API¶
See Technological Overview for an overview of the code.
returnnreturnn.__main__returnn.__old_mod_loader__returnn.__setup__returnn.configConfigConfig.load_file()Config.get_config_file_type()Config.parse_cmd_args()Config.add_line()Config.has()Config.is_typed()Config.is_true()Config.is_of_type()Config.get_of_type()Config.set()Config.update()Config.value()Config.typed_value()Config.opt_typed_value()Config.int()Config.bool()Config.bool_or_other()Config.float()Config.list()Config.int_list()Config.float_list()Config.int_pair()
global_config_ctx()set_global_config()get_global_config()network_json_from_config()tf_should_use_gpu()SubProcCopyGlobalConfigPreInitFunc
returnn.datasetsreturnn.datasets.audioOggZipDatasetOggZipDataset.finish_epoch()OggZipDataset.init_seq_order()OggZipDataset.supports_sharding()OggZipDataset.supports_seq_order_sorting()OggZipDataset.get_current_seq_order()OggZipDataset.have_corpus_seq_idx()OggZipDataset.get_corpus_seq_idx()OggZipDataset.get_tag()OggZipDataset.get_all_tags()OggZipDataset.get_total_num_seqs()OggZipDataset.get_data_dim()OggZipDataset.get_data_dtype()OggZipDataset.get_data_keys()OggZipDataset.get_data_shape()OggZipDataset.is_data_sparse()OggZipDataset.have_get_corpus_seq()OggZipDataset.get_corpus_seq()
returnn.datasets.basicrandom()DatasetDataset.kwargs_update_from_config()Dataset.get_default_kwargs_eval()Dataset.from_config()Dataset.random_seed_offsetDataset.set_file_cache()Dataset.is_cached()Dataset.get_seq_length()Dataset.get_estimated_seq_length()Dataset.get_num_timesteps()Dataset.load_seqs()Dataset.get_seq_order_for_epoch()Dataset.supports_sharding()Dataset.init_seq_order()Dataset.finish_epoch()Dataset.get_current_seq_order()Dataset.supports_seq_order_sorting()Dataset.initialize()Dataset.get_times()Dataset.get_data()Dataset.get_input_data()Dataset.get_targets()Dataset.get_data_slice()Dataset.get_tag()Dataset.get_all_tags()Dataset.get_total_num_seqs()Dataset.have_corpus_seq_idx()Dataset.get_corpus_seq_idx()Dataset.have_get_corpus_seq()Dataset.get_corpus_seq()Dataset.generic_complete_frac()Dataset.get_complete_frac()Dataset.num_seqsDataset.estimated_num_seqsDataset.get_data_keys()Dataset.get_target_list()Dataset.get_data_dim()Dataset.get_data_dtype()Dataset.is_data_sparse()Dataset.get_data_shape()Dataset.have_seqs()Dataset.len_info()Dataset.is_less_than_num_seqs()Dataset.can_serialize_data()Dataset.serialize_data()Dataset.iterate_seqs()Dataset.get_start_end_frames_full_seq()Dataset.sample()Dataset.batch_set_generator_cache_whole_epoch()Dataset.generate_batches()Dataset.index_shape_for_batches()
DatasetSeqget_dataset_class()init_dataset()extend_dataset_dict_from_parent_dataset()init_dataset_via_str()convert_data_dims()shapes_for_batches()set_config_extern_data_from_dataset()
returnn.datasets.bundle_filereturnn.datasets.cachedCachedDatasetCachedDataset.initialize()CachedDataset.init_seq_order()CachedDataset.supports_seq_order_sorting()CachedDataset.supports_sharding()CachedDataset.get_current_seq_order()CachedDataset.batch_set_generator_cache_whole_epoch()CachedDataset.load_seqs()CachedDataset.alloc_interval_index()CachedDataset.insert_alloc_interval()CachedDataset.remove_alloc_interval()CachedDataset.delete()CachedDataset.num_seqsCachedDataset.is_cached()CachedDataset.get_seq_length_nd()CachedDataset.get_seq_length()CachedDataset.get_seq_start()CachedDataset.get_times()CachedDataset.get_input_data()CachedDataset.get_data_dim()CachedDataset.get_targets()CachedDataset.get_data_keys()CachedDataset.get_target_list()CachedDataset.get_tag()CachedDataset.have_corpus_seq_idx()CachedDataset.get_corpus_seq_idx()
returnn.datasets.cached2CachedDataset2CachedDataset2.init_seq_order()CachedDataset2.is_cached()CachedDataset2.num_seqsCachedDataset2.is_less_than_num_seqs()CachedDataset2.get_num_timesteps()CachedDataset2.get_seq_length()CachedDataset2.get_data()CachedDataset2.get_input_data()CachedDataset2.get_targets()CachedDataset2.get_tag()CachedDataset2.get_data_keys()CachedDataset2.get_target_list()CachedDataset2.get_complete_frac()CachedDataset2.is_data_sparse()CachedDataset2.get_data_dim()CachedDataset2.get_data_dtype()
SingleStreamPipeDataset
returnn.datasets.distrib_filesDistributeFilesDatasetDistributeFilesDataset.initialize()DistributeFilesDataset.supports_sharding()DistributeFilesDataset.init_seq_order()DistributeFilesDataset.have_seqs()DistributeFilesDataset.finish_epoch()DistributeFilesDataset.get_data_keys()DistributeFilesDataset.get_all_tags()DistributeFilesDataset.get_total_num_seqs()
returnn.datasets.generatingGeneratingDatasetGeneratingDataset.init_seq_order()GeneratingDataset.supports_sharding()GeneratingDataset.is_cached()GeneratingDataset.have_get_corpus_seq()GeneratingDataset.get_corpus_seq()GeneratingDataset.generate_seq()GeneratingDataset.get_num_timesteps()GeneratingDataset.num_seqsGeneratingDataset.get_total_num_seqs()GeneratingDataset.have_corpus_seq_idx()GeneratingDataset.get_corpus_seq_idx()GeneratingDataset.get_seq_length()GeneratingDataset.get_data()GeneratingDataset.get_input_data()GeneratingDataset.get_targets()GeneratingDataset.get_tag()GeneratingDataset.get_all_tags()GeneratingDataset.get_current_seq_order()
Task12AXDatasetTaskEpisodicCopyDatasetTaskXmlModelingDatasetTaskVariableAssignmentDatasetTaskNumberBaseConvertDatasetDummyDatasetDummyDatasetMultipleSequenceLengthDummyDatasetMultipleDataKeysDummyGenericDatasetStaticDatasetStaticDataset.copy_from_dataset()StaticDataset.init_seq_order()StaticDataset.supports_seq_order_sorting()StaticDataset.get_data_keys()StaticDataset.get_target_list()StaticDataset.get_data_dtype()StaticDataset.get_total_num_seqs()StaticDataset.get_all_tags()StaticDataset.get_tag()StaticDataset.have_corpus_seq_idx()StaticDataset.get_corpus_seq_idx()
CopyTaskDatasetTimitDatasetNltkTimitDatasetBlissDatasetLibriSpeechCorpusLibriSpeechCorpus.init_seq_order()LibriSpeechCorpus.supports_seq_order_sorting()LibriSpeechCorpus.supports_sharding()LibriSpeechCorpus.get_current_seq_order()LibriSpeechCorpus.have_corpus_seq_idx()LibriSpeechCorpus.get_corpus_seq_idx()LibriSpeechCorpus.get_tag()LibriSpeechCorpus.get_all_tags()LibriSpeechCorpus.get_total_num_seqs()
Enwik8Corpusdemo()
returnn.datasets.hdfHDFDatasetHDFDataset.add_file()HDFDataset.get_data()HDFDataset.get_data_by_seq_tag()HDFDataset.get_input_data()HDFDataset.get_targets()HDFDataset.get_estimated_seq_length()HDFDataset.get_tag()HDFDataset.have_get_corpus_seq()HDFDataset.get_corpus_seq()HDFDataset.get_all_tags()HDFDataset.get_total_num_seqs()HDFDataset.is_data_sparse()HDFDataset.get_data_dtype()
StreamParserFeatureSequenceStreamParserSparseStreamParserSegmentAlignmentStreamParserNextGenHDFDatasetSiameseHDFDatasetSimpleHDFWriterHDFDatasetWriter
returnn.datasets.huggingfaceHuggingFaceDatasetHuggingFaceDataset.get_data_keys()HuggingFaceDataset.get_target_list()HuggingFaceDataset.get_data_shape()HuggingFaceDataset.get_data_dim()HuggingFaceDataset.is_data_sparse()HuggingFaceDataset.get_data_dtype()HuggingFaceDataset.num_seqsHuggingFaceDataset.get_tag()HuggingFaceDataset.get_all_tags()HuggingFaceDataset.get_total_num_seqs()HuggingFaceDataset.init_seq_order()HuggingFaceDataset.supports_sharding()HuggingFaceDataset.get_current_seq_order()HuggingFaceDataset.get_corpus_seq_idx()
get_arrow_shard_files_from_hf_dataset_dir()
returnn.datasets.lmLmDatasetiter_corpus()read_corpus()AllophoneStateAllophoneState.context_historyAllophoneState.context_futureAllophoneState.boundaryAllophoneState.idAllophoneState.stateAllophoneState.format()AllophoneState.copy()AllophoneState.mark_initial()AllophoneState.mark_final()AllophoneState.phoneme()AllophoneState.set_phoneme()AllophoneState.phone_idx()AllophoneState.index()AllophoneState.from_index()AllophoneState.from_classic_index()
LexiconStateTyingPhoneSeqGeneratorTranslationDatasetTranslationDataset.source_file_prefixTranslationDataset.target_file_prefixTranslationDataset.main_source_data_keyTranslationDataset.main_target_data_keyTranslationDataset.have_corpus_seq_idx()TranslationDataset.get_all_tags()TranslationDataset.get_corpus_seq_idx()TranslationDataset.is_data_sparse()TranslationDataset.get_data_dim()TranslationDataset.get_data_dtype()TranslationDataset.init_seq_order()TranslationDataset.supports_seq_order_sorting()TranslationDataset.get_estimated_seq_length()
