Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Z A abs() (in module returnn.frontend.math_) abs_ctx_stack() (returnn.tensor.control_flow_ctx.ControlFlowContext class method) abs_ctx_stack_with_root() (returnn.tensor.control_flow_ctx.ControlFlowContext class method) accum_grad_multiple_step() (in module returnn.tf.updater) AccumulateMeanLayer (class in returnn.tf.layers.basic), [1] activation() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) activation_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) ActivationLayer (class in returnn.tf.layers.basic), [1] AdadeltaOptimizer (class in tensorflow.python.training.adadelta) AdagradDAOptimizer (class in tensorflow.python.training.adagrad_da) AdagradOptimizer (class in tensorflow.python.training.adagrad) Adamax (class in keras.optimizers.optimizer_experimental.adamax) AdamOptimizer (class in tensorflow.python.training.adam) add() (in module returnn.frontend.math_) (returnn.util.bpe.PrefixTree method) add_archive() (returnn.sprint.cache.FileArchiveBundle method) add_attributes() (returnn.sprint.cache.FileArchive method) add_bundle() (returnn.sprint.cache.FileArchiveBundle method) add_bundle_or_archive() (returnn.sprint.cache.FileArchiveBundle method) add_check_numerics_ops() (in module returnn.tf.util.basic) add_control_input() (in module returnn.tf.util.basic) add_control_inputs() (in module returnn.extern.graph_editor.reroute) add_edge() (returnn.util.fsa.FastBwFsaShared method) add_edges() (returnn.util.fsa.Store static method) add_feature() (returnn.sprint.interface.PythonFeatureScorer method) add_feature_cache() (returnn.sprint.cache.FileArchive method) add_file() (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.hdf.NextGenHDFDataset method) (returnn.datasets.hdf.SiameseHDFDataset method) add_frames() (returnn.engine.batch.Batch method) add_graph_reader_node() (returnn.frontend._random_journal.RandomJournal method) add_indent_lines() (in module returnn.util.better_exchook) add_inf_loop() (returnn.util.fsa.FastBwFsaShared method) add_layer() (returnn.tf.network.TFNetwork method) add_line() (returnn.config.Config method) add_new_data() (returnn.datasets.sprint.SprintDatasetBase method) (returnn.sprint.extern_interface.ExternSprintDatasetSource method) add_nodes() (returnn.util.fsa.Store static method) add_op_to_current_branch() (returnn.tf.frontend_layers.cond.Cond method) add_other_branch_posthook() (returnn.tf.frontend_layers.cond.Cond method) add_other_branch_prehook() (returnn.tf.frontend_layers.cond.Cond method) add_param() (returnn.tf.layers.base.LayerBase method) add_scaled_noise_to_gradients() (in module returnn.tf.util.basic) add_sequence_as_slice() (returnn.engine.batch.Batch method) add_to_control_inputs() (returnn.tf.util.basic.FetchHelper method) advance() (returnn.engine.batch.BatchSetGenerator method) alloc_interval_index() (returnn.datasets.cached.CachedDataset method) AllophoneLabeling (class in returnn.sprint.cache) AllophoneState (class in returnn.datasets.lm) allow_inf_in_output (returnn.tf.layers.base.LayerBase attribute) AllPossibleWordsFsa (class in returnn.util.fsa) AlternatingRealToComplexLayer (class in returnn.tf.layers.signal_processing) AMSGradOptimizer (class in returnn.tf.updater), [1] analyze() (returnn.tf.engine.Engine method) analyze_data() (in module returnn.__main__) any_compare() (returnn.util.basic.NumbersDict method) append() (returnn.frontend._random_journal.RandomJournal method) (returnn.frontend.container.ModuleList method) (returnn.frontend.container.ParameterList method) apply() (returnn.frontend.module.Module method) apply_gradients() (returnn.tf.updater.AMSGradOptimizer method), [1] (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) ApplyLengthDistributionLayer (class in returnn.tf.layers.segmental_model) as_dtype_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) as_error (returnn.frontend.run_ctx.Loss attribute) as_raw_tensor_dict() (returnn.tensor.tensor_dict.TensorDict method) as_shared() (returnn.util.task_system.SharedNumpyArray class method) as_str() (in module returnn.util.basic) as_tuple() (returnn.util.fsa.Edge method) Asg (class in returnn.util.fsa) AsIsLoss (class in returnn.tf.layers.basic), [1] assert_all_read() (returnn.util.basic.CollectionReadCheckCovered method) assert_min_tf_version() (in module returnn.tf.util.basic) assign() (returnn.frontend.parameter.Parameter method) (returnn.tf.util.basic.VariableAssigner method) assign_add() (returnn.frontend.parameter.Parameter method) assign_from_raw_tensor_dict_() (returnn.tensor.tensor_dict.TensorDict method) assign_key() (returnn.frontend.parameter.Parameter method) assign_new_cur_tensor_name_ctx() (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef method) assign_obj_attribs() (in module returnn.util.task_system) assign_parent() (returnn.tf.frontend_layers.layer.Layer method) assign_renamed_collections_handler() (in module returnn.extern.graph_editor.transform) assign_var() (returnn.tf.network.CustomCheckpointLoader.CustomParamImporter method) (returnn.tf.network.CustomCheckpointLoader.VariableValue method) AsyncThreadRun (class in returnn.util.basic) attention() (returnn.frontend.attention.CrossAttention method) (returnn.frontend.attention.SelfAttentionBase method) AttentionBaseLayer (class in returnn.tf.layers.rec) attr_chain() (in module returnn.util.basic) attrChain() (in module returnn.util.task_system) audio_end (returnn.datasets.generating.BlissDataset.SeqInfo attribute) audio_path (returnn.datasets.generating.BlissDataset.SeqInfo attribute) audio_start (returnn.datasets.generating.BlissDataset.SeqInfo attribute) auto_exclude_all_new_threads() (in module returnn.util.debug) auto_init_var() (in module returnn.tf.util.basic) auto_prefix_os_exec_prefix_ubuntu() (in module returnn.util.basic) auto_register_layer_classes() (in module returnn.tf.layers.basic) auto_setup_name_ctx_ignore_func() (in module returnn.tf.frontend_layers.layer) auxiliary (returnn.frontend.parameter.Parameter property) available_physical_memory_in_bytes() (in module returnn.util.basic) B Backend (class in returnn.frontend._backend) BackendEngine (class in returnn.util.basic) backpropagate() (returnn.sprint.control.SprintNnPythonLayer method) bandwidth_by_center_frequency() (returnn.util.sig_proc.GammatoneFilterbank static method) base_weights (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) BaseChoiceLayer (class in returnn.tf.layers.rec) BaseCustomOptimizer (class in returnn.tf.updater), [1] BaseRNNCell (class in returnn.tf.layers.rec) basic_cleaners() (in module returnn.datasets.lm) BasicLSTMCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) BasicRNNCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) Batch (class in returnn.engine.batch) (returnn.tensor._dim_extra.DimTypes attribute) batch_gather() (in module returnn.tf.util.basic) batch_indices_after_windowing() (in module returnn.tf.layers.segmental_model) batch_norm() (in module returnn.extern.official_tf_resnet.resnet_model) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.layers.base.LayerBase method) (returnn.torch.frontend._backend.TorchBackend static method) batch_set_generator_cache_whole_epoch() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) batch_sizes_after_windowing() (in module returnn.tf.layers.segmental_model) batched_uniq() (in module returnn.tf.util.basic) BatchInfo (class in returnn.tf.util.data) BatchInfo.BeamDim (class in returnn.tf.util.data) BatchInfo.FixedDim (class in returnn.tf.util.data) BatchInfo.GlobalBatchDim (class in returnn.tf.util.data) BatchInfo.PackedDim (class in returnn.tf.util.data) BatchInfo.PaddedDim (class in returnn.tf.util.data) BatchInfo.VirtualDimBase (class in returnn.tf.util.data) BatchingIterDataPipe (class in returnn.torch.data.pipeline) BatchMedianPoolingLayer (class in returnn.tf.layers.signal_processing) BatchNorm (class in returnn.frontend.normalization) BatchNormLayer (class in returnn.tf.layers.basic), [1] BatchSeqCopyPart (class in returnn.engine.batch) BatchSetGenerator (class in returnn.engine.batch) BatchSoftmaxLayer (class in returnn.tf.layers.basic), [1] beam (returnn.tf.util.data.BatchInfo property) beam_search() (in module returnn.tf.util.basic) BehaviorVersion (class in returnn.util.basic) BehaviorVersion.RequirementNotSatisfied better_exchook() (in module returnn.util.better_exchook) better_repr() (in module returnn.util.basic) bin_op() (returnn.util.basic.NumbersDict class method) bin_op_out_template() (in module returnn.frontend._utils) bin_op_scalar_optional() (returnn.util.basic.NumbersDict class method) binary_search_any() (in module returnn.util.basic) BinaryCrossEntropyLoss (class in returnn.tf.layers.basic), [1] BLANK (returnn.util.fsa.Edge attribute) bleu_score() (in module returnn.tf.util.basic) BleuLoss (class in returnn.tf.layers.basic), [1] BlissDataset (class in returnn.datasets.generating) BlissDataset.SeqInfo (class in returnn.datasets.generating) block_layer() (in module returnn.extern.official_tf_resnet.resnet_model) BlocksparseLSTMCell (class in returnn.tf.layers.rec), [1] BlocksparseMultiplicativeMultistepLSTMCell (class in returnn.tf.layers.rec), [1] bool() (returnn.config.Config method) bool_or_other() (returnn.config.Config method) BooleanMaskLayer (class in returnn.tf.layers.basic) bound (returnn.frontend._random_journal.RandomJournalEntry attribute) boundary (returnn.datasets.lm.AllophoneState attribute) bpe_merge() (in module returnn.tf.util.basic) broadcast_gradient_args() (in module returnn.tf.util.basic) build() (keras.optimizers.optimizer_experimental.adamax.Adamax method) (keras.optimizers.optimizer_experimental.nadam.Nadam method) (keras.optimizers.optimizer_experimental.sgd.SGD method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicLSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicRNNCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.GRUCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.LSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell method) build_mask() (returnn.tf.layers.basic.SeqLenMaskLayer class method) BundleFile (class in returnn.datasets.bundle_file) bypass() (in module returnn.extern.graph_editor.edit) BytePairEncoding (class in returnn.datasets.util.vocabulary) C c_bw_code (returnn.native_op.EditDistanceOp attribute) (returnn.native_op.FastBaumWelchOp attribute) (returnn.native_op.FastViterbiOp attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.LstmLowMem attribute) (returnn.native_op.MultiEndFastBaumWelchOp attribute) (returnn.native_op.NativeLstm2 attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.NextEditDistanceReduceOp attribute) (returnn.native_op.NextEditDistanceRowOp attribute) (returnn.native_op.OptimalCompletionEditDistanceOp attribute) (returnn.native_op.OptimalCompletionEditDistancePerSuccessorOp attribute) (returnn.native_op.SubtensorBatchedIndex attribute) (returnn.native_op.TwoDLSTM attribute) c_extra_support_code (returnn.native_op.Chunking attribute) (returnn.native_op.CrossEntropySoftmaxAndGradientZSparse attribute) (returnn.native_op.EditDistanceOp attribute) (returnn.native_op.FastBaumWelchOp attribute) (returnn.native_op.FastViterbiOp attribute) (returnn.native_op.GetCtcFsaFastBwOp attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.LstmLowMem attribute) (returnn.native_op.MaxAndArgmaxSparse attribute) (returnn.native_op.MultiEndFastBaumWelchOp attribute) (returnn.native_op.NativeLstm2 attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.NextEditDistanceReduceOp attribute) (returnn.native_op.NextEditDistanceRowOp attribute) (returnn.native_op.OptimalCompletionEditDistanceOp attribute) (returnn.native_op.OptimalCompletionEditDistancePerSuccessorOp attribute) (returnn.native_op.SegmentFastBaumWelchOp attribute) (returnn.native_op.SparseToDense attribute) (returnn.native_op.SubtensorBatchedIndex attribute) (returnn.native_op.TwoDLSTM attribute) (returnn.native_op.UnChunking attribute) c_fw_code (returnn.native_op.Chunking attribute) (returnn.native_op.CrossEntropySoftmaxAndGradientZSparse attribute) (returnn.native_op.EditDistanceOp attribute) (returnn.native_op.FastBaumWelchOp attribute) (returnn.native_op.FastViterbiOp attribute) (returnn.native_op.GetCtcFsaFastBwOp attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.LstmLowMem attribute) (returnn.native_op.MaxAndArgmaxSparse attribute) (returnn.native_op.MultiEndFastBaumWelchOp attribute) (returnn.native_op.NativeLstm2 attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.NextEditDistanceReduceOp attribute) (returnn.native_op.NextEditDistanceRowOp attribute) (returnn.native_op.OptimalCompletionEditDistanceOp attribute) (returnn.native_op.OptimalCompletionEditDistancePerSuccessorOp attribute) (returnn.native_op.SegmentFastBaumWelchOp attribute) (returnn.native_op.SparseToDense attribute) (returnn.native_op.SubtensorBatchedIndex attribute) (returnn.native_op.TwoDLSTM attribute) (returnn.native_op.UnChunking attribute) cache_key (returnn.tf.native_op.OpMaker property) CachedDataset (class in returnn.datasets.cached), [1] CachedDataset2 (class in returnn.datasets.cached2), [1] CacheDirName (returnn.tf.util.basic.OpCodeCompiler attribute) (returnn.tf.util.basic.TFNativeUtilCompiler attribute) (returnn.util.native_code_compiler.NativeCodeCompiler attribute) (returnn.util.py_ext_mod_compiler.PyExtModCompiler attribute) calc_learning_rate_decay_or_grow() (returnn.learning_rate_control.LearningRateControl method) calc_learning_rate_for_epoch() (returnn.learning_rate_control.ConstantLearningRate method) (returnn.learning_rate_control.LearningRateControl method) (returnn.learning_rate_control.NewbobAbs method) (returnn.learning_rate_control.NewbobMultiEpoch method) (returnn.learning_rate_control.NewbobRelative method) calc_new_learning_rate_for_epoch() (returnn.learning_rate_control.LearningRateControl method) calc_out_dim() (returnn.tf.layers.basic.ConvLayer class method), [1] calc_relative_error() (returnn.learning_rate_control.LearningRateControl method) calculate_time_dim_reduction() (returnn.extern.official_tf_resnet.resnet_model.Model method) call() (returnn.tf.layers.rec.BlocksparseLSTMCell method), [1] (returnn.tf.layers.rec.BlocksparseMultiplicativeMultistepLSTMCell method), [1] (returnn.tf.layers.rec.RHNCell method), [1] (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicLSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicRNNCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.GRUCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.LSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell method) call_graph_reset_callbacks() (returnn.tf.network.TFNetwork method) camel_case_to_snake_case() (in module returnn.util.basic) can_access_children_from_root (returnn.tf.frontend_layers.layer.Layer property) can_be_regex() (in module returnn.extern.graph_editor.select) can_serialize_data() (returnn.datasets.basic.Dataset method) CancelTrainingException capacity (returnn.frontend.types.Dim attribute) (returnn.tensor.dim.Dim attribute) cast() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) cast_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) CastLayer (class in returnn.tf.layers.basic), [1] CausalSelfAttention (class in returnn.frontend.attention) CausalSelfAttentionState (class in returnn.frontend.attention) ceil() (in module returnn.frontend.math_) ceil_divide() (in module returnn.frontend.math_) center_frequencies() (returnn.util.sig_proc.GammatoneFilterbank static method) cf() (in module returnn.util.basic) CharacterTargets (class in returnn.datasets.util.vocabulary) CharSyncSearch (class in returnn.util.bpe) check_base_op_type_and_replace() (in module returnn.tf.util.basic) check_ccall_error() (returnn.util.task_system.SharedMem class method) check_cios() (in module returnn.extern.graph_editor.select) check_control_loop_running() (returnn.sprint.control.PythonControl method) check_dim_equal() (in module returnn.tf.util.basic) check_initial_tf_thread_pool_init() (in module returnn.tf.util.basic) check_input_dim() (in module returnn.tf.util.basic) check_input_ndim() (in module returnn.tf.util.basic) check_input_ndim_equal_offset() (in module returnn.tf.util.basic) check_last_epoch() (returnn.tf.engine.Engine method) check_matched_dataset() (returnn.tf.network.ExternData method) check_outputs_complete() (returnn.frontend.run_ctx.RunCtx method) check_param_axes_split_info() (in module returnn.tf.util.basic) check_shape_equal() (in module returnn.tf.util.basic) check_uninitialized_vars() (returnn.tf.engine.Engine method) children() (returnn.frontend.module.Module method) ChoiceGetBeamScoresLayer (class in returnn.tf.layers.rec), [1] ChoiceGetSrcBeamsLayer (class in returnn.tf.layers.rec) ChoiceLayer (class in returnn.tf.layers.rec), [1] chunk() (in module returnn.tf.native_op) Chunking (class in returnn.native_op) ChunkingIterDataPipe (class in returnn.torch.data.pipeline) ChunkShuffleDataset (class in returnn.datasets.meta) circular_pad() (in module returnn.tf.util.basic) class_idx_seq_to_1_of_k() (in module returnn.util.basic) class_lock (returnn.sprint.error_signals.SprintInstancePool attribute) class_name (returnn.tf.layers.base.Loss attribute) (returnn.tf.layers.basic.AsIsLoss attribute), [1] (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute), [1] (returnn.tf.layers.basic.BleuLoss attribute), [1] (returnn.tf.layers.basic.CrossEntropyLoss attribute), [1] (returnn.tf.layers.basic.CtcLoss attribute), [1] (returnn.tf.layers.basic.DeepClusteringLoss attribute), [1] (returnn.tf.layers.basic.EditDistanceLoss attribute), [1] (returnn.tf.layers.basic.ExpectedLoss attribute), [1] (returnn.tf.layers.basic.ExternSprintLoss attribute), [1] (returnn.tf.layers.basic.FastBaumWelchLoss attribute), [1] (returnn.tf.layers.basic.GenericCELoss attribute), [1] (returnn.tf.layers.basic.L1Loss attribute), [1] (returnn.tf.layers.basic.MeanL1Loss attribute), [1] (returnn.tf.layers.basic.MeanSquaredError attribute), [1] (returnn.tf.layers.basic.SamplingBasedLoss attribute), [1] (returnn.tf.layers.basic.SearchScoreLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute), [1] (returnn.tf.layers.basic.ViaLayerLoss attribute), [1] ClassesToLengthDistributionGlobalLayer (class in returnn.tf.layers.segmental_model) ClassesToLengthDistributionLayer (class in returnn.tf.layers.segmental_model) ClassesToSegmentsLayer (class in returnn.tf.layers.segmental_model) cleanup_env_var_path() (in module returnn.util.basic) cleanup_old_models() (returnn.engine.base.EngineBase method) clear() (returnn.util.better_exchook.DummyFrame method) clip_by_value() (in module returnn.frontend.math_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) clip_by_value_with_identity_grad() (in module returnn.tf.util.basic) close() (returnn.datasets.hdf.HDFDatasetWriter method) (returnn.datasets.hdf.SimpleHDFWriter method) (returnn.sprint.control.PythonControl method) (returnn.sprint.extern_interface.ExternSprintDatasetSource method) (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess method) close_all_fds_except() (in module returnn.util.basic) cls_flatten_tensors() (returnn.frontend.state.State class method) cls_get_search_beam_size() (returnn.tf.layers.rec.BaseChoiceLayer class method) (returnn.tf.layers.rec.DecideKeepBeamLayer class method) (returnn.tf.layers.rec.DecideLayer class method), [1] (returnn.tf.layers.rec.SplitBatchBeamLayer class method) cls_get_sub_network() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.SubnetworkLayer class method), [1] cls_get_tf_scope_name() (returnn.tf.layers.base.LayerBase class method) cls_setup_scope() (returnn.tf.layers.base.LayerBase class method) cluster_spec() (returnn.tf.distributed.LocalOnlyClusterResolver method) (returnn.tf.distributed.MPIClusterResolver method) ClusteringDataset (class in returnn.datasets.meta) code_version (returnn.native_op.Chunking attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.MaxAndArgmaxSparse attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.TwoDLSTM attribute) (returnn.native_op.UnChunking attribute) collapse_whitespace() (in module returnn.datasets.lm) collate_batch() (in module returnn.torch.data.pipeline) collect() (returnn.util.basic.Stats method) collect_class_init_kwargs() (in module returnn.util.basic) collect_dim_tags_and_transform_config() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy method) collect_mandatory_class_init_kwargs() (in module returnn.util.basic) collect_parent_dims() (returnn.tensor.control_flow_ctx.ControlFlowContext class method) collect_proc_maps_exec_files() (in module returnn.util.basic) CollectedCompilers (returnn.util.native_code_compiler.NativeCodeCompiler attribute) CollectionKeys (class in returnn.tf.util.basic) CollectionReadCheckCovered (class in returnn.util.basic) Color (class in returnn.util.better_exchook) color() (returnn.util.better_exchook.Color method) ColorIdxTable (returnn.util.better_exchook.Color attribute) combine() (in module returnn.frontend.math_) (returnn.frontend._backend.Backend class method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend class method) combine_bc() (in module returnn.frontend.math_) combine_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) CombinedDataset (class in returnn.datasets.meta) CombineDimsLayer (class in returnn.tf.layers.basic) CombineLayer (class in returnn.tf.layers.basic), [1] compare() (in module returnn.frontend.math_) (returnn.frontend._backend.Backend class method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend class method) (returnn.tf.layers.base.SearchChoices static method) compare_bc() (in module returnn.frontend.math_) compare_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) CompareLayer (class in returnn.tf.layers.basic), [1] complete_construction_parent_subnet_layer() (returnn.tf.network.Subnetwork method) completed_frac() (returnn.engine.batch.BatchSetGenerator method) ComplexLinearProjectionLayer (class in returnn.tf.layers.signal_processing) ComplexToAlternatingRealLayer (class in returnn.tf.layers.signal_processing) compute() (returnn.sprint.interface.PythonFeatureScorer method) compute_bleu() (in module returnn.util.basic) compute_boundary_ts() (in module returnn.extern.graph_editor.select) compute_gradients() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) compute_priors() (returnn.tf.engine.Engine method) compute_sampled_logits() (in module returnn.tf.util.basic) concat() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) 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(returnn.torch.frontend._backend.TorchBackend static method) (returnn.util.basic.NumbersDict method) copy_as_prev_frame() (returnn.tf.util.data.SearchBeam method) copy_compatible_reduce() (in module returnn.tf.util.basic) copy_extend_with_beam() (returnn.tf.util.data.BatchInfo method) copy_extend_with_packed_dim_tag() (returnn.tf.util.data.BatchInfo method) copy_extend_with_padded_dim_tag() (returnn.tf.util.data.BatchInfo method) copy_extend_with_padded_or_fixed_dim_tag() (returnn.tf.util.data.BatchInfo method) copy_from_dataset() (returnn.datasets.generating.StaticDataset class method) copy_graph() (returnn.tf.util.basic.FetchHelper class method) copy_graph_replace_tensors() (returnn.tf.util.basic.FetchHelper class method) copy_like() (returnn.util.basic.NumbersDict method) copy_new_base() (returnn.tf.network.LossHolder method) copy_op() (in module returnn.tf.util.basic) copy_op_handler() (in module returnn.extern.graph_editor.transform) copy_remove_beam() 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(returnn.tf.util.basic.StatelessRandomSeed class method) create_all_needed_optimizers() (returnn.tf.updater.Updater method) create_config_instance() (returnn.tf.hyper_param_tuning.Optimization method) create_copy() (returnn.util.task_system.SharedNumpyArray class method) create_data_loader_from_batches() (in module returnn.torch.data.pipeline) create_dummy_layer() (returnn.tf.layers.base.ReuseParams.LazyLayerResolver method) create_network() (returnn.tf.engine.Engine class method) create_new() (returnn.util.task_system.SharedNumpyArray class method) create_numpy_array() (returnn.util.task_system.SharedNumpyArray method) create_optim_op() (returnn.tf.updater.Updater method) create_optimizer() (returnn.torch.updater.Updater method) create_parameter_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) create_placeholder_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) create_random_warp_flow_2d() (in module returnn.tf.util.basic) create_tensor() (in module returnn.torch.data.pipeline) create_vocab() (returnn.datasets.util.vocabulary.Vocabulary class method) create_vocab_dict_from_labels() (returnn.datasets.util.vocabulary.Vocabulary class method) create_vocab_from_labels() (returnn.datasets.util.vocabulary.Vocabulary class method) createNormalizationFile() (returnn.datasets.normalization_data.NormalizationData static method) cross_entropy() (in module returnn.frontend.loss) cross_over() (returnn.tf.hyper_param_tuning.Individual method) (returnn.tf.hyper_param_tuning.Optimization method) CrossAttention (class in returnn.frontend.attention) CrossEntropyLoss (class in returnn.tf.layers.basic), [1] CrossEntropySoftmaxAndGradientZSparse (class in returnn.native_op) Ctc (class in returnn.util.fsa) ctc_greedy_decode() (in module 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returnn.tf.layers.basic), [1] current_ctx() (returnn.tf.frontend_layers.layer.Layer class method) custom_exec() (in module returnn.util.basic) custom_inv_norm_factor (returnn.frontend.run_ctx.Loss attribute) CustomAdamOptimizer (class in returnn.tf.updater), [1] CustomCheckpointLoader (class in returnn.tf.network) CustomCheckpointLoader.CustomParamImporter (class in returnn.tf.network) CustomCheckpointLoader.VariableValue (class in returnn.tf.network) CustomGradient (class in returnn.tf.util.basic) CustomGradientDescentOptimizer (class in returnn.tf.updater), [1] CustomLoadParamFunc (class in returnn.tf.network) CustomUpdate (class in returnn.tf.util.basic) CustomUpdateExpAverage (class in returnn.tf.util.basic) D daemon (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess property) DataNotAvailableLayer (class in returnn.tf.layers.base) DataNotFound DataProviderBase (class in returnn.tf.data_pipeline) Dataset (class in returnn.datasets) (class in returnn.datasets.basic) DATASET_FEATURE_DIMENSION_INDEX (returnn.datasets.normalization_data.NormalizationData attribute) DATASET_MEAN (returnn.datasets.normalization_data.NormalizationData attribute) DATASET_MEAN_OF_SQUARES (returnn.datasets.normalization_data.NormalizationData attribute) DATASET_TIME_DIMENSION_INDEX (returnn.datasets.normalization_data.NormalizationData attribute) DATASET_TOTAL_FRAMES (returnn.datasets.normalization_data.NormalizationData attribute) DATASET_VARIANCE (returnn.datasets.normalization_data.NormalizationData attribute) DatasetDataProvider (class in returnn.tf.data_pipeline) datasetFilePaths (returnn.datasets.bundle_file.BundleFile property) DatasetSeq (class in returnn.datasets.basic) DatasetWithTimeContext (class in returnn.datasets.stereo) DctLayer (class in returnn.tf.layers.basic) debug_print_file() (in module returnn.