Index

_

__init__() (deepr.exporters.BestCheckpoint method) (deepr.exporters.Exporter method) (deepr.exporters.SavedModel method) (deepr.exporters.SaveVariables method) (deepr.hooks.EarlyStoppingHookFactory method) (deepr.hooks.EstimatorHookFactory method) (deepr.hooks.LoggingTensorHookFactory method) (deepr.hooks.MaxResidentMemory method) (deepr.hooks.ResidentMemory method) (deepr.hooks.StepsPerSecHook method) (deepr.hooks.SummarySaverHookFactory method) (deepr.hooks.TensorHookFactory method) (deepr.initializers.CheckpointInitializer method) (deepr.io.HDFSFileSystem method) (deepr.io.ParquetDataset method) (deepr.io.Path method) (deepr.jobs.CleanupCheckpoints method) (deepr.jobs.CopyDir method) (deepr.jobs.ExportXlaModelMetadata method) (deepr.jobs.GridSampler method) (deepr.jobs.Job method) (deepr.jobs.LogMetric method) (deepr.jobs.MLFlowSaveConfigs method) (deepr.jobs.MLFlowSaveInfo method) (deepr.jobs.OptimizeSavedModel method) (deepr.jobs.ParamsSampler method) (deepr.jobs.ParamsTuner method) (deepr.jobs.Pipeline method) (deepr.jobs.Sampler method) (deepr.jobs.SaveDataset method) (deepr.jobs.Trainer method) (deepr.jobs.YarnLauncher method) (deepr.jobs.YarnTrainer method) (deepr.layers.ActiveMode method) (deepr.layers.Add method) (deepr.layers.Average method) (deepr.layers.BooleanMask method) (deepr.layers.BPR method) (deepr.layers.ClickRank method) (deepr.layers.Concat method) (deepr.layers.DAG method) (deepr.layers.Dense method) (deepr.layers.DotProduct method) (deepr.layers.Embedding method) (deepr.layers.Equal method) (deepr.layers.Identity method) (deepr.layers.IsMinSize method) (deepr.layers.Layer method) (deepr.layers.LogicalAnd method) (deepr.layers.Lookup method) (deepr.layers.LookupFromFile method) (deepr.layers.LookupFromMapping method) (deepr.layers.LookupIndexToString method) (deepr.layers.MaskedBPR method) (deepr.layers.NotEqual method) (deepr.layers.Parallel method) (deepr.layers.Product method) (deepr.layers.Rename method) (deepr.layers.Select method) (deepr.layers.Slice method) (deepr.layers.SliceFirst method) (deepr.layers.SliceLast method) (deepr.layers.StringJoin method) (deepr.layers.Sum method) (deepr.layers.ToDense method) (deepr.layers.ToFloat method) (deepr.layers.WeightedAverage method) (deepr.macros.MLFlowInit method) (deepr.metrics.DecayMean method) (deepr.metrics.FiniteMean method) (deepr.metrics.LastValue method) (deepr.metrics.MaxValue method) (deepr.metrics.Mean method) (deepr.metrics.Metric method) (deepr.metrics.StepCounter method) (deepr.metrics.VariableValue method) (deepr.optimizers.Optimizer method) (deepr.optimizers.TensorflowOptimizer method) (deepr.prepros.Batch method) (deepr.prepros.Filter method) (deepr.prepros.FromExample method) (deepr.prepros.Map method) (deepr.prepros.PaddedBatch method) (deepr.prepros.Prefetch method) (deepr.prepros.Prepro method) (deepr.prepros.Repeat method) (deepr.prepros.Serial method) (deepr.prepros.Shuffle method) (deepr.prepros.TableInitializer method) (deepr.prepros.Take method) (deepr.prepros.ToExample method) (deepr.readers.GeneratorReader method) (deepr.readers.Reader method) (deepr.readers.TFRecordReader method) (deepr.utils.Field method) (deepr.utils.TableContext method) (deepr.writers.TFRecordWriter method) (deepr.writers.Writer method)

A

Accuracy (class in deepr.metrics.accuracy) AccuracyAtK (class in deepr.metrics.accuracy) active() (deepr.utils.tables.TableContext class method) ActiveMode (class in deepr.layers) (class in deepr.layers.combinators) Add (class in deepr.layers) (class in deepr.layers.core) add_macro() (in module deepr.cli.main) add_macro_params() (in module deepr.config.experimental) add_metadata_item() (in module deepr.jobs.export_xla_model_metadata) AddBias (class in deepr.examples.movielens.layers.average) (class in deepr.examples.movielens.layers.vae) AddWithWeight (class in deepr.layers.core) after_create_session() (deepr.hooks.log_variables_init.LogVariablesInitHook method) (deepr.hooks.num_params.NumParamsHook method) AND (deepr.layers.mask.BooleanReduceMode attribute) apply() (deepr.prepros.base.Prepro method) (deepr.prepros.base.PreproFn method) (deepr.prepros.combinators.Serial method) (deepr.prepros.core.Batch method) (deepr.prepros.core.Cache method) (deepr.prepros.core.Filter method) (deepr.prepros.core.Map method) (deepr.prepros.core.PaddedBatch method) (deepr.prepros.core.Prefetch method) (deepr.prepros.core.Repeat method) (deepr.prepros.core.Shuffle method) (deepr.prepros.core.Take method) (deepr.prepros.lookup.TableInitializer method)

arrays_to_example() (in module deepr.prepros.record) as_dataset() (deepr.examples.movielens.readers.csv.TestCSVReader method) (deepr.examples.movielens.readers.csv.TrainCSVReader method) (deepr.readers.base.DatasetReader method) (deepr.readers.base.Reader method) (deepr.readers.generator.GeneratorReader method) (deepr.readers.record.TFRecordReader method) as_placeholder() (deepr.utils.field.Field method) assert_no_macros() (in module deepr.config) (in module deepr.config.macros) AttentionMask (class in deepr.layers.transformer) Average (class in deepr.layers) (class in deepr.layers.reduce) AverageModel() (in module deepr.examples.movielens.layers.average)

B

Batch (class in deepr.prepros) (class in deepr.prepros.core) batch_shape (deepr.utils.field.Field property) batch_size (deepr.hooks.steps_per_sec.StepsPerSecHook attribute) (deepr.hooks.StepsPerSecHook attribute) (deepr.prepros.core.PaddedBatch attribute) (deepr.prepros.PaddedBatch attribute) BestCheckpoint (class in deepr.exporters) (class in deepr.exporters.best_checkpoint) BestMode (class in deepr.exporters.best_checkpoint) blacklisted_variables (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) block_id (deepr.layers.transformer.SelfMultiheadAttention attribute)

BooleanMask (class in deepr.layers) (class in deepr.layers.mask) BooleanReduceMode (class in deepr.layers.mask) BPR (class in deepr.layers) (class in deepr.layers.bpr) BPRLoss() (in module deepr.examples.movielens.layers.bpr) BPRMax (class in deepr.layers.bpr_max) buffer_size (deepr.prepros.core.Prefetch attribute) (deepr.prepros.core.Shuffle attribute) (deepr.prepros.Prefetch attribute) (deepr.prepros.Shuffle attribute) Build (class in deepr.examples.multiply.jobs.build) BuildRecords (class in deepr.examples.movielens.jobs.build_records) bytes_feature() (in module deepr.readers.record)