TranslationFactorsDatasetConfusionNetworkDatasetexpand_abbreviations()lowercase()lowercase_keep_special()collapse_whitespace()convert_to_ascii()basic_cleaners()transliteration_cleaners()english_cleaners()english_cleaners_keep_special()get_remove_chars()get_replace()normalize_numbers()get_post_processor_function()
returnn.datasets.mapMapDatasetBaseMapDatasetWrapperMapDatasetWrapper.map_datasetMapDatasetWrapper.num_seqsMapDatasetWrapper.get_total_num_seqs()MapDatasetWrapper.init_seq_order()MapDatasetWrapper.supports_seq_order_sorting()MapDatasetWrapper.get_current_seq_order()MapDatasetWrapper.get_tag()MapDatasetWrapper.get_all_tags()MapDatasetWrapper.get_corpus_seq_idx()MapDatasetWrapper.have_corpus_seq_idx()MapDatasetWrapper.get_data_keys()MapDatasetWrapper.get_data_dim()MapDatasetWrapper.get_data_dtype()MapDatasetWrapper.is_data_sparse()MapDatasetWrapper.get_data_shape()
FromListDataset
returnn.datasets.metaEpochWiseFilterMetaDatasetMetaDataset.init_seq_order()MetaDataset.supports_seq_order_sorting()MetaDataset.supports_sharding()MetaDataset.get_current_seq_order()MetaDataset.get_all_tags()MetaDataset.get_total_num_seqs()MetaDataset.get_num_timesteps()MetaDataset.finish_epoch()MetaDataset.get_seq_length()MetaDataset.get_tag()MetaDataset.get_complete_frac()MetaDataset.get_data_keys()MetaDataset.get_target_list()MetaDataset.get_data_shape()MetaDataset.get_data_dtype()MetaDataset.is_data_sparse()
ClusteringDatasetConcatDatasetCombinedDatasetConcatSeqsDatasetConcatSeqsDataset.init_seq_order()ConcatSeqsDataset.supports_seq_order_sorting()ConcatSeqsDataset.have_corpus_seq_idx()ConcatSeqsDataset.get_corpus_seq_idx()ConcatSeqsDataset.get_data_keys()ConcatSeqsDataset.get_target_list()ConcatSeqsDataset.get_data_dtype()ConcatSeqsDataset.get_data_dim()ConcatSeqsDataset.is_data_sparse()ConcatSeqsDataset.get_data_shape()ConcatSeqsDataset.get_total_num_seqs()
ChunkShuffleDatasetVariableDatasetVariableDataset.init_seq_order()VariableDataset.finish_epoch()VariableDataset.supports_seq_order_sorting()VariableDataset.get_current_seq_order()VariableDataset.get_seq_length()VariableDataset.get_tag()VariableDataset.get_data_keys()VariableDataset.get_target_list()VariableDataset.is_cached()VariableDataset.num_seqsVariableDataset.is_less_than_num_seqs()VariableDataset.get_num_timesteps()VariableDataset.load_seqs()VariableDataset.get_data()VariableDataset.get_input_data()VariableDataset.get_targets()VariableDataset.get_data_dim()VariableDataset.get_data_shape()VariableDataset.get_data_dtype()VariableDataset.is_data_sparse()VariableDataset.get_all_tags()
MultiEpochDatasetMultiEpochDataset.init_seq_order()MultiEpochDataset.finish_epoch()MultiEpochDataset.get_all_tags()MultiEpochDataset.get_total_num_seqs()MultiEpochDataset.get_data_keys()MultiEpochDataset.get_target_list()MultiEpochDataset.get_data_dim()MultiEpochDataset.get_data_shape()MultiEpochDataset.get_data_dtype()MultiEpochDataset.is_data_sparse()
AnythingDatasetAnythingDataset.init_seq_order()AnythingDataset.supports_seq_order_sorting()AnythingDataset.get_current_seq_order()AnythingDataset.have_seqs()AnythingDataset.get_seq_length()AnythingDataset.get_tag()AnythingDataset.get_data_keys()AnythingDataset.get_target_list()AnythingDataset.is_cached()AnythingDataset.num_seqsAnythingDataset.is_less_than_num_seqs()AnythingDataset.get_data()AnythingDataset.get_input_data()AnythingDataset.get_targets()AnythingDataset.get_data_dim()AnythingDataset.get_data_shape()AnythingDataset.get_data_dtype()AnythingDataset.is_data_sparse()
returnn.datasets.multi_procreturnn.datasets.normalization_dataNormalizationDataNormalizationData.GROUP_INPUTSNormalizationData.GROUP_OUTPUTSNormalizationData.DATASET_MEANNormalizationData.DATASET_MEAN_OF_SQUARESNormalizationData.DATASET_VARIANCENormalizationData.DATASET_TOTAL_FRAMESNormalizationData.DATASET_TIME_DIMENSION_INDEXNormalizationData.DATASET_FEATURE_DIMENSION_INDEXNormalizationData.SUMMATION_PRECISIONNormalizationData.createNormalizationFile()NormalizationData.inputMeanNormalizationData.inputVarianceNormalizationData.outputMeanNormalizationData.outputVariance
returnn.datasets.numpy_dumpreturnn.datasets.postprocessingPostprocessingDatasetPostprocessingDataset.init_seq_order()PostprocessingDataset.get_current_seq_order()PostprocessingDataset.get_data_keys()PostprocessingDataset.get_data_dtype()PostprocessingDataset.get_total_num_seqs()PostprocessingDataset.get_all_tags()PostprocessingDataset.supports_sharding()PostprocessingDataset.finish_epoch()
LaplaceOrderingSequential
returnn.datasets.raw_wavreturnn.datasets.sprintSprintDatasetBaseSprintDatasetBase.SprintCachedSeqsMaxSprintDatasetBase.SprintCachedSeqsMinSprintDatasetBase.use_multiple_epochs()SprintDatasetBase.set_dimensions()SprintDatasetBase.init_sprint_epoch()SprintDatasetBase.finalize_sprint()SprintDatasetBase.init_seq_order()SprintDatasetBase.wait_for_returnn_epoch()SprintDatasetBase.is_cached()SprintDatasetBase.load_seqs()SprintDatasetBase.add_new_data()SprintDatasetBase.finish_sprint_epoch()SprintDatasetBase.get_num_timesteps()SprintDatasetBase.num_seqsSprintDatasetBase.have_seqs()SprintDatasetBase.is_less_than_num_seqs()SprintDatasetBase.get_data_keys()SprintDatasetBase.get_target_list()SprintDatasetBase.set_complete_frac()SprintDatasetBase.get_complete_frac()SprintDatasetBase.get_seq_length()SprintDatasetBase.get_data()SprintDatasetBase.get_input_data()SprintDatasetBase.get_targets()SprintDatasetBase.get_tag()
ExternSprintDatasetSprintCacheDatasetSprintCacheDataset.SprintCacheReaderSprintCacheDataset.init_seq_order()SprintCacheDataset.get_total_num_seqs()SprintCacheDataset.get_all_tags()SprintCacheDataset.supports_seq_order_sorting()SprintCacheDataset.supports_sharding()SprintCacheDataset.get_dataset_seq_for_name()SprintCacheDataset.get_data_keys()SprintCacheDataset.get_target_list()SprintCacheDataset.get_tag()
demo()
returnn.datasets.stereoreturnn.datasets.text_dictTextDictDatasetTextDictDataset.init_seq_order()TextDictDataset.supports_sharding()TextDictDataset.supports_seq_order_sorting()TextDictDataset.get_current_seq_order()TextDictDataset.have_corpus_seq_idx()TextDictDataset.get_corpus_seq_idx()TextDictDataset.get_tag()TextDictDataset.get_all_tags()TextDictDataset.get_total_num_seqs()TextDictDataset.get_data_dim()TextDictDataset.get_data_dtype()TextDictDataset.get_data_keys()TextDictDataset.get_data_shape()TextDictDataset.is_data_sparse()
returnn.datasets.utilreturnn.datasets.util.feature_extractionreturnn.datasets.util.stringsreturnn.datasets.util.vocabularyVocabularyVocabulary.create_vocab()Vocabulary.set_random_seed()Vocabulary.create_vocab_dict_from_labels()Vocabulary.create_vocab_from_labels()Vocabulary.tf_get_init_variable_func()Vocabulary.to_id()Vocabulary.label_to_id()Vocabulary.id_to_label()Vocabulary.is_id_valid()Vocabulary.labelsVocabulary.get_seq()Vocabulary.get_seq_indices()Vocabulary.get_seq_labels()Vocabulary.serialize_labels()
BytePairEncodingSamplingBytePairEncodingSentencePiecesCharacterTargetsUtf8ByteTargetsHuggingFaceTokenizer
returnn.enginereturnn.engine.baseEngineBaseEngineBase.init_network_from_config()EngineBase.init_train_from_config()EngineBase.config_get_final_epoch()EngineBase.get_existing_models()EngineBase.get_start_epoch_no_existing_model()EngineBase.get_epoch_model()EngineBase.get_train_start_epoch()EngineBase.epoch_model_filename()EngineBase.get_epoch_model_filename()EngineBase.get_epoch_str()EngineBase.is_pretrain_epoch()EngineBase.is_first_epoch_after_pretrain()EngineBase.set_epoch()EngineBase.forward_with_callback()EngineBase.delete_model()EngineBase.cleanup_old_models()