__setup__) debug_register_better_repr() (in module returnn.tf.util.basic) debug_search_choices() (returnn.tf.network.TFNetwork method) debug_shell() (in module returnn.util.better_exchook) (in module returnn.util.debug) decide() (returnn.tf.layers.rec.DecideLayer class method), [1] DecideKeepBeamLayer (class in returnn.tf.layers.rec) DecideLayer (class in returnn.tf.layers.rec), [1] declare_train_params() (returnn.tf.network.TFNetwork method) deconv_output_length() (returnn.tf.layers.basic.TransposedConvLayer static method) deep_update_dict_values() (in module returnn.util.basic) DeepClusteringLoss (class in returnn.tf.layers.basic), [1] deepcopy() (in module returnn.util.basic) default_cache_size_in_gbytes() (in module returnn.util.basic) default_control_flow_ctx() (in module returnn.tf.util.basic) default_initial_state() (returnn.frontend.attention.CausalSelfAttention method) (returnn.frontend.decoder.transformer.TransformerDecoder method) (returnn.frontend.decoder.transformer.TransformerDecoderLayer method) (returnn.frontend.module.Module method) (returnn.frontend.rec.LSTM method) delete() (returnn.datasets.cached.CachedDataset method) delete_model() (returnn.engine.base.EngineBase static method) (returnn.tf.engine.Engine static method) (returnn.torch.engine.Engine static method) demo() (in module returnn.datasets.generating) (in module returnn.datasets.sprint) (in module returnn.learning_rate_control) (in module returnn.pretrain) (in module returnn.sprint.interface) (in module returnn.tf.native_op) dense_image_warp() (in module returnn.tf.util.basic) DepthFirstSearch (class in returnn.util.bpe) describe_returnn_version() (in module returnn.util.basic) describe_tensorflow_version() (in module returnn.util.basic) describe_torch_version() (in module returnn.util.basic) description() (returnn.tf.hyper_param_tuning.HyperParam method) detach() (in module returnn.extern.graph_editor.edit) detach_control_inputs() (in module returnn.extern.graph_editor.edit) detach_control_outputs() (in module returnn.extern.graph_editor.edit) detach_inputs() (in module returnn.extern.graph_editor.edit) detach_outputs() (in module returnn.extern.graph_editor.edit) dev_data (returnn.tf.engine.Engine property) device (returnn.frontend.types.Tensor property) (returnn.tensor.tensor.Tensor property) diagnose_no_gpu() (in module returnn.torch.util.diagnose_gpu) dict_joined() (in module returnn.util.basic) dict_zip() (in module returnn.util.basic) DictAsObj (class in returnn.util.basic) DictRefKeys (class in returnn.util.basic) Dim (class in returnn.frontend.types) (class in returnn.tensor.dim) dim (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy.DimRefProxy property) (returnn.tf.util.data.BatchInfo property) dim_cmp_value() (in module returnn.tensor._dim_extra) dim_match_priority_when_needed() (in module returnn.frontend.dims) dim_ref_repr() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy method) dim_repr() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy.DimRefProxy method) dims (returnn.frontend.types.Tensor property) (returnn.tensor.tensor.Tensor property) dims_set (returnn.frontend.types.Tensor property) (returnn.tensor.tensor.Tensor property) dimshuffle() (in module returnn.tf.util.basic) DimTypes (class in returnn.tensor._dim_extra) directed() (in module returnn.tf.util.basic) disable_debug_eager_mode() (in module returnn.tf.frontend_layers.debug_eager_mode) disable_lazy_mod_loads() (in module returnn.__old_mod_loader__) dispatch (returnn.util.task_system.Pickler attribute) DistributedContext (class in returnn.torch.distributed) distribution (returnn.frontend._random_journal.RandomJournalEntry attribute) (returnn.frontend.init.Glorot attribute) (returnn.frontend.init.He attribute) (returnn.frontend.init.HeUniform attribute) (returnn.frontend.init.VarianceScaling attribute) does_direction_handling (returnn.tf.native_op.NativeLstm2 attribute) (returnn.tf.native_op.NativeLstmLowMemCell attribute), [1] (returnn.tf.native_op.RecSeqCellOp attribute) does_input_projection (returnn.tf.native_op.NativeLstm2 attribute) (returnn.tf.native_op.NativeLstmLowMemCell attribute), [1] (returnn.tf.native_op.RecSeqCellOp attribute) (returnn.tf.native_op.TwoDNativeLstmCell attribute), [1] DomTerm (class in returnn.util.better_exchook) dot() (in module returnn.frontend.matmul) (in module returnn.tf.util.basic) dot_attention() (in module returnn.frontend.attention) DotAttentionLayer (class in returnn.tf.layers.rec), [1] DotLayer (class in returnn.tf.layers.basic), [1] downsample_factor (returnn.frontend.encoder.base.ISeqDownsamplingEncoder attribute) dropout() (in module returnn.frontend.dropout) (in module returnn.tf.util.basic) dropout_broadcast_default() (in module returnn.frontend.dropout) DropoutLayer (class in returnn.tf.layers.basic), [1] dtype (returnn.frontend.init.VarianceScaling attribute) (returnn.frontend.parameter.Parameter attribute) (returnn.frontend.types.Tensor attribute) (returnn.tensor.tensor.Tensor attribute) (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef attribute) dummy_numpy_gemm_call() (in module returnn.util.basic) DummyDataset (class in returnn.datasets.generating) DummyDatasetMultipleDataKeys (class in returnn.datasets.generating) DummyDatasetMultipleSequenceLength (class in returnn.datasets.generating) DummyFrame (class in returnn.util.better_exchook) DummyGenericDataset (class in returnn.datasets.generating) dump() (returnn.util.basic.Stats method) dump_all_thread_tracebacks() (in module returnn.util.better_exchook) (in module returnn.util.debug) dump_flags() (in module returnn.sprint.interface) dump_from_dataset() (returnn.datasets.hdf.HDFDatasetWriter method) dyn_size_ext (returnn.frontend.types.Dim attribute) (returnn.tensor.dim.Dim attribute) E Edge (class in returnn.util.fsa) edit_distance() (in module returnn.tf.native_op) edit_distance_via_next_edit_distance_row() (in module returnn.tf.native_op) EditDistanceLayer (class in returnn.tf.layers.rec) EditDistanceLoss (class in returnn.tf.layers.basic), [1] EditDistanceOp (class in returnn.native_op) EditDistanceTableLayer (class in returnn.tf.layers.rec) elem_eq() (returnn.util.basic.NumbersDict method) ElemwiseProdLayer (class in returnn.tf.layers.basic), [1] elu() (in module returnn.frontend.math_) Embedding (class in returnn.frontend.linear) enable_debug_eager_mode() (in module returnn.tf.frontend_layers.debug_eager_mode) encode_raw() (in module returnn.tf.util.basic) end() (returnn.tf.frontend_layers.loop.Loop method) end_recovery_tag (returnn.sprint.cache.FileArchive attribute) end_seq (returnn.engine.batch.Batch property) enforce_copy() (in module returnn.tf.util.basic) Engine (class in returnn.tf.engine) (class in returnn.torch.engine) engine (returnn.sprint.interface.PythonFeatureScorer property) EngineBase (class in returnn.engine.base) english_cleaners() (in module returnn.datasets.lm) english_cleaners_keep_special() (in module returnn.datasets.lm) ensure_list_of_type() (in module returnn.util.basic) enter_gradient_scope() (returnn.tf.util.basic.MetaLosses class method) Entity (class in returnn.util.basic) Enwik8Corpus (class in returnn.datasets.generating) epoch (returnn.frontend.run_ctx.RunCtx property) epoch_model_filename() (returnn.engine.base.EngineBase class method) EpochWiseFilter (class in returnn.datasets.meta) EPS (returnn.util.fsa.Edge attribute) equal() (in module returnn.frontend.math_) escape_c_str() (in module returnn.util.basic) estimate_output_class_priors() (returnn.datasets.generating.Task12AXDataset method) estimated_num_seqs (returnn.datasets.basic.Dataset property) eval_data (returnn.tf.engine.Engine property) eval_model() (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) eval_shell_env() (in module returnn.util.basic) eval_shell_str() (in module returnn.util.basic) EvalLayer (class in returnn.tf.layers.basic), [1] exchook() (in module returnn.sprint.extern_interface) execute_main_task() (in module returnn.__main__) executing_eagerly() (in module returnn.tf.compat) (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) exit() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) (returnn.sprint.control.PythonControl method) (returnn.sprint.extern_interface.PythonControl method) (returnn.sprint.interface.PythonFeatureScorer method) (returnn.tf.util.basic.MetaLosses.Scope method) exit_due_to_error() (returnn.tf.engine.Runner method) exit_gradient_scope() (returnn.tf.util.basic.MetaLosses class method) exit_handler() (returnn.sprint.error_signals.SprintSubprocessInstance method) exp() (in module returnn.frontend.math_) expand_abbreviations() (in module returnn.datasets.lm) expand_dim() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) expand_dims_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) expand_dims_unbroadcast() (in module returnn.tf.util.basic) expand_multiple_dims() (in module returnn.tf.util.basic) expand_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) ExpandDimsLayer (class in returnn.tf.layers.basic), [1] ExpectedLoss (class in returnn.tf.layers.basic), [1] expm1() (in module returnn.frontend.math_) extend() (returnn.frontend.container.ModuleList method) (returnn.frontend.container.ParameterList method) (returnn.torch.data.queued_data_iter.QueuedDataIter method) extend_reserved_names() (returnn.tf.frontend_layers.layer.Layer method) ExtendedFrameSummary (class in returnn.util.better_exchook) extern_data_template_from_config_opts() (in module returnn.torch.data.extern_data) ExternData (class in returnn.tf.network) ExternSprintDataset (class in returnn.datasets.sprint) (class in SprintDataset) ExternSprintDatasetSource (class in returnn.sprint.extern_interface) ExternSprintLoss (class in returnn.tf.layers.basic), [1] extra (returnn.tf.layers.basic.HDFDumpLayer attribute) ExtractAudioFeatures (class in returnn.datasets.util.feature_extraction) ExtraSpaceBytes (returnn.util.task_system.SharedNumpyArray attribute) F fallback_findfile() (in module returnn.util.better_exchook) false (returnn.tf.frontend_layers.cond.Cond property) fast_baum_welch() (in module returnn.tf.native_op) fast_baum_welch_by_sprint_automata() (in module returnn.tf.native_op) fast_baum_welch_staircase() (in module returnn.tf.native_op) fast_bw_fsa_staircase() (in module returnn.util.fsa) fast_viterbi() (in module returnn.tf.native_op) FastBaumWelchBatchFsa (class in returnn.util.fsa) FastBaumWelchLayer (class in returnn.tf.layers.basic), [1] FastBaumWelchLoss (class in returnn.tf.layers.basic), [1] FastBaumWelchOp (class in returnn.native_op) FastBwFsaShared (class in returnn.util.fsa) FastViterbiOp (class in returnn.native_op) Feature (returnn.tensor._dim_extra.DimTypes attribute) feature_dim (returnn.frontend.types.Tensor property) (returnn.tensor.tensor.Tensor property) FeatureDim() (in module returnn.tf.util.data) features_to_dataset() (in module returnn.sprint.interface) (returnn.sprint.interface.PythonFeatureScorer method) FeatureSequenceStreamParser (class in returnn.datasets.hdf) FeedDictDataProvider (class in returnn.tf.data_pipeline) FeedForward (class in returnn.frontend.decoder.transformer) feedInput() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) feedInputAndTarget() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) feedInputAndTargetAlignment() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) feedInputAndTargetSegmentOrth() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) feedInputForwarding() (in module returnn.sprint.interface) feedInputUnsupervised() (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) FetchHelper (class in returnn.tf.util.basic) file_format_data (returnn.datasets.numpy_dump.NumpyDumpDataset attribute) file_format_targets (returnn.datasets.numpy_dump.NumpyDumpDataset attribute) file_list() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.FileArchiveBundle method) FileArchive (class in returnn.sprint.cache) FileArchiveBundle (class in returnn.sprint.cache) FileInfo (class in returnn.sprint.cache) filename (returnn.util.better_exchook.ExtendedFrameSummary attribute) fill() (in module returnn.frontend.const) fill_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) FillUnusedMemoryLayer (class in returnn.tf.layers.segmental_model) filter() (returnn.datasets.meta.EpochWiseFilter method) filter_ended_scores() (in module returnn.tf.util.basic) filter_epoch() (returnn.datasets.meta.EpochWiseFilter class method) filter_grad() (in module returnn.tf.util.basic) filter_ops() (in module returnn.extern.graph_editor.select) filter_ops_from_regex() (in module returnn.extern.graph_editor.select) filter_ts() (in module returnn.extern.graph_editor.select) filter_ts_from_regex() (in module returnn.extern.graph_editor.select) filter_var_list_per_optimizer_key() (returnn.tf.updater.Updater method) finalize() (in module returnn.__main__) (returnn.sprint.cache.FileArchive method) (returnn.sprint.control.SprintNnPythonLayer method) (returnn.tf.engine.Engine method) finalize_sprint() (returnn.datasets.sprint.SprintDatasetBase method) find_lib() (in module returnn.util.basic) find_libcudart_from_runtime() (in module returnn.util.basic) find_obj_in_stack() (in module returnn.util.debug_helpers) find_op_by_name() (returnn.extern.graph_editor.subgraph.SubGraphView method) find_ops_path_output_to_input() (in module returnn.tf.util.basic) find_ops_with_tensor_input() (in module returnn.tf.util.basic) find_pretrain_wrap_values() (in module returnn.pretrain) find_ranges() (in module returnn.util.basic) find_sgemm_libs_from_runtime() (in module returnn.util.basic) find_sym_in_exec() (in module returnn.util.basic) find_unsupported_devices_in_graph() (in module returnn.tf.util.basic) finish() (returnn.forward_iface.ForwardCallbackIface method) finish_epoch() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.multi_proc.MultiProcDataset method) (returnn.datasets.sprint.ExternSprintDataset method) finish_sprint_epoch() (returnn.datasets.sprint.SprintDatasetBase method) finishDiscard() (in module returnn.sprint.interface) finishError() (in module returnn.sprint.interface) fixed_crop() (in module returnn.extern.official_tf_resnet.resnet_model) fixed_padding() (in module returnn.extern.official_tf_resnet.resnet_model) fixup_dim() (returnn.tf.layers.basic.LengthLayer class method), [1] fixup_out_data() (returnn.tf.layers.base.LayerBase class method) flatten_tensors() (returnn.frontend.state.State method) flatten_with_seq_len_mask() (in module returnn.tf.util.basic) flatten_with_seq_len_mask_time_major() (in module returnn.tf.util.basic) FlattenBatchLayer (class in returnn.tf.layers.basic) FlattenTimeLayer (class in returnn.tf.layers.segmental_model) flip_gradient() (in module returnn.tf.util.basic) float() (returnn.config.Config method) float_list() (returnn.config.Config method) floor() (in module returnn.frontend.math_) floor_divide() (in module returnn.frontend.math_) flush() (returnn.log.Log method) (returnn.log.Stream method) (returnn.log.StreamDummy method) (returnn.log.StreamThreadLocal method) fold_text() (returnn.util.better_exchook.DomTerm method) fold_text_stream() (returnn.util.better_exchook.DomTerm method) fold_text_string() (returnn.util.better_exchook.DomTerm method) FoldLayer (class in returnn.tf.layers.basic) ForcedAlignmentLayer (class in returnn.tf.layers.basic), [1] format() (returnn.datasets.lm.AllophoneState method) format_graph_output() (in module returnn.tf.util.basic) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) format_score() (returnn.tf.engine.Engine method) format_signum() (in module returnn.util.debug) format_tb() (in module returnn.util.better_exchook) forward() (returnn.sprint.control.SprintNnPythonLayer method) (returnn.torch.frontend.bridge.RFModuleAsPTModule method) forward_kv() (returnn.frontend.attention.CrossAttention method) forward_qkv() (returnn.frontend.attention.SelfAttentionBase method) forward_query() (returnn.frontend.attention.CrossAttention method) forward_single() (returnn.tf.engine.Engine method) forward_to_hdf() (returnn.tf.engine.Engine method) forward_with_callback() (returnn.engine.base.EngineBase method) (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) ForwardCallbackIface (class in returnn.forward_iface) frame_length (returnn.engine.batch.BatchSeqCopyPart property) FramewiseStatisticsLayer (class in returnn.tf.layers.basic), [1] from_bool_or_dict() (returnn.util.basic.CollectionReadCheckCovered class method) from_classic_index() (returnn.datasets.lm.AllophoneState class method) from_config() (returnn.datasets.basic.Dataset class method) from_config_dict() (returnn.tf.layers.base.ReuseParams class method) from_frame_summary() (returnn.util.better_exchook.DummyFrame class method) from_gen_base() (returnn.tf.native_op.OpDescription class method) from_index() (returnn.datasets.lm.AllophoneState class method) FromListDataset (class in returnn.datasets.map) FrozenDict (class in returnn.util.basic) fsa_to_dot_format() (returnn.util.fsa.Store method) fst_transition() (in module returnn.tf.util.open_fst) FtrlOptimizer (class in tensorflow.python.training.ftrl) full() (in module returnn.frontend.const) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) full_matrix() (returnn.frontend.attention.LearnedRelativePositionalEncoding method) funcCall() (in module returnn.util.task_system) Functional (class in returnn.frontend.module) G gammatone_impulse_response() (returnn.util.sig_proc.GammatoneFilterbank method) GammatoneFilterbank (class in returnn.util.sig_proc) GammatoneFilterbankInitializer (class in returnn.tf.util.basic) garbage_collect() (in module returnn.torch.util.diagnose_gpu) gather() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) GatherLayer (class in returnn.tf.layers.basic), [1] GatherNdLayer (class in returnn.tf.layers.basic) gating() (in module returnn.frontend.math_) GatingLayer (class in returnn.tf.layers.basic), [1] gaussian_blur_2d() (in module returnn.tf.util.basic) gaussian_kernel_2d() (in module returnn.tf.util.basic) GaussWindowAttentionLayer (class in returnn.tf.layers.rec), [1] gelu() (in module returnn.frontend.math_) (in module returnn.tf.util.basic) gelu2() (in module returnn.tf.util.basic) gelu3() (in module returnn.tf.util.basic) generate_batches() (returnn.datasets.basic.Dataset method) generate_garbage_seq() (returnn.datasets.lm.PhoneSeqGenerator method) generate_input_seq() (returnn.datasets.generating.Task12AXDataset method) (returnn.datasets.generating.TaskEpisodicCopyDataset method) (returnn.datasets.generating.TaskNumberBaseConvertDataset method) (returnn.datasets.generating.TaskVariableAssignmentDataset method) (returnn.datasets.generating.TaskXmlModelingDataset method) generate_seq() (returnn.datasets.generating.CopyTaskDataset method) (returnn.datasets.generating.DummyDataset method) (returnn.datasets.generating.DummyDatasetMultipleDataKeys method) (returnn.datasets.generating.DummyDatasetMultipleSequenceLength method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.Task12AXDataset method) (returnn.datasets.generating.TaskEpisodicCopyDataset method) (returnn.datasets.generating.TaskNumberBaseConvertDataset method) (returnn.datasets.generating.TaskVariableAssignmentDataset method) (returnn.datasets.generating.TaskXmlModelingDataset method) (returnn.datasets.lm.PhoneSeqGenerator method) GeneratingDataset (class in returnn.datasets.generating) generic_complete_frac() (returnn.datasets.basic.Dataset class method) generic_import_module() (in module returnn.util.basic) generic_loss_and_error_signal() (returnn.tf.util.basic.CustomGradient method) GenericAttentionLayer (class in returnn.tf.layers.rec), [1] GenericCELoss (class in returnn.tf.layers.basic), [1] get() (returnn.extern.graph_editor.util.ControlOutputs method) (returnn.util.basic.AsyncThreadRun method) (returnn.util.basic.BehaviorVersion class method) (returnn.util.basic.CollectionReadCheckCovered method) (returnn.util.basic.NumbersDict method) get_abs_name() (returnn.tf.frontend_layers.layer.Layer method) get_abs_name_ctx_list() (returnn.tf.frontend_layers.layer.Layer method) get_abs_name_repr() (returnn.tf.frontend_layers.layer.Layer method) get_absolute_name() (returnn.tf.layers.base.LayerBase method) get_absolute_name_prefix() (returnn.tf.network.TFNetwork method) get_absolute_name_scope_prefix() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.base.WrappedInternalLayer method) (returnn.tf.layers.rec.RecLayer method), [1] (returnn.tf.layers.rec.RnnCellLayer method), [1] (returnn.tf.network.TFNetwork method) get_activation_function() (in module returnn.tf.util.basic) get_all() (returnn.extern.graph_editor.util.ControlOutputs method) get_all_dimension_tags() (returnn.tf.network.ExternData method) get_all_layers_deep() (returnn.tf.network.TFNetwork method) get_all_layers_shallow() (returnn.tf.network.TFNetwork method) get_all_rec_time_dims() (returnn.tf.network.TFNetwork method) get_all_slices_num_frames() (returnn.engine.batch.Batch method) get_all_tags() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.sprint.SprintCacheDataset method) get_allophones_list() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.FileArchiveBundle method) get_apply_grads_op() (returnn.tf.updater.Updater method) get_audio_features() (returnn.datasets.util.feature_extraction.ExtractAudioFeatures method) get_audio_features_from_raw_bytes() (returnn.datasets.util.feature_extraction.ExtractAudioFeatures method) get_auto_output_layer_dim() (returnn.tf.layers.base.Loss class method) (returnn.tf.layers.basic.CtcLoss class method), [1] get_automata_for_batch() (returnn.sprint.error_signals.SprintInstancePool method) get_auxiliary_params() (returnn.tf.network.TFNetwork method) get_available_gpu_cuda_min_compute_capability() (in module returnn.tf.util.basic) get_available_gpu_devices() (in module returnn.tf.util.basic) get_available_sub_layer_names() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.CondLayer class method) (returnn.tf.layers.basic.ForcedAlignmentLayer class method), [1] (returnn.tf.layers.basic.LossLayer class method), [1] (returnn.tf.layers.basic.SplitLayer class method) (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.basic.TopKLayer class method) (returnn.tf.layers.rec.ChoiceLayer class method), [1] (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.RecLayer class method), [1] get_axes() (returnn.tf.layers.basic.ReduceLayer class method), [1] get_backend_by_raw_tensor_type() (in module returnn.frontend._backend) get_backend_by_tensor() (in module returnn.frontend._backend) get_backend_from_tensors() (in module returnn.frontend._utils) get_backward_walk_ops() (in module returnn.extern.graph_editor.select) get_base_absolute_name_scope_prefix() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.base.WrappedInternalLayer method) get_base_chain() (returnn.tf.util.data.BatchInfo method) get_base_name() (in module returnn.tf.util.basic) get_base_weight_last_frame() (returnn.tf.layers.rec.AttentionBaseLayer method) get_base_weights() (returnn.tf.layers.rec.AttentionBaseLayer method) get_batch_dim() (returnn.tf.layers.base.LayerBase method) get_batch_dim_from_extern_data() (in module returnn.torch.data.extern_data) get_batch_info() (returnn.tf.layers.base.LayerBase method) (returnn.tf.network.ExternData method) get_batch_loss_and_error_signal() (returnn.sprint.error_signals.SprintInstancePool method) get_beam_info() (returnn.tf.layers.base.SearchChoices method) get_bpe_split_for_word() (returnn.util.bpe.SamplingBytePairEncoder method) get_cache() (returnn.tf.util.basic.TensorCachedComputation method) get_cache_byte_sizes() (in module returnn.__main__) get_cache_dir() (in module returnn.util.basic) get_canonical_usage() (returnn.tf.hyper_param_tuning.HyperParam method) get_checkpoint_filepattern() (in module returnn.util.basic) get_chief_queue_runner() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) get_child() (returnn.tf.frontend_layers.layer.Layer method) get_child_tensor() (returnn.tf.frontend_layers.layer.Layer method) get_child_with_tensor() (returnn.tf.frontend_layers.layer.Layer method) get_class_labels() (returnn.datasets.lm.PhoneSeqGenerator method) get_combined_beam() (returnn.tf.util.data.SearchBeam class method) get_common_batch_info() (returnn.tf.util.data.BatchInfo class method) get_common_shape() (in module returnn.tf.util.basic) get_compiler_bin() (returnn.tf.util.basic.CudaEnv method) get_compiler_opts() (returnn.tf.util.basic.CudaEnv method) get_complete_frac() (returnn.datasets.basic.Dataset method) (returnn.datasets.sprint.SprintDatasetBase method) (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) get_concat_sources_data_template() (in module returnn.tf.layers.basic) get_config() (keras.optimizers.optimizer_experimental.adamax.Adamax method) (keras.optimizers.optimizer_experimental.nadam.Nadam method) (keras.optimizers.optimizer_experimental.sgd.SGD method) (returnn.tf.network.TFNetwork method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicLSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicRNNCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.GRUCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.LSTMCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell method) get_config_file_type() (returnn.config.Config class method) get_const_tensor() (returnn.tf.engine.Engine method) get_constraints_value() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.rec.MaskedComputationLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] (returnn.tf.layers.rec.TwoDLSTMLayer method) get_consumer_device() (returnn.tf.data_pipeline.InputContext method) get_consuming_ops() (in module returnn.extern.graph_editor.util) get_control_flow_ctx() (returnn.tf.network.TFNetwork method) get_corpus_seq() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.HDFDataset method) get_corpus_seq_idx() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ConcatSeqsDataset method) get_cov_by_idx() (returnn.sprint.cache.MixtureSet method) get_cpu_model_name() (in module returnn.util.basic) get_ctc_fsa_fast_bw() (in module returnn.tf.native_op) (in module returnn.util.fsa) get_ctx() (in module returnn.tf.horovod) (in module returnn.torch.distributed) get_current_batch_idx() (returnn.engine.batch.BatchSetGenerator method) get_current_control_flow_ctx() (in module returnn.frontend.control_flow_ctx) get_current_frame() (in module returnn.util.better_exchook) get_current_name_scope() (in module returnn.tf.util.basic) get_current_network() (returnn.tf.network.TFNetwork class method) get_current_seg_posteriors() (returnn.sprint.control.PythonControl method) get_current_seq_order() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.MetaDataset method) get_current_step_learning_rate() (returnn.tf.updater.Updater method) get_current_var_scope_name() (in module returnn.tf.util.basic) get_darc1() (returnn.tf.layers.base.LayerBase method) get_data() (returnn.datasets.basic.Dataset method) (returnn.datasets.basic.DatasetSeq method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.FeatureSequenceStreamParser method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.hdf.SegmentAlignmentStreamParser method) (returnn.datasets.hdf.SparseStreamParser method) (returnn.datasets.hdf.StreamParser method) (returnn.datasets.sprint.SprintDatasetBase method) (returnn.tf.network.ExternData method) (returnn.tf.network.Subnetwork method) (returnn.util.debug_helpers.SimpleHdf method) get_data_batch_dim() (returnn.tf.network.TFNetwork method) get_data_by_seq_tag() (returnn.datasets.hdf.HDFDataset method) get_data_description() (returnn.tf.network.ExternData method) get_data_dict() (returnn.util.debug_helpers.SimpleHdf method) get_data_dim() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.hdf.SiameseHDFDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.CombinedDataset method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.raw_wav.RawWavDataset method) (returnn.datasets.stereo.StereoHdfDataset method) get_data_dtype() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.cached2.SingleStreamPipeDataset method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.generating.Enwik8Corpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.hdf.NextGenHDFDataset method) (returnn.datasets.lm.ConfusionNetworkDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ClusteringDataset method) (returnn.datasets.meta.CombinedDataset method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) get_data_keys() (returnn.datasets.basic.Dataset method) (returnn.datasets.basic.DatasetSeq method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.lm.ConfusionNetworkDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ClusteringDataset method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.sprint.SprintCacheDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_data_shape() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.lm.ConfusionNetworkDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) get_data_slice() (returnn.datasets.basic.Dataset method) get_dataset_class() (in module returnn.datasets.basic) get_dataset_distribution_type() (returnn.tf.horovod.HorovodContext method) get_dataset_name() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) (returnn.tf.data_pipeline.InputContext method) get_dataset_seq_for_name() (returnn.datasets.sprint.SprintCacheDataset method) get_dataset_shard_batch_slice() (returnn.tf.horovod.HorovodContext method) get_deep() (returnn.frontend.module.Module method) get_default_array_index_dtype() (in module returnn.frontend.dtype) get_default_device() (in module returnn.frontend.device) get_default_float_dtype() (in module returnn.frontend.dtype) get_default_input_data() (returnn.tf.network.ExternData method) get_default_int_dtype() (in module returnn.frontend.dtype) get_default_kwargs_eval() (returnn.datasets.basic.Dataset static method) get_default_max_seqs() (returnn.tf.data_pipeline.InputContext method) get_default_name() (returnn.frontend.module.Functional