C

Cache (class in deepr.prepros.core) CheckpointInitializer (class in deepr.initializers) (class in deepr.initializers.checkpoint_initializer) chunk_size (deepr.exporters.save_variables.SaveVariables attribute) (deepr.exporters.SaveVariables attribute) (deepr.jobs.save_dataset.SaveDataset attribute) chunks() (in module deepr.utils) (in module deepr.utils.iter) CleanupCheckpoints (class in deepr.jobs) (class in deepr.jobs.cleanup_checkpoints) clear_run() (in module deepr.utils.mlflow) ClickRank (class in deepr.layers) (class in deepr.layers.click_rank) close() (deepr.utils.tables.TableContext method) CombineEmbeddings (class in deepr.layers.embedding) compression (deepr.exporters.save_variables.SaveVariables attribute) (deepr.exporters.SaveVariables attribute) compression_type (deepr.jobs.save_dataset.SaveDataset attribute) (deepr.readers.record.TFRecordReader property) compute_coocurrence() (in module deepr.examples.movielens.jobs.svd) compute_metrics() (in module deepr.examples.movielens.jobs.evaluate) compute_pmi() (in module deepr.examples.movielens.jobs.svd) Concat (class in deepr.layers) (class in deepr.layers.core)

config (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs attribute) (deepr.jobs.yarn_launcher.YarnLauncher attribute) (deepr.jobs.yarn_trainer.YarnTrainer attribute) config_proto (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) ConfigProto (class in deepr.jobs.trainer) Conv1d (class in deepr.layers.core) copy_dir() (deepr.io.path.Path method) copy_file() (deepr.io.path.Path method) CopyDir (class in deepr.jobs) (class in deepr.jobs.copy_dir) count (deepr.prepros.Batch attribute) (deepr.prepros.core.Batch attribute) (deepr.prepros.core.Repeat attribute) (deepr.prepros.core.Take attribute) (deepr.prepros.Repeat attribute) (deepr.prepros.Take attribute) cpu_ignored_packages (deepr.jobs.yarn_config.YarnConfig attribute) create_experiment() (deepr.jobs.trainer.Trainer method) (deepr.jobs.trainer_base.TrainerBase method) (deepr.jobs.trainer_keras.TrainerKeras method) CSVPrepro() (in module deepr.examples.movielens.prepros.csv)

D

DAG (class in deepr.layers) (class in deepr.layers.combinators) DatasetReader (class in deepr.readers.base) decay_mean_metric() (in module deepr.metrics.mean) DecayMean (class in deepr.metrics) (class in deepr.metrics.mean) Decode (class in deepr.examples.movielens.layers.vae) DECREASE (deepr.exporters.best_checkpoint.BestMode attribute) deepr module deepr.cli module deepr.cli.main module deepr.config module deepr.config.base module deepr.config.experimental module deepr.config.macros module deepr.config.references module deepr.examples module deepr.examples.movielens module deepr.examples.movielens.jobs module deepr.examples.movielens.jobs.build_records module deepr.examples.movielens.jobs.evaluate module deepr.examples.movielens.jobs.init module deepr.examples.movielens.jobs.predict module deepr.examples.movielens.jobs.svd module deepr.examples.movielens.layers module deepr.examples.movielens.layers.average module deepr.examples.movielens.layers.bpr module deepr.examples.movielens.layers.losses module deepr.examples.movielens.layers.multi module deepr.examples.movielens.layers.ns module deepr.examples.movielens.layers.transformer module deepr.examples.movielens.layers.vae module deepr.examples.movielens.macros module deepr.examples.movielens.macros.paths module deepr.examples.movielens.metrics module deepr.examples.movielens.metrics.ndcg module deepr.examples.movielens.metrics.recall module deepr.examples.movielens.prepros module deepr.examples.movielens.prepros.csv module deepr.examples.movielens.prepros.record module deepr.examples.movielens.readers module deepr.examples.movielens.readers.csv module deepr.examples.movielens.utils module deepr.examples.movielens.utils.fields module deepr.examples.multiply module deepr.examples.multiply.jobs module deepr.examples.multiply.jobs.build module deepr.examples.multiply.jobs.predict module deepr.examples.multiply.layers module deepr.examples.multiply.layers.loss module deepr.examples.multiply.layers.model module deepr.examples.multiply.macros module deepr.examples.multiply.macros.paths module deepr.examples.multiply.prepros module deepr.examples.multiply.prepros.default module deepr.examples.multiply.prepros.inference module deepr.exporters module deepr.exporters.base module deepr.exporters.best_checkpoint module deepr.exporters.save_variables module deepr.exporters.saved_model module deepr.hooks module deepr.hooks.base module deepr.hooks.early_stopping module deepr.hooks.log_variables_init module deepr.hooks.logging_tensor module deepr.hooks.num_params module deepr.hooks.steps_per_sec module deepr.hooks.summary module deepr.initializers module deepr.initializers.checkpoint_initializer module deepr.io module deepr.io.hdfs module deepr.io.json module deepr.io.parquet module deepr.io.path module deepr.jobs module deepr.jobs.base module deepr.jobs.cleanup_checkpoints module deepr.jobs.combinators module deepr.jobs.copy_dir module deepr.jobs.evaluate module deepr.jobs.export_xla_model_metadata module deepr.jobs.log_metric module deepr.jobs.mlflow_save_configs module deepr.jobs.mlflow_save_info module deepr.jobs.optimize_saved_model module deepr.jobs.params_tuner module deepr.jobs.save_dataset module deepr.jobs.trainer module deepr.jobs.trainer_base module

deepr.jobs.trainer_keras module deepr.jobs.yarn_config module deepr.jobs.yarn_launcher module deepr.jobs.yarn_trainer module deepr.layers module deepr.layers.base module deepr.layers.bpr module deepr.layers.bpr_max module deepr.layers.click_rank module deepr.layers.combinators module deepr.layers.core module deepr.layers.dropout module deepr.layers.embedding module deepr.layers.lookup module deepr.layers.lstm module deepr.layers.mask module deepr.layers.multi module deepr.layers.multi_css module deepr.layers.nce_loss module deepr.layers.reduce module deepr.layers.size module deepr.layers.slice module deepr.layers.sparse module deepr.layers.string module deepr.layers.top_one module deepr.layers.top_one_max module deepr.layers.transformer module deepr.layers.triplet_precision module deepr.macros module deepr.macros.dynamic module deepr.macros.graphite_init module deepr.macros.mlflow_init module deepr.metrics module deepr.metrics.accuracy module deepr.metrics.base module deepr.metrics.core module deepr.metrics.mean module deepr.metrics.step module deepr.metrics.variable module deepr.optimizers module deepr.optimizers.base module deepr.optimizers.core module deepr.predictors module deepr.predictors.base module deepr.predictors.proto module deepr.predictors.saved_model module deepr.prepros module deepr.prepros.base module deepr.prepros.combinators module deepr.prepros.core module deepr.prepros.lookup module deepr.prepros.record module deepr.readers module deepr.readers.base module deepr.readers.generator module deepr.readers.record module deepr.utils module deepr.utils.broadcasting module deepr.utils.checkpoint module deepr.utils.datastruct module deepr.utils.exceptions module deepr.utils.field module deepr.utils.graph module deepr.utils.graphite module deepr.utils.iter module deepr.utils.mlflow module deepr.utils.tables module deepr.utils.tf2xla_pb2 module deepr.utils.uuid module deepr.version module deepr.vocab module deepr.vocab.base module deepr.writers module deepr.writers.base module deepr.writers.record module default (deepr.utils.Field attribute) (deepr.utils.field.Field attribute) default_references() (in module deepr.config.references) default_value (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.lookup.LookupIndexToString attribute) (deepr.layers.LookupFromMapping attribute) (deepr.layers.LookupIndexToString attribute) DefaultPrepro() (in module deepr.examples.multiply.prepros.default) delete() (deepr.io.path.Path method) delete_dir() (deepr.io.path.Path method) Dense (class in deepr.layers) (class in deepr.layers.core) DenseIndex (class in deepr.layers.core) dict_to_item() (in module deepr.utils) (in module deepr.utils.datastruct) dim (deepr.examples.movielens.jobs.svd.SVD attribute) dim_head (deepr.layers.transformer.SelfMultiheadAttention attribute) DotProduct (class in deepr.layers) (class in deepr.layers.core) download_artifacts() (in module deepr.utils.mlflow) download_config_and_macros_from_mlflow() (in module deepr.cli.main) Dropout (class in deepr.layers.dropout) dtype (deepr.utils.Field attribute) (deepr.utils.field.Field attribute) Dynamic (class in deepr.macros.dynamic)

