repository open issue

Index

A

abs() (in module zoo.pipeline.api.autograd) AbsMapper (class in zoo.pipeline.api.onnx.mapper.abs) Accuracy (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) Accuracy() (in module zoo.automl.common.metrics) Activation (class in zoo.pipeline.api.keras.layers.core) (class in zoo.pipeline.api.keras2.layers.core) Adam (class in zoo.pipeline.api.keras.optimizers) AdamWeightDecay (class in zoo.pipeline.api.keras.optimizers) add() (zoo.pipeline.api.autograd.VariableOperator method) (zoo.pipeline.api.keras.models.Sequential method) AddConstant (class in zoo.pipeline.api.keras.layers.torch) AddMapper (class in zoo.pipeline.api.onnx.mapper.add) address_info (zoo.ray.raycontext.RayContext attribute) AffineTransform3D (class in zoo.feature.image3d.transformation) AnomalyDetector (class in zoo.models.anomalydetection.anomaly_detector) append_suffix() (in module zoo.common.utils) apply() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method)

apply_operator() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) ArrayToTensor (class in zoo.feature.common) AtrousConv1D (in module zoo.pipeline.api.keras.layers.convolutional) AtrousConv2D (in module zoo.pipeline.api.keras.layers.convolutional) AtrousConvolution1D (class in zoo.pipeline.api.keras.layers.convolutional) AtrousConvolution2D (class in zoo.pipeline.api.keras.layers.convolutional) attn() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) AUC (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) Average (class in zoo.pipeline.api.keras2.layers.merge) average() (in module zoo.pipeline.api.keras2.layers.merge) AverageMeter (class in zoo.orca.learn.pytorch.utils) AverageMeterCollection (class in zoo.orca.learn.pytorch.utils) AveragePooling1D (class in zoo.pipeline.api.keras.layers.pooling) (class in zoo.pipeline.api.keras2.layers.pooling) AveragePooling2D (class in zoo.pipeline.api.keras.layers.pooling) AveragePooling3D (class in zoo.pipeline.api.keras.layers.pooling) AveragePoolMapper (class in zoo.pipeline.api.onnx.mapper.averagepool)

B

backward() (zoo.pipeline.api.autograd.CustomLoss method) BaseFeatureTransformer (class in zoo.automl.feature.abstract) BaseModel (class in zoo.automl.model.abstract) batch_dot() (in module zoo.pipeline.api.autograd) BatchNormalization (class in zoo.pipeline.api.keras.layers.normalization) BatchNormalizationMapper (class in zoo.pipeline.api.onnx.mapper.batchnormalization) batchSize (zoo.pipeline.nnframes.nn_classifier.HasBatchSize attribute) BayersianOpt (class in zoo.automl.search.abstract) BayesRecipe (class in zoo.automl.config.recipe) BERT (class in zoo.pipeline.api.keras.layers.self_attention) Bidirectional (class in zoo.pipeline.api.keras.layers.wrappers) BigDLAdapter (class in zoo.feature.common) BinaryAccuracy (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics)

BinaryCrossEntropy (class in zoo.pipeline.api.keras.objectives) BinaryThreshold (class in zoo.pipeline.api.keras.layers.torch) block() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) Bridge (class in zoo.models.seq2seq.seq2seq) build_input() (zoo.pipeline.api.keras.layers.self_attention.BERT method) (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) build_model() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector method) (zoo.models.recommendation.neuralcf.NeuralCF method) (zoo.models.recommendation.session_recommender.SessionRecommender method) (zoo.models.recommendation.wide_and_deep.WideAndDeep method) (zoo.models.seq2seq.seq2seq.Seq2seq method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.models.textmatching.knrm.KNRM method)

C

cache() (zoo.orca.data.shard.SparkXShards method) CAdd (class in zoo.pipeline.api.keras.layers.torch) calculate_newX_loss_vanilla() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) callZooFunc() (in module zoo.common.utils) CastMapper (class in zoo.pipeline.api.onnx.mapper.cast) categorical_from_vocab_list() (in module zoo.models.recommendation.utils) CategoricalAccuracy (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) CategoricalCrossEntropy (class in zoo.pipeline.api.keras.objectives) CenterCrop3D (class in zoo.feature.image3d.transformation) ChainedPreprocessing (class in zoo.feature.common) check_for_failure() (in module zoo.orca.learn.pytorch.utils) check_input() (in module zoo.automl.common.metrics) check_metric() (zoo.automl.common.metrics.Evaluator static method) check_optional_config (zoo.automl.feature.abstract.BaseFeatureTransformer attribute) (zoo.automl.model.abstract.BaseModel attribute) check_spark_source_conflict() (in module zoo.util.engine) check_type_and_convert() (in module zoo.orca.data.utils) check_version() (in module zoo.common.nncontext) Chomp1d (class in zoo.automl.model.tcmf.local_model) clean_fn() (zoo.ray.process.ProcessMonitor method) clear_gradient_clipping() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) clearGradientClipping() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) clip() (in module zoo.pipeline.api.autograd) ClipMapper (class in zoo.pipeline.api.onnx.mapper.clip) CMul (class in zoo.pipeline.api.keras.layers.torch) collect() (zoo.orca.data.shard.RayXShards method) (zoo.orca.data.shard.SparkXShards method) (zoo.orca.data.shard.XShards method) colocate_actors() (zoo.orca.data.shard.RayXShards method) ColumnFeatureInfo (class in zoo.models.recommendation.wide_and_deep) compare_version() (in module zoo.util.engine) compile() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.seq2seq.seq2seq.Seq2seq method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.pipeline.api.keras.engine.topology.KerasNet method)