returnn.engine.batchreturnn.externreturnn.extern.HawkAaronWarpTransducerreturnn.extern.WarpRnareturnn.extern.WarpRna.__main__returnn.extern.graph_editorreturnn.extern.graph_editor.editreturnn.extern.graph_editor.reroutereturnn.extern.graph_editor.selectcan_be_regex()make_regex()filter_ts()filter_ts_from_regex()filter_ops()filter_ops_from_regex()get_name_scope_ops()check_cios()get_ops_ios()compute_boundary_ts()get_within_boundary_ops()get_forward_walk_ops()get_backward_walk_ops()get_walks_intersection_ops()get_walks_union_ops()select_ops()select_ts()select_ops_and_ts()
returnn.extern.graph_editor.subgraphSubGraphViewSubGraphView.copy()SubGraphView.remap_default()SubGraphView.remap_outputs_make_unique()SubGraphView.remap_outputs_to_consumers()SubGraphView.remove_unused_ops()SubGraphView.remap_inputs()SubGraphView.remap_outputs()SubGraphView.remap()SubGraphView.find_op_by_name()SubGraphView.graphSubGraphView.opsSubGraphView.inputsSubGraphView.connected_inputsSubGraphView.outputsSubGraphView.connected_outputsSubGraphView.passthroughsSubGraphView.op()SubGraphView.is_passthrough()SubGraphView.input_index()SubGraphView.output_index()SubGraphView.consumers()
make_view()make_view_from_scope()
returnn.extern.graph_editor.transformreturnn.extern.graph_editor.utilreturnn.extern.official_tf_resnetreturnn.extern.official_tf_resnet.resnet_modelreturnn.forward_ifacereturnn.frontendreturnn.frontend._backendBackendBackend.nameBackend.RawTensorTypeBackend.is_tensorflowBackend.is_backend_raw_tensor_dim_tag_independentBackend.executing_eagerly()Backend.assert_()Backend.get_tensor_dependencies()Backend.get_tensor_consumers()Backend.should_pickle_tensor()Backend.cond()Backend.while_loop()Backend.set_random_seed()Backend.get_random_state()Backend.set_random_state()Backend.get_dtype_name_raw()Backend.as_dtype_raw()Backend.get_ndim_raw()Backend.get_shape_raw()Backend.get_shape_tuple_raw()Backend.get_known_shape_raw()Backend.set_known_shape_raw()Backend.get_new_dim_raw()Backend.get_device()Backend.copy_to_device()Backend.fill_raw()Backend.compare_raw()Backend.combine_raw()Backend.reshape_raw()Backend.squeeze_raw()Backend.transpose_raw()Backend.make_output_tensor()Backend.expand_dims_raw()Backend.expand_raw()Backend.copy()Backend.cast_raw()Backend.cast()Backend.set_requires_gradient()Backend.gradient()Backend.stop_gradient()Backend.stop_gradient_scope()Backend.scaled_gradient()Backend.scaled_gradient_ext()Backend.gradient_checkpoint_scope()Backend.merge_dims()Backend.split_dims()Backend.reshape()Backend.split()Backend.expand_dim()Backend.squeeze()Backend.concat()Backend.pad()Backend.stack()Backend.unstack()Backend.activation()Backend.activation_raw()Backend.safe_log()Backend.softmax()Backend.log_softmax()Backend.softmax_cross_entropy_with_logits()Backend.ctc_loss()Backend.ctc_best_path()Backend.have_edit_distance()Backend.edit_distance()Backend.have_sequence_mask_raw()Backend.sequence_mask_raw()Backend.name_scope_raw()Backend.control_dependencies_raw()Backend.identity_with_control_dependencies_raw()Backend.create_placeholder_raw()Backend.create_parameter_raw()Backend.set_parameter_initial_value()Backend.set_parameter_trainable()Backend.parameter_assign()Backend.parameter_assign_key()Backend.parameter_move_to()Backend.runtime_sanity_checks()Backend.is_valid_in_current_graph()Backend.format_graph_output()Backend.convert_to_tensor()Backend.full()Backend.compare()Backend.combine()Backend.gather()Backend.scatter()Backend.slice()Backend.flip_no_mask()Backend.where()Backend.sort()Backend.search_sorted()Backend.is_finite()Backend.is_infinite()Backend.is_neg_infinite()Backend.clip_by_value()Backend.lerp()Backend.cumsum()Backend.matmul()Backend.range_over_dim()Backend.replace_dim()Backend.set_sparse_dim()Backend.reduce()Backend.reduce_distributed()Backend.top_k()Backend.random()Backend.random_choice_with_replacement()Backend.masked_select()Backend.masked_scatter()Backend.batch_norm()Backend.conv()Backend.transposed_conv()Backend.pool()Backend.stft()Backend.lstm()Backend.real_as_complex()Backend.complex_as_real()Backend.make_complex()Backend.apply_rope()Backend.TensorArrayTypeBackend.tensor_array_create()Backend.tensor_array_unstack()Backend.tensor_array_stack()Backend.tensor_array_push_back()Backend.tensor_array_get_item()
select_backend()get_selected_backend()is_executing_eagerly()select_backend_numpy()select_backend_tf()select_backend_returnn_layers_tf()select_backend_torch()get_backend_by_tensor()get_backend_by_raw_tensor_type()register_backend_by_tensor_type()
returnn.frontend._cachereturnn.frontend._nativereturnn.frontend._numpy_backendNumpyBackendNumpyBackend.nameNumpyBackend.RawTensorTypeNumpyBackend.executing_eagerly()NumpyBackend.assert_()NumpyBackend.get_dtype_name_raw()NumpyBackend.as_dtype_raw()NumpyBackend.get_ndim_raw()NumpyBackend.get_shape_raw()NumpyBackend.get_shape_tuple_raw()NumpyBackend.get_known_shape_raw()NumpyBackend.convert_to_tensor()NumpyBackend.expand_dims_raw()NumpyBackend.transpose_raw()NumpyBackend.reshape_raw()NumpyBackend.compare_raw()NumpyBackend.combine_raw()NumpyBackend.where()NumpyBackend.range_over_dim()NumpyBackend.reduce()NumpyBackend.activation_raw()
returnn.frontend._random_journalreturnn.frontend._utilsreturnn.frontend.array_convert_to_tensor()constant()copy()cast()merge_dims()split_dims()reshape()split()expand_dim()expand_dims()squeeze()window()concat()concat_features()pad()cum_concat_step()stack()unstack()masked_select()masked_scatter()sequence_mask()pack_padded()pad_packed()gather()scatter()scatter_mean()scatter_argmax()scatter_logsumexp()scatter_logmeanexp()scatter_count()slice()shift_right()shift_left()reverse_sequence()where()sort()search_sorted()sparse_to_dense()one_hot()top_k_mask()top_p_mask()repeat()expand_make_non_empty()real_as_complex()complex_as_real()make_complex()
returnn.frontend.assert_returnn.frontend.attentiondot_attention()SelfAttentionBaseSelfAttentionCausalSelfAttentionCausalSelfAttentionStateRotaryPosSelfAttentionRotaryPosCausalSelfAttentionRelPosSelfAttentionRelPosCausalSelfAttentionCrossAttentionLearnedRelativePositionalEncodingrelative_positional_encoding()sinusoidal_positional_encoding()sinusoidal_encoding()
returnn.frontend.audioreturnn.frontend.audio.melreturnn.frontend.audio.specaugmentreturnn.frontend.backendreturnn.frontend.build_from_dictreturnn.frontend.condreturnn.frontend.constreturnn.frontend.containerreturnn.frontend.control_flow_ctxreturnn.frontend.convreturnn.frontend.conversionsreturnn.frontend.conversions.espnet_e_branchformerreturnn.frontend.conversions.hf_llamareturnn.frontend.conversions.torch_nnreturnn.frontend.decoderreturnn.frontend.decoder.transformerreturnn.frontend.devicereturnn.frontend.dimsreturnn.frontend.dropoutreturnn.frontend.dtypereturnn.frontend.encoderreturnn.frontend.encoder.basereturnn.frontend.encoder.conformerreturnn.frontend.encoder.conformer_v2returnn.frontend.encoder.e_branchformerreturnn.frontend.encoder.transformerreturnn.frontend.gradientreturnn.frontend.graphreturnn.frontend.hooksreturnn.frontend.initreturnn.frontend.label_smoothingreturnn.frontend.linearreturnn.frontend.loopreturnn.frontend.lossreturnn.frontend.math_compare()compare_bc()combine()combine_bc()equal()not_equal()less()less_equal()greater()greater_equal()add()sub()mul()true_divide()floor_divide()ceil_divide()neg()reciprocal()mod()pow()squared_difference()logical_and()logical_or()logical_not()opt_logical_or()opt_logical_and()log_add_exp()is_finite()is_infinite()is_neg_infinite()maximum()minimum()clip_by_value()identity()exp()expm1()log()safe_log()log1p()sqrt()rsqrt()square()abs()tanh()sigmoid()log_sigmoid()sin()cos()ceil()floor()round()relu()relu_square()elu()selu()silu()swish()gelu()softmax()log_softmax()gating()lerp()cumsum()
returnn.frontend.matmulreturnn.frontend.moduleModuleModule.default_initial_state()Module.get_default_name()Module.get_deep()Module.set_deep()Module.children()Module.named_children()Module.modules()Module.named_modules()Module.named_parameters()Module.parameters()Module.has_parametersModule.apply()Module.to()Module.register_forward_hook()
Functional
