members: setup_training_data, setup_optimization, setup_validation_data, setup_test_data, register_artifact | |
| .. autoclass:: nemo.collections.asr.models.hybrid_asr_tts_models.ASRWithTTSModel | |
| :show-inheritance: | |
| :members: from_asr_config, from_pretrained_models, save_asr_model_to, setup_training_data | |
| .. _confidence-ensembles-api: | |
| .. autoclass:: nemo.collections.asr.models.confidence_ensemble.ConfidenceEnsembleModel | |
| :show-inheritance: | |
| :members: transcribe | |
| .. _asr-api-modules: | |
| Modules | |
| ------- | |
| .. autoclass:: nemo.collections.asr.modules.ConvASREncoder | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.ConvASRDecoder | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.ConvASRDecoderClassification | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.SpeakerDecoder | |
| :show-inheritance: | |
| :members: | |
| .. _conformer-encoder-api: | |
| .. autoclass:: nemo.collections.asr.modules.ConformerEncoder | |
| :show-inheritance: | |
| :members: | |
| .. _squeezeformer-encoder-api: | |
| .. autoclass:: nemo.collections.asr.modules.SqueezeformerEncoder | |
| :show-inheritance: | |
| :members: | |
| .. _rnn-encoder-api: | |
| .. autoclass:: nemo.collections.asr.modules.RNNEncoder | |
| :show-inheritance: | |
| :members: | |
| .. _rnnt-decoder-api: | |
| .. autoclass:: nemo.collections.asr.modules.RNNTDecoder | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.StatelessTransducerDecoder | |
| :show-inheritance: | |
| :members: | |
| .. _rnnt-joint-api: | |
| .. autoclass:: nemo.collections.asr.modules.RNNTJoint | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.SampledRNNTJoint | |
| :show-inheritance: | |
| :members: | |
| Parts | |
| ----- | |
| .. autoclass:: nemo.collections.asr.parts.submodules.jasper.JasperBlock | |
| :show-inheritance: | |
| :members: | |
| Mixins | |
| ------ | |
| .. autoclass:: nemo.collections.asr.parts.mixins.mixins.ASRBPEMixin | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.mixins.mixins.ASRModuleMixin | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.mixins.transcription.TranscriptionMixin | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.mixins.transcription.TranscribeConfig | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.mixins.interctc_mixin.InterCTCMixin | |
| :show-inheritance: | |
| :members: | |
| .. _asr-api-datasets: | |
| Datasets | |
| -------- | |
| Character Encoding Datasets | |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.data.audio_to_text.AudioToCharDataset | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.data.audio_to_text.TarredAudioToCharDataset | |
| :show-inheritance: | |
| :members: | |
| Text-to-Text Datasets for Hybrid ASR-TTS models | |
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.data.text_to_text.TextToTextDataset | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.data.text_to_text.TextToTextIterableDataset | |
| :show-inheritance: | |
| :members: | |
| Subword Encoding Datasets | |
| ~~~~~~~~~~~~~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.data.audio_to_text.AudioToBPEDataset | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.data.audio_to_text.TarredAudioToBPEDataset | |
| :show-inheritance: | |
| :members: | |
| .. _asr-audio-preprocessors: | |
| Audio Preprocessors | |
| ------------------- | |
| .. autoclass:: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.AudioToMFCCPreprocessor | |
| :show-inheritance: | |
| :members: | |
| .. _asr-api-audio-augmentors: | |
| Audio Augmentors | |
| ---------------- | |
| .. autoclass:: nemo.collections.asr.modules.SpectrogramAugmentation | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.modules.CropOrPadSpectrogramAugmentation | |
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| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.SpeedPerturbation | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.TimeStretchPerturbation | |
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| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.GainPerturbation | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.ImpulsePerturbation | |
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| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.ShiftPerturbation | |
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| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.NoisePerturbation | |
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| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.WhiteNoisePerturbation | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.RirAndNoisePerturbation | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.preprocessing.perturb.TranscodePerturbation | |
| :show-inheritance: | |
| :members: | |
| Miscellaneous Classes | |
| --------------------- | |
| CTC Decoding | |
| ~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.submodules.ctc_decoding.CTCDecoding | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.ctc_decoding.CTCBPEDecoding | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.ctc_greedy_decoding.GreedyCTCInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.ctc_beam_decoding.BeamCTCInfer | |
| :show-inheritance: | |
| :members: | |
| RNNT Decoding | |
| ~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTDecoding | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_decoding.RNNTBPEDecoding | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyRNNTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedRNNTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamRNNTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_beam_decoding.BeamBatchedRNNTInfer | |
| :show-inheritance: | |
| :members: | |
| TDT Decoding | |
| ~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyTDTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.rnnt_greedy_decoding.GreedyBatchedTDTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamTDTInfer | |
| :show-inheritance: | |
| :members: | |
| .. autoclass:: nemo.collections.asr.parts.submodules.tdt_beam_decoding.BeamBatchedTDTInfer | |
| :show-inheritance: | |
| :members: | |
| Hypotheses | |
| ~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.utils.rnnt_utils.Hypothesis | |
| :show-inheritance: | |
| :no-members: | |
| .. autoclass:: nemo.collections.asr.parts.utils.rnnt_utils.NBestHypotheses | |
| :show-inheritance: | |
| :no-members: | |
| Adapter Networks | |
| ~~~~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MultiHeadAttentionAdapter | |
| :show-inheritance: | |
| :members: | |
| :member-order: bysource | |
| .. autoclass:: nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.RelPositionMultiHeadAttentionAdapter | |
| :show-inheritance: | |
| :members: | |
| :member-order: bysource | |
| .. autoclass:: nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.PositionalEncodingAdapter | |
| :show-inheritance: | |
| :members: | |
| :member-order: bysource | |
| .. autoclass:: nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.RelPositionalEncodingAdapter | |
| :show-inheritance: | |
| :members: | |
| :member-order: bysource | |
| Adapter Strategies | |
| ~~~~~~~~~~~~~~~~~~ | |
| .. autoclass:: nemo.collections.asr.parts.submodules.adapters.multi_head_attention_adapter_module.MHAResidualAddAdapterStrategy | |
| :show-inheritance: | |
| :members: | |
| :member-order: bysource | |
| :undoc-members: adapter_module_names | |