E

EarlyStoppingHookFactory (class in deepr.hooks) (class in deepr.hooks.early_stopping) Embedding (class in deepr.layers) (class in deepr.layers.embedding) Encode (class in deepr.examples.movielens.layers.vae) Equal (class in deepr.layers) (class in deepr.layers.mask) EstimatorHookFactory (class in deepr.hooks) (class in deepr.hooks.base) eval_hooks (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) eval_input_fn (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) eval_metrics (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] eval_spec (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute)

EvalSpec (class in deepr.jobs.trainer) Evaluate (class in deepr.examples.movielens.jobs.evaluate) (class in deepr.jobs.evaluate) exists() (deepr.io.path.Path method) ExpandDims (class in deepr.layers.core) experiment_id (deepr.jobs.mlflow_save_info.MLFlowSaveInfo attribute) export() (deepr.exporters.base.Exporter method) (deepr.exporters.best_checkpoint.BestCheckpoint method) (deepr.exporters.save_variables.SaveVariables method) (deepr.exporters.saved_model.SavedModel method) Exporter (class in deepr.exporters) (class in deepr.exporters.base) exporters (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) ExportXlaModelMetadata (class in deepr.jobs) (class in deepr.jobs.export_xla_model_metadata)

F

feature_specs (deepr.utils.field.Field property) feed_shapes (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) feed_tensors (deepr.predictors.base.Predictor attribute) FeedForward() (in module deepr.layers.transformer) feeds (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.examples.multiply.jobs.predict.PredictSavedModel attribute) (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) (deepr.predictors.proto.ProtoPredictor attribute) (deepr.predictors.saved_model.SavedModelPredictor attribute) fetch (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) fetch_shapes (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) fetch_tensors (deepr.predictors.base.Predictor attribute) fetches (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.examples.multiply.jobs.predict.PredictSavedModel attribute) (deepr.predictors.proto.ProtoPredictor attribute) (deepr.predictors.saved_model.SavedModelPredictor attribute) Field (class in deepr.utils) (class in deepr.utils.field) fields (deepr.exporters.saved_model.SavedModel attribute) (deepr.exporters.SavedModel attribute) (deepr.jobs.save_dataset.SaveDataset attribute) (deepr.prepros.core.PaddedBatch attribute) (deepr.prepros.PaddedBatch attribute) filename (deepr.prepros.core.Cache attribute) filenames (deepr.readers.record.TFRecordReader property) filesystem (deepr.io.hdfs.HDFSFile attribute) (deepr.io.parquet.ParquetDataset attribute) (deepr.io.ParquetDataset attribute) fill_macros() (in module deepr.config) (in module deepr.config.macros) fill_references() (in module deepr.config) (in module deepr.config.references) Filter (class in deepr.prepros) (class in deepr.prepros.core) final_hooks (deepr.jobs.trainer.Trainer attribute) (deepr.jobs.trainer_keras.TrainerKeras attribute) final_metrics (deepr.jobs.trainer.Trainer attribute) final_spec (deepr.jobs.trainer.Trainer attribute) (deepr.jobs.trainer_keras.TrainerKeras attribute) final_step (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) FinalSpec (class in deepr.jobs.trainer) find_macro_params() (in module deepr.config.macros) find_values() (in module deepr.config.experimental) finite_mean_metric() (in module deepr.metrics.mean) FiniteMean (class in deepr.metrics) (class in deepr.metrics.mean) float_feature() (in module deepr.readers.record) formatter (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs attribute) forward() (deepr.examples.movielens.layers.average.AddBias method) (deepr.examples.movielens.layers.average.Logits method) (deepr.examples.movielens.layers.average.Projection method) (deepr.examples.movielens.layers.average.UserEmbedding method) (deepr.examples.movielens.layers.losses.L2Loss method) (deepr.examples.movielens.layers.transformer.Logits method) (deepr.examples.movielens.layers.vae.AddBias method) (deepr.examples.movielens.layers.vae.Decode method) (deepr.examples.movielens.layers.vae.Encode method) (deepr.examples.movielens.layers.vae.GaussianNoise method) (deepr.examples.movielens.layers.vae.Logits method) (deepr.examples.movielens.layers.vae.Projection method) (deepr.examples.movielens.layers.vae.WeightedSum method) (deepr.examples.movielens.prepros.csv.RandomNegatives method) (deepr.examples.movielens.prepros.csv.SequenceMask method) (deepr.examples.movielens.prepros.record.SequenceMask method) (deepr.examples.multiply.layers.loss.SquaredL2 method) (deepr.examples.multiply.layers.model.Multiply method) (deepr.layers.base.Lambda method) (deepr.layers.base.Layer method) (deepr.layers.bpr.BPR method) (deepr.layers.bpr.MaskedBPR method) (deepr.layers.bpr_max.BPRMax method) (deepr.layers.bpr_max.MaskedBPRMax method) (deepr.layers.click_rank.ClickRank method) (deepr.layers.combinators.ActiveMode method) (deepr.layers.combinators.Parallel method) (deepr.layers.combinators.Rename method) (deepr.layers.combinators.Scope method) (deepr.layers.combinators.Select method) (deepr.layers.core.Add method) (deepr.layers.core.AddWithWeight method) (deepr.layers.core.Concat method) (deepr.layers.core.Conv1d method) (deepr.layers.core.Dense method) (deepr.layers.core.DenseIndex method) (deepr.layers.core.DotProduct method) (deepr.layers.core.ExpandDims method) (deepr.layers.core.Identity method) (deepr.layers.core.LogicalAnd method) (deepr.layers.core.LogicalOr method) (deepr.layers.core.Normalize method) (deepr.layers.core.Product method) (deepr.layers.core.Scale method) (deepr.layers.core.Softmax method) (deepr.layers.core.Sum method) (deepr.layers.core.ToFloat method) (deepr.layers.dropout.Dropout method) (deepr.layers.dropout.SpatialDropout1D method) (deepr.layers.embedding.CombineEmbeddings method) (deepr.layers.embedding.Embedding method) (deepr.layers.lookup.Lookup method) (deepr.layers.lstm.LSTM method) (deepr.layers.mask.BooleanMask method) (deepr.layers.mask.Equal method) (deepr.layers.mask.NotEqual method) (deepr.layers.multi.MultiLogLikelihood method) (deepr.layers.multi_css.MultiLogLikelihoodCSS method) (deepr.layers.nce_loss.MaskedNegativeSampling method) (deepr.layers.nce_loss.NegativeSampling method) (deepr.layers.reduce.Average method) (deepr.layers.reduce.WeightedAverage method) (deepr.layers.size.IsMinSize method) (deepr.layers.slice.Slice method) (deepr.layers.slice.SliceFirst method) (deepr.layers.slice.SliceLast method) (deepr.layers.slice.SliceLastPadded method) (deepr.layers.sparse.ToDense method) (deepr.layers.string.StringJoin method) (deepr.layers.top_one.MaskedTopOne method) (deepr.layers.top_one.TopOne method) (deepr.layers.top_one_max.MaskedTopOneMax method) (deepr.layers.top_one_max.TopOneMax method) (deepr.layers.transformer.AttentionMask method) (deepr.layers.transformer.Normalization method) (deepr.layers.transformer.PositionalEncoding method) (deepr.layers.transformer.SelfMultiheadAttention method) (deepr.layers.triplet_precision.TripletPrecision method)

forward_as_dict() (deepr.layers.base.Layer method) (deepr.layers.combinators.DAG method) from_config() (in module deepr.config) (in module deepr.config.base) from_config_and_macros() (in module deepr.cli.main) from_dataset() (in module deepr.readers.base) FromExample (class in deepr.prepros) (class in deepr.prepros.record) functions (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) fuse (deepr.prepros.combinators.Serial attribute) (deepr.prepros.Serial attribute)