compute() (zoo.orca.data.shard.SparkXShards method) ConcatMapper (class in zoo.pipeline.api.onnx.mapper.concat) config (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) Constant (class in zoo.pipeline.api.autograd) ConstantMapper (class in zoo.pipeline.api.onnx.mapper.constant) contiguous() (in module zoo.pipeline.api.autograd) Conv1D (class in zoo.pipeline.api.keras2.layers.convolutional) (in module zoo.pipeline.api.keras.layers.convolutional) Conv2D (class in zoo.pipeline.api.keras2.layers.convolutional) (in module zoo.pipeline.api.keras.layers.convolutional) Conv3D (in module zoo.pipeline.api.keras.layers.convolutional) convert_bayes_configs() (in module zoo.automl.common.util) convert_covariates() (zoo.automl.model.tcmf.local_model.LocalModel static method) convert_from_output() (zoo.automl.model.tcmf.local_model.LocalModel static method) convert_metrics_list() (zoo.orca.learn.metrics.Metrics static method) convert_output() (zoo.pipeline.api.keras.engine.topology.KerasNet static method) convert_to_input() (zoo.automl.model.tcmf.local_model.LocalModel static method) convert_to_safe_path() (in module zoo.common.utils) convert_trigger() (zoo.orca.learn.trigger.Trigger static method) convert_ycovs() (zoo.automl.model.tcmf.local_model.LocalModel static method) ConvLSTM2D (class in zoo.pipeline.api.keras.layers.convolutional_recurrent) ConvLSTM3D (class in zoo.pipeline.api.keras.layers.convolutional_recurrent) ConvMapper (class in zoo.pipeline.api.onnx.mapper.conv) Convolution1D (class in zoo.pipeline.api.keras.layers.convolutional) Convolution2D (class in zoo.pipeline.api.keras.layers.convolutional) Convolution3D (class in zoo.pipeline.api.keras.layers.convolutional) CosineProximity (class in zoo.pipeline.api.keras.objectives) create() (zoo.pipeline.api.autograd.Lambda method) create_sc() (zoo.util.spark.SparkRunner method) create_Ycov() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) createRNN() (in module zoo.models.seq2seq.seq2seq) criterion (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) Crop3D (class in zoo.feature.image3d.transformation) Cropping1D (class in zoo.pipeline.api.keras.layers.convolutional) (class in zoo.pipeline.api.keras2.layers.convolutional) Cropping2D (class in zoo.pipeline.api.keras.layers.convolutional) Cropping3D (class in zoo.pipeline.api.keras.layers.convolutional) CustomLoss (class in zoo.pipeline.api.autograd)

D

DecodeOutput (class in zoo.models.image.objectdetection.object_detector) Decoder (class in zoo.automl.model.Seq2Seq_pytorch) Deconv2D (in module zoo.pipeline.api.keras.layers.convolutional) Deconvolution2D (class in zoo.pipeline.api.keras.layers.convolutional) DeepGLO (class in zoo.automl.model.tcmf.DeepGLO) default() (zoo.automl.common.util.NumpyEncoder method) Dense (class in zoo.pipeline.api.keras.layers.core) (class in zoo.pipeline.api.keras2.layers.core) detect() (zoo.zouwu.model.anomaly.DetectorBase method) (zoo.zouwu.model.anomaly.ThresholdDetector method) detect_anomalies() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector class method) detect_python_location() (in module zoo.util.utils) DetectorBase (class in zoo.zouwu.model.anomaly)

device (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) device_ids (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) disable() (zoo.orca.learn.pytorch.utils.TimerCollection method) Distance (class in zoo.zouwu.model.anomaly) distance() (zoo.zouwu.model.anomaly.Distance method) (zoo.zouwu.model.anomaly.EuclideanDistance method) DistributedImageSet (class in zoo.feature.image.imageset) DistributedTextSet (class in zoo.feature.text.text_set) DivMapper (class in zoo.pipeline.api.onnx.mapper.div) download_imdb() (in module zoo.pipeline.api.keras.datasets.imdb) download_reuters() (in module zoo.pipeline.api.keras.datasets.reuters) Dropout (class in zoo.pipeline.api.keras.layers.core) (class in zoo.pipeline.api.keras2.layers.core) DropoutMapper (class in zoo.pipeline.api.onnx.mapper.dropout)

E

ELU (class in zoo.pipeline.api.keras.layers.advanced_activations) EluMapper (class in zoo.pipeline.api.onnx.mapper.elu) Embedding (class in zoo.pipeline.api.keras.layers.embeddings) enable() (zoo.orca.learn.pytorch.utils.TimerCollection method) Encoder (class in zoo.automl.model.Seq2Seq_pytorch) enrich_conf_for_spark() (in module zoo.util.spark) epsilon() (in module zoo.pipeline.api.autograd) erf() (in module zoo.pipeline.api.autograd) Estimator (class in zoo.orca.learn.pytorch.estimator) (class in zoo.pipeline.estimator.estimator) EuclideanDistance (class in zoo.zouwu.model.anomaly) evaluate() (zoo.automl.common.metrics.Evaluator static method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMF method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method)

evaluate_imagefeature() (zoo.pipeline.estimator.estimator.Estimator method) evaluate_map() (zoo.models.common.ranker.Ranker method) evaluate_minibatch() (zoo.pipeline.estimator.estimator.Estimator method) evaluate_ndcg() (zoo.models.common.ranker.Ranker method) Evaluator (class in zoo.automl.common.metrics) EveryEpoch (class in zoo.orca.learn.trigger) exist_pyspark() (in module zoo.util.engine) exists() (in module zoo.orca.data.file) Exp (class in zoo.pipeline.api.keras.layers.torch) exp() (in module zoo.pipeline.api.autograd) expand_dims() (in module zoo.pipeline.api.autograd) ExpandDim (class in zoo.pipeline.api.keras.layers.core) ExpMapper (class in zoo.pipeline.api.onnx.mapper.exp) export_tf() (in module zoo.util.tf) extract_images() (in module zoo.pipeline.api.keras.datasets.mnist) extract_labels() (in module zoo.pipeline.api.keras.datasets.mnist) extract_one_path() (in module zoo.orca.data.utils)