returnn.frontend.nestedreturnn.frontend.normalizationreturnn.frontend.parameterreturnn.frontend.parametrizationsreturnn.frontend.parametrizereturnn.frontend.piecewise_linearreturnn.frontend.randreturnn.frontend.recreturnn.frontend.reducereturnn.frontend.run_ctxreturnn.frontend.signalreturnn.frontend.statereturnn.frontend.stepwise_schedulerreturnn.frontend.tensor_arrayreturnn.frontend.typesreturnn.import_returnn.import_.commonreturnn.import_.gitreturnn.import_.import_returnn.learning_rate_controlLearningRateControlLearningRateControl.need_error_infoLearningRateControl.EpochDataLearningRateControl.load_initial_kwargs_from_config()LearningRateControl.load_initial_from_config()LearningRateControl.calc_learning_rate_decay_or_grow()LearningRateControl.calc_learning_rate_for_epoch()LearningRateControl.calc_new_learning_rate_for_epoch()LearningRateControl.get_learning_rate_for_epoch()LearningRateControl.set_default_learning_rate_for_epoch()LearningRateControl.get_last_epoch()LearningRateControl.get_most_recent_learning_rate()LearningRateControl.calc_relative_error()LearningRateControl.set_epoch_error()LearningRateControl.get_error_key()LearningRateControl.get_epoch_error_dict()LearningRateControl.get_epoch_error_value()LearningRateControl.get_epoch_error_key_value()LearningRateControl.get_last_best_epoch()LearningRateControl.save()LearningRateControl.load()
ConstantLearningRateNewbobRelativeNewbobAbsNewbobMultiEpochlearning_rate_control_type()load_learning_rate_control_from_config()demo()
returnn.logreturnn.native_opNativeOpBaseMixinNativeOpGenBaseNativeOpGenBase.in_infoNativeOpGenBase.out_infoNativeOpGenBase.c_fw_codeNativeOpGenBase.c_bw_codeNativeOpGenBase.c_extra_support_codeNativeOpGenBase.code_versionNativeOpGenBase.grad_input_mapNativeOpGenBase.theano_custom_gradNativeOpGenBase.cpu_supportNativeOpGenBase.map_layer_inputs_to_op()NativeOpGenBase.map_layer_output_from_op()
LstmGenericBaseLstmLowMemNativeLstm2TwoDLSTMChunkingUnChunkingSubtensorBatchedIndexSparseToDenseMaxAndArgmaxSparseCrossEntropySoftmaxAndGradientZSparseFastBaumWelchOpMultiEndFastBaumWelchOpSegmentFastBaumWelchOpFastViterbiOpGetCtcFsaFastBwOpEditDistanceOpOptimalCompletionEditDistanceOpOptimalCompletionEditDistancePerSuccessorOpNextEditDistanceRowOpNextEditDistanceReduceOpsparse_splice_offset_numpy()
returnn.pretrainreturnn.sprintreturnn.sprint.cacheFileInfoFileArchiveFileArchive.read_u32()FileArchive.read_U32()FileArchive.read_U8()FileArchive.read_packed_U32()FileArchive.read_u64()FileArchive.read_char()FileArchive.read_bytes()FileArchive.read_str()FileArchive.read_S16()FileArchive.read_f32()FileArchive.read_f64()FileArchive.read_v()FileArchive.write_str()FileArchive.write_char()FileArchive.write_u32()FileArchive.write_U32()FileArchive.write_u64()FileArchive.write_f32()FileArchive.write_f64()FileArchive.SprintCacheHeaderFileArchive.start_recovery_tagFileArchive.end_recovery_tagFileArchive.file_list()FileArchive.finalize()FileArchive.read_file_info_table()FileArchive.write_file_info_table()FileArchive.scan_archive()FileArchive.has_entry()FileArchive.read()FileArchive.get_state()FileArchive.set_allophones()FileArchive.get_allophones_list()FileArchive.add_feature_cache()FileArchive.add_attributes()
FileArchiveBundleopen_file_archive()is_sprint_cache_file()AllophoneLabelingMixtureSetWordBoundariesmain()
returnn.sprint.controlprint()init()getSegmentList()SprintNnPythonLayerSprintNnPythonLayer.finalize()SprintNnPythonLayer.setInputDimension()SprintNnPythonLayer.setOutputDimension()SprintNnPythonLayer.initializeNetworkParameters()SprintNnPythonLayer.loadNetworkParameters()SprintNnPythonLayer.saveNetworkParameters()SprintNnPythonLayer.isTrainable()SprintNnPythonLayer.getNumberOfFreeParameters()SprintNnPythonLayer.forward()SprintNnPythonLayer.backpropagate()
PythonControlPythonControl.VersionPythonControl.instancePythonControl.create()PythonControl.init_processing()PythonControl.process_segment()PythonControl.close()PythonControl.handle_next()PythonControl.run_control_loop()PythonControl.exit()PythonControl.check_control_loop_running()PythonControl.run_threaded_control_loop()PythonControl.own_threaded_callback()PythonControl.own_tcb_version()PythonControl.own_tcb_get_loss_and_error_signal()PythonControl.init_segment()PythonControl.notify_segment_loss()PythonControl.get_current_seg_posteriors()PythonControl.set_current_seg_error_signal()PythonControl.set_current_seg_loss()PythonControl.segment_list_iterator()
returnn.sprint.error_signalsreturnn.sprint.extern_interfacereturnn.sprint.interfaceinit()init_python_feature_scorer()PythonFeatureScorerPythonFeatureScorer.init()PythonFeatureScorer.exit()PythonFeatureScorer.get_feature_buffer_size()PythonFeatureScorer.add_feature()PythonFeatureScorer.reset()PythonFeatureScorer.get_segment_name()PythonFeatureScorer.get_features()PythonFeatureScorer.get_posteriors()PythonFeatureScorer.features_to_dataset()PythonFeatureScorer.enginePythonFeatureScorer.configPythonFeatureScorer.compute()PythonFeatureScorer.get_scores()
getSegmentList()init_python_trainer()exit()feedInput()finishDiscard()finishError()feedInputAndTarget()feedInputAndTargetAlignment()feedInputAndTargetSegmentOrth()feedInputUnsupervised()feedInputForwarding()dump_flags()set_target_mode()get_final_epoch()features_to_dataset()make_criterion_class()demo()
returnn.tensorreturnn.tensor._dim_extrareturnn.tensor._tensor_extrareturnn.tensor._tensor_mixin_basereturnn.tensor._tensor_op_overloadsreturnn.tensor.control_flow_ctxControlFlowContextControlFlowContext.TypesControlFlowContext.repr_inner()ControlFlowContext.abs_ctx_stack()ControlFlowContext.abs_ctx_stack_with_root()ControlFlowContext.is_parent_or_same()ControlFlowContext.collect_parent_dims()ControlFlowContext.is_loop()ControlFlowContext.is_cond()ControlFlowContext.outer_ctxControlFlowContext.tf_control_flow_ctxControlFlowContext.loop_spatial_dim
returnn.tensor.dimreturnn.tensor.marked_dimreturnn.tensor.tensorreturnn.tensor.tensor_dictreturnn.tensor.utilsreturnn.tfreturnn.tf.compatreturnn.tf.data_pipeline- TensorFlow data pipeline
DataProviderBaseFeedDictDataProviderFeedDictDataProvider.start_threads()FeedDictDataProvider.stop_threads()FeedDictDataProvider.get_next_batch()FeedDictDataProvider.have_more_data()FeedDictDataProvider.get_feed_dict()FeedDictDataProvider.get_dataset_name()FeedDictDataProvider.have_reached_end()FeedDictDataProvider.get_complete_frac()
InputContextDatasetDataProviderDatasetDataProvider.set_current_dataset()DatasetDataProvider.start_threads()DatasetDataProvider.stop_threads()DatasetDataProvider.have_more_data()DatasetDataProvider.get_feed_dict()DatasetDataProvider.have_reached_end()DatasetDataProvider.get_dataset_name()DatasetDataProvider.get_complete_frac()
returnn.tf.distributedreturnn.tf.engine- TensorFlow engine
CancelTrainingExceptionRunnerEngineEngine.finalize()Engine.get_const_tensor()Engine.is_requesting_for_gpu()Engine.make_tf_session()Engine.get_eval_datasets()Engine.dev_dataEngine.eval_dataEngine.load_model()Engine.save_model()Engine.delete_model()Engine.init_train_from_config()Engine.get_net_dict_for_epoch()Engine.init_network_from_config()Engine.create_network()Engine.need_init_new_network()Engine.init_new_network()Engine.train()Engine.init_train_epoch()Engine.train_epoch()Engine.format_score()Engine.eval_model()Engine.check_last_epoch()Engine.check_uninitialized_vars()Engine.get_specific_feed_dict()Engine.run_single()Engine.forward_single()Engine.forward_to_hdf()Engine.forward_with_callback()Engine.analyze()Engine.search()Engine.search_single()Engine.search_single_seq()Engine.search_single_string_to_string_seq()Engine.compute_priors()Engine.web_server()
get_global_engine()