G

GaussianNoise (class in deepr.examples.movielens.layers.vae) generator_fn (deepr.readers.generator.GeneratorReader attribute) (deepr.readers.GeneratorReader attribute) GeneratorReader (class in deepr.readers) (class in deepr.readers.generator) get() (deepr.utils.tables.TableContext method) get_by_name() (in module deepr.utils.graph) get_env_vars() (deepr.jobs.yarn_config.YarnConfig method) get_feedable_tensors() (in module deepr.utils) (in module deepr.utils.graph) get_fetchable_tensors() (in module deepr.utils) (in module deepr.utils.graph) get_latest_saved_model() (in module deepr.predictors.saved_model) get_macro_and_param() (in module deepr.config.macros) get_metric_variable() (in module deepr.metrics.base) get_nodes() (in module deepr.jobs.export_xla_model_metadata) get_num_params() (in module deepr.hooks.num_params)

get_scalars() (in module deepr.metrics.base) get_sender() (in module deepr.utils.graphite) get_task_specs() (deepr.jobs.yarn_trainer.YarnTrainerConfig method) get_tensors() (in module deepr.metrics.base) get_timelines() (in module deepr.examples.movielens.jobs.build_records) glob() (deepr.io.path.Path method) gpu_additional_packages (deepr.jobs.yarn_config.YarnConfig attribute) gpu_ignored_packages (deepr.jobs.yarn_config.YarnConfig attribute) gpu_to_use (deepr.jobs.yarn_config.YarnConfig attribute) graph_name (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) GraphiteInit (class in deepr.macros.graphite_init) GridSampler (class in deepr.jobs) (class in deepr.jobs.params_tuner)

H

hadoop_file_systems (deepr.jobs.yarn_launcher.YarnLauncherConfig attribute) handle_exceptions() (in module deepr.utils) (in module deepr.utils.exceptions)

HDFSFile (class in deepr.io.hdfs) HDFSFileSystem (class in deepr.io) (class in deepr.io.hdfs) hooks (deepr.jobs.evaluate.Evaluate attribute)

I

Identity (class in deepr.layers) (class in deepr.layers.core) import_graph_def() (in module deepr.utils) (in module deepr.utils.graph) include_keys (deepr.jobs.mlflow_save_configs.MLFlowFormatter attribute) INCREASE (deepr.exporters.best_checkpoint.BestMode attribute) index_to_string_table_from_file() (in module deepr.utils) (in module deepr.utils.tables) InferencePrepro() (in module deepr.examples.multiply.prepros.inference) InitCheckpoint (class in deepr.examples.movielens.jobs.init) initializer_fn (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute) initializer_fn() (deepr.jobs.trainer.Trainer method) input_fn (deepr.examples.movielens.jobs.predict.Predict attribute) (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.examples.multiply.jobs.predict.PredictSavedModel attribute) (deepr.jobs.evaluate.Evaluate attribute) (deepr.jobs.save_dataset.SaveDataset attribute) INPUT_POSITIVES_ONE_HOT() (in module deepr.examples.movielens.utils.fields) inputs (deepr.examples.movielens.metrics.ndcg.NDCGAtK attribute) (deepr.examples.movielens.metrics.recall.RecallAtK attribute) (deepr.layers.base.Layer attribute) (deepr.layers.Layer attribute)

int64_feature() (in module deepr.readers.record) int64_feature_list() (in module deepr.readers.record) internal_url_formatter() (in module deepr.macros.mlflow_init) is_active() (deepr.utils.tables.TableContext class method) is_dir() (deepr.io.path.Path method) is_featurizable() (deepr.utils.field.Field method) is_file() (deepr.io.path.Path method) is_hdfs (deepr.io.parquet.ParquetDataset property) (deepr.io.path.Path property) is_json() (in module deepr.io.json) is_local (deepr.io.parquet.ParquetDataset property) (deepr.io.path.Path property) is_sparse() (deepr.utils.field.Field method) ismacro() (in module deepr.config) (in module deepr.config.macros) IsMinSize (class in deepr.layers) (class in deepr.layers.size) isreference() (in module deepr.config) (in module deepr.config.references) item_to_dict() (in module deepr.utils) (in module deepr.utils.datastruct) iterdir() (deepr.io.path.Path method)

J

Job (class in deepr.jobs) (class in deepr.jobs.base) job (deepr.jobs.params_tuner.ParamsTuner attribute) (deepr.jobs.yarn_launcher.YarnLauncher attribute)

jobs (deepr.jobs.combinators.Pipeline attribute) join_heads() (deepr.layers.transformer.SelfMultiheadAttention method) jvm_memory_in_gb (deepr.jobs.yarn_config.YarnConfig attribute)

K

k (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) (deepr.examples.movielens.metrics.ndcg.NDCGAtK attribute) (deepr.examples.movielens.metrics.recall.RecallAtK attribute) keep_scalars() (in module deepr.metrics.base) key (deepr.jobs.log_metric.LogMetric attribute)

key_dtype (deepr.layers.lookup.LookupFromFile attribute) (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.LookupFromFile attribute) (deepr.layers.LookupFromMapping attribute) kwargs (deepr.optimizers.core.TensorflowOptimizer attribute) (deepr.optimizers.TensorflowOptimizer attribute)

L

L2Loss (class in deepr.examples.movielens.layers.losses) Lambda (class in deepr.layers.base) LastValue (class in deepr.metrics) (class in deepr.metrics.core) Layer (class in deepr.layers) (class in deepr.layers.base) layer() (in module deepr.layers.base) learning_rate (deepr.optimizers.core.TensorflowOptimizer attribute) (deepr.optimizers.TensorflowOptimizer attribute) load_json() (in module deepr.io.json) log_dict() (in module deepr.utils.mlflow) log_metric() (in module deepr.utils.graphite) log_metrics() (in module deepr.utils.graphite) LoggingTensorHook (class in deepr.hooks.logging_tensor) LoggingTensorHookFactory (class in deepr.hooks) (class in deepr.hooks.logging_tensor) LogicalAnd (class in deepr.layers) (class in deepr.layers.core) LogicalOr (class in deepr.layers.core) Logits (class in deepr.examples.movielens.layers.average) (class in deepr.examples.movielens.layers.transformer) (class in deepr.examples.movielens.layers.vae)

logits (deepr.examples.movielens.metrics.ndcg.NDCGAtK attribute) (deepr.examples.movielens.metrics.recall.RecallAtK attribute) LogMetric (class in deepr.jobs) (class in deepr.jobs.log_metric) LogVariablesInitHook (class in deepr.hooks.log_variables_init) Lookup (class in deepr.layers) (class in deepr.layers.lookup) LookupFromFile (class in deepr.layers) (class in deepr.layers.lookup) LookupFromMapping (class in deepr.layers) (class in deepr.layers.lookup) LookupIndexToString (class in deepr.layers) (class in deepr.layers.lookup) Loss() (in module deepr.examples.movielens.layers.losses) loss_fn (deepr.jobs.evaluate.Evaluate attribute) (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] LSTM (class in deepr.layers.lstm)