F

FeatureLabelPreprocessing (class in zoo.feature.common) FeatureLableIndex (class in zoo.models.anomalydetection.anomaly_detector) FeatureSet (class in zoo.feature.common) FeatureToTupleAdapter (class in zoo.feature.common) find_free_port() (in module zoo.orca.learn.pytorch.utils) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) find_placeholders() (in module zoo.pipeline.api.net.utils) find_tensors() (in module zoo.pipeline.api.net.utils) first (zoo.orca.learn.pytorch.utils.TimerStat attribute) fit() (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.seq2seq.seq2seq.Seq2seq method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.zouwu.model.anomaly.ThresholdEstimator method) fit_eval() (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.tcmf_model.TCMF method) fit_incremental() (zoo.automl.model.tcmf_model.TCMF method) fit_transform() (zoo.automl.feature.abstract.BaseFeatureTransformer method) fixed_params() (zoo.automl.config.recipe.BayesRecipe method) (zoo.automl.config.recipe.Recipe method) (zoo.automl.config.recipe.XgbRegressorSkOptRecipe method) Flatten (class in zoo.pipeline.api.keras.layers.core) (class in zoo.pipeline.api.keras2.layers.core) flatten() (in module zoo.util.nest) flatten_xy() (in module zoo.orca.data.utils)

flattened_layers() (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.api.net.graph_net.GraphNet method) FlattenMapper (class in zoo.pipeline.api.onnx.mapper.flatten) forward() (zoo.automl.model.Seq2Seq_pytorch.Decoder method) (zoo.automl.model.Seq2Seq_pytorch.Encoder method) (zoo.automl.model.Seq2Seq_pytorch.Seq2Seq method) (zoo.automl.model.VanillaLSTM_pytorch.LSTMModel method) (zoo.automl.model.tcmf.local_model.Chomp1d method) (zoo.automl.model.tcmf.local_model.TemporalBlock method) (zoo.automl.model.tcmf.local_model.TemporalBlockLast method) (zoo.automl.model.tcmf.local_model.TemporalConvNet method) (zoo.pipeline.api.autograd.CustomLoss method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.api.net.torch_criterion.LossWrapperModule method) freeze_up_to() (zoo.pipeline.api.keras.models.Model method) (zoo.pipeline.api.net.graph_net.GraphNet method) from_image_frame() (zoo.feature.image.imageset.ImageSet class method) from_jvalue() (zoo.pipeline.api.autograd.VariableOperator static method) (zoo.pipeline.api.keras.models.Model static method) (zoo.pipeline.api.keras.models.Sequential static method) (zoo.pipeline.api.net.graph_net.GraphNet static method) (zoo.pipeline.api.net.net_load.Net static method) from_ndarray() (zoo.common.utils.JTensor class method) (zoo.common.utils.Sample class method) from_node() (zoo.pipeline.api.autograd.Variable class method) from_path() (zoo.pipeline.api.onnx.onnx_loader.OnnxLoader class method) from_pytorch() (zoo.pipeline.api.net.torch_criterion.TorchCriterion static method) (zoo.pipeline.api.net.torch_net.TorchNet static method) from_rdds() (zoo.feature.image.imageset.ImageSet class method) from_relation_lists() (zoo.feature.text.text_set.TextSet class method) from_relation_pairs() (zoo.feature.text.text_set.TextSet class method) from_torch() (zoo.orca.learn.pytorch.estimator.Estimator static method) future_seq_len (zoo.automl.model.abstract.BaseModel attribute)