returnn.tf.frontend_layersreturnn.tf.frontend_layers._backendReturnnLayersBackendReturnnLayersBackend.nameReturnnLayersBackend.RawTensorTypeReturnnLayersBackend.is_tensorflowReturnnLayersBackend.is_backend_raw_tensor_dim_tag_independentReturnnLayersBackend.executing_eagerly()ReturnnLayersBackend.should_pickle_tensor()ReturnnLayersBackend.get_tensor_dependencies()ReturnnLayersBackend.get_tensor_consumers()ReturnnLayersBackend.cond()ReturnnLayersBackend.while_loop()ReturnnLayersBackend.set_random_seed()ReturnnLayersBackend.get_random_state()ReturnnLayersBackend.set_random_state()ReturnnLayersBackend.get_dtype_name_raw()ReturnnLayersBackend.as_dtype_raw()ReturnnLayersBackend.get_ndim_raw()ReturnnLayersBackend.get_shape_raw()ReturnnLayersBackend.get_shape_tuple_raw()ReturnnLayersBackend.get_known_shape_raw()ReturnnLayersBackend.fill_raw()ReturnnLayersBackend.compare_raw()ReturnnLayersBackend.combine_raw()ReturnnLayersBackend.reshape_raw()ReturnnLayersBackend.make_output_tensor()ReturnnLayersBackend.copy()ReturnnLayersBackend.cast()ReturnnLayersBackend.set_requires_gradient()ReturnnLayersBackend.gradient()ReturnnLayersBackend.stop_gradient()ReturnnLayersBackend.scaled_gradient()ReturnnLayersBackend.scaled_gradient_ext()ReturnnLayersBackend.merge_dims()ReturnnLayersBackend.split_dims()ReturnnLayersBackend.reshape()ReturnnLayersBackend.split()ReturnnLayersBackend.expand_dim()ReturnnLayersBackend.squeeze()ReturnnLayersBackend.concat()ReturnnLayersBackend.pad()ReturnnLayersBackend.activation()ReturnnLayersBackend.activation_raw()ReturnnLayersBackend.safe_log()ReturnnLayersBackend.softmax()ReturnnLayersBackend.log_softmax()ReturnnLayersBackend.softmax_cross_entropy_with_logits()ReturnnLayersBackend.ctc_loss()ReturnnLayersBackend.create_parameter_raw()ReturnnLayersBackend.set_parameter_initial_value()ReturnnLayersBackend.set_parameter_trainable()ReturnnLayersBackend.parameter_assign()ReturnnLayersBackend.convert_to_tensor()ReturnnLayersBackend.full()ReturnnLayersBackend.compare()ReturnnLayersBackend.combine()ReturnnLayersBackend.gather()ReturnnLayersBackend.slice()ReturnnLayersBackend.flip_no_mask()ReturnnLayersBackend.where()ReturnnLayersBackend.clip_by_value()ReturnnLayersBackend.cumsum()ReturnnLayersBackend.matmul()ReturnnLayersBackend.range_over_dim()ReturnnLayersBackend.replace_dim()ReturnnLayersBackend.set_sparse_dim()ReturnnLayersBackend.reduce()ReturnnLayersBackend.top_k()ReturnnLayersBackend.random_journal_replay()ReturnnLayersBackend.random()ReturnnLayersBackend.masked_select()ReturnnLayersBackend.batch_norm()ReturnnLayersBackend.conv()ReturnnLayersBackend.transposed_conv()ReturnnLayersBackend.pool()ReturnnLayersBackend.stft()ReturnnLayersBackend.lstm()
returnn.tf.frontend_layers._utilsreturnn.tf.frontend_layers.condreturnn.tf.frontend_layers.config_entry_pointsreturnn.tf.frontend_layers.debug_eager_modereturnn.tf.frontend_layers.dimsreturnn.tf.frontend_layers.layerLayerLayer.reset_default_root()Layer.top()Layer.recent_subnet()Layer.current_ctx()Layer.new_root()Layer.inner_loop()Layer.inner_control_flow()Layer.assign_parent()Layer.move_tensor_here()Layer.rootLayer.is_rootLayer.can_access_children_from_rootLayer.control_flow_ctx()Layer.extend_reserved_names()Layer.get_returnn_config()Layer.make_net()Layer.make_default_output()Layer.get_abs_name_ctx_list()Layer.get_abs_name()Layer.get_abs_name_repr()Layer.get_name_in_ctx()Layer.get_child()Layer.get_new_child()Layer.get_child_with_tensor()Layer.get_child_tensor()Layer.get_recent_tensor()Layer.get_tensor_dependencies()Layer.make_all_sub_networks_and_optimize()Layer.optimize_move_up()
NetReturnnDimTagsProxyauto_setup_name_ctx_ignore_func()
returnn.tf.frontend_layers.loopreturnn.tf.frontend_layers.make_layerreturnn.tf.frontend_layers.masked_computationreturnn.tf.frontend_layers.parameter_assignreturnn.tf.frontend_layers.prev_tensor_refreturnn.tf.frontend_low_levelreturnn.tf.frontend_low_level._backendTFBackendTFBackend.nameTFBackend.RawTensorTypeTFBackend.is_tensorflowTFBackend.executing_eagerly()TFBackend.should_pickle_tensor()TFBackend.get_dtype_name_raw()TFBackend.as_dtype_raw()TFBackend.get_ndim_raw()TFBackend.get_shape_raw()TFBackend.get_shape_tuple_raw()TFBackend.get_known_shape_raw()TFBackend.set_known_shape_raw()TFBackend.fill_raw()TFBackend.compare_raw()TFBackend.combine_raw()TFBackend.where()TFBackend.reshape_raw()TFBackend.squeeze_raw()TFBackend.transpose_raw()TFBackend.expand_dims_raw()TFBackend.expand_raw()TFBackend.copy()TFBackend.cast_raw()TFBackend.activation_raw()TFBackend.have_sequence_mask_raw()TFBackend.sequence_mask_raw()TFBackend.name_scope_raw()TFBackend.control_dependencies_raw()TFBackend.identity_with_control_dependencies_raw()TFBackend.create_placeholder_raw()TFBackend.runtime_sanity_checks()TFBackend.is_valid_in_current_graph()TFBackend.format_graph_output()TFBackend.convert_to_tensor()TFBackend.range_over_dim()TFBackend.reduce()TFBackend.is_finite()TFBackend.clip_by_value()
returnn.tf.horovodHorovodContextHorovodContext.should_sync_every_step()HorovodContext.get_reduce_type()HorovodContext.is_reduce_type_grad()HorovodContext.is_reduce_type_param()HorovodContext.get_param_sync_time_diff()HorovodContext.get_param_sync_step()HorovodContext.get_dataset_distribution_type()HorovodContext.is_dataset_distribution_shard()HorovodContext.get_dataset_shard_batch_slice()HorovodContext.is_dataset_distribution_random_seed_offset()HorovodContext.rank()HorovodContext.size()HorovodContext.local_rank()HorovodContext.local_size()
get_ctx()
returnn.tf.hyper_param_tuningreturnn.tf.layersreturnn.tf.layers.baseLayerBaseLayerBase.layer_classLayerBase.allow_inf_in_outputLayerBase.recurrentLayerBase.post_init()LayerBase.get_out_data_from_opts()LayerBase.fixup_out_data()LayerBase.get_global_layer_list()LayerBase.get_recent_layer()LayerBase.transform_config_dict()LayerBase.get_full_ctx_name()LayerBase.cls_get_tf_scope_name()LayerBase.cls_setup_scope()LayerBase.tf_scope_nameLayerBase.get_base_absolute_name_scope_prefix()LayerBase.get_absolute_name_scope_prefix()LayerBase.get_absolute_name()LayerBase.is_output_layer()LayerBase.get_dep_layers()LayerBase.cls_get_sub_network()LayerBase.get_sub_layer()LayerBase.get_available_sub_layer_names()LayerBase.get_sub_layer_out_data_from_opts()LayerBase.get_sub_networks()LayerBase.get_sub_layers()LayerBase.get_search_choices()LayerBase.get_search_beam_size()LayerBase.get_normalized_layer()LayerBase.get_batch_dim()LayerBase.get_batch_info()LayerBase.var_creation_scope()LayerBase.add_param()LayerBase.set_param_values_by_dict()LayerBase.get_param_values_dict()LayerBase.get_saveable_params_dict()LayerBase.get_losses()LayerBase.get_losses_initialized()LayerBase.get_params_l2_norm()LayerBase.get_output_spatial_smoothing_energy()LayerBase.get_darc1()LayerBase.get_constraints_value()LayerBase.batch_norm()LayerBase.get_hidden_state()LayerBase.get_last_hidden_state()LayerBase.post_process_final_rec_vars_outputs()LayerBase.get_rec_initial_output()LayerBase.get_rec_initial_extra_outputs()LayerBase.get_rec_initial_extra_outputs_shape_invariants()
InternalLayerDataNotAvailableLayerWrappedInternalLayerReuseParamsSearchChoicesSearchChoices.src_layerSearchChoices.set_beam_from_own_rec()SearchChoices.set_beam_from_rec()SearchChoices.set_src_beams()SearchChoices.set_beam_scores()SearchChoices.get_src_choices_seq()SearchChoices.get_beam_info()SearchChoices.compare()SearchChoices.translate_to_this_search_beam()SearchChoices.translate_to_common_search_beam()
Loss
returnn.tf.layers.basicSourceLayerconcat_sources()get_concat_sources_data_template()concat_sources_with_opt_dropout()CopyLayerIdentityLayerConcatLayerDropoutLayerScaledGradientLayerSelectSearchSourcesLayerActivationLayerBatchNormLayerLayerNormLayerNormLayerMathNormLayerSliceLayerSliceNdLayerGatherLayerGatherNdLayerScatterNdLayerLinearLayerSoftmaxLayerLengthLayerSoftmaxOverSpatialLayerSeqLenMaskLayerBooleanMaskLayerRandomStateInitLayerRandomLayerRandIntLayerRangeLayerRangeInAxisLayerRangeFromLengthLayerBatchSoftmaxLayerConstantLayerGatingLayerWindowLayerFoldLayerCumsumLayerPadLayerMergeDimsLayerSplitLayerSplitDimsLayerSplitBatchTimeLayerReshapeLayerFlattenBatchLayerUnflattenBatchLayerUnflattenNdLayerExpandDimsLayerRepeatLayerTileLayerCastLayerSwapAxesLayerTransposeLayerReinterpretDataLayerConvLayerConvLayer.layer_classConvLayer.recurrentConvLayer.set_output_dim_tags()ConvLayer.transform_input()ConvLayer.get_input_placeholder_with_same_static_padding()ConvLayer.get_input_placeholder_with_int_padding()ConvLayer.calc_out_dim()ConvLayer.get_out_data_from_opts()ConvLayer.get_dep_layers()ConvLayer.transform_config_dict()