method) (returnn.frontend.module.Module method) get_default_optimizer() (returnn.tf.updater.Updater method) get_default_optimizer_item() (returnn.tf.updater.Updater method) get_default_output_layer() (returnn.tf.network.TFNetwork method) get_default_output_layer_name() (returnn.tf.network.TFNetwork method) get_default_target() (returnn.tf.layers.base.Loss class method) (returnn.tf.network.TFNetwork method) get_default_target_data() (returnn.tf.network.ExternData method) get_default_value() (returnn.tf.hyper_param_tuning.HyperParam method) get_dep_layers() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.basic.BooleanMaskLayer method) (returnn.tf.layers.basic.ConstantLayer method), [1] (returnn.tf.layers.basic.ConvLayer method), [1] (returnn.tf.layers.basic.CopyLayer method), [1] (returnn.tf.layers.basic.CtcLossLayer method) (returnn.tf.layers.basic.ForcedAlignmentLayer method), [1] (returnn.tf.layers.basic.GatherLayer method), [1] (returnn.tf.layers.basic.GatherNdLayer method) (returnn.tf.layers.basic.IdentityLayer method) (returnn.tf.layers.basic.LossLayer method), [1] (returnn.tf.layers.basic.PostfixInTimeLayer method), [1] (returnn.tf.layers.basic.PrefixInTimeLayer method), [1] (returnn.tf.layers.basic.RandIntLayer method) (returnn.tf.layers.basic.RandomLayer method) (returnn.tf.layers.basic.ReinterpretDataLayer method), [1] (returnn.tf.layers.basic.RepeatLayer method), [1] (returnn.tf.layers.basic.ReshapeLayer method) (returnn.tf.layers.basic.ResizeLayer method), [1] (returnn.tf.layers.basic.ScaledGradientLayer method), [1] (returnn.tf.layers.basic.ScatterNdLayer method), [1] (returnn.tf.layers.basic.SearchSortedLayer method) (returnn.tf.layers.basic.SelectSearchSourcesLayer method) (returnn.tf.layers.basic.SeqLenMaskLayer method) (returnn.tf.layers.basic.SliceNdLayer method), [1] (returnn.tf.layers.basic.SoftmaxOverSpatialLayer method), [1] (returnn.tf.layers.basic.SparseSoftmaxCrossEntropyWithLogitsLayer method) (returnn.tf.layers.basic.SplitBatchTimeLayer method), [1] (returnn.tf.layers.basic.SubnetworkLayer method), [1] (returnn.tf.layers.basic.SwitchLayer method), [1] (returnn.tf.layers.basic.TimeUnChunkingLayer method), [1] (returnn.tf.layers.basic.TransposedConvLayer method) (returnn.tf.layers.basic.UnflattenNdLayer method) (returnn.tf.layers.rec.AttentionBaseLayer method) (returnn.tf.layers.rec.ChoiceLayer method), [1] (returnn.tf.layers.rec.EditDistanceLayer method) (returnn.tf.layers.rec.GenericAttentionLayer method), [1] (returnn.tf.layers.rec.GlobalAttentionContextBaseLayer method) (returnn.tf.layers.rec.MaskedComputationLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] (returnn.tf.layers.rec.RnnCellLayer method), [1] (returnn.tf.layers.rec.UnmaskLayer method), [1] (returnn.tf.layers.variable.VariableAssignLayer method) (returnn.tf.layers.variable.VariableLayer method) (returnn.tf.layers.variable.VariableReadLayer method) get_device() (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_device_attr() (in module returnn.tf.util.basic) get_device_from_config_opt() (in module returnn.torch.engine) get_dim_deps() (in module returnn.tf.frontend_layers.dims) get_dtype() (returnn.datasets.hdf.StreamParser method) get_dtype_name() (in module returnn.frontend._utils) get_dtype_name_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_edges() (returnn.util.fsa.FastBwFsaShared method) get_effective_learning_rate() (returnn.torch.updater.Updater method) get_epoch_error_dict() (returnn.learning_rate_control.LearningRateControl method) get_epoch_error_key_value() (returnn.learning_rate_control.LearningRateControl method) get_epoch_error_value() (returnn.learning_rate_control.LearningRateControl method) get_epoch_model() (returnn.engine.base.EngineBase class method) get_epoch_model_filename() (returnn.engine.base.EngineBase method) get_epoch_step() (returnn.tf.network.TFNetwork method) get_epoch_str() (returnn.engine.base.EngineBase method) get_error() (returnn.tf.layers.base.Loss method) (returnn.tf.layers.basic.AsIsLoss method), [1] (returnn.tf.layers.basic.BinaryCrossEntropyLoss method), [1] (returnn.tf.layers.basic.BleuLoss method), [1] (returnn.tf.layers.basic.CtcLoss method), [1] (returnn.tf.layers.basic.DeepClusteringLoss method), [1] (returnn.tf.layers.basic.EditDistanceLoss method), [1] (returnn.tf.layers.basic.ExpectedLoss method), [1] (returnn.tf.layers.basic.ExternSprintLoss method), [1] (returnn.tf.layers.basic.FastBaumWelchLoss method), [1] (returnn.tf.layers.basic.SearchScoreLoss method) (returnn.tf.layers.basic.TripletLoss method), [1] (returnn.tf.layers.basic.ViaLayerLoss method), [1] get_error_key() (returnn.learning_rate_control.LearningRateControl method) get_error_value() (returnn.tf.network.LossHolder method) get_error_value_per_pos() (returnn.tf.network.LossHolder method) get_estimated_seq_length() (returnn.datasets.basic.Dataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.lm.TranslationDataset method) get_eval_datasets() (returnn.tf.engine.Engine method) get_existing_models() (returnn.engine.base.EngineBase class method) get_extern_data() (returnn.tf.network.TFNetwork method) get_fast_bw_fsa() (returnn.util.fsa.FastBwFsaShared method) get_feature_buffer_size() (returnn.sprint.interface.PythonFeatureScorer method) get_feature_dimension() (returnn.datasets.util.feature_extraction.ExtractAudioFeatures method) get_features() (returnn.sprint.interface.PythonFeatureScorer method) get_feed_dict() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) get_fetches_dict() (returnn.tf.network.TFNetwork method) get_final_epoch() (in module returnn.sprint.interface) get_final_network_json() (returnn.pretrain.Pretrain method) get_flatten_with_seq_len_mask_cache() (in module returnn.tf.util.basic) get_flatten_with_seq_len_mask_cache_for_data() (in module returnn.tf.util.basic) get_forward_walk_ops() (in module returnn.extern.graph_editor.select) get_free_instance() (returnn.sprint.error_signals.SprintInstancePool method) get_fst() (in module returnn.tf.util.open_fst) get_full_ctx_name() (returnn.tf.layers.base.LayerBase method) get_func_closure() (in module returnn.util.task_system) get_func_from_code_object() (in module returnn.util.better_exchook) get_func_str_from_code_object() (in module returnn.util.better_exchook) get_func_tuple() (in module returnn.util.task_system) get_gammatone_filterbank() (returnn.util.sig_proc.GammatoneFilterbank method) get_generating_ops() (in module returnn.extern.graph_editor.util) get_global_base() (returnn.tf.util.data.BatchInfo method) get_global_batch_dim() (returnn.tf.util.data.BatchInfo method) get_global_batch_info() (returnn.tf.network.TFNetwork method) get_global_color_enabled() (returnn.util.better_exchook.Color class method) get_global_config() (in module returnn.config) get_global_engine() (in module returnn.tf.engine) get_global_inf_value() (in module returnn.util.basic) get_global_instance() (returnn.sprint.error_signals.SprintInstancePool class method) get_global_layer_list() (returnn.tf.layers.base.LayerBase class method) get_global_random_generator() (in module returnn.tf.util.basic) get_global_train_flag() (in module returnn.tf.util.basic) get_global_train_flag_placeholder() (in module returnn.tf.util.basic) get_global_train_step() (returnn.tf.network.TFNetwork method) get_gpu_names() (in module returnn.util.basic) get_graph_reader_idx() (returnn.frontend._random_journal.RandomJournal method) get_graph_reset_callbacks() (returnn.tf.network.TFNetwork method) get_hidden_state() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.rec.RnnCellLayer method), [1] get_hidden_state_size() (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_hostname() (in module returnn.util.basic) get_if_set() (returnn.util.basic.BehaviorVersion class method) get_indent_prefix() (in module returnn.util.better_exchook) get_individual() (returnn.tf.hyper_param_tuning.Optimization method) get_init_tokens_op() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) get_initial_state() (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell method) get_initial_value() (returnn.tf.hyper_param_tuning.HyperParam method) get_initializer() (in module returnn.tf.util.basic) get_input_data() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.numpy_dump.NumpyDumpDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_input_placeholder_with_same_static_padding() (returnn.tf.layers.basic.ConvLayer class method), [1] get_input_transformed() (returnn.tf.layers.rec.BaseRNNCell method) (returnn.tf.layers.rec.LayerNormVariantsLSTMCell method), [1] (returnn.tf.layers.rec.RHNCell method), [1] (returnn.tf.layers.rec.VanillaLSTMCell method), [1] get_inside_rec_time_dim() (returnn.tf.network.TFNetwork method) get_instance() (returnn.tf.util.basic.CudaEnv class method) get_inv_norm_factor() (returnn.frontend.run_ctx.Loss method) get_known_shape_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_label_idx() (returnn.sprint.cache.AllophoneLabeling method) get_label_idx_by_allo_state_idx() (returnn.sprint.cache.AllophoneLabeling method) get_label_map() (returnn.datasets.generating.TimitDataset class method) get_labels() (returnn.datasets.generating.TimitDataset class method) get_last_best_epoch() (returnn.learning_rate_control.LearningRateControl method) get_last_epoch() (returnn.learning_rate_control.LearningRateControl method) get_last_hidden_state() (in module returnn.tf.frontend_layers._utils) (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.basic.SubnetworkLayer method), [1] (returnn.tf.layers.rec.GetLastHiddenStateLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] (returnn.tf.layers.rec.RnnCellLayer method), [1] get_layer() (returnn.tf.layers.base.ReuseParams.LazyLayerResolver method) (returnn.tf.network.LossHolder method) (returnn.tf.network.TFNetwork method) get_layer_class() (in module returnn.tf.layers.basic) (returnn.tf.network.Subnetwork method) get_layer_class_name_list() (in module returnn.tf.layers.basic) get_layer_desc() (returnn.tf.network.Subnetwork method) get_ld_paths() (in module returnn.util.basic) get_learning_rate_for_epoch() (returnn.learning_rate_control.LearningRateControl method) get_lib_filename() (returnn.util.native_code_compiler.NativeCodeCompiler method) get_linear_alignment_out_to_in_indices() (in module returnn.tf.util.basic) get_log_output() (returnn.tf.util.basic.OutputWithActivation method) get_login_username() (in module returnn.util.basic) get_logits() (returnn.tf.util.basic.OutputWithActivation method) get_loss_and_error_signal__have_data() (returnn.sprint.error_signals.SprintSubprocessInstance method) get_loss_and_error_signal__read() (returnn.sprint.error_signals.SprintSubprocessInstance method) get_loss_and_error_signal__send() (returnn.sprint.error_signals.SprintSubprocessInstance method) get_loss_class() (in module returnn.tf.layers.basic) get_loss_value() (returnn.tf.network.LossHolder method) get_loss_value_for_fetch() (returnn.tf.network.LossHolder method) get_loss_value_for_objective() (returnn.tf.network.LossHolder method) get_loss_value_per_pos() (returnn.tf.network.LossHolder method) get_losses() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.RecLayer class method), [1] get_losses_initialized() (returnn.tf.layers.base.LayerBase method) (returnn.tf.network.TFNetwork method) get_lsb_release() (in module returnn.util.basic) get_max_compute_capability() (returnn.tf.util.basic.CudaEnv method) get_mean() (returnn.util.basic.Stats method) get_mean_by_idx() (returnn.sprint.cache.MixtureSet method) get_mean_loss() (returnn.frontend.run_ctx.Loss method) get_model_filename_postfix() (in module returnn.util.basic) get_module() (in module returnn.frontend._native) get_most_recent_learning_rate() (returnn.learning_rate_control.LearningRateControl method) get_name_in_ctx() (returnn.tf.frontend_layers.layer.Layer method) get_name_scope_of_tensor() (in module returnn.tf.util.basic) get_name_scope_ops() (in module returnn.extern.graph_editor.select) get_ndim() (in module returnn.tf.util.basic) get_ndim_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_net_dict() (in module returnn.tf.frontend_layers.config_entry_points) get_net_dict_for_epoch() (returnn.tf.engine.Engine method) get_network_hierarchy() (returnn.tf.network.TFNetwork method) get_network_json_for_epoch() (returnn.pretrain.Pretrain method) get_network_stack() (returnn.tf.network.TFNetwork class method) get_new_child() (returnn.tf.frontend_layers.layer.Layer method) get_new_dim_raw() (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_next() (returnn.frontend._random_journal.RandomJournal method) get_next_batch() (returnn.tf.data_pipeline.FeedDictDataProvider method) get_non_deterministic_ops_from_graph() (in module returnn.tf.util.basic) get_norm_factor() (returnn.tf.network.LossHolder method) get_normalization_factor() (returnn.tf.layers.base.Loss method) get_normalized_error_value_per_seq() (returnn.tf.network.LossHolder method) get_normalized_layer() (returnn.tf.layers.base.LayerBase method) get_normalized_loss_value_per_seq() (returnn.tf.network.LossHolder method) get_num_edges() (returnn.util.fsa.FastBwFsaShared method) get_num_gpu_devices() (in module returnn.util.basic) get_num_instances() (returnn.tf.hyper_param_tuning.HyperParam method) get_num_params() (returnn.tf.network.TFNetwork method) get_num_seqs() (returnn.engine.batch.Batch method) get_num_timesteps() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_number_available_cpus() (in module returnn.util.basic) get_number_mixtures() (returnn.sprint.cache.MixtureSet method) get_numpy_array_data_ptr() (returnn.util.task_system.SharedNumpyArray method) get_objective() (returnn.tf.network.TFNetwork method) get_of_type() (returnn.config.Config method) get_only_on_eval() (returnn.tf.network.LossHolder method) get_op_attrib_keys() (in module returnn.tf.util.basic) get_op_input_names() (in module returnn.tf.util.basic) get_op_inputs_by_name() (in module returnn.tf.util.basic) get_ops_ios() (in module returnn.extern.graph_editor.select) get_optim_op() (returnn.tf.updater.Updater method) get_optimizer() (returnn.torch.updater.Updater method) get_optimizer_class() (in module returnn.tf.updater) (in module returnn.torch.updater) get_out_data_from_opts() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.AccumulateMeanLayer class method), [1] (returnn.tf.layers.basic.ActivationLayer class method), [1] (returnn.tf.layers.basic.BatchSoftmaxLayer class method), [1] (returnn.tf.layers.basic.BooleanMaskLayer class method) (returnn.tf.layers.basic.CastLayer class method), [1] (returnn.tf.layers.basic.CombineDimsLayer class method) (returnn.tf.layers.basic.CombineLayer class method), [1] (returnn.tf.layers.basic.CompareLayer class method), [1] (returnn.tf.layers.basic.ConcatLayer class method) (returnn.tf.layers.basic.CondLayer class method) (returnn.tf.layers.basic.ConstantLayer class method), [1] (returnn.tf.layers.basic.ConvLayer class method), [1] (returnn.tf.layers.basic.CopyLayer class method), [1] (returnn.tf.layers.basic.CtcLossLayer class method) (returnn.tf.layers.basic.CumsumLayer class method), [1] (returnn.tf.layers.basic.DctLayer class method) (returnn.tf.layers.basic.DotLayer class method), [1] (returnn.tf.layers.basic.ElemwiseProdLayer class method), [1] (returnn.tf.layers.basic.ExpandDimsLayer class method), [1] (returnn.tf.layers.basic.FastBaumWelchLayer class method), [1] (returnn.tf.layers.basic.FlattenBatchLayer class method) (returnn.tf.layers.basic.FoldLayer class method) (returnn.tf.layers.basic.ForcedAlignmentLayer class method), [1] (returnn.tf.layers.basic.FramewiseStatisticsLayer class method), [1] (returnn.tf.layers.basic.GatherLayer class method), [1] (returnn.tf.layers.basic.GatherNdLayer class method) (returnn.tf.layers.basic.GatingLayer class method), [1] (returnn.tf.layers.basic.GlobalTrainStepLayer class method) (returnn.tf.layers.basic.GradientLayer class method) (returnn.tf.layers.basic.HDFDumpLayer class method), [1] (returnn.tf.layers.basic.IdentityLayer class method) (returnn.tf.layers.basic.ImageSummaryLayer class method), [1] (returnn.tf.layers.basic.LayerNormLayer class method), [1] (returnn.tf.layers.basic.LengthLayer class method), [1] (returnn.tf.layers.basic.LossLayer class method), [1] (returnn.tf.layers.basic.MathNormLayer class method) (returnn.tf.layers.basic.MergeDimsLayer class method), [1] (returnn.tf.layers.basic.NormLayer class method), [1] (returnn.tf.layers.basic.PadLayer class method), [1] (returnn.tf.layers.basic.PoolLayer class method), [1] (returnn.tf.layers.basic.PostfixInTimeLayer class method), [1] (returnn.tf.layers.basic.PrefixInTimeLayer class method), [1] (returnn.tf.layers.basic.PrintLayer class method), [1] (returnn.tf.layers.basic.RandIntLayer class method) (returnn.tf.layers.basic.RandomLayer class method) (returnn.tf.layers.basic.RandomStateInitLayer class method) (returnn.tf.layers.basic.RangeFromLengthLayer class method), [1] (returnn.tf.layers.basic.RangeInAxisLayer class method), [1] (returnn.tf.layers.basic.RangeLayer class method), [1] (returnn.tf.layers.basic.ReduceLayer class method), [1] (returnn.tf.layers.basic.ReduceOutLayer class method), [1] (returnn.tf.layers.basic.ReinterpretDataLayer class method), [1] (returnn.tf.layers.basic.RemoveLayer class method) (returnn.tf.layers.basic.RepeatLayer class method), [1] (returnn.tf.layers.basic.ReshapeLayer class method) (returnn.tf.layers.basic.ResizeLayer class method), [1] (returnn.tf.layers.basic.ScatterNdLayer class method), [1] (returnn.tf.layers.basic.SearchSortedLayer class method) (returnn.tf.layers.basic.SelectSearchSourcesLayer class method) (returnn.tf.layers.basic.SeqLenMaskLayer class method) (returnn.tf.layers.basic.ShiftAxisLayer class method), [1] (returnn.tf.layers.basic.SliceLayer class method), [1] (returnn.tf.layers.basic.SliceNdLayer class method), [1] (returnn.tf.layers.basic.SoftmaxOverSpatialLayer class method), [1] (returnn.tf.layers.basic.SourceLayer class method) (returnn.tf.layers.basic.SparseSoftmaxCrossEntropyWithLogitsLayer class method) (returnn.tf.layers.basic.SplitBatchTimeLayer class method), [1] (returnn.tf.layers.basic.SplitDimsLayer class method), [1] (returnn.tf.layers.basic.SplitLayer class method) (returnn.tf.layers.basic.SqueezeLayer class method), [1] (returnn.tf.layers.basic.StackLayer class method), [1] (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.basic.SwapAxesLayer class method), [1] (returnn.tf.layers.basic.SwitchLayer class method), [1] (returnn.tf.layers.basic.SyntheticGradientLayer class method), [1] (returnn.tf.layers.basic.TileLayer class method) (returnn.tf.layers.basic.TimeChunkingLayer class method), [1] (returnn.tf.layers.basic.TimeUnChunkingLayer class method), [1] (returnn.tf.layers.basic.TopKLayer class method) (returnn.tf.layers.basic.TrainFlagLayer class method) (returnn.tf.layers.basic.TransposedConvLayer class method) (returnn.tf.layers.basic.TransposeLayer class method) (returnn.tf.layers.basic.UnflattenBatchLayer class method) (returnn.tf.layers.basic.UnflattenNdLayer class method) (returnn.tf.layers.basic.WeightedSumLayer class method), [1] (returnn.tf.layers.basic.WindowLayer class method), [1] (returnn.tf.layers.rec.AttentionBaseLayer class method) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer class method), [1] (returnn.tf.layers.rec.ChoiceGetSrcBeamsLayer class method) (returnn.tf.layers.rec.ChoiceLayer class method), [1] (returnn.tf.layers.rec.CumConcatLayer class method) (returnn.tf.layers.rec.DecideKeepBeamLayer class method) (returnn.tf.layers.rec.DecideLayer class method), [1] (returnn.tf.layers.rec.EditDistanceLayer class method) (returnn.tf.layers.rec.EditDistanceTableLayer class method) (returnn.tf.layers.rec.GaussWindowAttentionLayer class method), [1] (returnn.tf.layers.rec.GenericAttentionLayer class method), [1] (returnn.tf.layers.rec.GetLastHiddenStateLayer class method), [1] (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer class method), [1] (returnn.tf.layers.rec.KenLmStateLayer class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.OptimalCompletionsLayer class method) (returnn.tf.layers.rec.PositionalEncodingLayer class method), [1] (returnn.tf.layers.rec.RecLastOutputLayer class method) (returnn.tf.layers.rec.RecLayer class method), [1] (returnn.tf.layers.rec.RecStepInfoLayer class method) (returnn.tf.layers.rec.RecUnstackLayer class method) (returnn.tf.layers.rec.RelativePositionalEncodingLayer class method) (returnn.tf.layers.rec.RnnCellLayer class method), [1] (returnn.tf.layers.rec.SelfAttentionLayer class method), [1], [2] (returnn.tf.layers.rec.SplitBatchBeamLayer class method) (returnn.tf.layers.rec.TwoDLSTMLayer class method) (returnn.tf.layers.rec.UnmaskLayer class method), [1] (returnn.tf.layers.segmental_model.ApplyLengthDistributionLayer class method) (returnn.tf.layers.segmental_model.ClassesToLengthDistributionGlobalLayer class method) (returnn.tf.layers.segmental_model.ClassesToLengthDistributionLayer class method) (returnn.tf.layers.segmental_model.ClassesToSegmentsLayer class method) (returnn.tf.layers.segmental_model.FillUnusedMemoryLayer class method) (returnn.tf.layers.segmental_model.FlattenTimeLayer class method) (returnn.tf.layers.segmental_model.NormalizeLengthScoresLayer class method) (returnn.tf.layers.segmental_model.SegmentAlignmentLayer class method) (returnn.tf.layers.segmental_model.SegmentInputLayer class method) (returnn.tf.layers.segmental_model.SwapTimeFeatureLayer class method) (returnn.tf.layers.segmental_model.UnsegmentInputLayer class method) (returnn.tf.layers.signal_processing.AlternatingRealToComplexLayer class method) (returnn.tf.layers.signal_processing.BatchMedianPoolingLayer class method) (returnn.tf.layers.signal_processing.ComplexLinearProjectionLayer class method) (returnn.tf.layers.signal_processing.IstftLayer class method) (returnn.tf.layers.signal_processing.MaskBasedGevBeamformingLayer class method) (returnn.tf.layers.signal_processing.MaskBasedMvdrBeamformingWithDiagLoadingLayer class method) (returnn.tf.layers.signal_processing.MelFilterbankLayer class method) (returnn.tf.layers.signal_processing.MultiChannelMultiResolutionStftLayer class method) (returnn.tf.layers.signal_processing.MultiChannelStftLayer class method) (returnn.tf.layers.signal_processing.ParametricWienerFilterLayer class method) (returnn.tf.layers.signal_processing.SplitConcatMultiChannel class method) (returnn.tf.layers.signal_processing.StftLayer class method) (returnn.tf.layers.signal_processing.TileFeaturesLayer class method) (returnn.tf.layers.variable.VariableAssignLayer class method) (returnn.tf.layers.variable.VariableLayer class method) (returnn.tf.layers.variable.VariableReadLayer class method) get_output_from_state() (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_output_layers() (returnn.tf.network.TFNetwork method) get_output_logits() (returnn.tf.layers.basic.CtcLoss method), [1] (returnn.tf.layers.basic.EditDistanceLoss method), [1] get_output_spatial_smoothing_energy() (returnn.tf.layers.base.LayerBase method) get_output_target_scores() (returnn.tf.layers.basic.CrossEntropyLoss method), [1] get_padding_info_dict_ref() (in module returnn.tf.util.basic) get_param_axes_split_info() (in module returnn.tf.util.basic) get_param_sync_step() (returnn.tf.horovod.HorovodContext method) (returnn.torch.distributed.DistributedContext method) get_param_sync_time_diff() (returnn.tf.horovod.HorovodContext method) get_param_values_dict() (returnn.tf.layers.base.LayerBase method) (returnn.tf.network.TFNetwork method) get_params_l2_norm() (returnn.tf.layers.base.LayerBase method) get_params_list() (returnn.tf.network.TFNetwork method) get_params_serialized() (returnn.tf.network.TFNetwork method) get_patch_atfork_lib() (in module returnn.util.basic) get_perm_int() (returnn.tf.layers.basic.TransposeLayer class method) get_population() (returnn.tf.hyper_param_tuning.Optimization method) get_positional_encoding() (in module returnn.tf.util.basic) get_post_control_dependencies() (returnn.tf.network.TFNetwork static method) get_post_processor_function() (in module returnn.datasets.lm) get_posteriors() (returnn.sprint.interface.PythonFeatureScorer method) get_prev_end_flag() (returnn.tf.layers.rec.RecStepInfoLayer method) get_prev_ref() (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef class method) get_protobuf_fields() (in module returnn.tf.util.basic) get_pt_model() (returnn.torch.engine.Engine method) get_pt_optimizer() (returnn.torch.engine.Engine method) get_random_input_seq_len() (returnn.datasets.generating.TaskNumberBaseConvertDataset method) get_random_seed() (in module returnn.tf.util.basic) get_random_seq_len() (returnn.datasets.generating.CopyTaskDataset method) (returnn.datasets.generating.Task12AXDataset method) get_random_seq_lens_for_dyn_dims() (in module returnn.tensor.utils) get_random_state() (in module returnn.frontend.rand) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_random_value() (returnn.tf.hyper_param_tuning.HyperParam method) get_random_value_by_idx() (returnn.tf.hyper_param_tuning.HyperParam method) get_range() (in module returnn.tf.util.basic) get_raw_tensor_type() (in module returnn.frontend.types) get_rec_initial_extra_outputs() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.CumsumLayer class method), [1] (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.basic.WindowLayer class method), [1] (returnn.tf.layers.rec.BaseChoiceLayer class method) (returnn.tf.layers.rec.CumConcatLayer class method) (returnn.tf.layers.rec.DecideKeepBeamLayer class method) (returnn.tf.layers.rec.EditDistanceTableLayer class method) (returnn.tf.layers.rec.KenLmStateLayer class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.PositionalEncodingLayer class method), [1] (returnn.tf.layers.rec.RecLayer class method), [1] (returnn.tf.layers.rec.RnnCellLayer class method), [1] (returnn.tf.layers.rec.SelfAttentionLayer class method), [1], [2] (returnn.tf.layers.rec.TwoDLSTMLayer class method) (returnn.tf.layers.rec.UnmaskLayer class method), [1] get_rec_initial_extra_outputs_shape_invariants() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.rec.BaseChoiceLayer class method) (returnn.tf.layers.rec.CumConcatLayer class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.PositionalEncodingLayer class method), [1] (returnn.tf.layers.rec.SelfAttentionLayer class method), [1], [2] (returnn.tf.layers.rec.TwoDLSTMLayer class method) get_rec_initial_output() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.rec.ChoiceLayer class method), [1] (returnn.tf.layers.rec.EditDistanceTableLayer class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.RecLayer class method), [1] (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_rec_initial_state() (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_rec_initial_state_inner() (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_rec_parent_layer() (returnn.tf.network.TFNetwork method) get_rec_step_index() (returnn.tf.network.TFNetwork method) get_rec_step_info() (returnn.tf.network.TFNetwork method) get_recent_graph_reader_node_in_accessible_ctx() (returnn.frontend._random_journal.RandomJournal method) get_recent_layer() (returnn.tf.layers.base.LayerBase class method) get_recent_tensor() (returnn.tf.frontend_layers.layer.Layer method) get_reduce_type() (returnn.tf.horovod.HorovodContext method) get_remove_chars() (in module returnn.datasets.lm) get_replace() (in module returnn.datasets.lm) get_repo_path() (in module returnn.import_.git) get_returnn_config() (returnn.tf.frontend_layers.layer.Layer method) get_returnn_dataset() (returnn.tf.data_pipeline.InputContext method) get_rnn_cell_class() (returnn.tf.layers.rec.RecLayer class method), [1] get_rnnt_linear_aligned_output() (in module returnn.tf.util.basic) get_root_ctx_network() (returnn.tf.network.TFNetwork method) get_root_graph() (in module returnn.tf.util.basic) get_root_network() (returnn.tf.network.TFNetwork method) get_run_ctx() (in module returnn.frontend.run_ctx) get_run_opts() (returnn.tf.network.TFNetwork method) get_same_indent_prefix() (in module returnn.util.better_exchook) get_saveable_param_replace_dict() (returnn.tf.network.TFNetwork method) get_saveable_params_dict() (returnn.tf.layers.base.LayerBase method) get_saveable_params_list() (returnn.tf.network.TFNetwork method) get_scaled_reduced_loss() (returnn.frontend.run_ctx.Loss method) get_scores() (returnn.sprint.interface.PythonFeatureScorer method) get_search_beam_size() (returnn.tf.layers.base.LayerBase method) get_search_choices() (returnn.tf.layers.base.LayerBase