G

GatherMapper (class in zoo.pipeline.api.onnx.mapper.gather) GaussianDropout (class in zoo.pipeline.api.keras.layers.noise) GaussianNoise (class in zoo.pipeline.api.keras.layers.noise) GaussianSampler (class in zoo.pipeline.api.keras.layers.torch) gelu() (zoo.pipeline.api.keras.layers.self_attention.BERT method) (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) GemmMapper (class in zoo.pipeline.api.onnx.mapper.gemm) gen_ray_start() (zoo.ray.raycontext.RayServiceFuncGenerator method) gen_shutdown_per_node() (in module zoo.ray.utils) gen_stop() (zoo.ray.raycontext.RayServiceFuncGenerator method) gen_submit_args() (in module zoo.util.spark) generate_sample() (zoo.feature.text.text_set.TextSet method) generate_word_index_map() (zoo.feature.text.text_set.TextSet method) get() (zoo.ray.raycontext.RayContext class method) get_analytics_zoo_classpath() (in module zoo.util.engine) get_analytics_zoo_conf() (in module zoo.common.nncontext) get_best_trials() (zoo.automl.search.abstract.SearchEngine method) get_boundaries() (in module zoo.models.recommendation.utils) get_class_name() (in module zoo.orca.data.utils) get_conda_python_path() (in module zoo.util.utils) get_config() (zoo.models.image.common.image_model.ImageModel method) get_covariates() (zoo.automl.model.tcmf.time.TimeCovariates method) get_data() (zoo.orca.data.shard.RayPartition method) get_deep_tensors() (in module zoo.models.recommendation.utils) get_default_num_workers() (zoo.automl.model.tcmf_model.TCMF static method) get_executor_conda_zoo_classpath() (in module zoo.util.utils) get_file_list() (in module zoo.common.utils) get_image() (zoo.feature.image.imageset.DistributedImageSet method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.image.imageset.LocalImageSet method) get_input_shape() (zoo.pipeline.api.autograd.VariableOperator method) (zoo.pipeline.api.keras.base.InferShape method) get_label() (zoo.feature.image.imageset.DistributedImageSet method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.image.imageset.LocalImageSet method) (zoo.feature.text.text_feature.TextFeature method) get_labels() (zoo.feature.text.text_set.TextSet method) get_layer() (zoo.pipeline.api.keras.engine.topology.KerasNet method) get_metrics() (zoo.orca.learn.metrics.Accuracy method) (zoo.orca.learn.metrics.AUC method) (zoo.orca.learn.metrics.BinaryAccuracy method) (zoo.orca.learn.metrics.CategoricalAccuracy method) (zoo.orca.learn.metrics.MAE method) (zoo.orca.learn.metrics.Metrics method) (zoo.orca.learn.metrics.SparseCategoricalAccuracy method) (zoo.orca.learn.metrics.Top5Accuracy method) get_model() (in module zoo.automl.model.tcmf.DeepGLO) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) get_negative_samples() (in module zoo.models.recommendation.utils) get_node_ip() (in module zoo.util.utils) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) get_optimizer_version() (in module zoo.common.nncontext) get_output_shape() (zoo.pipeline.api.autograd.VariableOperator method) (zoo.pipeline.api.keras.base.InferShape method) get_padds() (zoo.pipeline.api.onnx.onnx_helper.OnnxHelper static method) get_partitions() (zoo.orca.data.shard.RayXShards method) get_past_seq_config() (zoo.automl.config.recipe.PastSeqParamHandler static method) get_predict() (zoo.feature.image.imageset.DistributedImageSet method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.image.imageset.LocalImageSet method) get_prediction_time_covs() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) get_predicts() (zoo.feature.text.text_set.TextSet method) get_python_class() (zoo.pipeline.api.net.net_load.JavaToPython method)

get_remote_file_to_local() (in module zoo.common.utils) get_remote_list() (in module zoo.automl.common.util) get_running_mean() (zoo.pipeline.api.keras.layers.normalization.BatchNormalization method) get_running_std() (zoo.pipeline.api.keras.layers.normalization.BatchNormalization method) get_sample() (zoo.feature.text.text_feature.TextFeature method) get_sample_input() (zoo.pipeline.api.net.torch_net.TorchNet static method) get_samples() (zoo.feature.text.text_set.TextSet method) get_shape_from_node() (zoo.pipeline.api.onnx.onnx_helper.OnnxHelper static method) get_spec() (in module zoo.orca.data.utils) get_text() (zoo.feature.text.text_feature.TextFeature method) get_texts() (zoo.feature.text.text_set.TextSet method) get_time_covs() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) get_tokens() (zoo.feature.text.text_feature.TextFeature method) get_train_summary() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) get_trigger() (zoo.orca.learn.trigger.EveryEpoch method) (zoo.orca.learn.trigger.SeveralIteration method) (zoo.orca.learn.trigger.Trigger method) get_uri() (zoo.feature.text.text_feature.TextFeature method) get_uris() (zoo.feature.text.text_set.TextSet method) get_validation_summary() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) get_weight() (zoo.pipeline.api.autograd.Parameter method) get_weights_shape() (zoo.pipeline.api.keras.base.ZooKerasLayer method) get_wide_tensor() (in module zoo.models.recommendation.utils) get_word_index() (in module zoo.pipeline.api.keras.datasets.imdb) (in module zoo.pipeline.api.keras.datasets.reuters) (zoo.feature.text.text_set.TextSet method) (zoo.pipeline.api.keras.layers.embeddings.WordEmbedding static method) get_zoo_bigdl_classpath_on_driver() (in module zoo.util.utils) getBatchSize() (zoo.pipeline.nnframes.nn_classifier.HasBatchSize method) getCheckpoint() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getDataCacheLevel() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getEndWhen() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getLearningRate() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getLearningRateDecay() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getMaxEpoch() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getOptimMethod() (zoo.pipeline.nnframes.nn_classifier.HasOptimMethod method) getOrCreateSparkContext() (in module zoo.common.nncontext) getSamplePreprocessing() (zoo.pipeline.nnframes.nn_classifier.HasSamplePreprocessing method) GetShape (class in zoo.pipeline.api.keras.layers.core) getThreshold() (zoo.pipeline.nnframes.nn_classifier.HasThreshold method) getTrainSummary() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getValidation() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) getValidationSummary() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) given_models (zoo.orca.learn.pytorch.torch_runner.TorchRunner attribute) given_optimizers (zoo.orca.learn.pytorch.torch_runner.TorchRunner attribute) given_schedulers (zoo.orca.learn.pytorch.torch_runner.TorchRunner attribute) GlobalAveragePooling1D (class in zoo.pipeline.api.keras.layers.pooling) (class in zoo.pipeline.api.keras2.layers.pooling) GlobalAveragePooling2D (class in zoo.pipeline.api.keras.layers.pooling) (class in zoo.pipeline.api.keras2.layers.pooling) GlobalAveragePooling3D (class in zoo.pipeline.api.keras.layers.pooling) GlobalAveragePoolMapper (class in zoo.pipeline.api.onnx.mapper.globalaveragepool) GlobalMaxPooling1D (class in zoo.pipeline.api.keras.layers.pooling) (class in zoo.pipeline.api.keras2.layers.pooling) GlobalMaxPooling2D (class in zoo.pipeline.api.keras.layers.pooling) GlobalMaxPooling3D (class in zoo.pipeline.api.keras.layers.pooling) GoodError GraphNet (class in zoo.pipeline.api.net.graph_net) GreaterMapper (class in zoo.pipeline.api.onnx.mapper.greater) GridRandomRecipe (class in zoo.automl.config.recipe) GridSearch (class in zoo.automl.search.abstract) GRU (class in zoo.pipeline.api.keras.layers.recurrent)