PoolLayerDctLayerTransposedConvLayerReduceLayerReduceOutLayerSqueezeLayerStackLayerWeightedSumLayerElemwiseProdLayerPrefixInTimeLayerPostfixInTimeLayerTimeChunkingLayerTimeUnChunkingLayerDotLayerShiftAxisLayerResizeLayerCombineDimsLayerRemoveLayerCombineLayerEvalLayerCompareLayerSwitchLayerCondLayerTopKLayerSearchSortedLayerSubnetworkLayerSubnetworkLayer.layer_classSubnetworkLayer.recurrentSubnetworkLayer.update_params_from_subnet()SubnetworkLayer.update_rec_vars_outputs()SubnetworkLayer.update_load_on_init()SubnetworkLayer.get_out_data_from_opts()SubnetworkLayer.transform_config_dict()SubnetworkLayer.get_sub_layer_out_data_from_opts()SubnetworkLayer.cls_get_sub_network()SubnetworkLayer.get_sub_layer()SubnetworkLayer.get_available_sub_layer_names()SubnetworkLayer.get_sub_networks()SubnetworkLayer.get_sub_layers()SubnetworkLayer.get_dep_layers()SubnetworkLayer.get_last_hidden_state()SubnetworkLayer.get_rec_initial_extra_outputs()SubnetworkLayer.get_rec_initial_extra_outputs_shape_invariants()
TrainFlagLayerGlobalTrainStepLayerAccumulateMeanLayerLossLayerForcedAlignmentLayerForcedAlignmentLayer.layer_classForcedAlignmentLayer.get_sub_layer_out_data_from_opts()ForcedAlignmentLayer.get_sub_layer()ForcedAlignmentLayer.get_available_sub_layer_names()ForcedAlignmentLayer.get_dep_layers()ForcedAlignmentLayer.transform_config_dict()ForcedAlignmentLayer.get_out_data_from_opts()
SparseSoftmaxCrossEntropyWithLogitsLayerCtcLossLayerFastBaumWelchLayerGradientLayerSyntheticGradientLayerTikhonovRegularizationLayerFramewiseStatisticsLayerPrintLayerHDFDumpLayerImageSummaryLayerCrossEntropyLossBinaryCrossEntropyLossGenericCELossCtcLossEditDistanceLossBleuLossExpectedLossDeepClusteringLossL1LossMeanSquaredErrorMeanL1LossExternSprintLossFastBaumWelchLossViaLayerLossAsIsLossSearchScoreLossSamplingBasedLossTripletLossget_loss_class()auto_register_layer_classes()register_layer_class()get_layer_class()get_layer_class_name_list()
returnn.tf.layers.recRecLayerRecLayer.layer_classRecLayer.recurrentRecLayer.SubnetworkRecCellRecLayer.get_dep_layers()RecLayer.transform_source_and_axis()RecLayer.transform_config_dict()RecLayer.get_out_data_from_opts()RecLayer.get_absolute_name_scope_prefix()RecLayer.get_rec_initial_extra_outputs()RecLayer.get_rec_initial_output()RecLayer.get_rnn_cell_class()RecLayer.get_losses()RecLayer.get_constraints_value()RecLayer.convert_cudnn_canonical_to_lstm_block()RecLayer.get_last_hidden_state()RecLayer.is_prev_step_layer()RecLayer.get_sub_layer()RecLayer.get_available_sub_layer_names()RecLayer.get_sub_networks()RecLayer.get_sub_layers()
RecStepInfoLayerRecLastOutputLayerRnnCellLayerRnnCellLayer.layer_classRnnCellLayer.recurrentRnnCellLayer.get_out_data_from_opts()RnnCellLayer.get_absolute_name_scope_prefix()RnnCellLayer.get_dep_layers()RnnCellLayer.get_hidden_state_size()RnnCellLayer.get_output_from_state()RnnCellLayer.get_hidden_state()RnnCellLayer.get_state_by_key()RnnCellLayer.get_last_hidden_state()RnnCellLayer.get_rec_initial_state()RnnCellLayer.get_rec_initial_state_inner()RnnCellLayer.get_rec_initial_extra_outputs()RnnCellLayer.transform_config_dict()RnnCellLayer.transform_initial_state()RnnCellLayer.get_rec_initial_output()
GetLastHiddenStateLayerGetRecAccumulatedOutputLayerRecUnstackLayerBaseChoiceLayerChoiceLayerChoiceLayer.layer_classChoiceLayer.transform_config_dict()ChoiceLayer.get_out_data_from_opts()ChoiceLayer.get_sub_layer()ChoiceLayer.get_available_sub_layer_names()ChoiceLayer.get_sub_layer_out_data_from_opts()ChoiceLayer.get_dep_layers()ChoiceLayer.get_rec_initial_output()ChoiceLayer.post_process_final_rec_vars_outputs()
DecideLayerDecideKeepBeamLayerChoiceGetBeamScoresLayerChoiceGetSrcBeamsLayerSplitBatchBeamLayerAttentionBaseLayerGlobalAttentionContextBaseLayerGenericAttentionLayerDotAttentionLayerConcatAttentionLayerGaussWindowAttentionLayerSelfAttentionLayerSelfAttentionLayer.layer_classSelfAttentionLayer.recurrentSelfAttentionLayer.transform_config_dict()SelfAttentionLayer.get_out_data_from_opts()SelfAttentionLayer.get_rec_initial_extra_outputs()SelfAttentionLayer.get_rec_initial_extra_outputs_shape_invariants()SelfAttentionLayer.post_process_final_rec_vars_outputs()
PositionalEncodingLayerKenLmStateLayerEditDistanceLayerEditDistanceTableLayerOptimalCompletionsLayerMaskedComputationLayerMaskedComputationLayer.layer_classMaskedComputationLayer.recurrentMaskedComputationLayer.get_dep_layers()MaskedComputationLayer.transform_config_dict()MaskedComputationLayer.get_out_data_from_opts()MaskedComputationLayer.get_sub_layer_out_data_from_opts()MaskedComputationLayer.get_sub_layer()MaskedComputationLayer.get_available_sub_layer_names()MaskedComputationLayer.get_constraints_value()MaskedComputationLayer.get_losses()MaskedComputationLayer.get_rec_initial_output()MaskedComputationLayer.get_rec_initial_extra_outputs()MaskedComputationLayer.get_rec_initial_extra_outputs_shape_invariants()
UnmaskLayerBaseRNNCellVanillaLSTMCellRHNCellBlocksparseLSTMCellBlocksparseMultiplicativeMultistepLSTMCellLayerNormVariantsLSTMCellTwoDLSTMLayerZoneoutLSTMCellRelativePositionalEncodingLayerCumConcatLayer
returnn.tf.layers.segmental_modelbatch_sizes_after_windowing()batch_indices_after_windowing()SegmentInputLayerClassesToSegmentsLayerClassesToLengthDistributionLayerClassesToLengthDistributionGlobalLayerSegmentAlignmentLayerUnsegmentInputLayerFillUnusedMemoryLayerSwapTimeFeatureLayerFlattenTimeLayerApplyLengthDistributionLayerNormalizeLengthScoresLayer
returnn.tf.layers.signal_processingAlternatingRealToComplexLayerBatchMedianPoolingLayerComplexLinearProjectionLayerComplexToAlternatingRealLayerMaskBasedGevBeamformingLayerMaskBasedMvdrBeamformingWithDiagLoadingLayerMelFilterbankLayerMultiChannelMultiResolutionStftLayerMultiChannelStftLayerStftLayerIstftLayerNoiseEstimationByFirstTFramesLayerParametricWienerFilterLayerSignalMaskingLayerSplitConcatMultiChannelTileFeaturesLayer
returnn.tf.layers.variablereturnn.tf.native_opOpDescriptionOpMakerload_dump_file()make_op()make_lstm_op()RecSeqCellOpNativeLstmCellNativeLstmLowMemCellNativeLstm2TwoDNativeLstmCellchunk()unchunk()make_fast_baum_welch_op()fast_baum_welch()fast_baum_welch_by_sprint_automata()tf_fast_bw_fsa_staircase()get_ctc_fsa_fast_bw()fast_baum_welch_staircase()ctc_loss()fast_viterbi()ctc_loss_viterbi()edit_distance()optimal_completion_edit_distance()optimal_completion_edit_distance_per_successor()next_edit_distance_row()edit_distance_via_next_edit_distance_row()next_edit_distance_reduce()optimal_completion_edit_distance_per_successor_via_next_edit_distance()have_blocksparse_requirements()init_blocksparse()demo()
returnn.tf.networkDataNotFoundExternDataExternData.init_from_config()ExternData.init_from_dataset()ExternData.init_batch_info()ExternData.check_matched_dataset()ExternData.register_data()ExternData.has_data()ExternData.get_data()ExternData.get_default_input_data()ExternData.get_default_target_data()ExternData.get_data_description()ExternData.get_sorted_data_items()ExternData.get_all_dimension_tags()ExternData.set_batch_info()ExternData.get_batch_info()