method) (returnn.tf.network.TFNetwork method) get_search_choices_from_beam() (returnn.tf.network.TFNetwork method) get_segment_name() (returnn.sprint.interface.PythonFeatureScorer method) get_selected_backend() (in module returnn.frontend._backend) (in module returnn.frontend.backend) get_selected_engine() (returnn.util.basic.BackendEngine class method) get_seq() (returnn.datasets.util.vocabulary.BytePairEncoding method) (returnn.datasets.util.vocabulary.CharacterTargets method) (returnn.datasets.util.vocabulary.SamplingBytePairEncoding method) (returnn.datasets.util.vocabulary.SentencePieces method) (returnn.datasets.util.vocabulary.Utf8ByteTargets method) (returnn.datasets.util.vocabulary.Vocabulary method) get_seq_indices() (returnn.datasets.util.vocabulary.Vocabulary method) get_seq_labels() (returnn.datasets.util.vocabulary.CharacterTargets method) (returnn.datasets.util.vocabulary.Utf8ByteTargets method) (returnn.datasets.util.vocabulary.Vocabulary method) get_seq_len() (returnn.datasets.map.FromListDataset method) (returnn.datasets.map.MapDatasetBase method) get_seq_length() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.FeatureSequenceStreamParser method) (returnn.datasets.hdf.SegmentAlignmentStreamParser method) (returnn.datasets.hdf.SparseStreamParser method) (returnn.datasets.hdf.StreamParser method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.numpy_dump.NumpyDumpDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_seq_length_nd() (returnn.datasets.cached.CachedDataset method) get_seq_order() (returnn.datasets.map.MapDatasetBase method) get_seq_order_for_epoch() (returnn.datasets.basic.Dataset method) get_seq_start() (returnn.datasets.cached.CachedDataset method) get_seq_tag() (returnn.datasets.map.MapDatasetBase method) get_seq_tags() (returnn.tf.network.TFNetwork method) (returnn.util.debug_helpers.SimpleHdf method) get_session_target() (in module returnn.tf.distributed) get_shape() (in module returnn.tf.util.basic) get_shape_dim() (in module returnn.tf.util.basic) get_shape_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_shape_tuple_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) get_shared_vocab() (in module returnn.tf.util.basic) get_slot() (returnn.tf.updater.Updater method) (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) get_slot_names() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) get_slot_names_per_optimizer() (returnn.tf.updater.Updater method) get_soft_alignment() (returnn.tf.layers.basic.CtcLoss method), [1] get_sorted_data_items() (returnn.tf.network.ExternData method) get_sorted_usages() (returnn.tf.hyper_param_tuning.HyperParam method) get_source_code() (in module returnn.util.better_exchook) get_sparse_tensor_length() (in module returnn.tf.util.basic) get_specific_feed_dict() (returnn.tf.engine.Engine method) get_sprint_automata_for_batch_op() (in module returnn.tf.sprint) get_sprint_loss_and_error_signal() (in module returnn.tf.sprint) get_src_choices_seq() (returnn.tf.layers.base.SearchChoices method) get_start_end_frames_full_seq() (returnn.datasets.basic.Dataset method) get_start_end_states() (returnn.util.fsa.FastBwFsaShared method) get_start_epoch_no_existing_model() (returnn.engine.base.EngineBase class method) get_state() (returnn.sprint.cache.FileArchive method) get_state_by_key() (returnn.tf.layers.rec.RnnCellLayer class method), [1] get_static_step_based_seed() (in module returnn.frontend.rand) get_std_dev() (returnn.util.basic.Stats method) get_sub_layer() (returnn.tf.layers.base.DataNotAvailableLayer method) (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.basic.CondLayer method) (returnn.tf.layers.basic.ForcedAlignmentLayer method), [1] (returnn.tf.layers.basic.LossLayer method), [1] (returnn.tf.layers.basic.SplitLayer method) (returnn.tf.layers.basic.SubnetworkLayer method), [1] (returnn.tf.layers.basic.TopKLayer method) (returnn.tf.layers.rec.ChoiceLayer method), [1] (returnn.tf.layers.rec.MaskedComputationLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] get_sub_layer_func() (returnn.tf.network.Subnetwork method) get_sub_layer_out_data_from_opts() (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.basic.CondLayer class method) (returnn.tf.layers.basic.ForcedAlignmentLayer class method), [1] (returnn.tf.layers.basic.LossLayer class method), [1] (returnn.tf.layers.basic.SplitLayer class method) (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.basic.TopKLayer class method) (returnn.tf.layers.rec.ChoiceLayer class method), [1] (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] get_sub_layers() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.basic.CondLayer method) (returnn.tf.layers.basic.SubnetworkLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] get_sub_networks() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.basic.SubnetworkLayer method), [1] (returnn.tf.layers.rec.RecLayer method), [1] get_summed_loss() (returnn.frontend.run_ctx.Loss method) get_tag() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ClusteringDataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.sprint.SprintCacheDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_target_list() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.meta.ChunkShuffleDataset method) (returnn.datasets.meta.CombinedDataset method) (returnn.datasets.meta.ConcatDataset method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.sprint.SprintCacheDataset method) (returnn.datasets.sprint.SprintDatasetBase method) get_targets() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.numpy_dump.NumpyDumpDataset method) (returnn.datasets.sprint.SprintDatasetBase method) (returnn.util.debug_helpers.SimpleHdf method) get_temp_dir() (in module returnn.util.basic) get_tensor_consumers() (in module returnn.frontend.graph) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) get_tensor_dependencies() (in module returnn.frontend.graph) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_layers.layer.Layer method) get_tensorflow_version_tuple() (in module returnn.util.basic) get_tensors() (in module returnn.extern.graph_editor.util) get_tf_gcc_path() (in module returnn.tf.util.basic) get_tf_gcc_version() (in module returnn.tf.util.basic) get_tf_gpp_path() (in module returnn.tf.util.basic) get_tf_list_local_devices() (in module returnn.tf.util.basic) get_tf_mod() (in module returnn.tf.util.ken_lm) (in module returnn.tf.util.open_fst) get_tf_name() (returnn.tf.network.LossHolder method) get_times() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) get_total_constraints() (returnn.tf.network.TFNetwork method) get_total_loss() (returnn.tf.network.TFNetwork method) get_total_num_frames() (returnn.engine.batch.Batch method) get_total_num_seqs() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.multi_proc.MultiProcDataset method) (returnn.datasets.sprint.SprintCacheDataset method) get_train_num_epochs() (returnn.pretrain.Pretrain method) get_train_param_args_for_epoch() (returnn.pretrain.Pretrain method) get_train_start_epoch() (returnn.engine.base.EngineBase class method) get_trainable_params() (returnn.tf.network.TFNetwork method) get_ubuntu_major_version() (in module returnn.util.basic) get_used_data_keys() (returnn.tf.network.TFNetwork method) get_used_targets() (returnn.tf.network.TFNetwork method) get_utc_start_time_filename_part() (in module returnn.util.basic) get_valid_scope_name_from_str() (in module returnn.tf.util.basic) get_value() (returnn.pretrain.WrapEpochValue method) (returnn.tf.hyper_param_tuning.HyperParam method) (returnn.tf.layers.base.Loss method) (returnn.tf.layers.basic.AsIsLoss method), [1] (returnn.tf.layers.basic.BinaryCrossEntropyLoss method), [1] (returnn.tf.layers.basic.BleuLoss method), [1] (returnn.tf.layers.basic.CrossEntropyLoss method), [1] (returnn.tf.layers.basic.CtcLoss method), [1] (returnn.tf.layers.basic.DeepClusteringLoss method), [1] (returnn.tf.layers.basic.EditDistanceLoss method), [1] (returnn.tf.layers.basic.ExpectedLoss method), [1] (returnn.tf.layers.basic.ExternSprintLoss method), [1] (returnn.tf.layers.basic.FastBaumWelchLoss method), [1] (returnn.tf.layers.basic.GenericCELoss method), [1] (returnn.tf.layers.basic.L1Loss method), [1] (returnn.tf.layers.basic.MeanL1Loss method), [1] (returnn.tf.layers.basic.MeanSquaredError method), [1] (returnn.tf.layers.basic.SamplingBasedLoss method), [1] (returnn.tf.layers.basic.SearchScoreLoss method) (returnn.tf.layers.basic.TripletLoss method), [1] (returnn.tf.layers.basic.ViaLayerLoss method), [1] get_var_assigner() (returnn.tf.network.TFNetwork method) get_var_update_ops() (in module returnn.tf.util.basic) get_variable_from_tensor() (in module returnn.tf.util.basic) get_variable_grad_from_update_ops() (in module returnn.tf.util.basic) get_variable_scope() (returnn.tf.layers.base.ReuseParams method) get_variable_value_copy_before_update_ops() (in module returnn.tf.util.basic) get_variable_value_map() (returnn.tf.network.CustomCheckpointLoader method) get_version_str() (in module returnn.__setup__) get_walks_intersection_ops() (in module returnn.extern.graph_editor.select) get_walks_union_ops() (in module returnn.extern.graph_editor.select) get_weights() (returnn.util.fsa.FastBwFsaShared method) get_within_boundary_ops() (in module returnn.extern.graph_editor.select) getargspec() (in module returnn.util.basic) GetCtcFsaFastBwOp (class in returnn.native_op) GetLastHiddenStateLayer (class in returnn.tf.layers.rec), [1] GetLayer (class in returnn.tf.network) GetModelFunc (class in returnn.frontend.types) getModNameForModDict() (in module returnn.util.task_system) getModuleDict() (in module returnn.util.task_system) getNormalDict() (in module returnn.util.task_system) getNumberOfFreeParameters() (returnn.sprint.control.SprintNnPythonLayer method) GetRecAccumulatedOutputLayer (class in returnn.tf.layers.rec), [1] getSegmentList() (in module returnn.sprint.control) (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) git_commit_date() (in module returnn.util.basic) git_commit_rev() (in module returnn.util.basic) git_describe_head_version() (in module returnn.util.basic) git_head_version() (in module returnn.__setup__) git_is_dirty() (in module returnn.util.basic) global_config_ctx() (in module returnn.config) global_instances (returnn.sprint.error_signals.SprintInstancePool attribute) global_lock (returnn.tf.native_op.OpMaker attribute) global_queue() (in module returnn.tf.util.basic) global_tensor() (in module returnn.tf.util.basic) global_train_step (returnn.tf.network.TFNetwork property) global_train_step_var (returnn.tf.network.TFNetwork property) GlobalAttentionContextBaseLayer (class in returnn.tf.layers.rec) GlobalTrainStepLayer (class in returnn.tf.layers.basic) Glorot (class in returnn.frontend.init) grad() (returnn.tf.native_op.OpDescription method) grad_input_map (returnn.native_op.NativeOpGenBase attribute) grad_input_map() (returnn.native_op.LstmGenericBase class method) (returnn.native_op.LstmLowMem class method) (returnn.native_op.NativeLstm2 class method) (returnn.native_op.SubtensorBatchedIndex class method) (returnn.native_op.TwoDLSTM class method) gradient() (in module returnn.frontend.gradient) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) gradient_checkpoint_exclude_scope() (in module returnn.tf.util.gradient_checkpoint) gradient_checkpoint_scope() (in module returnn.tf.util.gradient_checkpoint) gradient_noise_() (in module returnn.torch.updater) GradientDescentOptimizer (class in tensorflow.python.training.gradient_descent) GradientLayer (class in returnn.tf.layers.basic) GradVarianceScaledOptimizer (class in returnn.tf.updater), [1] Graph (class in returnn.util.fsa) graph (returnn.extern.graph_editor.subgraph.SubGraphView property) (returnn.extern.graph_editor.util.ControlOutputs property) graph_replace() (in module returnn.extern.graph_editor.transform) greater() (in module returnn.frontend.math_) greater_equal() (in module returnn.frontend.math_) greenwood_function() (in module returnn.util.sig_proc) grep_full_py_identifiers() (in module returnn.util.better_exchook) GROUP_INPUTS (returnn.datasets.normalization_data.NormalizationData attribute) GROUP_OUTPUTS (returnn.datasets.normalization_data.NormalizationData attribute) GRUCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) guard_infinite_recursion() (in module returnn.util.basic) guess_requested_max_num_threads() (in module returnn.util.basic) H handle_new_min_version_callbacks (returnn.util.basic.BehaviorVersion attribute) handle_next() (returnn.sprint.control.PythonControl method) has() (returnn.config.Config method) has_cache() (returnn.tf.util.basic.TensorCachedComputation method) has_control_flow_context() (in module returnn.tf.util.basic) has_current_control_flow_context() (in module returnn.tf.util.basic) has_data() (returnn.tf.network.ExternData method) has_entered_scope (returnn.tf.frontend_layers.loop.Loop property) has_entry() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.FileArchiveBundle method) has_more() (returnn.engine.batch.BatchSetGenerator method) has_parameters (returnn.frontend.module.Module property) has_values() (returnn.util.basic.NumbersDict method) hash_int() (in module returnn.tf.hyper_param_tuning) hash_obj() (in module returnn.tf.hyper_param_tuning) hash_seq() (in module returnn.tf.hyper_param_tuning) hash_str_djb2() (in module returnn.tf.hyper_param_tuning) have_blocksparse_requirements() (in module returnn.tf.native_op) have_corpus_seq_idx() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ConcatSeqsDataset method) have_custom_post_init() (in module returnn.tf.network) have_get_corpus_seq() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.hdf.HDFDataset method) have_gpu() (in module returnn.util.basic) have_layer() (returnn.tf.network.Subnetwork method) have_min_tf_version() (in module returnn.tf.util.basic) have_more_data() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) have_reached_end() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) have_rec_step_info() (returnn.tf.network.TFNetwork method) have_seqs() (returnn.datasets.basic.Dataset method) (returnn.datasets.sprint.SprintDatasetBase method) have_sequence_mask_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) hdf5_dimension() (in module returnn.util.basic) hdf5_group() (in module returnn.util.basic) hdf5_shape() (in module returnn.util.basic) hdf5_strings() (in module returnn.util.basic) HDFDataset (class in HDFDataset) (class in returnn.datasets.hdf) HDFDatasetWriter (class in returnn.datasets.hdf) HDFDumpLayer (class in returnn.tf.layers.basic), [1] He (class in returnn.frontend.init) help_on_tf_exception() (in module returnn.tf.network) help_on_type_error_wrong_args() (in module returnn.util.basic) helper_extra_outputs() (returnn.tf.layers.rec.TwoDLSTMLayer class method) HeNormal (in module returnn.frontend.init) HeUniform (class in returnn.frontend.init) hide_button() (returnn.util.better_exchook.DomTerm method) hide_button_span() (returnn.util.better_exchook.DomTerm method) Hmm (class in returnn.util.fsa) hms() (in module returnn.util.basic) hms_fraction() (in module returnn.util.basic) HorovodContext (class in returnn.tf.horovod) human_bytes_size() (in module returnn.util.basic) human_size() (in module returnn.util.basic) Hyp (class in returnn.util.bpe) HyperParam (class in returnn.tf.hyper_param_tuning) HypInPos (class in returnn.util.bpe) I id (returnn.datasets.lm.AllophoneState attribute) (returnn.frontend.hooks.RemovableHandle attribute) id_to_label() (returnn.datasets.util.vocabulary.SentencePieces method) (returnn.datasets.util.vocabulary.Vocabulary method) identity() (in module returnn.frontend.math_) (in module returnn.tf.util.basic) identity_op_nested() (in module returnn.tf.util.basic) identity_with_check_numerics() (in module returnn.tf.util.basic) identity_with_control_dependencies_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) identity_with_control_deps() (in module returnn.tf.frontend_layers._utils) identity_with_debug_log() (in module returnn.tf.util.basic) identity_with_ops() (in module returnn.tf.util.basic) IdentityLayer (class in returnn.tf.layers.basic) idx (returnn.datasets.generating.BlissDataset.SeqInfo attribute) IEncoder (class in returnn.frontend.encoder.base) ImageSummaryLayer (class in returnn.tf.layers.basic), [1] ImplicitDim (class in returnn.tensor.marked_dim) ImplicitDynSizeDim (class in returnn.tensor.marked_dim) ImplicitSparseDim (class in returnn.tensor.marked_dim) import_() (in module returnn.import_.import_) in_info (returnn.native_op.Chunking attribute) (returnn.native_op.CrossEntropySoftmaxAndGradientZSparse attribute) (returnn.native_op.EditDistanceOp attribute) (returnn.native_op.FastBaumWelchOp attribute) (returnn.native_op.FastViterbiOp attribute) (returnn.native_op.GetCtcFsaFastBwOp attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.LstmLowMem attribute) (returnn.native_op.MaxAndArgmaxSparse attribute) (returnn.native_op.MultiEndFastBaumWelchOp attribute) (returnn.native_op.NativeLstm2 attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.NextEditDistanceReduceOp attribute) (returnn.native_op.NextEditDistanceRowOp attribute) (returnn.native_op.OptimalCompletionEditDistanceOp attribute) (returnn.native_op.OptimalCompletionEditDistancePerSuccessorOp attribute) (returnn.native_op.SegmentFastBaumWelchOp attribute) (returnn.native_op.SparseToDense attribute) (returnn.native_op.SubtensorBatchedIndex attribute) (returnn.native_op.TwoDLSTM attribute) (returnn.native_op.UnChunking attribute) indentation() (returnn.util.better_exchook.DomTerm method) index() (returnn.datasets.lm.AllophoneState method) index_shape_for_batches() (returnn.datasets.basic.Dataset class method) Individual (class in returnn.tf.hyper_param_tuning) infer_dim_tags() (in module returnn.tensor._tensor_extra) infer_shape() (returnn.native_op.NativeOpBaseMixin method) infer_sparse_dim() (in module returnn.tensor._tensor_extra) InfiniteRecursionDetected init() (in module returnn.__main__) (in module returnn.sprint.control) (in module returnn.sprint.extern_interface) (in module returnn.sprint.interface) (returnn.forward_iface.ForwardCallbackIface method) (returnn.sprint.error_signals.SprintSubprocessInstance method) (returnn.sprint.extern_interface.PythonControl class method) (returnn.sprint.interface.PythonFeatureScorer method) (returnn.tf.layers.base.Loss method) (returnn.tf.layers.basic.BleuLoss method), [1] (returnn.tf.layers.basic.CtcLoss method), [1] (returnn.tf.layers.basic.EditDistanceLoss method), [1] (returnn.tf.layers.basic.ExpectedLoss method), [1] (returnn.tf.layers.basic.TripletLoss method), [1] (returnn.tf.network.LossHolder method) init_backend_engine() (in module returnn.__main__) init_batch_info() (returnn.tf.network.ExternData method) init_better_exchook() (in module returnn.util.debug) init_blocksparse() (in module returnn.tf.native_op) init_by_config() (returnn.log.Log method) init_by_layer() (returnn.tf.layers.base.Loss method) init_config() (in module returnn.__main__) init_cuda_not_in_main_proc_check() (in module returnn.util.debug) init_data() (in module returnn.__main__) init_dataset() (in module returnn.datasets.basic) init_dataset_via_str() (in module returnn.datasets.basic) init_distributed_tf() (in module returnn.tf.distributed) init_engine() (in module returnn.__main__) init_faulthandler() (in module returnn.util.debug) init_forward_step_run_ctx() (in module returnn.frontend.run_ctx) init_from_config() (returnn.tf.network.ExternData method) init_from_dataset() (returnn.tf.network.ExternData method) init_ipython_kernel() (in module returnn.util.debug) init_log() (in module returnn.__main__) init_network_from_config() (returnn.engine.base.EngineBase method) (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) init_new_network() (returnn.tf.engine.Engine method) init_optimizer_vars() (returnn.tf.updater.Updater method) init_processing() (returnn.sprint.control.PythonControl method) (returnn.sprint.extern_interface.PythonControl method) init_python_feature_scorer() (in module returnn.sprint.interface) init_python_trainer() (in module returnn.sprint.interface) init_segment() (returnn.sprint.control.PythonControl method) init_seq_order() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.cached2.SingleStreamPipeDataset method) (returnn.datasets.generating.BlissDataset method) (returnn.datasets.generating.Enwik8Corpus method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.generating.TimitDataset method) (returnn.datasets.hdf.NextGenHDFDataset method) (returnn.datasets.hdf.SiameseHDFDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ChunkShuffleDataset method) (returnn.datasets.meta.ClusteringDataset method) (returnn.datasets.meta.CombinedDataset method) (returnn.datasets.meta.ConcatDataset method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.multi_proc.MultiProcDataset method) (returnn.datasets.numpy_dump.NumpyDumpDataset method) (returnn.datasets.raw_wav.RawWavDataset method) (returnn.datasets.sprint.ExternSprintDataset method) (returnn.datasets.sprint.SprintCacheDataset method) (returnn.datasets.sprint.SprintDatasetBase method) (returnn.datasets.stereo.StereoDataset method) init_sprint_epoch() (returnn.datasets.sprint.SprintDatasetBase method) init_thread_join_hack() (in module returnn.util.basic) init_train_epoch() (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) init_train_from_config() (returnn.engine.base.EngineBase method) (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) init_train_step_run_ctx() (in module returnn.frontend.run_ctx) init_variable_if_needed() (in module returnn.tf.util.basic) init_warprna() (in module returnn.extern.WarpRna) init_warprnnt() (in module returnn.extern.HawkAaronWarpTransducer) init_with_one_full_sequence() (returnn.engine.batch.Batch method) initial (returnn.frontend.parameter.Parameter property) initialize() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.hdf.NextGenHDFDataset method) (returnn.datasets.hdf.SiameseHDFDataset method) (returnn.datasets.multi_proc.MultiProcDataset method) (returnn.datasets.stereo.StereoDataset method) (returnn.log.Log method) initialize_params() (returnn.tf.network.TFNetwork method) initializeNetworkParameters() (returnn.sprint.control.SprintNnPythonLayer method) inner_control_flow() (returnn.tf.frontend_layers.layer.Layer class method) inner_loop() (returnn.tf.frontend_layers.layer.Layer class method) inplace_increment() (in module returnn.util.basic) input_data (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] input_index() (returnn.extern.graph_editor.subgraph.SubGraphView method) InputContext (class in returnn.tf.data_pipeline) inputMean (returnn.datasets.normalization_data.NormalizationData property) inputs (returnn.extern.graph_editor.subgraph.SubGraphView property) inputVariance (returnn.datasets.normalization_data.NormalizationData property) insert_alloc_interval() (returnn.datasets.cached.CachedDataset method) insert_batch() (returnn.datasets.hdf.SimpleHDFWriter method) install() (in module returnn.util.better_exchook) install_lib_sig_segfault() (in module returnn.util.debug) install_native_signal_handler() (in module returnn.util.debug) install_signal_handler_if_default() (in module returnn.util.debug) instance (returnn.sprint.control.PythonControl attribute) (returnn.sprint.extern_interface.PythonControl attribute) int() (returnn.config.Config method) int_list() (returnn.config.Config method) int_pair() (returnn.config.Config method) intellisave_dict() (returnn.util.task_system.Pickler method) InternalLayer (class in returnn.tf.layers.base) interpolate_bilinear() (in module returnn.tf.util.basic) interrupt_main() (in module returnn.util.basic) inv_greenwood_function() (in module returnn.util.sig_proc) InvalidVersion IPC_PRIVATE (returnn.util.task_system.SharedMem attribute) IPC_RMID (returnn.util.task_system.SharedMem attribute) is_64bit_platform() (in module returnn.util.basic) is_at_exit() (in module returnn.util.better_exchook) is_available() (returnn.tf.util.basic.CudaEnv method) is_axis_from_description_recurrent() (in module returnn.tf.util.basic) is_backend_raw_tensor_dim_tag_independent (returnn.frontend._backend.Backend attribute) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend attribute) is_backend_raw_tensor_dim_tag_independent() (in module returnn.frontend.backend) is_broadcast() (returnn.tf.util.data.BatchInfo method) is_cached() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.generating.GeneratingDataset method) (returnn.datasets.sprint.SprintDatasetBase method) is_checked_out() (in module returnn.extern.HawkAaronWarpTransducer) (in module returnn.extern.WarpRna) is_cond() (returnn.tensor.control_flow_ctx.ControlFlowContext method) is_dark_terminal_background() (returnn.util.better_exchook.Color class method) is_data_sparse() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.cached2.SingleStreamPipeDataset method) (returnn.datasets.generating.DummyGenericDataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.hdf.SiameseHDFDataset method) (returnn.datasets.lm.ConfusionNetworkDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) is_dataset_distribution_random_seed_offset() (returnn.tf.horovod.HorovodContext method) is_dataset_distribution_shard() (returnn.tf.horovod.HorovodContext method) is_debug_eager_mode_enabled() (in module returnn.tf.frontend_layers.debug_eager_mode) is_domterm() (returnn.util.better_exchook.DomTerm class method) is_empty() (returnn.util.fsa.Graph method) is_enabled() (in module returnn.tf.distributed) is_executing_eagerly() (in module returnn.frontend._backend) (in module returnn.frontend.backend) is_extra_internal_template_construction() (returnn.tf.network.TFNetwork method) is_first_epoch_after_pretrain() (returnn.engine.base.EngineBase method) is_float_dtype() (in module returnn.frontend.dtype) is_global_batch() (returnn.tf.util.data.BatchInfo method) is_gpu_available() (in module returnn.tf.util.basic) is_gpu_available_in_session() (in module returnn.tf.util.basic) is_grad_defined (returnn.tf.native_op.OpDescription property) is_id_valid() (returnn.datasets.util.vocabulary.SentencePieces method) (returnn.datasets.util.vocabulary.Vocabulary method) is_in_use() (returnn.util.task_system.SharedNumpyArray method) is_inside_rec_layer() (returnn.tf.network.TFNetwork method) is_int() (in module returnn.frontend._utils) is_less_than_num_seqs() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached2.CachedDataset2 method) (returnn.datasets.meta.ChunkShuffleDataset method) (returnn.datasets.meta.ClusteringDataset method) (returnn.datasets.meta.CombinedDataset method) (returnn.datasets.sprint.SprintDatasetBase method) is_locked() (returnn.util.basic.LockFile method) is_loop() (returnn.tensor.control_flow_ctx.ControlFlowContext method) is_namedtuple() (in module returnn.util.basic) is_of_type() (returnn.config.Config method) is_old_lockfile() (returnn.util.basic.LockFile method) is_onnx_export_global() (in module returnn.util.basic) is_output_layer() (returnn.tf.layers.base.LayerBase method) is_parent_or_same() (returnn.tensor.control_flow_ctx.ControlFlowContext class method) is_passthrough() (returnn.extern.graph_editor.subgraph.SubGraphView method) is_pretrain_epoch() (returnn.engine.base.EngineBase method) is_prev_step_layer() (returnn.tf.layers.rec.RecLayer class method), [1] is_quitting() (in module returnn.util.basic) is_reduce_type_grad() (returnn.tf.horovod.HorovodContext method) is_reduce_type_param() (returnn.tf.horovod.HorovodContext method) is_requesting_for_gpu() (returnn.tf.engine.Engine method) is_root (returnn.tf.frontend_layers.layer.Layer property) is_running_on_cluster() (in module returnn.util.basic) is_server (returnn.util.task_system.SharedNumpyArray attribute) is_set() (returnn.util.basic.BehaviorVersion class method) is_shmget_functioning() (returnn.util.task_system.SharedMem class method) is_softmax_act_func() (returnn.tf.util.basic.OutputWithActivation method) is_source_code_missing_brackets() (in module returnn.util.better_exchook) is_source_code_missing_open_brackets() (in module returnn.util.better_exchook) is_sprint_cache_file() (in module returnn.sprint.cache) is_tensorflow (returnn.frontend._backend.Backend attribute) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend attribute) (returnn.tf.frontend_low_level._backend.TFBackend attribute) is_tensorflow_selected() (returnn.util.basic.BackendEngine class method) is_tf_cuda_build() (in module