H

HardShrink (class in zoo.pipeline.api.keras.layers.torch) HardSigmoidMapper (class in zoo.pipeline.api.onnx.mapper.hardsigmoid) HardTanh (class in zoo.pipeline.api.keras.layers.torch) has_label() (zoo.feature.text.text_feature.TextFeature method) HasBatchSize (class in zoo.pipeline.nnframes.nn_classifier) hash_bucket() (in module zoo.models.recommendation.utils)

HasOptimMethod (class in zoo.pipeline.nnframes.nn_classifier) HasSamplePreprocessing (class in zoo.pipeline.nnframes.nn_classifier) HasThreshold (class in zoo.pipeline.nnframes.nn_classifier) Highway (class in zoo.pipeline.api.keras.layers.core) Hinge (class in zoo.pipeline.api.keras.objectives) HorovodRayRunner (class in zoo.orca.learn.horovod.horovod_ray_runner) HorovodWorker (class in zoo.orca.learn.horovod.horovod_ray_runner)

I

Identity (class in zoo.pipeline.api.keras.layers.torch) image_frame() (zoo.feature.common.FeatureSet class method) image_set() (zoo.feature.common.FeatureSet class method) ImageAspectScale (class in zoo.feature.image.imagePreprocessing) ImageBrightness (class in zoo.feature.image.imagePreprocessing) ImageBytesToMat (class in zoo.feature.image.imagePreprocessing) ImageCenterCrop (class in zoo.feature.image.imagePreprocessing) ImageChannelNormalize (class in zoo.feature.image.imagePreprocessing) ImageChannelOrder (class in zoo.feature.image.imagePreprocessing) ImageClassifier (class in zoo.models.image.imageclassification.image_classification) ImageColorJitter (class in zoo.feature.image.imagePreprocessing) ImageConfigure (class in zoo.models.image.common.image_config) ImageExpand (class in zoo.feature.image.imagePreprocessing) ImageFeatureToSample (class in zoo.feature.image.imagePreprocessing) ImageFeatureToTensor (class in zoo.feature.image.imagePreprocessing) ImageFiller (class in zoo.feature.image.imagePreprocessing) ImageFixedCrop (class in zoo.feature.image.imagePreprocessing) ImageHFlip (class in zoo.feature.image.imagePreprocessing) ImageHue (class in zoo.feature.image.imagePreprocessing) ImageMatToTensor (class in zoo.feature.image.imagePreprocessing) ImageMirror (class in zoo.feature.image.imagePreprocessing) ImageModel (class in zoo.models.image.common.image_model) ImagePixelBytesToMat (class in zoo.feature.image.imagePreprocessing) ImagePixelNormalize (class in zoo.feature.image.imagePreprocessing) ImagePreprocessing (class in zoo.feature.image.imagePreprocessing) ImagePreprocessing3D (class in zoo.feature.image3d.transformation) ImageRandomAspectScale (class in zoo.feature.image.imagePreprocessing) ImageRandomCrop (class in zoo.feature.image.imagePreprocessing) ImageRandomPreprocessing (class in zoo.feature.image.imagePreprocessing) ImageResize (class in zoo.feature.image.imagePreprocessing) ImageSaturation (class in zoo.feature.image.imagePreprocessing) ImageSet (class in zoo.feature.image.imageset) ImageSetToSample (class in zoo.feature.image.imagePreprocessing) ImInfo (class in zoo.models.image.objectdetection.object_detector) index_select() (zoo.pipeline.api.autograd.VariableOperator method) infer() (zoo.models.seq2seq.seq2seq.Seq2seq method) InferenceModel (class in zoo.pipeline.inference.inference_model) InferShape (class in zoo.pipeline.api.keras.base) init() (zoo.pipeline.api.keras.layers.self_attention.BERT class method) (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer class method) (zoo.ray.raycontext.RayContext method)