TFNetworkTFNetwork.get_network_hierarchy()TFNetwork.get_root_network()TFNetwork.get_root_ctx_network()TFNetwork.get_control_flow_ctx()TFNetwork.is_extra_internal_template_construction()TFNetwork.get_absolute_name_scope_prefix()TFNetwork.get_absolute_name_prefix()TFNetwork.construct_from_dict()TFNetwork.make_extra_net()TFNetwork.construct_extra_net()TFNetwork.construct_layer()TFNetwork.layer_creation_scope()TFNetwork.add_layer()TFNetwork.get_extern_data()TFNetwork.get_used_data_keys()TFNetwork.get_seq_tags()TFNetwork.make_subnet()TFNetwork.get_losses_initialized()TFNetwork.maybe_construct_objective()TFNetwork.get_objective()TFNetwork.get_total_loss()TFNetwork.get_total_constraints()TFNetwork.get_fetches_dict()TFNetwork.get_used_targets()TFNetwork.get_default_target()TFNetwork.get_output_layers()TFNetwork.get_default_output_layer_name()TFNetwork.get_default_output_layer()TFNetwork.get_layer()TFNetwork.get_all_layers_shallow()TFNetwork.get_all_layers_deep()TFNetwork.get_params_list()TFNetwork.get_saveable_param_replace_dict()TFNetwork.get_saveable_params_list()TFNetwork.get_trainable_params()TFNetwork.declare_train_params()TFNetwork.get_num_params()TFNetwork.initialize_params()TFNetwork.get_var_assigner()TFNetwork.get_param_values_dict()TFNetwork.set_param_values_by_dict()TFNetwork.get_auxiliary_params()TFNetwork.get_params_serialized()TFNetwork.set_params_by_serialized()TFNetwork.global_train_step_varTFNetwork.global_train_stepTFNetwork.set_global_train_step()TFNetwork.get_global_train_step()TFNetwork.get_epoch_step()TFNetwork.reset_saver()TFNetwork.save_params_to_file()TFNetwork.load_params_from_file()TFNetwork.print_network_info()TFNetwork.cond_on_train()TFNetwork.get_search_choices()TFNetwork.debug_search_choices()TFNetwork.get_data_batch_dim()TFNetwork.get_global_batch_info()TFNetwork.set_rec_step_info()TFNetwork.is_inside_rec_layer()TFNetwork.get_inside_rec_time_dim()TFNetwork.get_all_rec_time_dims()TFNetwork.get_rec_parent_layer()TFNetwork.have_rec_step_info()TFNetwork.get_rec_step_info()TFNetwork.get_rec_step_index()TFNetwork.get_config()TFNetwork.register_post_control_dependencies()TFNetwork.get_post_control_dependencies()TFNetwork.register_graph_reset_callback()TFNetwork.get_graph_reset_callbacks()TFNetwork.call_graph_reset_callbacks()TFNetwork.set_run_opts()TFNetwork.get_run_opts()TFNetwork.register_run_finished_callback()TFNetwork.set_run_finished()TFNetwork.get_network_stack()TFNetwork.get_current_network()TFNetwork.register_network_scope()TFNetwork.get_search_choices_from_beam()TFNetwork.register_search_choices_for_beam()
SubnetworkTFNetworkParamsSerializedGetLayerLossHolderLossHolder.init()LossHolder.get_layer()LossHolder.get_only_on_eval()LossHolder.get_tf_name()LossHolder.get_loss_value()LossHolder.get_loss_value_for_fetch()LossHolder.get_loss_value_for_objective()LossHolder.get_error_value()LossHolder.get_norm_factor()LossHolder.get_normalized_loss_value_per_seq()LossHolder.get_normalized_error_value_per_seq()LossHolder.get_loss_value_per_pos()LossHolder.get_error_value_per_pos()LossHolder.copy_new_base()
NetworkLayerExceptionNetworkConstructionDependencyLoopExceptionLayerNotFoundhelp_on_tf_exception()CustomCheckpointLoaderCustomLoadParamFuncset_custom_post_init()have_custom_post_init()
returnn.tf.sprintreturnn.tf.updaterregister_optimizer_class()get_optimizer_class()UpdaterUpdater.reset_optim_op()Updater.set_trainable_vars()Updater.set_learning_rate()Updater.get_current_step_learning_rate()Updater.create_optim_op()Updater.get_optim_op()Updater.init_optimizer_vars()Updater.get_default_optimizer()Updater.get_default_optimizer_item()Updater.create_all_needed_optimizers()Updater.get_slot_names_per_optimizer()Updater.filter_var_list_per_optimizer_key()Updater.get_slot()Updater.get_apply_grads_op()
accum_grad_multiple_step()BaseCustomOptimizerCustomGradientDescentOptimizerNormalizedSGDNeuralOptimizer1GradVarianceScaledOptimizerNadamOptimizerCustomAdamOptimizerAMSGradOptimizer
returnn.tf.utilreturnn.tf.util.basicCollectionKeystf_version_tuple()assert_min_tf_version()have_min_tf_version()CustomUpdateCustomUpdateExpAverageset_param_axes_split_info()check_param_axes_split_info()get_param_axes_split_info()transform_param_axes_split_info_to_new_shape()copy_with_new_split_axes()get_padding_info_dict_ref()set_padding_info()copy_compatible_reduce()OutputWithActivationvariable_scalar_summaries_dict()variable_summaries()get_valid_scope_name_from_str()get_current_var_scope_name()get_current_name_scope()reuse_name_scope()opt_reuse_name_scope()get_name_scope_of_tensor()get_base_name()reuse_name_scope_of_tensor()default_control_flow_ctx()get_root_graph()flip_gradient()lookup_grad_func_by_name()opt_register_grad_func()identity_with_check_numerics()check_input_ndim()check_input_ndim_equal_offset()check_input_dim()check_dim_equal()check_shape_equal()get_shape_dim()get_shape()get_ndim()get_range()identity_with_ops()setup_tf_thread_pools()check_initial_tf_thread_pool_init()get_tf_list_local_devices()print_available_devices()is_gpu_available()is_gpu_available_in_session()get_available_gpu_devices()get_available_gpu_cuda_min_compute_capability()is_tf_cuda_build()dot()identity()get_activation_function()gelu()gelu2()gelu3()random_uniform_abs_initializer()xavier_initializer()wrap_distribution_non_zero()VarianceScalingNonZerovariance_scaling_non_zero_initializerload_txt_file_initializer()GammatoneFilterbankInitializerget_initializer()dropout()layer_norm()openai_layer_norm()swapaxes()move_axis()TensorCachedComputationsequence_mask()sequence_mask_time_major()directed()reversed()get_flatten_with_seq_len_mask_cache_for_data()get_flatten_with_seq_len_mask_cache()flatten_with_seq_len_mask()flatten_with_seq_len_mask_time_major()unflatten_with_seq_len_mask()expand_dims_unbroadcast()expand_multiple_dims()tile_transposed()constant_with_shape()dimshuffle()sparse_labels_with_seq_lens()sparse_labels()uniq()batched_uniq()ctc_greedy_decode()get_common_shape()unbroadcast_to_common_shape()concat_with_opt_broadcast()matrix_triangular()VariableAssignerget_tf_gcc_version()get_tf_gcc_path()get_tf_gpp_path()CudaEnvOpCodeCompilerTFNativeUtilCompilermake_var_tuple()add_scaled_noise_to_gradients()CustomGradientMetaLossesfilter_grad()debug_register_better_repr()cond()single_strided_slice()pad_replicate()circular_pad()spatial_smoothing_energy()nan_to_num()where_bc()identity_op_nested()nd_indices()stop_all_event_writer_threads()stop_event_writer_thread()optional_add()optional_mul()opt_logical_and()opt_logical_or()windowed_nd()slice_nd()global_tensor()get_global_train_flag_placeholder()get_global_train_flag()cond_on_train_flag()get_random_seed()get_global_random_generator()StatelessRandomSeedencode_raw()get_shared_vocab()map_labels()remove_labels()pad_zeros_in_axis()slice_pad_zeros()post_control_dependencies()sequential_control_dependencies()global_queue()init_variable_if_needed()auto_init_var()true_once()raise_OutOfRangeError()enforce_copy()zeros_dyn_shape()view_as()broadcast_gradient_args()maximum_with_identity_grad()minimum_with_identity_grad()clip_by_value_with_identity_grad()safe_log()safe_exp()l1_normalized()lin_exp()lin_exp_normed()check_base_op_type_and_replace()copy_op()simplify_neg()simplify_add()simplify_sub()simplify_non_negative_seq_length()copy_tensor()smoothing_cross_entropy()softmax_cross_entropy_over_size()interpolate_bilinear()dense_image_warp()create_random_warp_flow_2d()gaussian_kernel_2d()gaussian_blur_2d()bleu_score()prod()mem_usage_for_dev()identity_with_debug_log()add_check_numerics_ops()nested_get_shapes()has_current_control_flow_context()has_control_flow_context()same_control_flow_ctx()op_in_right_control_flow_context()get_protobuf_fields()get_op_attrib_keys()get_op_input_names()get_op_inputs_by_name()tensor_array_is_dynamic_size()tensor_array_is_clear_after_read()tensor_array_element_shape()tensor_array_like()tensor_array_stack()beam_search()select_src_beams()filter_ended_scores()to_int32_64()to_float32()batch_gather()unflatten_nd()kernels_registered_for_op()supported_devices_for_op()find_unsupported_devices_in_graph()get_device_attr()print_graph_output()format_graph_output()var_handle_or_ref()find_ops_with_tensor_input()find_ops_path_output_to_input()get_var_update_ops()get_variable_value_copy_before_update_ops()get_variable_grad_from_update_ops()get_variable_from_tensor()add_control_input()vocab_idx_to_vocab_string()vocab_idx_repr()string_merge()string_replace()bpe_merge()words_split()get_sparse_tensor_length()string_words_calc_wer()py_print()get_positional_encoding()get_linear_alignment_out_to_in_indices()get_rnnt_linear_aligned_output()get_non_deterministic_ops_from_graph()compute_sampled_logits()safe_deep_copy()FetchHelperis_axis_from_description_recurrent()onnx_compat_floor_div()
returnn.tf.util.dataFeatureDim()SpatialDim()BatchInfoBatchInfo.VirtualDimBaseBatchInfo.FixedDimBatchInfo.GlobalBatchDimBatchInfo.BeamDimBatchInfo.PaddedDimBatchInfo.PackedDimBatchInfo.make_global_batch_info()BatchInfo.make_global_broadcast_batch_info()BatchInfo.get_common_batch_info()BatchInfo.short_repr()BatchInfo.dimBatchInfo.static_dimBatchInfo.beamBatchInfo.get_base_chain()BatchInfo.get_global_base()BatchInfo.get_global_batch_dim()BatchInfo.is_global_batch()BatchInfo.is_broadcast()BatchInfo.copy_extend_with_beam()BatchInfo.copy_remove_beam()BatchInfo.copy_remove_dim()BatchInfo.copy_set_beam()BatchInfo.copy_extend_with_packed_dim_tag()BatchInfo.copy_extend_with_padded_dim_tag()BatchInfo.copy_extend_with_padded_or_fixed_dim_tag()