M

macros (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs attribute) (deepr.jobs.params_tuner.ParamsTuner attribute) macros_eval (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs attribute) macros_eval_order() (in module deepr.config.macros) main() (in module deepr.cli.main) make_placeholders() (in module deepr.jobs.optimize_saved_model) make_same_shape() (in module deepr.utils) (in module deepr.utils.broadcasting) Map (class in deepr.prepros) (class in deepr.prepros.core) map_func (deepr.prepros.core.Map attribute) (deepr.prepros.Map attribute) mapping (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.LookupFromMapping attribute) MaskedBPR (class in deepr.layers) (class in deepr.layers.bpr) MaskedBPRMax (class in deepr.layers.bpr_max) MaskedNegativeSampling (class in deepr.layers.nce_loss) MaskedTopOne (class in deepr.layers.top_one) MaskedTopOneMax (class in deepr.layers.top_one_max) max_steps_without_improvement (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) max_value_metric() (in module deepr.metrics.core) MaxResidentMemory (class in deepr.hooks) (class in deepr.hooks.logging_tensor) MaxValue (class in deepr.metrics) (class in deepr.metrics.core) Mean (class in deepr.metrics) (class in deepr.metrics.mean) memory (deepr.jobs.yarn_launcher.YarnLauncherConfig attribute) metadata_name (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) Metric (class in deepr.metrics) (class in deepr.metrics.base) metric (deepr.exporters.best_checkpoint.BestCheckpoint attribute) (deepr.exporters.BestCheckpoint attribute) (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) metrics (deepr.jobs.evaluate.Evaluate attribute) min_count (deepr.examples.movielens.jobs.svd.SVD attribute) min_length (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) min_rating (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) min_steps (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) mkdir() (deepr.io.path.Path method) MLFlowFormatter (class in deepr.jobs.mlflow_save_configs) MLFlowInit (class in deepr.macros) (class in deepr.macros.mlflow_init) MLFlowSaveConfigs (class in deepr.jobs) (class in deepr.jobs.mlflow_save_configs) MLFlowSaveInfo (class in deepr.jobs) (class in deepr.jobs.mlflow_save_info) mode (deepr.exporters.best_checkpoint.BestCheckpoint attribute) (deepr.exporters.BestCheckpoint attribute) (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) (deepr.io.hdfs.HDFSFile attribute) (deepr.jobs.save_dataset.SaveDataset attribute) model (deepr.jobs.trainer_keras.TrainerKeras attribute) model_fn() (in module deepr.jobs.trainer) modes (deepr.prepros.Batch attribute) (deepr.prepros.core.Batch attribute) (deepr.prepros.core.Filter attribute) (deepr.prepros.core.Map attribute) (deepr.prepros.core.PaddedBatch attribute) (deepr.prepros.core.Repeat attribute) (deepr.prepros.core.Shuffle attribute) (deepr.prepros.Filter attribute) (deepr.prepros.Map attribute) (deepr.prepros.PaddedBatch attribute) (deepr.prepros.Repeat attribute) (deepr.prepros.Shuffle attribute) module deepr deepr.cli deepr.cli.main deepr.config deepr.config.base deepr.config.experimental deepr.config.macros deepr.config.references deepr.examples deepr.examples.movielens deepr.examples.movielens.jobs deepr.examples.movielens.jobs.build_records deepr.examples.movielens.jobs.evaluate deepr.examples.movielens.jobs.init deepr.examples.movielens.jobs.predict deepr.examples.movielens.jobs.svd deepr.examples.movielens.layers deepr.examples.movielens.layers.average deepr.examples.movielens.layers.bpr deepr.examples.movielens.layers.losses deepr.examples.movielens.layers.multi deepr.examples.movielens.layers.ns deepr.examples.movielens.layers.transformer deepr.examples.movielens.layers.vae deepr.examples.movielens.macros deepr.examples.movielens.macros.paths deepr.examples.movielens.metrics deepr.examples.movielens.metrics.ndcg deepr.examples.movielens.metrics.recall deepr.examples.movielens.prepros deepr.examples.movielens.prepros.csv deepr.examples.movielens.prepros.record deepr.examples.movielens.readers deepr.examples.movielens.readers.csv deepr.examples.movielens.utils deepr.examples.movielens.utils.fields deepr.examples.multiply deepr.examples.multiply.jobs deepr.examples.multiply.jobs.build deepr.examples.multiply.jobs.predict deepr.examples.multiply.layers deepr.examples.multiply.layers.loss deepr.examples.multiply.layers.model deepr.examples.multiply.macros deepr.examples.multiply.macros.paths deepr.examples.multiply.prepros deepr.examples.multiply.prepros.default deepr.examples.multiply.prepros.inference deepr.exporters deepr.exporters.base deepr.exporters.best_checkpoint deepr.exporters.save_variables deepr.exporters.saved_model deepr.hooks deepr.hooks.base deepr.hooks.early_stopping deepr.hooks.log_variables_init deepr.hooks.logging_tensor deepr.hooks.num_params deepr.hooks.steps_per_sec deepr.hooks.summary deepr.initializers deepr.initializers.checkpoint_initializer deepr.io deepr.io.hdfs deepr.io.json deepr.io.parquet deepr.io.path deepr.jobs deepr.jobs.base deepr.jobs.cleanup_checkpoints deepr.jobs.combinators deepr.jobs.copy_dir deepr.jobs.evaluate deepr.jobs.export_xla_model_metadata deepr.jobs.log_metric deepr.jobs.mlflow_save_configs deepr.jobs.mlflow_save_info deepr.jobs.optimize_saved_model deepr.jobs.params_tuner deepr.jobs.save_dataset deepr.jobs.trainer deepr.jobs.trainer_base deepr.jobs.trainer_keras deepr.jobs.yarn_config deepr.jobs.yarn_launcher deepr.jobs.yarn_trainer deepr.layers deepr.layers.base deepr.layers.bpr deepr.layers.bpr_max deepr.layers.click_rank deepr.layers.combinators deepr.layers.core deepr.layers.dropout deepr.layers.embedding deepr.layers.lookup deepr.layers.lstm deepr.layers.mask deepr.layers.multi deepr.layers.multi_css deepr.layers.nce_loss deepr.layers.reduce deepr.layers.size deepr.layers.slice deepr.layers.sparse deepr.layers.string deepr.layers.top_one deepr.layers.top_one_max deepr.layers.transformer deepr.layers.triplet_precision deepr.macros deepr.macros.dynamic deepr.macros.graphite_init deepr.macros.mlflow_init deepr.metrics deepr.metrics.accuracy deepr.metrics.base deepr.metrics.core deepr.metrics.mean deepr.metrics.step deepr.metrics.variable deepr.optimizers deepr.optimizers.base deepr.optimizers.core deepr.predictors deepr.predictors.base deepr.predictors.proto deepr.predictors.saved_model deepr.prepros deepr.prepros.base deepr.prepros.combinators deepr.prepros.core deepr.prepros.lookup deepr.prepros.record deepr.readers deepr.readers.base deepr.readers.generator deepr.readers.record deepr.utils deepr.utils.broadcasting deepr.utils.checkpoint deepr.utils.datastruct deepr.utils.exceptions deepr.utils.field deepr.utils.graph deepr.utils.graphite deepr.utils.iter deepr.utils.mlflow deepr.utils.tables deepr.utils.tf2xla_pb2 deepr.utils.uuid deepr.version deepr.vocab deepr.vocab.base deepr.writers deepr.writers.base deepr.writers.record

msb_lsb_to_str() (in module deepr.utils) (in module deepr.utils.uuid) MultiLogLikelihood (class in deepr.layers.multi) MultiLogLikelihoodCSS (class in deepr.layers.multi_css) MultiLogLikelihoodCSS() (in module deepr.examples.movielens.layers.multi) Multiply (class in deepr.examples.multiply.layers.model)