init_env() (in module zoo.common.nncontext) init_from_existing_model() (zoo.pipeline.api.keras.layers.self_attention.BERT static method) init_nncontext() (in module zoo.common.nncontext) init_orca_context() (in module zoo.orca.common) init_spark_conf() (in module zoo.common.nncontext) init_spark_on_k8s() (in module zoo.common.nncontext) (zoo.util.spark.SparkRunner method) init_spark_on_local() (in module zoo.common.nncontext) (zoo.util.spark.SparkRunner method) init_spark_on_yarn() (in module zoo.common.nncontext) (zoo.util.spark.SparkRunner method) init_spark_standalone() (in module zoo.common.nncontext) (zoo.util.spark.SparkRunner method) init_weights() (zoo.automl.model.tcmf.local_model.TemporalBlock method) (zoo.automl.model.tcmf.local_model.TemporalBlockLast method) initialize() (zoo.models.seq2seq.seq2seq.Bridge class method) (zoo.models.seq2seq.seq2seq.RNNDecoder class method) (zoo.models.seq2seq.seq2seq.RNNEncoder class method) initialize_from_keras_layer() (zoo.models.seq2seq.seq2seq.Bridge class method) Input (class in zoo.pipeline.api.keras.engine.topology) InputLayer (class in zoo.pipeline.api.keras.engine.topology) ip_addr() (zoo.orca.learn.horovod.horovod_ray_runner.HorovodWorker method) is_built() (zoo.pipeline.api.keras.models.Sequential method) is_cached() (zoo.orca.data.shard.SparkXShards method) is_distributed() (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.text.text_set.TextSet method) is_local() (in module zoo.feature.image.imageset) (in module zoo.ray.utils) (zoo.feature.image.imagePreprocessing.ImageAspectScale method) (zoo.feature.image.imagePreprocessing.ImageBrightness method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.text.text_set.TextSet method) is_local_path() (in module zoo.common.utils) is_sequence() (in module zoo.util.nest) is_spark_below_2_2() (in module zoo.util.engine) isCachingSample() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method)

J

JavaToPython (class in zoo.pipeline.api.net.net_load) JTensor (class in zoo.common.utils) jvm_class_constructor() (zoo.models.common.zoo_model.ZooModelCreator method) (zoo.pipeline.api.keras.base.ZooKerasCreator method) (zoo.pipeline.api.keras2.base.ZooKeras2Creator method)

JVMGuard (class in zoo.ray.raycontext)

K

KerasLayerWrapper (class in zoo.pipeline.api.keras.layers.wrappers) KerasNet (class in zoo.pipeline.api.keras.engine.topology) KerasZooModel (class in zoo.models.common.zoo_model)

keys() (zoo.feature.text.text_feature.TextFeature method) kill_redundant_log_monitors() (in module zoo.ray.raycontext) KNRM (class in zoo.models.textmatching.knrm) KullbackLeiblerDivergence (class in zoo.pipeline.api.keras.objectives)

L

l1() (in module zoo.pipeline.api.keras.regularizers) l1l2() (in module zoo.pipeline.api.keras.regularizers) l2() (in module zoo.pipeline.api.keras.regularizers) l2_normalize() (in module zoo.pipeline.api.autograd) label_map (zoo.feature.image.imageset.ImageSet attribute) label_map() (zoo.models.image.common.image_config.ImageConfigure method) LabelOutput (class in zoo.models.image.imageclassification.image_classification) Lambda (class in zoo.pipeline.api.autograd) LambdaLayer (class in zoo.pipeline.api.autograd) last (zoo.orca.learn.pytorch.utils.TimerStat attribute) layer_norm() (in module zoo.pipeline.api.keras.layers.self_attention) layers (zoo.pipeline.api.keras.engine.topology.KerasNet attribute) (zoo.pipeline.api.net.graph_net.GraphNet attribute) LeakyReLU (class in zoo.pipeline.api.keras.layers.advanced_activations) LeakyReluMapper (class in zoo.pipeline.api.onnx.mapper.leakyrelu) list_s3_file() (in module zoo.orca.data.utils) load() (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.net.net_load.Net static method) (zoo.pipeline.inference.inference_model.InferenceModel method) (zoo.pipeline.nnframes.nn_classifier.NNClassifierModel static method) (zoo.pipeline.nnframes.nn_classifier.NNModel static method) load_bigdl() (zoo.pipeline.api.net.net_load.Net static method) (zoo.pipeline.inference.inference_model.InferenceModel method) load_caffe() (zoo.pipeline.api.net.net_load.Net static method) (zoo.pipeline.inference.inference_model.InferenceModel method) load_conf() (in module zoo.common.nncontext) load_config() (in module zoo.automl.common.util) load_data() (in module zoo.pipeline.api.keras.datasets.boston_housing) (in module zoo.pipeline.api.keras.datasets.imdb) (in module zoo.pipeline.api.keras.datasets.mnist) (in module zoo.pipeline.api.keras.datasets.reuters) load_from_file() (in module zoo.common.utils) load_keras() (zoo.pipeline.api.net.net_load.Net static method)

load_model() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector static method) (zoo.models.image.imageclassification.image_classification.ImageClassifier static method) (zoo.models.image.objectdetection.object_detector.ObjectDetector static method) (zoo.models.recommendation.neuralcf.NeuralCF static method) (zoo.models.recommendation.session_recommender.SessionRecommender static method) (zoo.models.recommendation.wide_and_deep.WideAndDeep static method) (zoo.models.seq2seq.seq2seq.Seq2seq static method) (zoo.models.textclassification.text_classifier.TextClassifier static method) (zoo.models.textmatching.knrm.KNRM static method) load_numpy() (in module zoo.orca.data.file) load_openvino() (zoo.pipeline.inference.inference_model.InferenceModel method) load_pickle() (zoo.orca.data.shard.XShards class method) load_state_dict() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) load_state_stream() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) load_tensorflow() (zoo.pipeline.inference.inference_model.InferenceModel method) load_torch() (zoo.pipeline.api.net.net_load.Net static method) load_word_index() (zoo.feature.text.text_set.TextSet method) loadModel() (zoo.pipeline.nnframes.nn_classifier.XGBClassifierModel static method) LocalImageSet (class in zoo.feature.image.imageset) LocallyConnected1D (class in zoo.pipeline.api.keras.layers.local) (class in zoo.pipeline.api.keras2.layers.local) LocallyConnected2D (class in zoo.pipeline.api.keras.layers.local) LocalModel (class in zoo.automl.model.tcmf.local_model) LocalTextSet (class in zoo.feature.text.text_set) Log (class in zoo.pipeline.api.keras.layers.torch) log() (in module zoo.pipeline.api.autograd) log_output (zoo.common.nncontext.ZooContextMeta attribute) (zoo.orca.common.OrcaContextMeta attribute) LogMapper (class in zoo.pipeline.api.onnx.mapper.log) LogSoftmaxMapper (class in zoo.pipeline.api.onnx.mapper.logsoftmax) loss() (zoo.automl.model.tcmf.local_model.LocalModel static method) LossFunction (class in zoo.pipeline.api.keras.objectives) LossWrapperModule (class in zoo.pipeline.api.net.torch_criterion) LRN2D (class in zoo.pipeline.api.keras.layers.torch) LRNMapper (class in zoo.pipeline.api.onnx.mapper.lrn) LSTM (class in zoo.pipeline.api.keras.layers.recurrent) LSTMGridRandomRecipe (class in zoo.automl.config.recipe) LSTMModel (class in zoo.automl.model.VanillaLSTM_pytorch)