returnn.tf.util.basic) is_torch_selected() (returnn.util.basic.BackendEngine class method) is_true() (returnn.config.Config method) is_tty() (in module returnn.util.basic) is_typed() (returnn.config.Config method) is_valid_in_current_graph() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) ISeqDownsamplingEncoder (class in returnn.frontend.encoder.base) ISeqFramewiseEncoder (class in returnn.frontend.encoder.base) IstftLayer (class in returnn.tf.layers.signal_processing) isTrainable() (returnn.sprint.control.SprintNnPythonLayer method) items() (returnn.frontend.container.ModuleList method) (returnn.util.basic.DictRefKeys method) (returnn.util.basic.NumbersDict method) (returnn.util.basic.ObjAsDict method) iter_corpus() (in module returnn.datasets.lm) iter_idx (returnn.tf.frontend_layers.loop.Loop property) iter_traceback() (in module returnn.util.better_exchook) iterate_seqs() (returnn.datasets.basic.Dataset method) J join() (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess method) json_remove_comments() (in module returnn.util.basic) K keep_t_if_possible_handler() (in module returnn.extern.graph_editor.transform) ken_lm_abs_score_bpe_strings() (in module returnn.tf.util.ken_lm) ken_lm_abs_score_bpe_strings_dense() (in module returnn.tf.util.ken_lm) ken_lm_abs_score_strings() (in module returnn.tf.util.ken_lm) ken_lm_load() (in module returnn.tf.util.ken_lm) kenlm_checked_out() (in module returnn.tf.util.ken_lm) KenLmStateLayer (class in returnn.tf.layers.rec) kernels_registered_for_op() (in module returnn.tf.util.basic) keys() (returnn.util.basic.DictRefKeys method) (returnn.util.basic.NumbersDict method) keys_set (returnn.util.basic.NumbersDict property) keys_union() (returnn.util.basic.NumbersDict method) kill() (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess method) kwargs (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) kwargs_for_grad_op() (returnn.native_op.NativeOpBaseMixin method) kwargs_update_from_config() (returnn.datasets.basic.Dataset static method) L l1_normalized() (in module returnn.tf.util.basic) L1Loss (class in returnn.tf.layers.basic), [1] label_conversion() (returnn.util.fsa.Store static method) label_smoothed_log_prob_gradient() (in module returnn.frontend.label_smoothing) label_smoothing() (in module returnn.frontend.label_smoothing) label_to_id() (returnn.datasets.util.vocabulary.SentencePieces method) (returnn.datasets.util.vocabulary.Vocabulary method) labels (returnn.datasets.util.vocabulary.SentencePieces property) (returnn.datasets.util.vocabulary.Vocabulary property) last() (returnn.tf.frontend_layers.loop.Loop method) Layer (class in returnn.tf.frontend_layers.layer) layer (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) layer_class (returnn.tf.layers.base.LayerBase attribute) (returnn.tf.layers.basic.AccumulateMeanLayer attribute), [1] (returnn.tf.layers.basic.ActivationLayer attribute), [1] (returnn.tf.layers.basic.BatchNormLayer attribute), [1] (returnn.tf.layers.basic.BatchSoftmaxLayer attribute), [1] (returnn.tf.layers.basic.BooleanMaskLayer attribute) (returnn.tf.layers.basic.CastLayer attribute), [1] (returnn.tf.layers.basic.CombineDimsLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute), [1] (returnn.tf.layers.basic.CompareLayer attribute), [1] (returnn.tf.layers.basic.ConcatLayer attribute) (returnn.tf.layers.basic.CondLayer attribute) (returnn.tf.layers.basic.ConstantLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute), [1] (returnn.tf.layers.basic.CopyLayer attribute), [1] (returnn.tf.layers.basic.CtcLossLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute), [1] (returnn.tf.layers.basic.DctLayer attribute) (returnn.tf.layers.basic.DotLayer attribute), [1] (returnn.tf.layers.basic.DropoutLayer attribute), [1] (returnn.tf.layers.basic.ElemwiseProdLayer attribute), [1] (returnn.tf.layers.basic.EvalLayer attribute), [1] (returnn.tf.layers.basic.ExpandDimsLayer attribute), [1] (returnn.tf.layers.basic.FastBaumWelchLayer attribute), [1] (returnn.tf.layers.basic.FlattenBatchLayer attribute) (returnn.tf.layers.basic.FoldLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute), [1] (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute), [1] (returnn.tf.layers.basic.GatherLayer attribute), [1] (returnn.tf.layers.basic.GatherNdLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute), [1] (returnn.tf.layers.basic.GlobalTrainStepLayer attribute) (returnn.tf.layers.basic.GradientLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute), [1] (returnn.tf.layers.basic.IdentityLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute), [1] (returnn.tf.layers.basic.LayerNormLayer attribute), [1] (returnn.tf.layers.basic.LengthLayer attribute), [1] (returnn.tf.layers.basic.LinearLayer attribute), [1] (returnn.tf.layers.basic.LossLayer attribute), [1] (returnn.tf.layers.basic.MathNormLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute), [1] (returnn.tf.layers.basic.NormLayer attribute), [1] (returnn.tf.layers.basic.PadLayer attribute), [1] (returnn.tf.layers.basic.PoolLayer attribute), [1] (returnn.tf.layers.basic.PostfixInTimeLayer attribute), [1] (returnn.tf.layers.basic.PrefixInTimeLayer attribute), [1] (returnn.tf.layers.basic.PrintLayer attribute), [1] (returnn.tf.layers.basic.RandIntLayer attribute) (returnn.tf.layers.basic.RandomLayer attribute) (returnn.tf.layers.basic.RandomStateInitLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute), [1] (returnn.tf.layers.basic.RangeInAxisLayer attribute), [1] (returnn.tf.layers.basic.RangeLayer attribute), [1] (returnn.tf.layers.basic.ReduceLayer attribute), [1] (returnn.tf.layers.basic.ReduceOutLayer attribute), [1] (returnn.tf.layers.basic.ReinterpretDataLayer attribute), [1] (returnn.tf.layers.basic.RemoveLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute), [1] (returnn.tf.layers.basic.ReshapeLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute), [1] (returnn.tf.layers.basic.ScaledGradientLayer attribute), [1] (returnn.tf.layers.basic.ScatterNdLayer attribute), [1] (returnn.tf.layers.basic.SearchSortedLayer attribute) (returnn.tf.layers.basic.SeqLenMaskLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute), [1] (returnn.tf.layers.basic.SliceLayer attribute), [1] (returnn.tf.layers.basic.SliceNdLayer attribute), [1] (returnn.tf.layers.basic.SoftmaxLayer attribute), [1] (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute), [1] (returnn.tf.layers.basic.SourceLayer attribute) (returnn.tf.layers.basic.SparseSoftmaxCrossEntropyWithLogitsLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute), [1] (returnn.tf.layers.basic.SplitDimsLayer attribute), [1] (returnn.tf.layers.basic.SplitLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute), [1] (returnn.tf.layers.basic.StackLayer attribute), [1] (returnn.tf.layers.basic.SubnetworkLayer attribute), [1] (returnn.tf.layers.basic.SwapAxesLayer attribute), [1] (returnn.tf.layers.basic.SwitchLayer attribute), [1] (returnn.tf.layers.basic.SyntheticGradientLayer attribute), [1] (returnn.tf.layers.basic.TikhonovRegularizationLayer attribute) (returnn.tf.layers.basic.TileLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute), [1] (returnn.tf.layers.basic.TimeUnChunkingLayer attribute), [1] (returnn.tf.layers.basic.TopKLayer attribute) (returnn.tf.layers.basic.TrainFlagLayer attribute) (returnn.tf.layers.basic.TransposedConvLayer attribute) (returnn.tf.layers.basic.TransposeLayer attribute) (returnn.tf.layers.basic.UnflattenBatchLayer attribute) (returnn.tf.layers.basic.UnflattenNdLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute), [1] (returnn.tf.layers.basic.WindowLayer attribute), [1] (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute), [1] (returnn.tf.layers.rec.ChoiceGetSrcBeamsLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute), [1] (returnn.tf.layers.rec.ConcatAttentionLayer attribute), [1] (returnn.tf.layers.rec.CumConcatLayer attribute) (returnn.tf.layers.rec.DecideKeepBeamLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute), [1] (returnn.tf.layers.rec.DotAttentionLayer attribute), [1] (returnn.tf.layers.rec.EditDistanceLayer attribute) (returnn.tf.layers.rec.EditDistanceTableLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute), [1] (returnn.tf.layers.rec.GenericAttentionLayer attribute), [1] (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute), [1] (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute), [1] (returnn.tf.layers.rec.KenLmStateLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute), [1] (returnn.tf.layers.rec.OptimalCompletionsLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute), [1] (returnn.tf.layers.rec.RecLastOutputLayer attribute) (returnn.tf.layers.rec.RecLayer attribute), [1] (returnn.tf.layers.rec.RecStepInfoLayer attribute) (returnn.tf.layers.rec.RecUnstackLayer attribute) (returnn.tf.layers.rec.RelativePositionalEncodingLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute), [1] (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1], [2] (returnn.tf.layers.rec.SplitBatchBeamLayer attribute) (returnn.tf.layers.rec.TwoDLSTMLayer attribute) (returnn.tf.layers.rec.UnmaskLayer attribute), [1] (returnn.tf.layers.segmental_model.ApplyLengthDistributionLayer attribute) (returnn.tf.layers.segmental_model.ClassesToLengthDistributionGlobalLayer attribute) (returnn.tf.layers.segmental_model.ClassesToLengthDistributionLayer attribute) (returnn.tf.layers.segmental_model.ClassesToSegmentsLayer attribute) (returnn.tf.layers.segmental_model.FillUnusedMemoryLayer attribute) (returnn.tf.layers.segmental_model.FlattenTimeLayer attribute) (returnn.tf.layers.segmental_model.NormalizeLengthScoresLayer attribute) (returnn.tf.layers.segmental_model.SegmentAlignmentLayer attribute) (returnn.tf.layers.segmental_model.SegmentInputLayer attribute) (returnn.tf.layers.segmental_model.SwapTimeFeatureLayer attribute) (returnn.tf.layers.segmental_model.UnsegmentInputLayer attribute) (returnn.tf.layers.signal_processing.AlternatingRealToComplexLayer attribute) (returnn.tf.layers.signal_processing.BatchMedianPoolingLayer attribute) (returnn.tf.layers.signal_processing.ComplexLinearProjectionLayer attribute) (returnn.tf.layers.signal_processing.ComplexToAlternatingRealLayer attribute) (returnn.tf.layers.signal_processing.IstftLayer attribute) (returnn.tf.layers.signal_processing.MaskBasedGevBeamformingLayer attribute) (returnn.tf.layers.signal_processing.MaskBasedMvdrBeamformingWithDiagLoadingLayer attribute) (returnn.tf.layers.signal_processing.MelFilterbankLayer attribute) (returnn.tf.layers.signal_processing.MultiChannelMultiResolutionStftLayer attribute) (returnn.tf.layers.signal_processing.MultiChannelStftLayer attribute) (returnn.tf.layers.signal_processing.NoiseEstimationByFirstTFramesLayer attribute) (returnn.tf.layers.signal_processing.ParametricWienerFilterLayer attribute) (returnn.tf.layers.signal_processing.SignalMaskingLayer attribute) (returnn.tf.layers.signal_processing.SplitConcatMultiChannel attribute) (returnn.tf.layers.signal_processing.StftLayer attribute) (returnn.tf.layers.signal_processing.TileFeaturesLayer attribute) (returnn.tf.layers.variable.VariableAssignLayer attribute) (returnn.tf.layers.variable.VariableLayer attribute) (returnn.tf.layers.variable.VariableReadLayer attribute) layer_creation_scope() (returnn.tf.network.TFNetwork method) layer_norm() (in module returnn.tf.util.basic) LayerBase (class in returnn.tf.layers.base) LayerNorm (class in returnn.frontend.normalization) LayerNormLayer (class in returnn.tf.layers.basic), [1] LayerNormVariantsLSTMCell (class in returnn.tf.layers.rec), [1] LayerNotFound LayerRNNCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) LearnedRelativePositionalEncoding (class in returnn.frontend.attention) learning_rate_control_type() (in module returnn.learning_rate_control) LearningRateControl (class in returnn.learning_rate_control) LearningRateControl.EpochData (class in returnn.learning_rate_control) len_info() (returnn.datasets.basic.Dataset method) (returnn.datasets.hdf.HDFDataset method) (returnn.datasets.numpy_dump.NumpyDumpDataset method) LenFilterDataPipe (class in returnn.torch.data.pipeline) LengthLayer (class in returnn.tf.layers.basic), [1] less() (in module returnn.frontend.math_) less_equal() (in module returnn.frontend.math_) Lexicon (class in returnn.datasets.lm) libc (returnn.util.task_system.SharedMem attribute) libc_so (returnn.util.task_system.SharedMem attribute) LibriSpeechCorpus (class in returnn.datasets.generating) lin_exp() (in module returnn.tf.util.basic) lin_exp_normed() (in module returnn.tf.util.basic) Linear (class in returnn.frontend.linear) LinearLayer (class in returnn.tf.layers.basic), [1] lineno (returnn.util.better_exchook.ExtendedFrameSummary attribute) list() (returnn.config.Config method) literal_eval() (in module returnn.util.literal_py_to_pickle) LmDataset (class in LmDataset) (class in returnn.datasets.lm) load() (returnn.learning_rate_control.LearningRateControl method) load_data() (in module returnn.__main__) load_dump_file() (in module returnn.tf.native_op) load_file() (returnn.config.Config method) load_initial_from_config() (returnn.learning_rate_control.LearningRateControl class method) load_initial_kwargs_from_config() (returnn.learning_rate_control.LearningRateControl class method) (returnn.learning_rate_control.NewbobAbs class method) (returnn.learning_rate_control.NewbobMultiEpoch class method) (returnn.learning_rate_control.NewbobRelative class method) load_json() (in module returnn.util.basic) load_learning_rate_control_from_config() (in module returnn.learning_rate_control) load_lexicon() (in module returnn.util.fsa) load_lib_ctypes() (returnn.util.native_code_compiler.NativeCodeCompiler method) load_model() (returnn.tf.engine.Engine method) load_now() (returnn.tf.network.CustomCheckpointLoader method) load_optimizer() (returnn.torch.updater.Updater method) load_params_from_file() (returnn.tf.network.TFNetwork method) load_params_from_native_lstm() (returnn.tf.layers.rec.BlocksparseLSTMCell method), [1] load_py_module() (returnn.util.py_ext_mod_compiler.PyExtModCompiler method) load_seqs() (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.sprint.SprintDatasetBase method) load_state_tying() (in module returnn.util.fsa) load_tf_module() (returnn.tf.util.basic.OpCodeCompiler method) load_txt_file_initializer() (in module returnn.tf.util.basic) load_txt_vector() (in module returnn.util.basic) loadNetworkParameters() (returnn.sprint.control.SprintNnPythonLayer method) local_rank() (returnn.tf.horovod.HorovodContext method) (returnn.torch.distributed.DistributedContext method) local_size() (returnn.tf.horovod.HorovodContext method) (returnn.torch.distributed.DistributedContext method) LocalOnlyClusterResolver (class in returnn.tf.distributed) locals (returnn.util.better_exchook.ExtendedFrameSummary attribute) lock() (returnn.util.basic.LockFile method) LockFile (class in returnn.util.basic) Log (class in returnn.log) log() (in module returnn.frontend.math_) log1p() (in module returnn.frontend.math_) log_mel_filterbank_from_raw() (in module returnn.frontend.audio.mel) log_runtime_info_to_dir() (in module returnn.util.basic) log_sigmoid() (in module returnn.frontend.math_) log_softmax() (in module returnn.frontend.math_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) log_stream (returnn.tf.native_op.OpMaker attribute) logical_and() (in module returnn.frontend.math_) logical_block() (returnn.util.better_exchook.DomTerm method) logical_not() (in module returnn.frontend.math_) logical_or() (in module returnn.frontend.math_) lookup_grad_func_by_name() (in module returnn.tf.util.basic) Loop (class in returnn.tf.frontend_layers.loop) (returnn.tensor.control_flow_ctx.ControlFlowContext.Types attribute) loop_spatial_dim (returnn.tensor.control_flow_ctx.ControlFlowContext property) LoopModule (class in returnn.tf.frontend_layers.loop) Loss (class in returnn.frontend.run_ctx) (class in returnn.tf.layers.base) loss (returnn.frontend.run_ctx.Loss attribute) loss_norm_factor (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) losses_as_fetch_dict() (returnn.tf.util.basic.MetaLosses.Scope method) LossHolder (class in returnn.tf.network) LossLayer (class in returnn.tf.layers.basic), [1] lowercase() (in module returnn.datasets.lm) lowercase_keep_special() (in module returnn.datasets.lm) LSTM (class in returnn.frontend.rec) lstm() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) LSTMCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) LstmGenericBase (class in returnn.native_op) LstmLowMem (class in returnn.native_op) LstmState (class in returnn.frontend.rec) M main() (in module returnn.__main__) (in module returnn.extern.WarpRna.__main__) (in module returnn.sprint.cache) (in module returnn.util.fsa) (returnn.util.basic.AsyncThreadRun method) main_proc_manager() (in module returnn.util.train_proc_manager) main_source_data_key (returnn.datasets.lm.ConfusionNetworkDataset attribute) (returnn.datasets.lm.TranslationDataset attribute) main_target_data_key (returnn.datasets.lm.TranslationDataset attribute) make_all_sub_networks_and_optimize() (returnn.tf.frontend_layers.layer.Layer method) make_conv_out_spatial_dims() (in module returnn.frontend.conv) make_criterion_class() (in module returnn.sprint.interface) make_default_output() (returnn.tf.frontend_layers.layer.Layer method) make_dll_name() (in module returnn.util.basic) make_extra_net() (returnn.tf.network.TFNetwork method) make_fast_baum_welch_op() (in module returnn.tf.native_op) make_global_batch_info() (returnn.tf.util.data.BatchInfo class method) make_global_broadcast_batch_info() (returnn.tf.util.data.BatchInfo class method) make_hashable() (in module returnn.util.basic) make_iterator_initializer() (returnn.tf.data_pipeline.InputContext method) make_layer() (in module returnn.tf.frontend_layers.make_layer) make_list_of_op() (in module returnn.extern.graph_editor.util) make_list_of_t() (in module returnn.extern.graph_editor.util) make_lstm_op() (in module returnn.tf.native_op) make_net() (returnn.tf.frontend_layers.layer.Layer method) make_numpy_ndarray_fromstring() (in module returnn.util.task_system) make_op() (in module returnn.tf.native_op) (returnn.tf.native_op.OpMaker method) make_output_seq() (returnn.datasets.generating.Task12AXDataset class method) (returnn.datasets.generating.TaskEpisodicCopyDataset class method) (returnn.datasets.generating.TaskNumberBaseConvertDataset method) (returnn.datasets.generating.TaskVariableAssignmentDataset class method) (returnn.datasets.generating.TaskXmlModelingDataset class method) make_output_tensor() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) make_placeholder_from_dtype_and_shape() (in module returnn.extern.graph_editor.util) make_placeholder_from_tensor() (in module returnn.extern.graph_editor.util) make_regex() (in module returnn.extern.graph_editor.select) make_results_of_gradient() (returnn.native_op.NativeOpBaseMixin method) make_seq_of_type() (in module returnn.util.basic) make_session_run_hook() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) make_single_state_graph() (returnn.util.fsa.Graph static method) make_subnet() (returnn.tf.network.TFNetwork method) make_tf_session() (returnn.tf.engine.Engine method) make_var_tuple() (in module returnn.tf.util.basic) make_view() (in module returnn.extern.graph_editor.subgraph) make_view_from_scope() (in module returnn.extern.graph_editor.subgraph) makeFuncCell() (in module returnn.util.task_system) map_dataset (returnn.datasets.map.MapDatasetWrapper property) map_labels() (in module returnn.tf.util.basic) map_layer_inputs_to_op() (returnn.native_op.NativeOpGenBase class method) (returnn.native_op.TwoDLSTM class method) (returnn.tf.native_op.NativeLstmCell class method), [1] (returnn.tf.native_op.NativeLstmLowMemCell method), [1] (returnn.tf.native_op.TwoDNativeLstmCell class method), [1] map_layer_output_from_op() (returnn.native_op.NativeOpGenBase class method) map_producer_to_consumer() (returnn.tf.data_pipeline.InputContext method) MapDatasetBase (class in returnn.datasets.map) MapDatasetWrapper (class in returnn.datasets.map) mark_as_default_output() (returnn.frontend.run_ctx.RunCtx method) mark_as_loss() (returnn.frontend.run_ctx.RunCtx method) mark_as_output() (returnn.frontend.run_ctx.RunCtx method) mark_as_output_in_scope() (in module returnn.tf.frontend_layers._utils) mark_final() (returnn.datasets.lm.AllophoneState method) mark_initial() (returnn.datasets.lm.AllophoneState method) MarkedDim (class in returnn.tensor.marked_dim) mask() (in module returnn.frontend.audio.specaugment) MaskBasedGevBeamformingLayer (class in returnn.tf.layers.signal_processing) MaskBasedMvdrBeamformingWithDiagLoadingLayer (class in returnn.tf.layers.signal_processing) masked_scatter() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) masked_select() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) MaskedComputation (class in returnn.tf.frontend_layers.masked_computation) MaskedComputationLayer (class in returnn.tf.layers.rec), [1] MaskedComputationModule (class in returnn.tf.frontend_layers.masked_computation) master() (returnn.tf.distributed.LocalOnlyClusterResolver method) (returnn.tf.distributed.MPIClusterResolver method) MathNormLayer (class in returnn.tf.layers.basic) matmul() (in module returnn.frontend.matmul) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) matrix_triangular() (in module returnn.tf.util.basic) max() (returnn.util.basic.NumbersDict class method) max_pool() (in module returnn.frontend.conv) max_pool1d() (in module returnn.frontend.conv) max_seq_len (returnn.tf.frontend_layers.loop.Loop property) max_value() (returnn.util.basic.NumbersDict method) MaxAndArgmaxSparse (class in returnn.native_op) maximum() (in module returnn.frontend.math_) maximum_with_identity_grad() (in module returnn.tf.util.basic) maxval (returnn.frontend._random_journal.RandomJournalEntry attribute) maybe_construct_objective() (returnn.tf.network.TFNetwork method) maybe_make_dirs() (in module returnn.util.basic) maybe_make_distributed_module() (returnn.torch.distributed.DistributedContext method) maybe_remove_old_lockfile() (returnn.util.basic.LockFile method) maybe_restart_returnn_with_atfork_patch() (in module returnn.util.basic) maybe_start_train_proc_manager() (in module returnn.util.train_proc_manager) mean (returnn.frontend._random_journal.RandomJournalEntry attribute) MeanL1Loss (class in returnn.tf.layers.basic), [1] MeanSquaredError (class in returnn.tf.layers.basic), [1] mel_filterbank() (in module returnn.frontend.audio.mel) MelFilterbankLayer (class in returnn.tf.layers.signal_processing) mem (returnn.util.task_system.SharedNumpyArray attribute) mem_usage_for_dev() (in module returnn.tf.util.basic) memcpy (returnn.util.task_system.SharedMem attribute) memo (returnn.util.task_system.Pickler attribute) merge_dims() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) merge_values() (returnn.tf.hyper_param_tuning.HyperParam method) MergeDimsLayer (class in returnn.tf.layers.basic), [1] MetaDataset module MetaDataset (class in returnn.datasets.meta) MetaDataset.CombinedDataset module MetaDataset.MetaDataset module MetaLosses (class in returnn.tf.util.basic) MetaLosses.LossInfo (class in returnn.tf.util.basic) MetaLosses.Scope (class in returnn.tf.util.basic) MetaLosses.ScopeCtxThreadLocal (class in returnn.tf.util.basic) min() (returnn.util.basic.NumbersDict class method) min_value() (returnn.util.basic.NumbersDict method) minimum() (in module returnn.frontend.math_) minimum_with_identity_grad() (in module returnn.tf.util.basic) minval (returnn.frontend._random_journal.RandomJournalEntry attribute) MissingExplicitImport MixtureSet (class in returnn.sprint.cache) mod() (in module returnn.frontend.math_) mod_cache (returnn.tf.native_op.OpMaker attribute) mode (returnn.frontend.init.Glorot attribute) (returnn.frontend.init.He attribute) (returnn.frontend.init.VarianceScaling attribute) Model (class in returnn.extern.official_tf_resnet.resnet_model) model_epoch_from_filename() (in module returnn.util.basic) module MetaDataset MetaDataset.CombinedDataset MetaDataset.MetaDataset returnn returnn.__main__ returnn.__old_mod_loader__ returnn.__setup__ returnn.config returnn.datasets returnn.datasets.audio returnn.datasets.basic returnn.datasets.bundle_file returnn.datasets.cached returnn.datasets.cached2 returnn.datasets.generating returnn.datasets.hdf returnn.datasets.lm returnn.datasets.map returnn.datasets.meta returnn.datasets.multi_proc returnn.datasets.normalization_data returnn.datasets.numpy_dump returnn.datasets.raw_wav returnn.datasets.sprint returnn.datasets.stereo returnn.datasets.util returnn.datasets.util.feature_extraction returnn.datasets.util.strings returnn.datasets.util.vocabulary returnn.engine returnn.engine.base returnn.engine.batch returnn.extern returnn.extern.graph_editor returnn.extern.graph_editor.edit returnn.extern.graph_editor.reroute returnn.extern.graph_editor.select returnn.extern.graph_editor.subgraph returnn.extern.graph_editor.transform returnn.extern.graph_editor.util returnn.extern.HawkAaronWarpTransducer returnn.extern.official_tf_resnet returnn.extern.official_tf_resnet.resnet_model returnn.extern.WarpRna returnn.extern.WarpRna.