SearchBeam
returnn.tf.util.gradient_checkpointreturnn.tf.util.ken_lmreturnn.tf.util.open_fstreturnn.torchreturnn.torch.datareturnn.torch.data.extern_datareturnn.torch.data.pipelinereturnn.torch.data.queued_data_iterreturnn.torch.data.returnn_dataset_wrapperreturnn.torch.data.tensor_utilsreturnn.torch.distributedreturnn.torch.enginereturnn.torch.frontendreturnn.torch.frontend._backendreturnn.torch.frontend._randreturnn.torch.frontend.bridgereturnn.torch.frontend.compile_helperreturnn.torch.frontend.raw_opsreturnn.torch.optimreturnn.torch.optim.lionreturnn.torch.updaterreturnn.torch.utilreturnn.torch.util.array_returnn.torch.util.assert_returnn.torch.util.debug_inf_nanreturnn.torch.util.diagnose_gpureturnn.torch.util.distributedreturnn.torch.util.exception_helperreturnn.torch.util.gradient_checkpointreturnn.torch.util.modulereturnn.torch.util.native_opreturnn.torch.util.native_op_code_compilerreturnn.torch.util.ropereturnn.torch.util.scaled_gradientreturnn.utilreturnn.util.basicNotSpecifiedEntityOptionalNotImplementedErroris_64bit_platform()BackendEngineBehaviorVersionget_model_filename_postfix()get_checkpoint_filepattern()sys_cmd_out_lines()sys_exec_out()sys_exec_ret_code()git_commit_rev()git_is_dirty()git_commit_date()git_describe_head_version()describe_returnn_version()describe_tensorflow_version()describe_torch_version()get_tensorflow_version_tuple()ReportImportedDevModuleseval_shell_env()eval_shell_str()expand_env_vars()hdf5_dimension()hdf5_group()hdf5_shape()hdf5_strings()model_epoch_from_filename()deep_update_dict_values()terminal_size()is_tty()confirm()hms()hms_fraction()human_size()human_bytes_size()set_pretty_print_default_limit()set_pretty_print_as_bytes()pretty_print()progress_bar()progress_bar_with_time()available_physical_memory_in_bytes()default_cache_size_in_gbytes()better_repr()simple_obj_repr()ObjAsDictDictAsObjdict_joined()obj_diff_str()obj_diff_list()find_ranges()init_thread_join_hack()start_daemon_thread()is_quitting()interrupt_main()AsyncThreadRunwrap_async_func()try_run()validate_broadcast_all_sources()class_idx_seq_to_1_of_k()uniq()uniq_generic()slice_pad_zeros()random_orthogonal()inplace_increment()prod()parse_orthography_into_symbols()parse_orthography()json_remove_comments()load_json()NumbersDictNumbersDict.copy()NumbersDict.constant_like()NumbersDict.copy_like()NumbersDict.keys_setNumbersDict.keys_union()NumbersDict.get()NumbersDict.pop()NumbersDict.keys()NumbersDict.values()NumbersDict.items()NumbersDict.has_value_for()NumbersDict.has_values()NumbersDict.unary_op()NumbersDict.bin_op_scalar_optional()NumbersDict.bin_op()NumbersDict.elem_eq()NumbersDict.any_compare()NumbersDict.max()NumbersDict.min()NumbersDict.max_value()NumbersDict.min_value()
collect_class_init_kwargs()getargspec()collect_mandatory_class_init_kwargs()help_on_type_error_wrong_args()type_attrib_mro_chain()next_type_attrib_in_mro_chain()custom_exec()FrozenDictmake_hashable()RefIdEqDictRefKeysmake_dll_name()escape_c_str()attr_chain()to_bool()as_str()unicode_to_str()deepcopy()read_bytes_to_new_buffer()read_pickled_object()write_pickled_object()serialize_object()deserialize_object()load_txt_vector()CollectionReadCheckCoveredwhich()which_pip()pip_install()pip_check_is_installed()overwrite_os_exec()get_lsb_release()get_ubuntu_major_version()auto_prefix_os_exec_prefix_ubuntu()cleanup_env_var_path()get_login_username()get_temp_dir()get_cache_dir()LockFiletouch_file()str_is_number()sorted_values_from_dict()dict_zip()parse_ld_conf_file()get_ld_paths()find_lib()read_sge_num_procs()get_number_available_cpus()guess_requested_max_num_threads()get_cpu_model_name()get_gpu_names()get_num_gpu_devices()have_gpu()try_and_ignore_exception()try_get_stack_frame()try_get_caller_name()traceback_clear_frames()InfiniteRecursionDetectedguard_infinite_recursion()camel_case_to_snake_case()get_hostname()is_running_on_cluster()get_utc_start_time_filename_part()maybe_make_dirs()log_runtime_info_to_dir()should_write_to_disk()get_global_inf_value()is_onnx_export_global()get_patch_atfork_lib()restart_returnn()maybe_restart_returnn_with_atfork_patch()close_all_fds_except()is_valid_fd()Statsis_namedtuple()make_seq_of_type()ensure_list_of_type()compute_bleu()monkeyfix_glib()monkeypatch_audioread()cf()binary_search_any()generic_import_module()softmax()collect_proc_maps_exec_files()find_sym_in_exec()dummy_numpy_gemm_call()find_sgemm_libs_from_runtime()find_libcudart_from_runtime()override_env_var()get_fwd_compat_kwargs()slurm_time_left_sec()
returnn.util.better_exchookparse_py_statement()parse_py_statements()grep_full_py_identifiers()set_linecache()simple_debug_shell()debug_shell()output_limit()fallback_findfile()is_source_code_missing_brackets()is_source_code_missing_open_brackets()get_source_code()str_visible_len()add_indent_lines()get_indent_prefix()get_same_indent_prefix()remove_indent_lines()replace_tab_indent()replace_tab_indents()to_bool()ColorDomTermis_at_exit()format_tb()print_tb()print_exception()print_exc()better_exchook()dump_all_thread_tracebacks()get_current_frame()get_func_str_from_code_object()get_func_from_code_object()iter_traceback()ExtendedFrameSummaryDummyFrameinstall()replace_traceback_format_tb()replace_traceback_print_tb()setup_all()
returnn.util.bpereturnn.util.collect_outputs_dictreturnn.util.cuda_envreturnn.util.debugauto_exclude_all_new_threads()dump_all_thread_tracebacks()setup_warn_with_traceback()init_better_exchook()format_signum()signal_handler()install_signal_handler_if_default()install_native_signal_handler()install_lib_sig_segfault()init_faulthandler()install_subproc_faulthandler()init_ipython_kernel()init_cuda_not_in_main_proc_check()debug_shell()PyTracercheck_py_traces_rf_to_pt_equal()
returnn.util.debug_helpersreturnn.util.file_cachereturnn.util.fsareturnn.util.hot_reloadreturnn.util.literal_py_to_picklereturnn.util.lru_cachereturnn.util.mathreturnn.util.multi_proc_manager_with_watchdogreturnn.util.multi_proc_non_daemonic_spawnreturnn.util.native_code_compilerreturnn.util.pprintreturnn.util.py_ext_mod_compilerreturnn.util.result_with_reasonreturnn.util.sig_procreturnn.util.task_systemSharedMemSharedMem.ShmExceptionSharedMem.CCallExceptionSharedMem.ctypesSharedMem.libc_soSharedMem.libcSharedMem.shm_key_tSharedMem.IPC_PRIVATESharedMem.IPC_RMIDSharedMem.shmgetSharedMem.shmatSharedMem.shmdtSharedMem.shmctlSharedMem.memcpySharedMem.check_ccall_error()SharedMem.is_shmget_functioning()SharedMem.remove()
next_power_of_two()SharedNumpyArraySharedNumpyArray.ServerLockSharedNumpyArray.ServerInstancesSharedNumpyArray.ServerArrayIdSharedNumpyArray.TooMuchInstancesSharedNumpyArray.ExtraSpaceBytesSharedNumpyArray.shapeSharedNumpyArray.stridesSharedNumpyArray.typestrSharedNumpyArray.numpy_strides_for_fortran()SharedNumpyArray.numpy_strides_for_c_contiguous()SharedNumpyArray.needed_mem_size()SharedNumpyArray.as_shared()SharedNumpyArray.create_copy()SharedNumpyArray.create_new()SharedNumpyArray.is_serverSharedNumpyArray.memSharedNumpyArray.get_numpy_array_data_ptr()SharedNumpyArray.create_numpy_array()SharedNumpyArray.is_in_use()SharedNumpyArray.set_unused()
attrChain()funcCall()get_func_closure()get_func_tuple()makeFuncCell()getModuleDict()getModNameForModDict()getNormalDict()assign_obj_attribs()make_numpy_ndarray_fromstring()use_shared_mem_for_numpy_array()numpy_set_unused()numpy_copy_and_set_unused()numpy_alloc()PicklerPickler.dispatchPickler.memoPickler.save_func()Pickler.save_method()Pickler.save_code()Pickler.save_cell()Pickler.module_name_black_listPickler.intellisave_dict()Pickler.save_module()Pickler.save_ndarray()Pickler.save_iobuffer_dummy()Pickler.use_whichmodulePickler.save_global()Pickler.save_type()
returnn.util.train_proc_managerreturnn.util.watch_memory