M

MAE (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) (in module zoo.pipeline.api.keras.objectives) mae (in module zoo.pipeline.api.keras.objectives) make_worker() (in module zoo.orca.learn.horovod.horovod_ray_runner) makedirs() (in module zoo.orca.data.file) MAPE (in module zoo.pipeline.api.keras.objectives) mape (in module zoo.pipeline.api.keras.objectives) MAPE() (in module zoo.automl.common.metrics) Masking (class in zoo.pipeline.api.keras.layers.core) MatMulMapper (class in zoo.pipeline.api.onnx.mapper.matmul) Max (class in zoo.pipeline.api.keras.layers.core) max (zoo.orca.learn.pytorch.utils.TimerStat attribute) Maximum (class in zoo.pipeline.api.keras2.layers.merge) maximum() (in module zoo.pipeline.api.autograd) (in module zoo.pipeline.api.keras2.layers.merge) MaxoutDense (class in zoo.pipeline.api.keras.layers.core) MaxPooling1D (class in zoo.pipeline.api.keras.layers.pooling) (class in zoo.pipeline.api.keras2.layers.pooling) MaxPooling2D (class in zoo.pipeline.api.keras.layers.pooling) MaxPooling3D (class in zoo.pipeline.api.keras.layers.pooling) MaxPoolMapper (class in zoo.pipeline.api.onnx.mapper.maxpool) MDAPE() (in module zoo.automl.common.metrics) ME() (in module zoo.automl.common.metrics) mean (zoo.orca.learn.pytorch.utils.TimerStat attribute) mean() (in module zoo.pipeline.api.autograd) mean_throughput (zoo.orca.learn.pytorch.utils.TimerStat attribute) mean_units_processed (zoo.orca.learn.pytorch.utils.TimerStat attribute) MeanAbsoluteError (class in zoo.pipeline.api.keras.objectives)

MeanAbsolutePercentageError (class in zoo.pipeline.api.keras.objectives) MeanSquaredError (class in zoo.pipeline.api.keras.objectives) MeanSquaredLogarithmicError (class in zoo.pipeline.api.keras.objectives) median (zoo.orca.learn.pytorch.utils.TimerStat attribute) Merge (class in zoo.pipeline.api.keras.engine.topology) merge() (in module zoo.pipeline.api.keras.engine.topology) merge_heads() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) Metrics (class in zoo.orca.learn.metrics) metrics_func (zoo.automl.common.metrics.Evaluator attribute) Minimum (class in zoo.pipeline.api.keras2.layers.merge) minimum() (in module zoo.pipeline.api.keras2.layers.merge) MLlibVectorToTensor (class in zoo.feature.common) mlp() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) mm() (in module zoo.pipeline.api.autograd) Model (class in zoo.pipeline.api.keras.models) model (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) models (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) ModelWrapper (class in zoo.automl.model.tcmf_model) MPE() (in module zoo.automl.common.metrics) MSE (in module zoo.pipeline.api.keras.objectives) mse (in module zoo.pipeline.api.keras.objectives) MSLE (in module zoo.pipeline.api.keras.objectives) msle (in module zoo.pipeline.api.keras.objectives) MSPE() (in module zoo.automl.common.metrics) MTNetGridRandomRecipe (class in zoo.automl.config.recipe) MTNetSmokeRecipe (class in zoo.automl.config.recipe) Mul (class in zoo.pipeline.api.keras.layers.torch) MulConstant (class in zoo.pipeline.api.keras.layers.torch) MulMapper (class in zoo.pipeline.api.onnx.mapper.mul) multi_head_self_attention() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method)

N

Narrow (class in zoo.pipeline.api.keras.layers.torch) neg() (in module zoo.pipeline.api.autograd) Negative (class in zoo.pipeline.api.keras.layers.torch) NegMapper (class in zoo.pipeline.api.onnx.mapper.neg) Net (class in zoo.pipeline.api.net.net_load) NeuralCF (class in zoo.models.recommendation.neuralcf) new_graph() (zoo.pipeline.api.keras.models.Model method) (zoo.pipeline.api.net.graph_net.GraphNet method) next_batch() (zoo.automl.model.tcmf.data_loader.TCMFDataLoader method) NNClassifier (class in zoo.pipeline.nnframes.nn_classifier)