__main__ returnn.forward_iface returnn.frontend returnn.frontend._backend returnn.frontend._native returnn.frontend._numpy_backend returnn.frontend._random_journal returnn.frontend._utils returnn.frontend.array_ returnn.frontend.attention returnn.frontend.audio returnn.frontend.audio.mel returnn.frontend.audio.specaugment returnn.frontend.backend returnn.frontend.cond returnn.frontend.const returnn.frontend.container returnn.frontend.control_flow_ctx returnn.frontend.conv returnn.frontend.decoder returnn.frontend.decoder.transformer returnn.frontend.device returnn.frontend.dims returnn.frontend.dropout returnn.frontend.dtype returnn.frontend.encoder returnn.frontend.encoder.base returnn.frontend.encoder.conformer returnn.frontend.gradient returnn.frontend.graph returnn.frontend.hooks returnn.frontend.init returnn.frontend.label_smoothing returnn.frontend.linear returnn.frontend.loop returnn.frontend.loss returnn.frontend.math_ returnn.frontend.matmul returnn.frontend.module returnn.frontend.normalization returnn.frontend.parameter returnn.frontend.rand returnn.frontend.rec returnn.frontend.reduce returnn.frontend.run_ctx returnn.frontend.signal returnn.frontend.state returnn.frontend.tensor_array returnn.frontend.types returnn.import_ returnn.import_.common returnn.import_.git returnn.import_.import_ returnn.learning_rate_control returnn.log returnn.native_op returnn.pretrain returnn.sprint returnn.sprint.cache returnn.sprint.control returnn.sprint.error_signals returnn.sprint.extern_interface returnn.sprint.interface returnn.tensor returnn.tensor._dim_extra returnn.tensor._tensor_extra returnn.tensor._tensor_mixin_base returnn.tensor._tensor_op_overloads returnn.tensor.control_flow_ctx returnn.tensor.dim returnn.tensor.marked_dim returnn.tensor.tensor returnn.tensor.tensor_dict returnn.tensor.utils returnn.tf returnn.tf.compat returnn.tf.data_pipeline returnn.tf.distributed returnn.tf.engine returnn.tf.frontend_layers returnn.tf.frontend_layers._backend returnn.tf.frontend_layers._utils returnn.tf.frontend_layers.cond returnn.tf.frontend_layers.config_entry_points returnn.tf.frontend_layers.debug_eager_mode returnn.tf.frontend_layers.dims returnn.tf.frontend_layers.layer returnn.tf.frontend_layers.loop returnn.tf.frontend_layers.make_layer returnn.tf.frontend_layers.masked_computation returnn.tf.frontend_layers.parameter_assign returnn.tf.frontend_layers.prev_tensor_ref returnn.tf.frontend_low_level returnn.tf.frontend_low_level._backend returnn.tf.horovod returnn.tf.hyper_param_tuning returnn.tf.layers returnn.tf.layers.base returnn.tf.layers.basic returnn.tf.layers.rec returnn.tf.layers.segmental_model returnn.tf.layers.signal_processing returnn.tf.layers.variable returnn.tf.native_op returnn.tf.network returnn.tf.sprint returnn.tf.updater returnn.tf.util returnn.tf.util.basic returnn.tf.util.data returnn.tf.util.gradient_checkpoint returnn.tf.util.ken_lm returnn.tf.util.open_fst returnn.torch returnn.torch.data returnn.torch.data.extern_data returnn.torch.data.pipeline returnn.torch.data.queued_data_iter returnn.torch.data.returnn_dataset_wrapper returnn.torch.data.tensor_utils returnn.torch.distributed returnn.torch.engine returnn.torch.frontend returnn.torch.frontend._backend returnn.torch.frontend._rand returnn.torch.frontend.bridge returnn.torch.frontend.raw_ops returnn.torch.updater returnn.torch.util returnn.torch.util.diagnose_gpu returnn.torch.util.scaled_gradient returnn.util returnn.util.basic returnn.util.better_exchook returnn.util.bpe returnn.util.debug returnn.util.debug_helpers returnn.util.fsa returnn.util.literal_py_to_pickle returnn.util.math returnn.util.multi_proc_non_daemonic_spawn returnn.util.native_code_compiler returnn.util.pprint returnn.util.py_compat returnn.util.py_ext_mod_compiler returnn.util.result_with_reason returnn.util.sig_proc returnn.util.task_system returnn.util.train_proc_manager Module (class in returnn.frontend.module) module_name() (in module returnn.import_.common) module_name_black_list (returnn.util.task_system.Pickler attribute) ModuleList (class in returnn.frontend.container) modules() (returnn.frontend.module.Module method) moments() (in module returnn.frontend.normalization) MomentumOptimizer (class in tensorflow.python.training.momentum) monkeyfix_glib() (in module returnn.util.basic) monkeypatch_audioread() (in module returnn.util.basic) move_axis() (in module returnn.tf.util.basic) move_tensor_here() (returnn.tf.frontend_layers.layer.Layer method) MPIClusterResolver (class in returnn.tf.distributed) mul() (in module returnn.frontend.math_) MultiChannelMultiResolutionStftLayer (class in returnn.tf.layers.signal_processing) MultiChannelStftLayer (class in returnn.tf.layers.signal_processing) MultiEndFastBaumWelchOp (class in returnn.native_op) MultiProcDataset (class in returnn.datasets.multi_proc) MultiRNNCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) N Nadam (class in keras.optimizers.optimizer_experimental.nadam) NadamOptimizer (class in returnn.tf.updater), [1] naive_chunk_start_frames() (returnn.native_op.Chunking static method) name (returnn.frontend._backend.Backend attribute) (returnn.frontend._numpy_backend.NumpyBackend attribute) (returnn.frontend.parameter.Parameter attribute) (returnn.frontend.run_ctx.Loss attribute) (returnn.frontend.types.Dim attribute) (returnn.frontend.types.Tensor attribute) (returnn.tensor.dim.Dim attribute) (returnn.tensor.tensor.Tensor attribute) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend attribute) (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef attribute) (returnn.tf.frontend_low_level._backend.TFBackend attribute) (returnn.torch.frontend._backend.TorchBackend attribute) (returnn.util.better_exchook.ExtendedFrameSummary attribute) name_scope_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) named_children() (returnn.frontend.module.Module method) named_modules() (returnn.frontend.module.Module method) named_parameters() (returnn.frontend.module.Module method) nan_to_num() (in module returnn.tf.util.basic) NativeCodeCompiler (class in returnn.util.native_code_compiler) NativeLstm2 (class in returnn.native_op) (class in returnn.tf.native_op) NativeLstmCell (class in returnn.tf.native_op), [1] NativeLstmLowMemCell (class in returnn.tf.native_op), [1] NativeOpBaseMixin (class in returnn.native_op) NativeOpGenBase (class in returnn.native_op) nd (returnn.frontend.conv.Conv1d attribute) (returnn.frontend.conv.Conv2d attribute) (returnn.frontend.conv.Conv3d attribute) (returnn.frontend.conv.TransposedConv1d attribute) (returnn.frontend.conv.TransposedConv2d attribute) (returnn.frontend.conv.TransposedConv3d attribute) nd_indices() (in module returnn.tf.util.basic) need_data() (in module returnn.__main__) need_enforce_batch_dim_axis() (returnn.tf.layers.basic.ReduceLayer class method), [1] need_error_info (returnn.learning_rate_control.ConstantLearningRate attribute) (returnn.learning_rate_control.LearningRateControl attribute) need_init_new_network() (returnn.tf.engine.Engine method) need_target (returnn.tf.layers.base.Loss attribute) (returnn.tf.layers.basic.AsIsLoss attribute), [1] (returnn.tf.layers.basic.CrossEntropyLoss attribute), [1] (returnn.tf.layers.basic.ExternSprintLoss attribute), [1] (returnn.tf.layers.basic.FastBaumWelchLoss attribute), [1] (returnn.tf.layers.basic.SearchScoreLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute), [1] needed_mem_size() (returnn.util.task_system.SharedNumpyArray class method) neg() (in module returnn.frontend.math_) nested_get_shapes() (in module returnn.tf.util.basic) Net (class in returnn.tf.frontend_layers.layer) network_json_from_config() (in module returnn.config) NetworkConstructionDependencyLoopException NetworkLayerException NeuralOptimizer1 (class in returnn.tf.updater), [1] new_root() (returnn.tf.frontend_layers.layer.Layer class method) NewbobAbs (class in returnn.learning_rate_control) NewbobMultiEpoch (class in returnn.learning_rate_control) NewbobRelative (class in returnn.learning_rate_control) next_edit_distance_reduce() (in module returnn.tf.native_op) next_edit_distance_row() (in module returnn.tf.native_op) next_id (returnn.frontend.hooks.RemovableHandle attribute) next_power_of_two() (in module returnn.util.math) (in module returnn.util.task_system) NextEditDistanceReduceOp (class in returnn.native_op) NextEditDistanceRowOp (class in returnn.native_op) NextGenHDFDataset (class in HDFDataset) (class in returnn.datasets.hdf) Ngram (class in returnn.util.fsa) NltkTimitDataset (class in returnn.datasets.generating) no_grad_trunc_normal_() (in module returnn.torch.frontend._rand) NoiseEstimationByFirstTFramesLayer (class in returnn.tf.layers.signal_processing) non_critical_for_restore (returnn.frontend.parameter.Parameter property) non_trainable_weights (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell property) NonDaemonicSpawnContext (class in returnn.util.multi_proc_non_daemonic_spawn) NonDaemonicSpawnProcess (class in returnn.util.multi_proc_non_daemonic_spawn) Normal (class in returnn.frontend.init) normal() (returnn.tf.util.basic.StatelessRandomSeed method) NormalizationData (class in returnn.datasets.normalization_data) Normalize (class in returnn.frontend.normalization) normalize() (in module returnn.frontend.normalization) normalize_filters() (returnn.util.sig_proc.GammatoneFilterbank static method) normalize_numbers() (in module returnn.datasets.lm) NormalizedSGD (class in returnn.tf.updater), [1] NormalizeLengthScoresLayer (class in returnn.tf.layers.segmental_model) NormLayer (class in returnn.tf.layers.basic), [1] not_equal() (in module returnn.frontend.math_) notify_segment_loss() (returnn.sprint.control.PythonControl method) NotSpecified (class in returnn.util.basic) num_accelerators() (returnn.tf.distributed.MPIClusterResolver method) num_elements_of_shape() (in module returnn.frontend.dims) num_frames (returnn.datasets.basic.DatasetSeq property) num_seqs (returnn.datasets.basic.Dataset property) (returnn.datasets.cached.CachedDataset property) (returnn.datasets.cached2.CachedDataset2 property) (returnn.datasets.generating.GeneratingDataset property) (returnn.datasets.map.MapDatasetWrapper property) (returnn.datasets.meta.ClusteringDataset property) (returnn.datasets.meta.ConcatDataset property) (returnn.datasets.multi_proc.MultiProcDataset property) (returnn.datasets.numpy_dump.NumpyDumpDataset property) (returnn.datasets.raw_wav.RawWavDataset property) (returnn.datasets.sprint.SprintDatasetBase property) (returnn.datasets.stereo.StereoDataset property) (returnn.datasets.stereo.StereoHdfDataset property) numberOfDatasetFiles (returnn.datasets.bundle_file.BundleFile property) NumbersDict (class in returnn.util.basic) numpy_alloc() (in module returnn.util.task_system) numpy_copy_and_set_unused() (in module returnn.util.task_system) numpy_set_unused() (in module returnn.util.task_system) numpy_strides_for_c_contiguous() (returnn.util.task_system.SharedNumpyArray static method) numpy_strides_for_fortran() (returnn.util.task_system.SharedNumpyArray static method) NumpyBackend (class in returnn.frontend._numpy_backend) NumpyDumpDataset (class in returnn.datasets.numpy_dump) O obj_diff_list() (in module returnn.util.basic) obj_diff_str() (in module returnn.util.basic) ObjAsDict (class in returnn.util.basic) OggZipDataset (class in GeneratingDataset) (class in returnn.datasets.audio) one_hot() (in module returnn.frontend.array_) ones() (in module returnn.frontend.const) ones_like() (in module returnn.frontend.const) onnx_compat_floor_div() (in module returnn.tf.util.basic) Op (class in returnn.tensor._dim_extra) op() (returnn.extern.graph_editor.subgraph.SubGraphView method) op_cache (returnn.tf.native_op.OpMaker attribute) op_in_right_control_flow_context() (in module returnn.tf.util.basic) op_name (returnn.tf.native_op.OpMaker property) OpCodeCompiler (class in returnn.tf.util.basic) OpDescription (class in returnn.tf.native_op) open_file_archive() (in module returnn.sprint.cache) openai_layer_norm() (in module returnn.tf.util.basic) openfst_checked_out() (in module returnn.tf.util.open_fst) OpMaker (class in returnn.tf.native_op) ops (returnn.extern.graph_editor.subgraph.SubGraphView property) opt_logical_and() (in module returnn.tf.util.basic) opt_logical_or() (in module returnn.frontend.math_) (in module returnn.tf.util.basic) opt_register_grad_func() (in module returnn.tf.util.basic) opt_reuse_name_scope() (in module returnn.tf.util.basic) opt_typed_value() (returnn.config.Config method) optimal_completion_edit_distance() (in module returnn.tf.native_op) optimal_completion_edit_distance_per_successor() (in module returnn.tf.native_op) optimal_completion_edit_distance_per_successor_via_next_edit_distance() (in module returnn.tf.native_op) OptimalCompletionEditDistanceOp (class in returnn.native_op) OptimalCompletionEditDistancePerSuccessorOp (class in returnn.native_op) OptimalCompletionsLayer (class in returnn.tf.layers.rec) Optimization (class in returnn.tf.hyper_param_tuning) optimize_move_up() (returnn.tf.frontend_layers.layer.Layer method) optional_add() (in module returnn.tf.util.basic) optional_mul() (in module returnn.tf.util.basic) OptionalDim (class in returnn.tensor.marked_dim) OptionalNotImplementedError original() (returnn.extern.graph_editor.transform.TransformerInfo method) orth_raw (returnn.datasets.generating.BlissDataset.SeqInfo attribute) orth_seq (returnn.datasets.generating.BlissDataset.SeqInfo attribute) orth_to_phones() (returnn.datasets.lm.PhoneSeqGenerator method) out (returnn.frontend._random_journal.RandomJournalEntry attribute) out_dim (returnn.frontend.encoder.base.IEncoder attribute) (returnn.frontend.encoder.base.ISeqDownsamplingEncoder attribute) (returnn.frontend.encoder.base.ISeqFramewiseEncoder attribute) out_info (returnn.native_op.Chunking attribute) (returnn.native_op.CrossEntropySoftmaxAndGradientZSparse attribute) (returnn.native_op.EditDistanceOp attribute) (returnn.native_op.FastBaumWelchOp attribute) (returnn.native_op.FastViterbiOp attribute) (returnn.native_op.GetCtcFsaFastBwOp attribute) (returnn.native_op.LstmGenericBase attribute) (returnn.native_op.LstmLowMem attribute) (returnn.native_op.MaxAndArgmaxSparse attribute) (returnn.native_op.MultiEndFastBaumWelchOp attribute) (returnn.native_op.NativeLstm2 attribute) (returnn.native_op.NativeOpGenBase attribute) (returnn.native_op.NextEditDistanceReduceOp attribute) (returnn.native_op.NextEditDistanceRowOp attribute) (returnn.native_op.OptimalCompletionEditDistanceOp attribute) (returnn.native_op.OptimalCompletionEditDistancePerSuccessorOp attribute) (returnn.native_op.SegmentFastBaumWelchOp attribute) (returnn.native_op.SparseToDense attribute) (returnn.native_op.SubtensorBatchedIndex attribute) (returnn.native_op.TwoDLSTM attribute) (returnn.native_op.UnChunking attribute) outer_ctx (returnn.tensor.control_flow_ctx.ControlFlowContext property) output (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) output_before_activation (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) output_before_softmax_flat (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) output_flat (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) output_index() (returnn.extern.graph_editor.subgraph.SubGraphView method) output_limit() (in module returnn.util.better_exchook) output_loss (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) output_seq_lens (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) output_size (returnn.tf.layers.rec.LayerNormVariantsLSTMCell property), [1] (returnn.tf.layers.rec.RHNCell property), [1] (returnn.tf.layers.rec.VanillaLSTMCell property), [1] (returnn.tf.layers.rec.ZoneoutLSTMCell property), [1] (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicLSTMCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicRNNCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.GRUCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.LSTMCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell property) output_with_activation (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) outputMean (returnn.datasets.normalization_data.NormalizationData property) outputs (returnn.extern.graph_editor.subgraph.SubGraphView property) outputVariance (returnn.datasets.normalization_data.NormalizationData property) OutputWithActivation (class in returnn.tf.util.basic) overwrite_os_exec() (in module returnn.util.basic) own_tcb_get_loss_and_error_signal() (returnn.sprint.control.PythonControl method) own_tcb_version() (returnn.sprint.control.PythonControl method) own_threaded_callback() (returnn.sprint.control.PythonControl method) P pack_padded() (in module returnn.frontend.array_) package_path() (in module returnn.import_.common) pad() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) pad_replicate() (in module returnn.tf.util.basic) pad_zeros_in_axis() (in module returnn.tf.util.basic) padded_batch_dataset() (returnn.tf.data_pipeline.InputContext method) PadLayer (class in returnn.tf.layers.basic), [1] Parameter (class in returnn.frontend.parameter) parameter_assign() (in module returnn.tf.frontend_layers.parameter_assign) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) parameter_assign_key() (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) parameter_move_to() (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) ParameterList (class in returnn.frontend.container) parameters() (returnn.frontend.module.Module method) ParametricWienerFilterLayer (class in returnn.tf.layers.signal_processing) ParamInit (class in returnn.frontend.init) params (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) parse_cmd_args() (returnn.config.Config method) parse_ld_conf_file() (in module returnn.util.basic) parse_orthography() (in module returnn.util.basic) parse_orthography_into_symbols() (in module returnn.util.basic) parse_pkg_info() (in module returnn.__setup__) parse_py_statement() (in module returnn.util.better_exchook) parse_py_statements() (in module returnn.util.better_exchook) parsers (returnn.datasets.hdf.NextGenHDFDataset attribute) (returnn.datasets.hdf.SiameseHDFDataset attribute) passthroughs (returnn.extern.graph_editor.subgraph.SubGraphView property) peek_next_n() (returnn.engine.batch.BatchSetGenerator method) pformat() (in module returnn.util.pprint) phone_idx() (returnn.datasets.lm.AllophoneState method) PhoneMapTo39 (returnn.datasets.generating.TimitDataset attribute) PhoneMapTo48 (returnn.datasets.generating.TimitDataset attribute) PhoneMapTo61 (returnn.datasets.generating.TimitDataset attribute) phoneme() (returnn.datasets.lm.AllophoneState method) Phones61 (returnn.datasets.generating.TimitDataset attribute) PhoneSeqGenerator (class in returnn.datasets.lm) Pickler (class in returnn.util.task_system) pip_check_is_installed() (in module returnn.util.basic) pip_install() (in module returnn.util.basic) placeholder_name() (in module returnn.extern.graph_editor.util) pool() (in module returnn.frontend.conv) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) pool1d() (in module returnn.frontend.conv) pool2d() (in module returnn.frontend.conv) pool3d() (in module returnn.frontend.conv) PoolLayer (class in returnn.tf.layers.basic), [1] pop() (returnn.util.basic.NumbersDict method) PositionalEncodingLayer (class in returnn.tf.layers.rec), [1] post_control_dependencies() (in module returnn.tf.util.basic) post_init() (returnn.tf.layers.base.LayerBase method) post_process_final_rec_vars_outputs() (returnn.tf.layers.base.LayerBase method) (returnn.tf.layers.rec.ChoiceLayer method), [1] (returnn.tf.layers.rec.SelfAttentionLayer method), [1], [2] PostfixInTimeLayer (class in returnn.tf.layers.basic), [1] pow() (in module returnn.frontend.math_) pprint() (in module returnn.util.pprint) pre_init_func (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess attribute) prefetch_to_consumer_device() (returnn.tf.data_pipeline.InputContext method) PrefixInTimeLayer (class in returnn.tf.layers.basic), [1] PrefixTree (class in returnn.util.bpe) prepare_gradient_checkpointing() (in module returnn.tf.util.gradient_checkpoint) Pretrain (class in returnn.pretrain) pretrain_from_config() (in module returnn.pretrain) pretty_print() (in module returnn.util.basic) PrevTensorRef (class in returnn.tf.frontend_layers.prev_tensor_ref) print() (in module returnn.sprint.control) print_available_devices() (in module returnn.tf.util.basic) (in module returnn.torch.util.diagnose_gpu) print_deprecation_warning() (returnn.log.Log method) print_graph_output() (in module returnn.tf.util.basic) print_network_info() (returnn.tf.network.TFNetwork method) print_task_properties() (in module returnn.__main__) print_tb() (in module returnn.util.better_exchook) print_using_cuda_device_report() (in module returnn.torch.util.diagnose_gpu) print_warning() (returnn.log.Log method) PrintLayer (class in returnn.tf.layers.basic), [1] Process() (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnContext method) process_segment() (returnn.sprint.control.PythonControl method) (returnn.sprint.extern_interface.PythonControl method) process_seq() (returnn.forward_iface.ForwardCallbackIface method) prod() (in module returnn.tf.util.basic) (in module returnn.util.basic) producer_add_data() (returnn.datasets.cached2.SingleStreamPipeDataset method) producer_set_finished() (returnn.datasets.cached2.SingleStreamPipeDataset method) progress_bar() (in module returnn.util.basic) progress_bar_with_time() (in module returnn.util.basic) ProximalAdagradOptimizer (class in tensorflow.python.training.proximal_adagrad) ProximalGradientDescentOptimizer (class in tensorflow.python.training.proximal_gradient_descent) pt_module (returnn.torch.frontend.bridge.PTModuleAsRFModule property) pt_module_to_rf_module() (in module returnn.torch.frontend.bridge) PTModuleAsRFModule (class in returnn.torch.frontend.bridge) push_back() (returnn.frontend.tensor_array.TensorArray method) py2_utf8_str_to_unicode() (in module returnn.util.basic) py_code_str() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy method) py_get_sprint_automata_for_batch() (in module returnn.tf.sprint) py_get_sprint_loss_and_error_signal() (in module returnn.tf.sprint) py_id_name() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy.DimRefProxy method) py_print() (in module returnn.tf.util.basic) py_syntax_highlight() (returnn.util.better_exchook.Color method) py_to_pickle() (in module returnn.util.literal_py_to_pickle) PyExtModCompiler (class in returnn.util.py_ext_mod_compiler) PythonControl (class in returnn.sprint.control) (class in returnn.sprint.extern_interface) PythonFeatureScorer (class in returnn.sprint.interface) Q QueuedDataIter (class in returnn.torch.data.queued_data_iter) R raise_OutOfRangeError() (in module returnn.tf.util.basic) RandIntLayer (class in returnn.tf.layers.basic) random() (in module returnn.datasets.basic) (in module returnn.frontend.rand) (in module returnn.torch.engine) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) random_journal_record() (returnn.torch.frontend._backend.TorchBackend static method) random_journal_replay() (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) random_mask() (in module returnn.frontend.audio.specaugment) random_normal() (in module returnn.frontend.rand) random_orthogonal() (in module returnn.util.basic) random_seed() (returnn.datasets.lm.PhoneSeqGenerator method) random_truncated_normal() (in module returnn.frontend.rand) random_uniform() (in module returnn.frontend.rand) random_uniform_abs_initializer() (in module returnn.tf.util.basic) RandomJournal (class in returnn.frontend._random_journal) RandomJournalEntry (class in returnn.frontend._random_journal) RandomLayer (class in returnn.tf.layers.basic) RandomStateInitLayer (class in returnn.tf.layers.basic) range_over_dim() (in module returnn.frontend.dims) (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) range_over_dim_strided() (in module returnn.frontend.dims) range_over_merged_dims() (in module returnn.frontend.dims) RangeFromLengthLayer (class in returnn.tf.layers.basic), [1] RangeInAxisLayer (class in returnn.tf.layers.basic), [1] RangeLayer (class in returnn.tf.layers.basic), [1] rank() (returnn.tf.horovod.HorovodContext method) (returnn.torch.distributed.DistributedContext method) raw_dict_can_split_batch() (in module returnn.torch.data.extern_data) raw_dict_split_batch() (in module returnn.torch.data.extern_data) raw_dict_to_extern_data() (in module returnn.torch.data.extern_data) raw_tensor (returnn.frontend.types.Tensor property) (returnn.tensor.tensor.Tensor property) RawTensorType (returnn.frontend._backend.Backend attribute) (returnn.frontend._numpy_backend.NumpyBackend attribute) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend attribute) (returnn.tf.frontend_low_level._backend.TFBackend attribute) (returnn.torch.frontend._backend.TorchBackend attribute) RawWavDataset (class in returnn.datasets.raw_wav) reached_end() (returnn.frontend._random_journal.RandomJournal method) read() (returnn.datasets.sprint.SprintCacheDataset.SprintCacheReader method) (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.FileArchiveBundle method) read_bytes() (returnn.sprint.cache.FileArchive method) read_bytes_to_new_buffer() (in module returnn.util.basic) read_char() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) read_corpus() (in module returnn.datasets.lm) read_f32() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) read_f64() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) read_file_info_table() (returnn.sprint.cache.FileArchive method) read_packed_U32() (returnn.sprint.cache.FileArchive method) read_pickled_object() (in module returnn.util.basic) read_S16() (returnn.sprint.cache.FileArchive method) read_sge_num_procs() (in module returnn.util.basic) read_str() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) (returnn.sprint.cache.WordBoundaries method) read_u16() (returnn.sprint.cache.WordBoundaries method) read_U32() (returnn.sprint.cache.FileArchive method) read_u32() (returnn.sprint.cache.FileArchive method) read_U32() (returnn.sprint.cache.MixtureSet method) read_u32() (returnn.sprint.cache.MixtureSet method) (returnn.sprint.cache.WordBoundaries method) read_u64() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) read_U8() (returnn.sprint.cache.FileArchive method) read_v() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.MixtureSet method) ReaderThread (class in returnn.sprint.error_signals) reason (returnn.util.result_with_reason.ResultWithReason attribute) rec_vars_outputs (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) recent_subnet() (returnn.tf.frontend_layers.layer.Layer class method) reciprocal() (in module returnn.frontend.math_) RecLastOutputLayer (class in returnn.tf.layers.rec) RecLayer (class in returnn.tf.layers.rec), [1] RecSeqCellOp (class in returnn.tf.native_op) RecStepInfoLayer (class in returnn.tf.layers.rec) RecUnstackLayer (class in returnn.tf.layers.rec) recurrent (returnn.tf.layers.base.LayerBase attribute) (returnn.tf.layers.base.Loss attribute) (returnn.tf.layers.basic.BleuLoss attribute), [1] (returnn.tf.layers.basic.CombineLayer attribute), [1] (returnn.tf.layers.basic.CondLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute), [1] (returnn.tf.layers.basic.CtcLoss attribute), [1] (returnn.tf.layers.basic.CtcLossLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute), [1] (returnn.tf.layers.basic.DctLayer attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute), [1] (returnn.tf.layers.basic.ExpectedLoss attribute), [1] (returnn.tf.layers.basic.ExternSprintLoss attribute), [1] (returnn.tf.layers.basic.FastBaumWelchLayer attribute), [1] (returnn.tf.layers.basic.FastBaumWelchLoss attribute), [1] (returnn.tf.layers.basic.FoldLayer attribute) (returnn.tf.layers.basic.LossLayer attribute), [1] (returnn.tf.layers.basic.PoolLayer attribute), [1] (returnn.tf.layers.basic.PostfixInTimeLayer attribute), [1] (returnn.tf.layers.basic.PrefixInTimeLayer attribute), [1] (returnn.tf.layers.basic.RangeFromLengthLayer attribute), [1] (returnn.tf.layers.basic.RangeInAxisLayer attribute), [1] (returnn.tf.layers.basic.SearchSortedLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute), [1] (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute), [1] (returnn.tf.layers.basic.SubnetworkLayer attribute), [1] (returnn.tf.layers.basic.TimeChunkingLayer attribute), [1] (returnn.tf.layers.basic.TimeUnChunkingLayer attribute), [1] (returnn.tf.layers.basic.TransposedConvLayer attribute) (returnn.tf.layers.basic.UnflattenNdLayer attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute), [1] (returnn.tf.layers.basic.WindowLayer attribute), [1] (returnn.tf.layers.rec.CumConcatLayer attribute) (returnn.tf.layers.rec.EditDistanceLayer attribute) (returnn.tf.layers.rec.EditDistanceTableLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute), [1] (returnn.tf.layers.rec.KenLmStateLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute), [1] (returnn.tf.layers.rec.OptimalCompletionsLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute), [1] (returnn.tf.layers.rec.RecLayer attribute), [1] (returnn.tf.layers.rec.RelativePositionalEncodingLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute), [1] (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1], [2] (returnn.tf.layers.rec.TwoDLSTMLayer attribute) (returnn.tf.layers.rec.UnmaskLayer attribute), [1] (returnn.tf.layers.signal_processing.IstftLayer attribute) (returnn.tf.layers.signal_processing.MultiChannelMultiResolutionStftLayer attribute) (returnn.tf.layers.signal_processing.MultiChannelStftLayer attribute) (returnn.tf.layers.signal_processing.NoiseEstimationByFirstTFramesLayer attribute) (returnn.tf.layers.signal_processing.StftLayer attribute) reduce() (in module returnn.frontend.reduce) (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.tf.layers.basic.ReduceLayer class method), [1] (returnn.torch.frontend._backend.TorchBackend static method) reduce_all() (in module returnn.frontend.reduce) reduce_any() (in module returnn.frontend.reduce) reduce_argmax() (in module returnn.frontend.reduce) reduce_argmin() (in module returnn.frontend.reduce) reduce_func() (returnn.tf.layers.base.Loss method) reduce_logsumexp() (in module returnn.frontend.reduce) reduce_max() (in module returnn.frontend.reduce) reduce_mean() (in module returnn.frontend.reduce) reduce_min() (in module returnn.frontend.reduce) reduce_out() (in module returnn.frontend.reduce) reduce_sum() (in module returnn.frontend.reduce) reduce_to_batch() (returnn.tf.layers.base.Loss method) (returnn.tf.layers.basic.SearchScoreLoss method) ReduceLayer (class in returnn.tf.layers.basic), [1] ReduceOutLayer (class in returnn.tf.layers.basic), [1] ref_repr() (returnn.tf.frontend_layers.layer.ReturnnDimTagsProxy.DimRefProxy method) RefIdEq (class in returnn.util.basic) register() (returnn.tf.util.basic.CustomGradient method) register_backend_by_tensor_type() (in module returnn.frontend._backend) register_buffer() (returnn.torch.frontend.bridge.RFModuleAsPTModule method) register_data() (returnn.tf.network.ExternData method) register_extern_data() (in module returnn.tf.frontend_layers.make_layer) register_forward_hook() (returnn.frontend.module.Module method) register_generic_loss_and_error_signal() (returnn.tf.util.basic.CustomGradient method) register_graph_reset_callback() (returnn.tf.network.TFNetwork method) register_layer_class() (in module returnn.tf.layers.basic) register_loss() (returnn.tf.util.basic.MetaLosses.Scope method) register_network_scope() (returnn.tf.network.TFNetwork method) register_optimizer_class() (in module returnn.tf.updater) register_parameter() (returnn.torch.frontend.bridge.RFModuleAsPTModule method) register_post_control_dependencies() (returnn.tf.network.TFNetwork static method) register_run_finished_callback() (returnn.tf.network.TFNetwork method) register_search_choices_for_beam() (returnn.tf.network.TFNetwork method) ReinterpretDataLayer (class in returnn.tf.layers.basic), [1] relative_positional_encoding() (in module returnn.frontend.attention) RelativePositionalEncodingLayer (class in returnn.tf.layers.rec) RelPosCausalSelfAttention (class in returnn.frontend.attention) RelPosSelfAttention (class in returnn.frontend.attention) relu() (in module returnn.frontend.math_) remap() (returnn.extern.graph_editor.subgraph.SubGraphView method) remap_default() (returnn.extern.graph_editor.subgraph.SubGraphView method) remap_inputs() (returnn.extern.graph_editor.subgraph.SubGraphView method) remap_outputs() (returnn.extern.graph_editor.subgraph.SubGraphView method) remap_outputs_make_unique() (returnn.extern.graph_editor.subgraph.SubGraphView method) remap_outputs_to_consumers() (returnn.extern.graph_editor.subgraph.SubGraphView method) RemovableHandle (class in returnn.frontend.hooks) remove() (returnn.frontend.hooks.RemovableHandle method) (returnn.util.task_system.SharedMem method) remove_alloc_interval() (returnn.datasets.cached.CachedDataset method) remove_control_inputs() (in module returnn.extern.graph_editor.reroute) remove_indent_lines() (in module returnn.util.better_exchook) remove_labels() (in module returnn.tf.util.basic) remove_unused_ops() (returnn.extern.graph_editor.subgraph.SubGraphView method) RemoveLayer (class in returnn.tf.layers.basic) RepeatLayer (class in returnn.tf.layers.basic), [1] replace_dim() (in module returnn.frontend.dims) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) replace_t_with_placeholder_handler() (in module returnn.extern.graph_editor.transform) replace_tab_indent() (in module returnn.util.better_exchook) replace_tab_indents() (in module returnn.util.better_exchook) replace_traceback_format_tb() (in module returnn.util.better_exchook) repr_inner() (returnn.tensor.control_flow_ctx.ControlFlowContext method) require() (returnn.util.basic.BehaviorVersion class method) reroute_inputs() (in module returnn.extern.graph_editor.reroute) reroute_ios() (in module returnn.extern.graph_editor.reroute) reroute_outputs() (in module returnn.extern.graph_editor.reroute) reroute_ts() (in module returnn.extern.graph_editor.reroute) res_feature_dim() (in module returnn.frontend._utils) res_sparse_dim() (in module returnn.frontend._utils) reset() (returnn.engine.batch.BatchSetGenerator method) (returnn.sprint.interface.PythonFeatureScorer method) (returnn.torch.data.returnn_dataset_wrapper.ReturnnDatasetIterDataPipe method) (returnn.torch.data.returnn_dataset_wrapper.ReturnnDatasetPerEpochMapDataPipe method) reset_callbacks (returnn.util.basic.BehaviorVersion attribute) reset_content() (returnn.tensor.tensor_dict.TensorDict method) reset_default_root() (returnn.tf.frontend_layers.layer.Layer class method) reset_optim_op() (returnn.tf.updater.Updater method) reset_saver() (returnn.tf.network.TFNetwork method) reset_step_random_state() (in module returnn.frontend.rand) reshape() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) reshape_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) ReshapeLayer (class in returnn.tf.layers.basic) ResizeLayer (class in returnn.tf.layers.basic), [1] resolve() (returnn.util.basic.NotSpecified class method) restart_returnn() (in module returnn.util.basic) result (returnn.tf.frontend_layers.cond.Cond property) (returnn.util.result_with_reason.ResultWithReason attribute) ResultWithReason (class in returnn.util.result_with_reason) returnn module returnn.