N

n_in (deepr.layers.base.Layer attribute) (deepr.layers.Layer attribute) n_out (deepr.layers.base.Layer attribute) (deepr.layers.Layer attribute) name (deepr.examples.movielens.metrics.ndcg.NDCGAtK attribute) (deepr.examples.movielens.metrics.recall.RecallAtK attribute) (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) (deepr.io.path.Path property) (deepr.jobs.yarn_config.YarnConfig attribute) (deepr.jobs.yarn_launcher.YarnLauncherConfig attribute) (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) (deepr.layers.base.Layer attribute) (deepr.layers.Layer attribute) (deepr.metrics.variable.VariableValue attribute) (deepr.metrics.VariableValue attribute) (deepr.utils.Field attribute) (deepr.utils.field.Field attribute) nb_ps (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) nb_retries (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) nb_workers (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) ndcg_score() (in module deepr.examples.movielens.jobs.evaluate) NDCGAtK (class in deepr.examples.movielens.metrics.ndcg)

NegativeSampling (class in deepr.layers.nce_loss) NegativeSampling() (in module deepr.examples.movielens.layers.ns) new_names (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) Normalization (class in deepr.layers.transformer) Normalize (class in deepr.layers.core) normalize (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) normalize_counts (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) NotEqual (class in deepr.layers) (class in deepr.layers.mask) num_cores (deepr.jobs.yarn_launcher.YarnLauncherConfig attribute) num_examples (deepr.examples.multiply.jobs.build.Build attribute) num_heads (deepr.layers.transformer.SelfMultiheadAttention attribute) num_negatives (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) num_parallel_calls (deepr.jobs.save_dataset.SaveDataset attribute) (deepr.prepros.core.Map attribute) (deepr.prepros.Map attribute) (deepr.readers.record.TFRecordReader attribute) (deepr.readers.TFRecordReader attribute) num_parallel_reads (deepr.readers.record.TFRecordReader attribute) (deepr.readers.TFRecordReader attribute) num_queries (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) NumParamsHook (class in deepr.hooks.num_params)

O

on_dict (deepr.prepros.core.Filter attribute) (deepr.prepros.core.Map attribute) (deepr.prepros.Filter attribute) (deepr.prepros.Map attribute) open() (deepr.io.parquet.ParquetDataset method) (deepr.io.path.Path method) Optimizer (class in deepr.optimizers) (class in deepr.optimizers.base) optimizer (deepr.optimizers.core.TensorflowOptimizer attribute) (deepr.optimizers.TensorflowOptimizer attribute) optimizer_fn (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1]

OPTIMIZERS (deepr.optimizers.core.TensorflowOptimizer attribute) OptimizeSavedModel (class in deepr.jobs) (class in deepr.jobs.optimize_saved_model) OR (deepr.layers.mask.BooleanReduceMode attribute) output_shapes (deepr.readers.generator.GeneratorReader attribute) (deepr.readers.GeneratorReader attribute) output_types (deepr.readers.generator.GeneratorReader attribute) (deepr.readers.GeneratorReader attribute) outputs (deepr.layers.base.Layer attribute) (deepr.layers.Layer attribute) overwrite (deepr.jobs.copy_dir.CopyDir attribute)

P

PaddedBatch (class in deepr.prepros) (class in deepr.prepros.core) Parallel (class in deepr.layers) (class in deepr.layers.combinators) ParamsSampler (class in deepr.jobs) (class in deepr.jobs.params_tuner) ParamsTuner (class in deepr.jobs) (class in deepr.jobs.params_tuner) parent (deepr.io.path.Path property) ParquetDataset (class in deepr.io) (class in deepr.io.parquet) parse_config() (in module deepr.config) (in module deepr.config.base) Path (class in deepr.io) (class in deepr.io.path) path (deepr.io.hdfs.HDFSFile attribute) (deepr.jobs.save_dataset.SaveDataset attribute) (deepr.layers.lookup.LookupFromFile attribute) (deepr.layers.lookup.LookupIndexToString attribute) (deepr.layers.LookupFromFile attribute) (deepr.layers.LookupIndexToString attribute) (deepr.predictors.proto.ProtoPredictor attribute) (deepr.predictors.saved_model.SavedModelPredictor attribute) (deepr.readers.record.TFRecordReader attribute) (deepr.readers.TFRecordReader attribute) path_biases (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) path_checkpoints (deepr.jobs.cleanup_checkpoints.CleanupCheckpoints attribute) path_counts (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) (deepr.examples.movielens.jobs.svd.SVD attribute) path_csv (deepr.examples.movielens.jobs.svd.SVD attribute) path_dataset (deepr.examples.multiply.jobs.build.Build attribute) path_embeddings (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) (deepr.examples.movielens.jobs.svd.SVD attribute) path_eval (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) path_init_ckpt (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) path_mapping (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) path_metadata (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) path_mlflow (deepr.jobs.mlflow_save_info.MLFlowSaveInfo attribute) path_model (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.jobs.cleanup_checkpoints.CleanupCheckpoints attribute) (deepr.jobs.evaluate.Evaluate attribute) (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) path_optimized_model (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata attribute), [1] (deepr.jobs.ExportXlaModelMetadata attribute) (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) path_or_paths (deepr.io.parquet.ParquetDataset attribute) (deepr.io.ParquetDataset attribute) path_pex_cpu (deepr.jobs.yarn_config.YarnConfig attribute) path_pex_gpu (deepr.jobs.yarn_config.YarnConfig attribute) path_pex_prefix (deepr.jobs.yarn_config.YarnConfig attribute) path_predictions (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) (deepr.examples.movielens.jobs.predict.Predict attribute)

path_ratings (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) path_saved_model (deepr.examples.movielens.jobs.predict.Predict attribute) (deepr.examples.multiply.jobs.predict.PredictSavedModel attribute) (deepr.exporters.saved_model.SavedModel attribute) (deepr.exporters.SavedModel attribute) (deepr.jobs.optimize_saved_model.OptimizeSavedModel attribute), [1] (deepr.jobs.OptimizeSavedModel attribute) path_test (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) path_train (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) path_variables (deepr.exporters.save_variables.SaveVariables attribute) (deepr.exporters.SaveVariables attribute) Paths (class in deepr.examples.movielens.macros.paths) (class in deepr.examples.multiply.macros.paths) Pipeline (class in deepr.jobs) (class in deepr.jobs.combinators) PositionalEncoding (class in deepr.layers.transformer) pq_dataset (deepr.io.parquet.ParquetDataset property) pre_script_hook (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) precision_recall_f1() (in module deepr.examples.movielens.jobs.evaluate) pred_fn (deepr.jobs.evaluate.Evaluate attribute) (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] predicate (deepr.prepros.core.Filter attribute) (deepr.prepros.Filter attribute) Predict (class in deepr.examples.movielens.jobs.predict) Predictor (class in deepr.predictors.base) PredictProto (class in deepr.examples.multiply.jobs.predict) PredictSavedModel (class in deepr.examples.multiply.jobs.predict) preds (deepr.jobs.trainer.Trainer attribute) Prefetch (class in deepr.prepros) (class in deepr.prepros.core) prefix (deepr.hooks.steps_per_sec.StepsPerSecHook attribute) (deepr.hooks.StepsPerSecHook attribute) Prepro (class in deepr.prepros) (class in deepr.prepros.base) prepro() (in module deepr.prepros.base) prepro_fn (deepr.examples.movielens.jobs.predict.Predict attribute) (deepr.examples.multiply.jobs.predict.PredictProto attribute) (deepr.examples.multiply.jobs.predict.PredictSavedModel attribute) (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute) prepro_fn() (deepr.jobs.evaluate.Evaluate method) (deepr.jobs.save_dataset.SaveDataset method) (deepr.jobs.trainer.Trainer method) (deepr.jobs.trainer_keras.TrainerKeras method) preprocessors (deepr.prepros.combinators.Serial attribute) (deepr.prepros.Serial attribute) PreproFn (class in deepr.prepros.base) Product (class in deepr.layers) (class in deepr.layers.core) progress() (in module deepr.utils) (in module deepr.utils.iter) Projection (class in deepr.examples.movielens.layers.average) (class in deepr.examples.movielens.layers.vae) ProtoPredictor (class in deepr.predictors.proto)