__main__ module returnn.__old_mod_loader__ module returnn.__setup__ module returnn.config module returnn.datasets module returnn.datasets.audio module returnn.datasets.basic module returnn.datasets.bundle_file module returnn.datasets.cached module returnn.datasets.cached2 module returnn.datasets.generating module returnn.datasets.hdf module returnn.datasets.lm module returnn.datasets.map module returnn.datasets.meta module returnn.datasets.multi_proc module returnn.datasets.normalization_data module returnn.datasets.numpy_dump module returnn.datasets.raw_wav module returnn.datasets.sprint module returnn.datasets.stereo module returnn.datasets.util module returnn.datasets.util.feature_extraction module returnn.datasets.util.strings module returnn.datasets.util.vocabulary module returnn.engine module returnn.engine.base module returnn.engine.batch module returnn.extern module returnn.extern.graph_editor module returnn.extern.graph_editor.edit module returnn.extern.graph_editor.reroute module returnn.extern.graph_editor.select module returnn.extern.graph_editor.subgraph module returnn.extern.graph_editor.transform module returnn.extern.graph_editor.util module returnn.extern.HawkAaronWarpTransducer module returnn.extern.official_tf_resnet module returnn.extern.official_tf_resnet.resnet_model module returnn.extern.WarpRna module returnn.extern.WarpRna.__main__ module returnn.forward_iface module returnn.frontend module returnn.frontend._backend module returnn.frontend._native module returnn.frontend._numpy_backend module returnn.frontend._random_journal module returnn.frontend._utils module returnn.frontend.array_ module returnn.frontend.attention module returnn.frontend.audio module returnn.frontend.audio.mel module returnn.frontend.audio.specaugment module returnn.frontend.backend module returnn.frontend.cond module returnn.frontend.const module returnn.frontend.container module returnn.frontend.control_flow_ctx module returnn.frontend.conv module returnn.frontend.decoder module returnn.frontend.decoder.transformer module returnn.frontend.device module returnn.frontend.dims module returnn.frontend.dropout module returnn.frontend.dtype module returnn.frontend.encoder module returnn.frontend.encoder.base module returnn.frontend.encoder.conformer module returnn.frontend.gradient module returnn.frontend.graph module returnn.frontend.hooks module returnn.frontend.init module returnn.frontend.label_smoothing module returnn.frontend.linear module returnn.frontend.loop module returnn.frontend.loss module returnn.frontend.math_ module returnn.frontend.matmul module returnn.frontend.module module returnn.frontend.normalization module returnn.frontend.parameter module returnn.frontend.rand module returnn.frontend.rec module returnn.frontend.reduce module returnn.frontend.run_ctx module returnn.frontend.signal module returnn.frontend.state module returnn.frontend.tensor_array module returnn.frontend.types module returnn.import_ module returnn.import_.common module returnn.import_.git module returnn.import_.import_ module returnn.learning_rate_control module returnn.log module returnn.native_op module returnn.pretrain module returnn.sprint module returnn.sprint.cache module returnn.sprint.control module returnn.sprint.error_signals module returnn.sprint.extern_interface module returnn.sprint.interface module returnn.tensor module returnn.tensor._dim_extra module returnn.tensor._tensor_extra module returnn.tensor._tensor_mixin_base module returnn.tensor._tensor_op_overloads module returnn.tensor.control_flow_ctx module returnn.tensor.dim module returnn.tensor.marked_dim module returnn.tensor.tensor module returnn.tensor.tensor_dict module returnn.tensor.utils module returnn.tf module returnn.tf.compat module returnn.tf.data_pipeline module returnn.tf.distributed module returnn.tf.engine module returnn.tf.frontend_layers module returnn.tf.frontend_layers._backend module returnn.tf.frontend_layers._utils module returnn.tf.frontend_layers.cond module returnn.tf.frontend_layers.config_entry_points module returnn.tf.frontend_layers.debug_eager_mode module returnn.tf.frontend_layers.dims module returnn.tf.frontend_layers.layer module returnn.tf.frontend_layers.loop module returnn.tf.frontend_layers.make_layer module returnn.tf.frontend_layers.masked_computation module returnn.tf.frontend_layers.parameter_assign module returnn.tf.frontend_layers.prev_tensor_ref module returnn.tf.frontend_low_level module returnn.tf.frontend_low_level._backend module returnn.tf.horovod module returnn.tf.hyper_param_tuning module returnn.tf.layers module returnn.tf.layers.base module returnn.tf.layers.basic module returnn.tf.layers.rec module returnn.tf.layers.segmental_model module returnn.tf.layers.signal_processing module returnn.tf.layers.variable module returnn.tf.native_op module returnn.tf.network module returnn.tf.sprint module returnn.tf.updater module returnn.tf.util module returnn.tf.util.basic module returnn.tf.util.data module returnn.tf.util.gradient_checkpoint module returnn.tf.util.ken_lm module returnn.tf.util.open_fst module returnn.torch module returnn.torch.data module returnn.torch.data.extern_data module returnn.torch.data.pipeline module returnn.torch.data.queued_data_iter module returnn.torch.data.returnn_dataset_wrapper module returnn.torch.data.tensor_utils module returnn.torch.distributed module returnn.torch.engine module returnn.torch.frontend module returnn.torch.frontend._backend module returnn.torch.frontend._rand module returnn.torch.frontend.bridge module returnn.torch.frontend.raw_ops module returnn.torch.updater module returnn.torch.util module returnn.torch.util.diagnose_gpu module returnn.torch.util.scaled_gradient module returnn.util module returnn.util.basic module returnn.util.better_exchook module returnn.util.bpe module returnn.util.debug module returnn.util.debug_helpers module returnn.util.fsa module returnn.util.literal_py_to_pickle module returnn.util.math module returnn.util.multi_proc_non_daemonic_spawn module returnn.util.native_code_compiler module returnn.util.pprint module returnn.util.py_compat module returnn.util.py_ext_mod_compiler module returnn.util.result_with_reason module returnn.util.sig_proc module returnn.util.task_system module returnn.util.train_proc_manager module returnn_greeting() (in module returnn.__main__) RETURNN_LAYERS (returnn.tf.util.basic.CollectionKeys attribute) RETURNN_NET_STACK (returnn.tf.util.basic.CollectionKeys attribute) ReturnnDatasetFullMapDataPipe (class in returnn.torch.data.returnn_dataset_wrapper) ReturnnDatasetIterDataPipe (class in returnn.torch.data.returnn_dataset_wrapper) ReturnnDatasetPerEpochMapDataPipe (class in returnn.torch.data.returnn_dataset_wrapper) ReturnnDatasetResetDefaultEpochCounterCallback (class in returnn.torch.data.returnn_dataset_wrapper) ReturnnDatasetResetMpSharedEpochCallback (class in returnn.torch.data.returnn_dataset_wrapper) ReturnnDefaultStrategy (class in returnn.tf.distributed) ReturnnDefaultStrategyExtended (class in returnn.tf.distributed) ReturnnDimTagsProxy (class in returnn.tf.frontend_layers.layer) ReturnnDimTagsProxy.DimRefProxy (class in returnn.tf.frontend_layers.layer) ReturnnDimTagsProxy.SetProxy (class in returnn.tf.frontend_layers.layer) ReturnnLayersBackend (class in returnn.tf.frontend_layers._backend) reuse_layer (returnn.tf.layers.base.ReuseParams property) reuse_name_scope() (in module returnn.tf.util.basic) reuse_name_scope_of_tensor() (in module returnn.tf.util.basic) ReuseParams (class in returnn.tf.layers.base) ReuseParams.LazyLayerResolver (class in returnn.tf.layers.base) reverse_sequence() (in module returnn.frontend.array_) reversed() (in module returnn.tf.util.basic) rf_module (returnn.torch.frontend.bridge.RFModuleAsPTModule property) rf_module_to_pt_module() (in module returnn.torch.frontend.bridge) RFModuleAsPTModule (class in returnn.torch.frontend.bridge) RHNCell (class in returnn.tf.layers.rec), [1] RMSPropOptimizer (class in tensorflow.python.training.rmsprop) rna_loss() (in module returnn.extern.WarpRna) RNNCell (class in tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl) RnnCellLayer (class in returnn.tf.layers.rec), [1] rnnt_loss() (in module returnn.extern.HawkAaronWarpTransducer) root (returnn.tf.frontend_layers.layer.Layer property) round() (in module returnn.frontend.math_) rsqrt() (in module returnn.frontend.math_) run() (returnn.sprint.error_signals.ReaderThread method) (returnn.tf.engine.Runner method) (returnn.util.fsa.AllPossibleWordsFsa method) (returnn.util.fsa.Asg method) (returnn.util.fsa.Ctc method) (returnn.util.fsa.Hmm method) (returnn.util.fsa.Ngram method) run_control_loop() (returnn.sprint.control.PythonControl method) run_ctx (returnn.frontend._random_journal.RandomJournalEntry attribute) run_single() (returnn.tf.engine.Engine method) run_threaded_control_loop() (returnn.sprint.control.PythonControl method) RunCtx (class in returnn.frontend.run_ctx) Runner (class in returnn.tf.engine) runtime_sanity_checks() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) S safe_deep_copy() (in module returnn.tf.util.basic) safe_exp() (in module returnn.tf.util.basic) safe_log() (in module returnn.frontend.math_) (in module returnn.tf.util.basic) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) same_control_flow_ctx() (in module returnn.tf.util.basic) sample() (returnn.datasets.basic.Dataset method) SamplingBasedLoss (class in returnn.tf.layers.basic), [1] SamplingBytePairEncoder (class in returnn.util.bpe) SamplingBytePairEncoding (class in returnn.datasets.util.vocabulary) save() (returnn.learning_rate_control.LearningRateControl method) save_cell() (returnn.util.task_system.Pickler method) save_code() (returnn.util.task_system.Pickler method) save_func() (returnn.util.task_system.Pickler method) save_global() (returnn.util.task_system.Pickler method) save_iobuffer_dummy() (returnn.util.task_system.Pickler method) save_method() (returnn.util.task_system.Pickler method) save_model() (returnn.tf.engine.Engine method) save_module() (returnn.util.task_system.Pickler method) save_ndarray() (returnn.util.task_system.Pickler method) save_optimizer() (returnn.torch.updater.Updater method) save_params_to_file() (returnn.tf.network.TFNetwork method) save_string() (returnn.util.task_system.Pickler method) save_to_file() (returnn.util.fsa.Store method) save_type() (returnn.util.task_system.Pickler method) saveable_param_replace (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) saveNetworkParameters() (returnn.sprint.control.SprintNnPythonLayer method) scale (returnn.frontend.init.Glorot attribute) (returnn.frontend.init.He attribute) (returnn.frontend.init.VarianceScaling attribute) (returnn.frontend.run_ctx.Loss attribute) scaled_gradient() (in module returnn.frontend.gradient) (in module returnn.torch.util.scaled_gradient) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) scaled_gradient_ext() (in module returnn.frontend.gradient) (in module returnn.torch.util.scaled_gradient) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) ScaledGradientLayer (class in returnn.tf.layers.basic), [1] scan() (in module returnn.frontend.loop) scan_archive() (returnn.sprint.cache.FileArchive method) scatter() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) ScatterNdLayer (class in returnn.tf.layers.basic), [1] scope (returnn.tf.util.basic.MetaLosses.ScopeCtxThreadLocal attribute) scope_ctx (returnn.tf.util.basic.MetaLosses attribute) search() (returnn.tf.engine.Engine method) (returnn.util.bpe.CharSyncSearch method) (returnn.util.bpe.DepthFirstSearch method) search_choices (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) search_single() (returnn.tf.engine.Engine method) search_single_seq() (returnn.tf.engine.Engine method) search_single_string_to_string_seq() (returnn.tf.engine.Engine method) SearchBeam (class in returnn.tf.util.data) SearchChoices (class in returnn.tf.layers.base) SearchScoreLoss (class in returnn.tf.layers.basic) SearchSortedLayer (class in returnn.tf.layers.basic) seed (returnn.frontend._random_journal.RandomJournalEntry attribute) segment_list_iterator() (returnn.sprint.control.PythonControl method) segment_sentence() (returnn.util.bpe.SamplingBytePairEncoder method) (returnn.util.bpe.StandardBytePairEncoder method) SegmentAlignmentLayer (class in returnn.tf.layers.segmental_model) SegmentAlignmentStreamParser (class in returnn.datasets.hdf) SegmentFastBaumWelchOp (class in returnn.native_op) SegmentInputLayer (class in returnn.tf.layers.segmental_model) select_algorithm() (returnn.tf.layers.basic.RandomStateInitLayer class method) select_backend() (in module returnn.frontend._backend) (in module returnn.frontend.backend) select_backend_returnn_layers_tf() (in module returnn.frontend._backend) (in module returnn.frontend.backend) select_backend_tf() (in module returnn.frontend._backend) select_backend_torch() (in module returnn.frontend._backend) (in module returnn.frontend.backend) select_engine() (returnn.util.basic.BackendEngine class method) select_if_needed() (returnn.tf.layers.basic.SelectSearchSourcesLayer class method) select_ops() (in module returnn.extern.graph_editor.select) select_ops_and_ts() (in module returnn.extern.graph_editor.select) select_src_beams() (in module returnn.tf.util.basic) select_ts() (in module returnn.extern.graph_editor.select) selected_engine (returnn.util.basic.BackendEngine attribute) SelectSearchSourcesLayer (class in returnn.tf.layers.basic) SelfAttention (class in returnn.frontend.attention) SelfAttentionBase (class in returnn.frontend.attention) SelfAttentionLayer (class in returnn.tf.layers.rec), [1], [2] selu() (in module returnn.frontend.math_) SentencePieces (class in returnn.datasets.util.vocabulary) seq_to_class_idxs() (returnn.datasets.lm.PhoneSeqGenerator method) SeqLenMaskLayer (class in returnn.tf.layers.basic) seqs_per_epoch (returnn.datasets.stereo.StereoDataset property) sequence_mask() (in module returnn.frontend.array_) (in module returnn.tf.util.basic) sequence_mask_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) sequence_mask_time_major() (in module returnn.tf.util.basic) Sequential (class in returnn.frontend.container) sequential() (in module returnn.frontend.container) sequential_control_dependencies() (in module returnn.tf.util.basic) serialize_data() (returnn.datasets.basic.Dataset method) ServerArrayId (returnn.util.task_system.SharedNumpyArray attribute) ServerInstances (returnn.util.task_system.SharedNumpyArray attribute) ServerLock (returnn.util.task_system.SharedNumpyArray attribute) set() (returnn.config.Config method) (returnn.util.basic.BehaviorVersion class method) set_allophones() (returnn.sprint.cache.FileArchive method) (returnn.sprint.cache.FileArchiveBundle method) set_as_custom_init() (returnn.tf.network.CustomCheckpointLoader method) set_batch_info() (returnn.tf.network.ExternData method) set_beam_from_own_rec() (returnn.tf.layers.base.SearchChoices method) set_beam_from_rec() (returnn.tf.layers.base.SearchChoices method) set_beam_scores() (returnn.tf.layers.base.SearchChoices method) set_cache() (returnn.tf.util.basic.TensorCachedComputation method) set_complete_frac() (returnn.datasets.sprint.SprintDatasetBase method) set_config_extern_data_from_dataset() (in module returnn.datasets.basic) set_current_dataset() (returnn.tf.data_pipeline.DatasetDataProvider method) set_current_seg_error_signal() (returnn.sprint.control.PythonControl method) set_current_seg_loss() (returnn.sprint.control.PythonControl method) set_current_train_step() (returnn.torch.updater.Updater method) set_custom_post_init() (in module returnn.tf.network) set_deep() (returnn.frontend.module.Module method) set_default_device() (in module returnn.frontend.device) set_default_device_ctx() (in module returnn.frontend.device) set_default_learning_rate_for_epoch() (returnn.learning_rate_control.LearningRateControl method) set_dimensions() (returnn.datasets.sprint.SprintDatasetBase method) set_epoch_error() (returnn.learning_rate_control.LearningRateControl method) set_global_config() (in module returnn.config) set_global_train_step() (returnn.tf.network.TFNetwork method) set_known_shape_raw() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) set_learning_rate() (returnn.tf.updater.Updater method) (returnn.torch.updater.Updater method) set_linecache() (in module returnn.util.better_exchook) set_min_behavior_version() (returnn.util.basic.BehaviorVersion class method) set_on_var() (returnn.tf.util.basic.CustomUpdate method) set_output_dim_tags() (returnn.tf.layers.basic.ConvLayer class method), [1] set_padding_info() (in module returnn.tf.util.basic) set_param_axes_split_info() (in module returnn.tf.util.basic) set_param_values_by_dict() (returnn.tf.layers.base.LayerBase method) (returnn.tf.network.TFNetwork method) set_parameter_initial_value() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) set_parameter_trainable() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) set_params_by_serialized() (returnn.tf.network.TFNetwork method) set_phoneme() (returnn.datasets.lm.AllophoneState method) set_pretty_print_as_bytes() (in module returnn.util.basic) set_pretty_print_default_limit() (in module returnn.util.basic) set_random_seed() (in module returnn.frontend.rand) (returnn.datasets.util.vocabulary.SamplingBytePairEncoding method) (returnn.datasets.util.vocabulary.SentencePieces method) (returnn.datasets.util.vocabulary.Vocabulary method) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) set_random_state() (in module returnn.frontend.rand) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) set_rec_step_info() (returnn.tf.network.TFNetwork method) set_requires_gradient() (in module returnn.frontend.gradient) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) set_run_finished() (returnn.tf.network.TFNetwork method) set_run_opts() (returnn.tf.network.TFNetwork method) set_src_beams() (returnn.tf.layers.base.SearchChoices method) set_target_mode() (in module returnn.sprint.interface) set_trainable_vars() (returnn.tf.updater.Updater method) set_unused() (returnn.util.task_system.SharedNumpyArray method) setInputDimension() (returnn.sprint.control.SprintNnPythonLayer method) setOutputDimension() (returnn.sprint.control.SprintNnPythonLayer method) setup() (in module returnn.__old_mod_loader__) (in module returnn.frontend._native) setup_dummy_datasets() (in module returnn.__main__) setup_post_hook_on_method() (in module returnn.frontend.hooks) setup_py_pkg() (in module returnn.import_.common) setup_tf_thread_pools() (in module returnn.tf.util.basic) setup_torch() (in module returnn.frontend._native) setup_warn_with_traceback() (in module returnn.util.debug) SGD (class in keras.optimizers.optimizer_experimental.sgd) shape (returnn.util.task_system.SharedNumpyArray attribute) shapes_for_batches() (in module returnn.datasets.basic) SharedMem (class in returnn.util.task_system) SharedMem.CCallException SharedMem.ShmException SharedNumpyArray (class in returnn.util.task_system) SharedNumpyArray.TooMuchInstances shift_right() (in module returnn.frontend.array_) ShiftAxisLayer (class in returnn.tf.layers.basic), [1] shm_key_t (returnn.util.task_system.SharedMem attribute) shmat (returnn.util.task_system.SharedMem attribute) shmctl (returnn.util.task_system.SharedMem attribute) shmdt (returnn.util.task_system.SharedMem attribute) shmget (returnn.util.task_system.SharedMem attribute) short_repr() (returnn.tf.util.data.BatchInfo method) (returnn.tf.util.data.BatchInfo.BeamDim method) (returnn.tf.util.data.BatchInfo.FixedDim method) (returnn.tf.util.data.BatchInfo.GlobalBatchDim method) (returnn.tf.util.data.BatchInfo.PackedDim method) (returnn.tf.util.data.BatchInfo.PaddedDim method) (returnn.tf.util.data.BatchInfo.VirtualDimBase method) should_sync_every_step() (returnn.tf.horovod.HorovodContext method) should_write_to_disk() (in module returnn.util.basic) SiameseHDFDataset (class in returnn.datasets.hdf) sigmoid() (in module returnn.frontend.math_) signal_handler() (in module returnn.util.debug) SignalMaskingLayer (class in returnn.tf.layers.signal_processing) SIL (returnn.util.fsa.Edge attribute) silu() (in module returnn.frontend.math_) simple_debug_shell() (in module returnn.util.better_exchook) simple_obj_repr() (in module returnn.util.basic) SimpleHdf (class in returnn.util.debug_helpers) SimpleHDFWriter (class in returnn.datasets.hdf) simplify_add() (in module returnn.tf.util.basic) simplify_neg() (in module returnn.tf.util.basic) simplify_non_negative_seq_length() (in module returnn.tf.util.basic) simplify_sub() (in module returnn.tf.util.basic) sin() (in module returnn.frontend.math_) single_strided_slice() (in module returnn.tf.util.basic) SingleStreamPipeDataset (class in returnn.datasets.cached2) sinusoidal_positional_encoding() (in module returnn.frontend.attention) size (returnn.frontend.types.Dim attribute) (returnn.tensor.dim.Dim attribute) size() (returnn.tf.horovod.HorovodContext method) (returnn.torch.distributed.DistributedContext method) size_dtype (returnn.frontend.types.Tensor attribute) (returnn.tensor.tensor.Tensor attribute) sizes (returnn.tf.util.data.BatchInfo.PackedDim property) slice() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) slice_nd() (in module returnn.tf.util.basic) slice_pad_zeros() (in module returnn.tf.util.basic) (in module returnn.util.basic) SliceLayer (class in returnn.tf.layers.basic), [1] SliceNdLayer (class in returnn.tf.layers.basic), [1] smooth_one_hot() (in module returnn.frontend.label_smoothing) smoothing_cross_entropy() (in module returnn.tf.util.basic) softmax() (in module returnn.frontend.math_) (in module returnn.util.basic) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) softmax_cross_entropy_over_size() (in module returnn.tf.util.basic) softmax_cross_entropy_with_logits() (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) SoftmaxLayer (class in returnn.tf.layers.basic), [1] SoftmaxOverSpatialLayer (class in returnn.tf.layers.basic), [1] sorted_values_from_dict() (in module returnn.util.basic) source_file_prefix (returnn.datasets.lm.TranslationDataset attribute) SourceLayer (class in returnn.tf.layers.basic) sparse_dim (returnn.frontend.parameter.Parameter attribute) (returnn.frontend.types.Tensor attribute) (returnn.tensor.tensor.Tensor attribute) (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef attribute) sparse_labels() (in module returnn.tf.util.basic) sparse_labels_with_seq_lens() (in module returnn.tf.util.basic) sparse_splice_offset_numpy() (in module returnn.native_op) sparse_to_dense() (in module returnn.frontend.array_) SparseSoftmaxCrossEntropyWithLogitsLayer (class in returnn.tf.layers.basic) SparseStreamParser (class in returnn.datasets.hdf) SparseToDense (class in returnn.native_op) Spatial (returnn.tensor._dim_extra.DimTypes attribute) spatial_smoothing_energy() (in module returnn.tf.util.basic) SpatialDim() (in module returnn.tf.util.data) specaugment() (in module returnn.frontend.audio.specaugment) split() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) split_dims() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) SplitBatchBeamLayer (class in returnn.tf.layers.rec) SplitBatchTimeLayer (class in returnn.tf.layers.basic), [1] SplitConcatMultiChannel (class in returnn.tf.layers.signal_processing) SplitDimsLayer (class in returnn.tf.layers.basic), [1] SplitLayer (class in returnn.tf.layers.basic) SprintCacheDataset (class in returnn.datasets.sprint) SprintCacheDataset.SprintCacheReader (class in returnn.datasets.sprint) SprintCachedSeqsMax (returnn.datasets.sprint.SprintDatasetBase attribute) SprintCachedSeqsMin (returnn.datasets.sprint.SprintDatasetBase attribute) SprintCacheHeader (returnn.sprint.cache.FileArchive attribute) SprintDatasetBase (class in returnn.datasets.sprint) SprintInstancePool (class in returnn.sprint.error_signals) SprintNnPythonLayer (class in returnn.sprint.control) SprintSubprocessInstance (class in returnn.sprint.error_signals) sqrt() (in module returnn.frontend.math_) square() (in module returnn.frontend.math_) squared_difference() (in module returnn.frontend.math_) (in module returnn.torch.frontend.raw_ops) squeeze() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) squeeze_raw() (returnn.frontend._backend.Backend class method) (returnn.tf.frontend_low_level._backend.TFBackend class method) (returnn.torch.frontend._backend.TorchBackend class method) SqueezeLayer (class in returnn.tf.layers.basic), [1] src_layer (returnn.tf.layers.base.SearchChoices property) stack() (returnn.frontend.tensor_array.TensorArray method) (returnn.tf.frontend_layers.loop.Loop method) StackLayer (class in returnn.tf.layers.basic), [1] stage (returnn.frontend.run_ctx.RunCtx property) StandardBytePairEncoder (class in returnn.util.bpe) start() (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess method) start_daemon_thread() (in module returnn.util.basic) start_recovery_tag (returnn.sprint.cache.FileArchive attribute) start_seq (returnn.engine.batch.Batch property) start_threads() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) stat_repo() (in module returnn.import_.git) State (class in returnn.frontend.state) state (returnn.datasets.lm.AllophoneState attribute) (returnn.tf.frontend_layers.loop.Loop property) state_size (returnn.tf.layers.rec.LayerNormVariantsLSTMCell property), [1] (returnn.tf.layers.rec.RHNCell property), [1] (returnn.tf.layers.rec.VanillaLSTMCell property), [1] (returnn.tf.layers.rec.ZoneoutLSTMCell property), [1] (returnn.tf.native_op.NativeLstm2 property) (returnn.tf.native_op.RecSeqCellOp property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicLSTMCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.BasicRNNCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.GRUCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.LSTMCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell property) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell property) STATE_VARS (returnn.tf.util.basic.CollectionKeys attribute) StatelessRandomSeed (class in returnn.tf.util.basic) StateTying (class in returnn.datasets.lm) static (returnn.frontend._random_journal.RandomJournalEntry attribute) static_dim (returnn.tf.util.data.BatchInfo property) StaticDataset (class in returnn.datasets.generating) Stats (class in returnn.util.basic) stats (returnn.tf.layers.basic.AccumulateMeanLayer attribute) (returnn.tf.layers.basic.ActivationLayer attribute) (returnn.tf.layers.basic.BatchNormLayer attribute) (returnn.tf.layers.basic.BatchSoftmaxLayer attribute) (returnn.tf.layers.basic.CastLayer attribute) (returnn.tf.layers.basic.CombineLayer attribute) (returnn.tf.layers.basic.CompareLayer attribute) (returnn.tf.layers.basic.ConvLayer attribute) (returnn.tf.layers.basic.CopyLayer attribute) (returnn.tf.layers.basic.CumsumLayer attribute) (returnn.tf.layers.basic.DotLayer attribute) (returnn.tf.layers.basic.DropoutLayer attribute) (returnn.tf.layers.basic.ElemwiseProdLayer attribute) (returnn.tf.layers.basic.EvalLayer attribute) (returnn.tf.layers.basic.ExpandDimsLayer attribute) (returnn.tf.layers.basic.FastBaumWelchLayer attribute) (returnn.tf.layers.basic.ForcedAlignmentLayer attribute) (returnn.tf.layers.basic.FramewiseStatisticsLayer attribute) (returnn.tf.layers.basic.GatherLayer attribute) (returnn.tf.layers.basic.GatingLayer attribute) (returnn.tf.layers.basic.HDFDumpLayer attribute) (returnn.tf.layers.basic.ImageSummaryLayer attribute) (returnn.tf.layers.basic.LayerNormLayer attribute) (returnn.tf.layers.basic.LengthLayer attribute) (returnn.tf.layers.basic.LinearLayer attribute) (returnn.tf.layers.basic.LossLayer attribute) (returnn.tf.layers.basic.MergeDimsLayer attribute) (returnn.tf.layers.basic.NormLayer attribute) (returnn.tf.layers.basic.PadLayer attribute) (returnn.tf.layers.basic.PoolLayer attribute) (returnn.tf.layers.basic.PostfixInTimeLayer attribute) (returnn.tf.layers.basic.PrefixInTimeLayer attribute) (returnn.tf.layers.basic.PrintLayer attribute) (returnn.tf.layers.basic.RangeFromLengthLayer attribute) (returnn.tf.layers.basic.RangeInAxisLayer attribute) (returnn.tf.layers.basic.RangeLayer attribute) (returnn.tf.layers.basic.ReduceLayer attribute) (returnn.tf.layers.basic.ReduceOutLayer attribute) (returnn.tf.layers.basic.ReinterpretDataLayer attribute) (returnn.tf.layers.basic.RepeatLayer attribute) (returnn.tf.layers.basic.ResizeLayer attribute) (returnn.tf.layers.basic.ScaledGradientLayer attribute) (returnn.tf.layers.basic.ScatterNdLayer attribute) (returnn.tf.layers.basic.ShiftAxisLayer attribute) (returnn.tf.layers.basic.SliceLayer attribute) (returnn.tf.layers.basic.SliceNdLayer attribute) (returnn.tf.layers.basic.SoftmaxLayer attribute) (returnn.tf.layers.basic.SoftmaxOverSpatialLayer attribute) (returnn.tf.layers.basic.SplitBatchTimeLayer attribute) (returnn.tf.layers.basic.SplitDimsLayer attribute) (returnn.tf.layers.basic.SqueezeLayer attribute) (returnn.tf.layers.basic.StackLayer attribute) (returnn.tf.layers.basic.SubnetworkLayer attribute) (returnn.tf.layers.basic.SwapAxesLayer attribute) (returnn.tf.layers.basic.SwitchLayer attribute) (returnn.tf.layers.basic.SyntheticGradientLayer attribute) (returnn.tf.layers.basic.TimeChunkingLayer attribute) (returnn.tf.layers.basic.TimeUnChunkingLayer attribute) (returnn.tf.layers.basic.WeightedSumLayer attribute) (returnn.tf.layers.basic.WindowLayer attribute) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer attribute) (returnn.tf.layers.rec.ChoiceLayer attribute) (returnn.tf.layers.rec.ConcatAttentionLayer attribute) (returnn.tf.layers.rec.DecideLayer attribute) (returnn.tf.layers.rec.DotAttentionLayer attribute) (returnn.tf.layers.rec.GaussWindowAttentionLayer attribute) (returnn.tf.layers.rec.GenericAttentionLayer attribute) (returnn.tf.layers.rec.GetLastHiddenStateLayer attribute) (returnn.tf.layers.rec.GetRecAccumulatedOutputLayer attribute) (returnn.tf.layers.rec.MaskedComputationLayer attribute) (returnn.tf.layers.rec.PositionalEncodingLayer attribute) (returnn.tf.layers.rec.RecLayer attribute) (returnn.tf.layers.rec.RnnCellLayer attribute) (returnn.tf.layers.rec.SelfAttentionLayer attribute), [1] (returnn.tf.layers.rec.UnmaskLayer attribute) stddev (returnn.frontend._random_journal.RandomJournalEntry attribute) StdoutHandler (class in returnn.log) step (returnn.frontend.run_ctx.RunCtx property) step() (returnn.torch.updater.Updater method) step_after_param_update() (returnn.torch.distributed.DistributedContext method) StepFunc (class in returnn.frontend.types) StereoDataset (class in returnn.datasets.stereo) StereoHdfDataset (class in returnn.datasets.stereo) stft() (in module returnn.frontend.signal) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) StftLayer (class in returnn.tf.layers.signal_processing) stop_all_event_writer_threads() (in module returnn.tf.util.basic) stop_event_writer_thread() (in module returnn.tf.util.basic) stop_gradient() (in module returnn.frontend.gradient) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) stop_threads() (returnn.tf.data_pipeline.DataProviderBase method) (returnn.tf.data_pipeline.DatasetDataProvider method) (returnn.tf.data_pipeline.FeedDictDataProvider method) Store (class in returnn.util.fsa) str_is_number() (in module returnn.util.basic) str_to_numpy_array() (in module returnn.datasets.util.strings) str_visible_len() (in module returnn.util.better_exchook) Stream (class in returnn.log) stream (returnn.log.StdoutHandler property) StreamDummy (class in returnn.log) StreamParser (class in returnn.datasets.hdf) StreamThreadLocal (class in returnn.log) strided_slice_raw_key() (in module returnn.frontend._utils) strides (returnn.util.task_system.SharedNumpyArray attribute) string_merge() (in module returnn.tf.util.basic) string_replace() (in module returnn.tf.util.basic) string_words_calc_wer() (in module returnn.tf.util.basic) sub() (in module returnn.frontend.math_) SubGraphView (class in returnn.extern.graph_editor.subgraph) Subnetwork (class in returnn.tf.network) SubnetworkLayer (class in returnn.tf.layers.basic), [1] SubnetworkRecCell (returnn.tf.layers.rec.RecLayer attribute), [1] SubtensorBatchedIndex (class in returnn.native_op) SUMMATION_PRECISION (returnn.datasets.normalization_data.NormalizationData attribute) summed_loss_for_optimization() (returnn.tf.util.basic.MetaLosses.Scope method) support_native_op_cpp_filename (returnn.tf.native_op.OpMaker property) supported_devices_for_op() (in module returnn.tf.util.basic) supports_seq_order_sorting() (returnn.datasets.audio.OggZipDataset method) (returnn.datasets.basic.Dataset method) (returnn.datasets.cached.CachedDataset method) (returnn.datasets.generating.LibriSpeechCorpus method) (returnn.datasets.generating.StaticDataset method) (returnn.datasets.generating.TimitDataset method) (returnn.datasets.hdf.NextGenHDFDataset method) (returnn.datasets.lm.LmDataset method) (returnn.datasets.lm.TranslationDataset method) (returnn.datasets.map.MapDatasetWrapper method) (returnn.datasets.meta.ConcatSeqsDataset method) (returnn.datasets.meta.MetaDataset method) (returnn.datasets.sprint.SprintCacheDataset method) swap_inputs() (in module returnn.extern.graph_editor.reroute) swap_ios() (in module returnn.extern.graph_editor.reroute) swap_outputs() (in module returnn.extern.graph_editor.reroute) swap_ts() (in module returnn.extern.graph_editor.reroute) swapaxes() (in module returnn.tf.util.basic) SwapAxesLayer (class in returnn.tf.layers.basic), [1] SwapTimeFeatureLayer (class in returnn.tf.layers.segmental_model) swish() (in module returnn.frontend.math_) SwitchLayer (class in returnn.tf.layers.basic), [1] SyncReplicasOptimizer (class in tensorflow.python.training.sync_replicas_optimizer) synthetic_gradient() (returnn.tf.util.basic.MetaLosses class method) SyntheticGradientLayer (class in returnn.tf.layers.basic), [1] sys_cmd_out_lines() (in module returnn.util.basic) sys_exec_out() (in module returnn.util.basic) sys_exec_ret_code() (in module returnn.util.basic) T tag (returnn.datasets.generating.BlissDataset.SeqInfo attribute) tanh() (in module returnn.frontend.math_) target (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) target_file_prefix (returnn.datasets.lm.TranslationDataset attribute) target_flat (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) target_seq_lens (returnn.tf.layers.basic.AsIsLoss attribute) (returnn.tf.layers.basic.BinaryCrossEntropyLoss attribute) (returnn.tf.layers.basic.BleuLoss attribute) (returnn.tf.layers.basic.CrossEntropyLoss attribute) (returnn.tf.layers.basic.CtcLoss attribute) (returnn.tf.layers.basic.DeepClusteringLoss attribute) (returnn.tf.layers.basic.EditDistanceLoss attribute) (returnn.tf.layers.basic.ExpectedLoss attribute) (returnn.tf.layers.basic.ExternSprintLoss attribute) (returnn.tf.layers.basic.FastBaumWelchLoss attribute) (returnn.tf.layers.basic.GenericCELoss attribute) (returnn.tf.layers.basic.L1Loss attribute) (returnn.tf.layers.basic.MeanL1Loss attribute) (returnn.tf.layers.basic.MeanSquaredError attribute) (returnn.tf.layers.basic.SamplingBasedLoss attribute) (returnn.tf.layers.basic.TripletLoss attribute) (returnn.tf.layers.basic.ViaLayerLoss attribute) Task12AXDataset (class in returnn.datasets.generating) TaskEpisodicCopyDataset (class in returnn.datasets.generating) TaskNumberBaseConvertDataset (class in returnn.datasets.generating) TaskVariableAssignmentDataset (class in returnn.datasets.generating) TaskXmlModelingDataset (class in returnn.datasets.generating) Tensor (class in returnn.frontend.types) (class in returnn.tensor.tensor) tensor_array_create() (returnn.frontend._backend.Backend class method) tensor_array_element_shape() (in module returnn.tf.util.basic) tensor_array_get_item() (returnn.frontend._backend.Backend class method) tensor_array_is_clear_after_read() (in module returnn.tf.util.basic) tensor_array_is_dynamic_size() (in module returnn.tf.util.basic) tensor_array_like() (in module returnn.tf.util.basic) tensor_array_push_back() (returnn.frontend._backend.Backend class method) tensor_array_stack() (in module returnn.tf.util.basic) (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) tensor_array_unstack() (returnn.frontend._backend.Backend static method) (returnn.torch.frontend._backend.TorchBackend static method) tensor_dict_dims_random_seq_len_min_max() (in module returnn.tensor.utils) tensor_dict_fill_random_numpy_() (in module returnn.tensor.utils) tensor_dict_numpy_to_torch_() (in module returnn.torch.data.tensor_utils) tensor_dict_torch_to_numpy_() (in module returnn.torch.data.tensor_utils) tensor_fill_random_numpy_() (in module returnn.tensor.utils) tensor_numpy_to_torch_() (in module returnn.torch.data.tensor_utils) tensor_torch_to_numpy_() (in module returnn.torch.data.tensor_utils) TensorArray (class in returnn.frontend.tensor_array) TensorArrayType (returnn.frontend._backend.Backend attribute) (returnn.torch.frontend._backend.TorchBackend attribute) TensorCachedComputation (class in returnn.tf.util.basic) TensorDict (class in returnn.tensor.tensor_dict) TensorFlow (returnn.util.basic.BackendEngine attribute) TensorFlowNetDict (returnn.util.basic.BackendEngine attribute) terminal_size() (in module returnn.util.basic) terminate() (returnn.util.multi_proc_non_daemonic_spawn.NonDaemonicSpawnProcess method) test_warprna_forward() (in module returnn.extern.WarpRna.__main__) tf_blas_gemm_workaround (returnn.tf.native_op.OpMaker attribute) tf_control_flow_ctx (returnn.tensor.control_flow_ctx.ControlFlowContext property) tf_fast_bw_fsa_staircase() (in module returnn.tf.native_op) tf_get_init_variable_func() (returnn.datasets.util.vocabulary.Vocabulary method) tf_scope_name (returnn.tf.layers.base.LayerBase property) tf_should_use_gpu() (in module returnn.config) tf_version_tuple() (in module returnn.tf.util.basic) TFBackend (class in returnn.tf.frontend_low_level._backend) TFNativeUtilCompiler (class in returnn.tf.util.basic) TFNetwork (class in returnn.tf.network) TFNetworkParamsSerialized (class in returnn.tf.network) theano_custom_grad (returnn.native_op.NativeOpGenBase attribute) tikhonov_regularized() (returnn.tf.util.basic.MetaLosses class method) TikhonovRegularizationLayer (class in returnn.tf.layers.basic) tile_transposed() (in module returnn.tf.util.basic) TileFeaturesLayer (class in returnn.tf.layers.signal_processing) TileLayer (class in returnn.tf.layers.basic) Time (returnn.tensor._dim_extra.DimTypes attribute) TimeChunkingLayer (class in returnn.tf.layers.basic), [1] TimeUnChunkingLayer (class in returnn.tf.layers.basic), [1] TimitDataset (class in returnn.datasets.generating) to() (returnn.frontend.module.Module method) (returnn.frontend.parameter.Parameter method) to_bool() (in module returnn.util.basic) (in module returnn.util.better_exchook) to_float32() (in module returnn.tf.util.basic) to_id() (returnn.datasets.util.vocabulary.Vocabulary method) to_int32_64() (in module returnn.tf.util.basic) top() (returnn.tf.frontend_layers.layer.Layer class method) top_k() (in module returnn.frontend.reduce) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) TopKLayer (class in returnn.tf.layers.basic) Torch (returnn.util.basic.BackendEngine attribute) TorchBackend (class in returnn.torch.frontend._backend) total_loss() (returnn.frontend.run_ctx.RunCtx method) traceback_clear_frames() (in module returnn.util.basic) train() (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) train_epoch() (returnn.tf.engine.Engine method) (returnn.torch.engine.Engine method) train_flag (returnn.frontend.run_ctx.RunCtx property) trainable (returnn.frontend.parameter.Parameter property) trainable_weights (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell property) TrainException TrainFlagLayer (class in returnn.tf.layers.basic) transform_config_dict() (returnn.tf.layers.base.InternalLayer class method) (returnn.tf.layers.base.LayerBase class method) (returnn.tf.layers.base.Loss class method) (returnn.tf.layers.basic.BooleanMaskLayer class method) (returnn.tf.layers.basic.ConcatLayer class method) (returnn.tf.layers.basic.CondLayer class method) (returnn.tf.layers.basic.ConstantLayer class method), [1] (returnn.tf.layers.basic.ConvLayer class method), [1] (returnn.tf.layers.basic.CopyLayer class method), [1] (returnn.tf.layers.basic.CtcLossLayer class method) (returnn.tf.layers.basic.DotLayer class method), [1] (returnn.tf.layers.basic.ExpectedLoss class method), [1] (returnn.tf.layers.basic.FastBaumWelchLayer class method), [1] (returnn.tf.layers.basic.ForcedAlignmentLayer class method), [1] (returnn.tf.layers.basic.GatherLayer class method), [1] (returnn.tf.layers.basic.GatherNdLayer class method) (returnn.tf.layers.basic.GlobalTrainStepLayer class method) (returnn.tf.layers.basic.GradientLayer class method) (returnn.tf.layers.basic.HDFDumpLayer class method), [1] (returnn.tf.layers.basic.IdentityLayer class method) (returnn.tf.layers.basic.ImageSummaryLayer class method), [1] (returnn.tf.layers.basic.LossLayer class method), [1] (returnn.tf.layers.basic.PostfixInTimeLayer class method), [1] (returnn.tf.layers.basic.PrefixInTimeLayer class method), [1] (returnn.tf.layers.basic.RandIntLayer class method) (returnn.tf.layers.basic.RandomLayer class method) (returnn.tf.layers.basic.RandomStateInitLayer class method) (returnn.tf.layers.basic.RangeLayer class method), [1] (returnn.tf.layers.basic.ReinterpretDataLayer class method), [1] (returnn.tf.layers.basic.RepeatLayer class method), [1] (returnn.tf.layers.basic.ReshapeLayer class method) (returnn.tf.layers.basic.ResizeLayer class method), [1] (returnn.tf.layers.basic.ScaledGradientLayer class method), [1] (returnn.tf.layers.basic.ScatterNdLayer class method), [1] (returnn.tf.layers.basic.SearchSortedLayer class method) (returnn.tf.layers.basic.SelectSearchSourcesLayer class method) (returnn.tf.layers.basic.SeqLenMaskLayer class method) (returnn.tf.layers.basic.SliceNdLayer class method), [1] (returnn.tf.layers.basic.SoftmaxOverSpatialLayer class method), [1] (returnn.tf.layers.basic.SourceLayer class method) (returnn.tf.layers.basic.SparseSoftmaxCrossEntropyWithLogitsLayer class method) (returnn.tf.layers.basic.SplitBatchTimeLayer class method), [1] (returnn.tf.layers.basic.SubnetworkLayer class method), [1] (returnn.tf.layers.basic.SwitchLayer class method), [1] (returnn.tf.layers.basic.SyntheticGradientLayer class method), [1] (returnn.tf.layers.basic.TimeUnChunkingLayer class method), [1] (returnn.tf.layers.basic.TopKLayer class method) (returnn.tf.layers.basic.TrainFlagLayer class method) (returnn.tf.layers.basic.TransposedConvLayer class method) (returnn.tf.layers.basic.UnflattenNdLayer class method) (returnn.tf.layers.basic.ViaLayerLoss class method), [1] (returnn.tf.layers.rec.AttentionBaseLayer class method) (returnn.tf.layers.rec.BaseChoiceLayer class method) (returnn.tf.layers.rec.ChoiceGetBeamScoresLayer class method), [1] (returnn.tf.layers.rec.ChoiceGetSrcBeamsLayer class method) (returnn.tf.layers.rec.ChoiceLayer class method), [1] (returnn.tf.layers.rec.DecideKeepBeamLayer class method) (returnn.tf.layers.rec.EditDistanceLayer class method) (returnn.tf.layers.rec.EditDistanceTableLayer class method) (returnn.tf.layers.rec.GenericAttentionLayer class method), [1] (returnn.tf.layers.rec.GlobalAttentionContextBaseLayer class method) (returnn.tf.layers.rec.MaskedComputationLayer class method), [1] (returnn.tf.layers.rec.OptimalCompletionsLayer class method) (returnn.tf.layers.rec.PositionalEncodingLayer class method), [1] (returnn.tf.layers.rec.RecLastOutputLayer class method) (returnn.tf.layers.rec.RecLayer class method), [1] (returnn.tf.layers.rec.RecStepInfoLayer class method) (returnn.tf.layers.rec.RnnCellLayer class method), [1] (returnn.tf.layers.rec.SelfAttentionLayer class method), [1], [2] (returnn.tf.layers.rec.UnmaskLayer class method), [1] (returnn.tf.layers.signal_processing.ParametricWienerFilterLayer class method) (returnn.tf.layers.signal_processing.SignalMaskingLayer class method) (returnn.tf.layers.variable.VariableAssignLayer class method) (returnn.tf.layers.variable.VariableLayer class method) (returnn.tf.layers.variable.VariableReadLayer class method) transform_encoder() (returnn.frontend.attention.CrossAttention method) (returnn.frontend.decoder.transformer.TransformerDecoder method) (returnn.frontend.decoder.transformer.TransformerDecoderLayer method) transform_initial_state() (returnn.tf.layers.rec.RnnCellLayer static method), [1] transform_input() (returnn.tf.layers.basic.ConvLayer class method), [1] transform_op_if_inside_handler() (in module returnn.extern.graph_editor.transform) transform_param_axes_split_info_to_new_shape() (in module returnn.tf.util.basic) transform_source_and_axis() (returnn.tf.layers.rec.RecLayer class method), [1] transformed() (returnn.extern.graph_editor.transform.TransformerInfo method) Transformer (class in returnn.extern.graph_editor.transform) TransformerDecoder (class in returnn.frontend.decoder.transformer) TransformerDecoderLayer (class in returnn.frontend.decoder.transformer) TransformerInfo (class in returnn.extern.graph_editor.transform) translate_to_common_search_beam() (returnn.tf.layers.base.SearchChoices class method) translate_to_this_search_beam() (returnn.tf.layers.base.SearchChoices method) TranslationDataset (class in LmDataset) (class in returnn.datasets.lm) TranslationFactorsDataset (class in returnn.datasets.lm) transliteration_cleaners() (in module returnn.datasets.lm) transpose() (returnn.tf.layers.basic.TransposeLayer class method) transpose_raw() (returnn.frontend._backend.Backend static method) (returnn.frontend._numpy_backend.NumpyBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) transposed_conv() (in module returnn.frontend.conv) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) TransposedConv1d (class in returnn.frontend.conv) TransposedConv2d (class in returnn.frontend.conv) TransposedConv3d (class in returnn.frontend.conv) TransposedConvLayer (class in returnn.tf.layers.basic) TransposeLayer (class in returnn.tf.layers.basic) TripletLoss (class in returnn.tf.layers.basic), [1] true (returnn.tf.frontend_layers.cond.Cond property) true_divide() (in module returnn.frontend.math_) true_once() (in module returnn.tf.util.basic) try_and_ignore_exception() (in module returnn.util.basic) try_get_caller_name() (in module returnn.util.basic) try_get_stack_frame() (in module returnn.util.basic) try_run() (in module returnn.util.basic) try_sequence_as_slice() (returnn.engine.batch.Batch method) TwoDLSTM (class in returnn.native_op) TwoDLSTMLayer (class in returnn.tf.layers.rec) TwoDNativeLstmCell (class in returnn.tf.native_op), [1] typed_value() (returnn.config.Config method) Types (returnn.frontend.types.Dim attribute) (returnn.tensor._dim_extra.DimTypes attribute) (returnn.tensor.dim.Dim attribute) typestr (returnn.util.task_system.SharedNumpyArray attribute) U unary_op() (returnn.util.basic.NumbersDict method) unbroadcast_to_common_shape() (in module returnn.tf.util.basic) unchunk() (in module returnn.tf.native_op) UnChunking (class in returnn.native_op) unflatten_nd() (in module returnn.tf.util.basic) unflatten_with_seq_len_mask() (in module returnn.tf.util.basic) UnflattenBatchLayer (class in returnn.tf.layers.basic) UnflattenNdLayer (class in returnn.tf.layers.basic) unicode_to_str() (in module returnn.util.basic) uniform() (returnn.tf.util.basic.StatelessRandomSeed method) uniq() (in module returnn.tf.util.basic) (in module returnn.util.basic) uniq_generic() (in module returnn.util.basic) unique_tensor_list() (in module returnn.tf.frontend_layers._utils) unlock() (returnn.util.basic.LockFile method) UnmaskLayer (class in returnn.tf.layers.rec), [1] UnsegmentInputLayer (class in returnn.tf.layers.segmental_model) Unspecified (returnn.tensor._dim_extra.DimTypes attribute) unstack() (returnn.frontend.tensor_array.TensorArray class method) (returnn.tf.frontend_layers.loop.Loop method) update() (returnn.config.Config method) (returnn.extern.graph_editor.util.ControlOutputs method) (returnn.tensor.tensor_dict.TensorDict method) update_load_on_init() (returnn.tf.layers.basic.SubnetworkLayer method), [1] update_params_from_subnet() (returnn.tf.layers.basic.SubnetworkLayer method), [1] update_rec_vars_outputs() (returnn.tf.layers.basic.SubnetworkLayer method), [1] update_step() (keras.optimizers.optimizer_experimental.adamax.Adamax method) (keras.optimizers.optimizer_experimental.nadam.Nadam method) (keras.optimizers.optimizer_experimental.sgd.SGD method) update_var() (returnn.tf.util.basic.CustomUpdate method) (returnn.tf.util.basic.CustomUpdateExpAverage method) Updater (class in returnn.tf.updater) (class in returnn.torch.updater) use_flatten_frames (returnn.frontend.run_ctx.Loss attribute) use_multiple_epochs() (returnn.datasets.sprint.SprintDatasetBase method) use_normalized_loss (returnn.frontend.run_ctx.Loss attribute) use_shared_mem_for_numpy_array() (in module returnn.util.task_system) use_whichmodule (returnn.util.task_system.Pickler attribute) Utf8ByteTargets (class in returnn.datasets.util.vocabulary) V validate_broadcast_all_sources() (in module returnn.util.basic) value() (returnn.config.Config method) values() (returnn.util.basic.DictRefKeys method) (returnn.util.basic.NumbersDict method) VanillaLSTMCell (class in returnn.tf.layers.rec), [1] var_creation_scope() (returnn.tf.layers.base.LayerBase method) var_handle_or_ref() (in module returnn.tf.util.basic) variable_custom_getter() (returnn.tf.layers.base.ReuseParams method) variable_scalar_summaries_dict() (in module returnn.tf.util.basic) variable_summaries() (in module returnn.tf.util.basic) VariableAssigner (class in returnn.tf.util.basic) VariableAssignLayer (class in returnn.tf.layers.variable) VariableLayer (class in returnn.tf.layers.variable) VariableReadLayer (class in returnn.tf.layers.variable) variables() (tensorflow.python.training.sync_replicas_optimizer.SyncReplicasOptimizer method) variance_scaling_non_zero_initializer (in module returnn.tf.util.basic) VarianceScaling (class in returnn.frontend.init) VarianceScalingNonZero (class in returnn.tf.util.basic) verbose_find_cuda (returnn.tf.util.basic.CudaEnv attribute) VerifyOutShapeException version (returnn.frontend.parameter.Parameter attribute) (returnn.frontend.types.Tensor attribute) Version (returnn.sprint.control.PythonControl attribute) (returnn.sprint.error_signals.SprintSubprocessInstance attribute) version (returnn.tensor.tensor.Tensor attribute) (returnn.tf.frontend_layers.prev_tensor_ref.PrevTensorRef attribute) ViaLayerLoss (class in returnn.tf.layers.basic), [1] view_as() (in module returnn.tf.util.basic) vocab_idx_repr() (in module returnn.tf.util.basic) vocab_idx_to_vocab_string() (in module returnn.tf.util.basic) Vocabulary (class in returnn.datasets.util.vocabulary) W wait_for_returnn_epoch() (returnn.datasets.sprint.SprintDatasetBase method) walk_tensor_consumers() (in module returnn.frontend.graph) web_server() (returnn.tf.engine.Engine method) weight_decay (returnn.frontend.parameter.Parameter property) WeightedSumLayer (class in returnn.tf.layers.basic), [1] where() (in module returnn.frontend.array_) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) (returnn.tf.frontend_low_level._backend.TFBackend static method) (returnn.torch.frontend._backend.TorchBackend static method) where_bc() (in module returnn.tf.util.basic) which() (in module returnn.util.basic) which_pip() (in module returnn.util.basic) while_loop() (in module returnn.frontend.loop) (returnn.frontend._backend.Backend static method) (returnn.tf.frontend_layers._backend.ReturnnLayersBackend static method) window() (in module returnn.frontend.array_) windowed_nd() (in module returnn.tf.util.basic) WindowLayer (class in returnn.tf.layers.basic), [1] with_cuda (returnn.tf.native_op.OpMaker attribute) WordBoundaries (class in returnn.sprint.cache) words_split() (in module returnn.tf.util.basic) work() (returnn.tf.hyper_param_tuning.Optimization method) wrap_async_func() (in module returnn.util.basic) wrap_distribution_non_zero() (in module returnn.tf.util.basic) wrap_log_streams() (in module returnn.log) WrapEpochValue (class in returnn.pretrain) wrapped_pt_module_to_rf_module() (in module returnn.torch.frontend.bridge) WrappedInternalLayer (class in returnn.tf.layers.base) write() (returnn.log.Stream method) (returnn.log.StreamDummy method) (returnn.log.StreamThreadLocal method) (returnn.sprint.cache.MixtureSet method) write_char() (returnn.sprint.cache.FileArchive method) write_f32() (returnn.sprint.cache.FileArchive method) write_f64() (returnn.sprint.cache.FileArchive method) write_file_info_table() (returnn.sprint.cache.FileArchive method) write_pickled_object() (in module returnn.util.basic) write_str() (returnn.sprint.cache.FileArchive method) write_U32() (returnn.sprint.cache.FileArchive method) write_u32() (returnn.sprint.cache.FileArchive method) write_u64() (returnn.sprint.cache.FileArchive method) X xavier_initializer() (in module returnn.tf.util.basic) Z zero_state() (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.MultiRNNCell method) (tensorflow.python.keras.layers.legacy_rnn.rnn_cell_impl.RNNCell method) zeros() (in module returnn.frontend.const) zeros_dyn_shape() (in module returnn.tf.util.basic) zeros_like() (in module returnn.frontend.const) zeros_like_as_output_in_scope() (in module returnn.tf.frontend_layers._utils) ZoneoutLSTM (class in returnn.frontend.rec) ZoneoutLSTMCell (class in returnn.tf.layers.rec), [1]