Q

queue (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute)

R

random_seed (deepr.jobs.trainer.Trainer attribute) (deepr.jobs.trainer_keras.TrainerKeras attribute) RandomNegatives (class in deepr.examples.movielens.prepros.csv) read() (deepr.io.hdfs.HDFSFile method) (deepr.io.parquet.ParquetDataset method) (in module deepr.vocab) (in module deepr.vocab.base) read_eval_metrics() (in module deepr.exporters.best_checkpoint) read_json() (in module deepr.io) (in module deepr.io.json) read_pandas() (deepr.io.parquet.ParquetDataset method) Reader (class in deepr.readers) (class in deepr.readers.base) readlines() (deepr.io.hdfs.HDFSFile method) RecallAtK (class in deepr.examples.movielens.metrics.recall) RecordPrepro() (in module deepr.examples.movielens.prepros.record) records_generator() (in module deepr.examples.movielens.jobs.build_records) Rename (class in deepr.layers) (class in deepr.layers.combinators) rename_nodes() (in module deepr.jobs.optimize_saved_model) Repeat (class in deepr.prepros) (class in deepr.prepros.core) replace_values() (in module deepr.config.experimental) ResidentMemory (class in deepr.hooks) (class in deepr.hooks.logging_tensor) residual_connection (deepr.layers.transformer.SelfMultiheadAttention attribute) reuse (deepr.layers.lookup.LookupFromFile attribute) (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.lookup.LookupIndexToString attribute) (deepr.layers.LookupFromFile attribute) (deepr.layers.LookupFromMapping attribute) (deepr.layers.LookupIndexToString attribute) run() (deepr.examples.movielens.jobs.build_records.BuildRecords method) (deepr.examples.movielens.jobs.evaluate.Evaluate method) (deepr.examples.movielens.jobs.init.InitCheckpoint method) (deepr.examples.movielens.jobs.predict.Predict method) (deepr.examples.movielens.jobs.svd.SVD method) (deepr.examples.multiply.jobs.build.Build method) (deepr.examples.multiply.jobs.predict.PredictProto method) (deepr.examples.multiply.jobs.predict.PredictSavedModel method) (deepr.jobs.base.Job method) (deepr.jobs.cleanup_checkpoints.CleanupCheckpoints method) (deepr.jobs.combinators.Pipeline method) (deepr.jobs.copy_dir.CopyDir method) (deepr.jobs.evaluate.Evaluate method) (deepr.jobs.export_xla_model_metadata.ExportXlaModelMetadata method) (deepr.jobs.log_metric.LogMetric method) (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs method) (deepr.jobs.mlflow_save_info.MLFlowSaveInfo method) (deepr.jobs.optimize_saved_model.OptimizeSavedModel method) (deepr.jobs.params_tuner.ParamsTuner method) (deepr.jobs.save_dataset.SaveDataset method) (deepr.jobs.trainer_base.TrainerBase method) (deepr.jobs.yarn_launcher.YarnLauncher method) (deepr.jobs.yarn_trainer.YarnTrainer method) (in module deepr.cli.main)

run_config (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) run_every_secs (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) run_every_steps (deepr.hooks.early_stopping.EarlyStoppingHookFactory attribute) (deepr.hooks.EarlyStoppingHookFactory attribute) run_final_evaluation() (deepr.jobs.trainer.Trainer method) (deepr.jobs.trainer_base.TrainerBase method) (deepr.jobs.trainer_keras.TrainerKeras method) run_id (deepr.jobs.mlflow_save_info.MLFlowSaveInfo attribute) run_on_yarn (deepr.jobs.yarn_launcher.YarnLauncher attribute) run_uuid (deepr.jobs.mlflow_save_info.MLFlowSaveInfo attribute) RunConfig (class in deepr.jobs.trainer)

S

Sampler (class in deepr.jobs) (class in deepr.jobs.params_tuner) sampler (deepr.jobs.params_tuner.ParamsTuner attribute) sanitize_metric_name() (in module deepr.metrics.base) save_variables_in_ckpt() (in module deepr.utils) (in module deepr.utils.checkpoint) SaveDataset (class in deepr.jobs) (class in deepr.jobs.save_dataset) SavedModel (class in deepr.exporters) (class in deepr.exporters.saved_model) SavedModelPredictor (class in deepr.predictors.saved_model) SaveVariables (class in deepr.exporters) (class in deepr.exporters.save_variables) Scale (class in deepr.layers.core) scaled_dot_attention() (deepr.layers.transformer.SelfMultiheadAttention method) Scope (class in deepr.layers.combinators) secs (deepr.jobs.save_dataset.SaveDataset attribute) seed (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) Select (class in deepr.layers) (class in deepr.layers.combinators) SelfMultiheadAttention (class in deepr.layers.transformer) sequence (deepr.utils.Field attribute) (deepr.utils.field.Field attribute) SequenceMask (class in deepr.examples.movielens.prepros.csv) (class in deepr.examples.movielens.prepros.record) Sequential (in module deepr.layers) (in module deepr.layers.combinators) Serial (class in deepr.prepros) (class in deepr.prepros.combinators) session (deepr.predictors.base.Predictor attribute) set() (deepr.utils.tables.TableContext method) set_or_create_experiment() (in module deepr.utils.mlflow) shape (deepr.utils.Field attribute) (deepr.utils.field.Field attribute) Shuffle (class in deepr.prepros) (class in deepr.prepros.core) shuffle (deepr.readers.record.TFRecordReader attribute) (deepr.readers.TFRecordReader attribute) shuffle_timelines (deepr.examples.movielens.jobs.build_records.BuildRecords attribute)

size() (in module deepr.vocab) (in module deepr.vocab.base) size_eval (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) size_test (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) skip_after_step (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) (deepr.hooks.steps_per_sec.StepsPerSecHook attribute) (deepr.hooks.StepsPerSecHook attribute) skip_copy (deepr.jobs.copy_dir.CopyDir attribute) skip_keys (deepr.jobs.mlflow_save_configs.MLFlowFormatter attribute) skip_values (deepr.jobs.mlflow_save_configs.MLFlowFormatter attribute) Slice (class in deepr.layers) (class in deepr.layers.slice) SliceFirst (class in deepr.layers) (class in deepr.layers.slice) SliceLast (class in deepr.layers) (class in deepr.layers.slice) SliceLastPadded (class in deepr.layers.slice) Softmax (class in deepr.layers.core) source (deepr.jobs.copy_dir.CopyDir attribute) SpatialDropout1D (class in deepr.layers.dropout) spec (deepr.jobs.evaluate.Evaluate attribute) split_heads() (deepr.layers.transformer.SelfMultiheadAttention method) SquaredL2 (class in deepr.examples.multiply.layers.loss) standard_url_formatter() (in module deepr.macros.mlflow_init) startswith() (deepr.utils.field.Field method) StepCounter (class in deepr.metrics) (class in deepr.metrics.step) StepsPerSecHook (class in deepr.hooks) (class in deepr.hooks.steps_per_sec) str_to_msb_lsb() (in module deepr.utils) (in module deepr.utils.uuid) StringJoin (class in deepr.layers) (class in deepr.layers.string) suffix (deepr.io.path.Path property) Sum (class in deepr.layers) (class in deepr.layers.core) SummarySaverHookFactory (class in deepr.hooks) (class in deepr.hooks.summary) SVD (class in deepr.examples.movielens.jobs.svd)

T

table_from_file() (in module deepr.utils) (in module deepr.utils.tables) table_from_mapping() (in module deepr.utils) (in module deepr.utils.tables) table_initializer_fn (deepr.layers.Lookup attribute) (deepr.layers.lookup.Lookup attribute) table_name (deepr.layers.lookup.LookupFromFile attribute) (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.lookup.LookupIndexToString attribute) (deepr.layers.LookupFromFile attribute) (deepr.layers.LookupFromMapping attribute) (deepr.layers.LookupIndexToString attribute) TableContext (class in deepr.utils) (class in deepr.utils.tables) TableInitializer (class in deepr.prepros) (class in deepr.prepros.lookup) tag (deepr.exporters.best_checkpoint.BestCheckpoint attribute) (deepr.exporters.BestCheckpoint attribute) Take (class in deepr.prepros) (class in deepr.prepros.core) target (deepr.jobs.copy_dir.CopyDir attribute) TARGET_POSITIVES_ONE_HOT() (in module deepr.examples.movielens.utils.fields) target_ratio (deepr.examples.movielens.jobs.build_records.BuildRecords attribute) targets (deepr.examples.movielens.metrics.ndcg.NDCGAtK attribute) (deepr.examples.movielens.metrics.recall.RecallAtK attribute) TensorflowOptimizer (class in deepr.optimizers) (class in deepr.optimizers.core) TensorHookFactory (class in deepr.hooks) (class in deepr.hooks.base) tensors (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) TensorsNotFoundError TensorType() (in module deepr.utils) (in module deepr.utils.field) TestCSVReader (class in deepr.examples.movielens.readers.csv) tf_map_func (deepr.prepros.core.Map property) tf_predicate (deepr.prepros.core.Filter property) tf_yarn (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) tf_yarn_chief_cores (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) tf_yarn_chief_memory (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) tf_yarn_evaluator_cores (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute)

tf_yarn_evaluator_memory (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) tf_yarn_tensorboard_memory (deepr.jobs.yarn_trainer.YarnTrainerConfig attribute) TFRecordReader (class in deepr.readers) (class in deepr.readers.record) TFRecordSequenceExample (in module deepr.prepros) (in module deepr.prepros.record) TFRecordWriter (class in deepr.writers) (class in deepr.writers.record) to_config() (in module deepr.config.experimental) to_feature() (deepr.utils.field.Field method) to_flat_tuple() (in module deepr.utils) (in module deepr.utils.datastruct) ToDense (class in deepr.layers) (class in deepr.layers.sparse) ToExample (class in deepr.prepros) (class in deepr.prepros.record) ToFloat (class in deepr.layers) (class in deepr.layers.core) TopOne (class in deepr.layers.top_one) TopOneMax (class in deepr.layers.top_one_max) train_hooks (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) train_input_fn (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) train_metrics (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] train_on_yarn (deepr.jobs.yarn_trainer.YarnTrainer attribute) train_spec (deepr.jobs.Trainer attribute) (deepr.jobs.trainer.Trainer attribute), [1] (deepr.jobs.trainer_keras.TrainerKeras attribute) TrainCSVReader (class in deepr.examples.movielens.readers.csv) Trainer (class in deepr.jobs) (class in deepr.jobs.trainer) trainer (deepr.jobs.yarn_trainer.YarnTrainer attribute) TrainerBase (class in deepr.jobs.trainer_base) TrainerKeras (class in deepr.jobs.trainer_keras) TrainSpec (class in deepr.jobs.trainer) Transformer() (in module deepr.layers.transformer) TransformerModel() (in module deepr.examples.movielens.layers.transformer) TripletPrecision (class in deepr.layers.triplet_precision)

U

update (deepr.prepros.core.Map attribute) (deepr.prepros.Map attribute) upload_pex() (in module deepr.jobs.yarn_config) upload_pex_cpu() (deepr.jobs.yarn_config.YarnConfig method) upload_pex_gpu() (deepr.jobs.yarn_config.YarnConfig method) use_graphite (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) (deepr.hooks.steps_per_sec.StepsPerSecHook attribute) (deepr.hooks.StepsPerSecHook attribute) use_log_counts (deepr.examples.movielens.jobs.init.InitCheckpoint attribute) use_mlflow (deepr.examples.movielens.jobs.evaluate.Evaluate attribute) (deepr.exporters.best_checkpoint.BestCheckpoint attribute) (deepr.exporters.BestCheckpoint attribute) (deepr.hooks.logging_tensor.LoggingTensorHookFactory attribute) (deepr.hooks.LoggingTensorHookFactory attribute) (deepr.hooks.steps_per_sec.StepsPerSecHook attribute) (deepr.hooks.StepsPerSecHook attribute) (deepr.jobs.log_metric.LogMetric attribute) (deepr.jobs.mlflow_save_configs.MLFlowSaveConfigs attribute) (deepr.jobs.mlflow_save_info.MLFlowSaveInfo attribute) (deepr.jobs.yarn_launcher.YarnLauncher attribute)

UserEmbedding (class in deepr.examples.movielens.layers.average)

V

VAELoss() (in module deepr.examples.movielens.layers.losses) VAEModel() (in module deepr.examples.movielens.layers.vae) value (deepr.jobs.log_metric.LogMetric attribute) value_dtype (deepr.layers.lookup.LookupFromMapping attribute) (deepr.layers.LookupFromMapping attribute) variable_names (deepr.exporters.save_variables.SaveVariables attribute) (deepr.exporters.SaveVariables attribute)

VariableValue (class in deepr.metrics) (class in deepr.metrics.variable) vocab_size (deepr.examples.movielens.jobs.svd.SVD attribute) (deepr.layers.lookup.LookupIndexToString attribute) (deepr.layers.LookupIndexToString attribute)

W

WeightedAverage (class in deepr.layers) (class in deepr.layers.reduce) WeightedSum (class in deepr.examples.movielens.layers.vae) write() (deepr.io.hdfs.HDFSFile method) (deepr.io.parquet.ParquetDataset method) (deepr.writers.base.Writer method) (deepr.writers.record.TFRecordWriter method) (in module deepr.vocab) (in module deepr.vocab.base)

write_json() (in module deepr.io.json) write_pandas() (deepr.io.parquet.ParquetDataset method) write_records() (in module deepr.examples.movielens.jobs.build_records) Writer (class in deepr.writers) (class in deepr.writers.base)

Y

YarnConfig (class in deepr.jobs.yarn_config) YarnLauncher (class in deepr.jobs) (class in deepr.jobs.yarn_launcher)

YarnLauncherConfig (class in deepr.jobs.yarn_launcher) YarnTrainer (class in deepr.jobs) (class in deepr.jobs.yarn_trainer) YarnTrainerConfig (class in deepr.jobs.yarn_trainer)