NNClassifierModel (class in zoo.pipeline.nnframes.nn_classifier) NNEstimator (class in zoo.pipeline.nnframes.nn_classifier) NNImageReader (class in zoo.pipeline.nnframes.nn_image_reader) NNModel (class in zoo.pipeline.nnframes.nn_classifier) node (zoo.pipeline.api.autograd.Variable attribute) normalize() (zoo.feature.text.text_set.TextSet method) Normalizer (class in zoo.feature.text.transformer) num_partitions() (zoo.orca.data.shard.RayXShards method) (zoo.orca.data.shard.SparkXShards method) (zoo.orca.data.shard.XShards method) NumpyEncoder (class in zoo.automl.common.util)

O

ObjectDetector (class in zoo.models.image.objectdetection.object_detector) of() (zoo.pipeline.api.keras.base.ZooKerasLayer class method) (zoo.pipeline.api.keras.objectives.LossFunction class method) (zoo.pipeline.api.onnx.mapper.operator_mapper.OperatorMapper static method) OnnxHelper (class in zoo.pipeline.api.onnx.onnx_helper) OnnxInput (class in zoo.pipeline.api.onnx.onnx_loader) OnnxLoader (class in zoo.pipeline.api.onnx.onnx_loader) open_image() (in module zoo.orca.data.file)

open_text() (in module zoo.orca.data.file) OperatorMapper (class in zoo.pipeline.api.onnx.mapper.operator_mapper) opt_params() (zoo.automl.config.recipe.XgbRegressorSkOptRecipe method) optimizer (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) optimizers (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) OrcaContext (class in zoo.orca.common) OrcaContextMeta (class in zoo.orca.common) override() (in module zoo.orca.learn.pytorch.utils)

P

pack_conda_main() (in module zoo.util.utils) pack_penv() (in module zoo.util.utils) pack_sequence_as() (in module zoo.util.nest) PaddingParam (class in zoo.models.image.common.image_config) pandas_read_backend (zoo.orca.common.OrcaContextMeta attribute) Parameter (class in zoo.pipeline.api.autograd) parse_attr() (zoo.pipeline.api.onnx.onnx_helper.OnnxHelper static method) partition() (zoo.orca.data.shard.XShards static method) partition_by() (zoo.orca.data.shard.SparkXShards method) PastSeqParamHandler (class in zoo.automl.config.recipe) PerImageNormalize (class in zoo.feature.image.imagePreprocessing) Permute (class in zoo.pipeline.api.keras.layers.core) pids_from_gpid() (in module zoo.ray.process) Pipeline (class in zoo.automl.pipeline.abstract) Poisson (class in zoo.pipeline.api.keras.objectives) PolyEpochDecay (class in zoo.pipeline.api.keras.optimizers) pooler() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) pow() (in module zoo.pipeline.api.autograd) Power (class in zoo.pipeline.api.keras.layers.torch) PowMapper (class in zoo.pipeline.api.onnx.mapper.pow) predict() (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMF method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector method) (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.api.net.graph_net.GraphNet method) (zoo.pipeline.api.net.torch_net.TorchNet method) (zoo.pipeline.inference.inference_model.InferenceModel method)

predict_classes() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.common.zoo_model.ZooModel method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) predict_future() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) (zoo.automl.model.tcmf.local_model.LocalModel method) predict_future_batch() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) (zoo.automl.model.tcmf.local_model.LocalModel static method) predict_global() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) predict_horizon() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) predict_image_set() (zoo.models.image.common.image_model.ImageModel method) predict_user_item_pair() (zoo.models.recommendation.recommender.Recommender method) (zoo.models.recommendation.session_recommender.SessionRecommender method) predict_with_uncertainty() (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) PReLU (class in zoo.pipeline.api.keras.layers.torch) prepare_embedding() (in module zoo.pipeline.api.keras.layers.embeddings) prepare_env() (in module zoo.util.engine) Preprocessing (class in zoo.feature.common) print_ray_remote_err_out() (zoo.ray.process.ProcessMonitor method) process() (in module zoo.automl.common.util) process_grad() (in module zoo.util.tf) ProcessInfo (class in zoo.ray.process) ProcessMonitor (class in zoo.ray.process) projection_layer() (zoo.pipeline.api.keras.layers.self_attention.BERT method) (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) ptensor_to_numpy() (in module zoo.util.nest) purge() (zoo.ray.raycontext.RayContext method) push() (zoo.orca.learn.pytorch.utils.TimerStat method) push_units_processed() (zoo.orca.learn.pytorch.utils.TimerStat method) put_local_file_to_remote() (in module zoo.common.utils) pytorch_dataloader() (zoo.feature.common.FeatureSet class method) PyTorchHorovodEstimatorWrapper (class in zoo.orca.learn.pytorch.estimator) PytorchSparkEstimatorWrapper (class in zoo.orca.learn.pytorch.estimator)

R

random_split() (zoo.feature.text.text_set.TextSet method) RandomCrop3D (class in zoo.feature.image3d.transformation) RandomRecipe (class in zoo.automl.config.recipe) RandomSample (class in zoo.automl.search.abstract) Ranker (class in zoo.models.common.ranker) RankHinge (class in zoo.pipeline.api.keras.objectives) ray_partition_get_data_label() (in module zoo.orca.data.utils) RayContext (class in zoo.ray.raycontext) RayPartition (class in zoo.orca.data.shard) RayServiceFuncGenerator (class in zoo.ray.raycontext) RayXShards (class in zoo.orca.data.shard) rdd() (zoo.feature.common.FeatureSet class method) read() (zoo.feature.common.Relations static method) (zoo.feature.image.imageset.ImageSet class method) (zoo.feature.text.text_set.TextSet class method) read_coco_label_map() (in module zoo.models.image.objectdetection.object_detector) read_csv() (in module zoo.orca.data.pandas.preprocessing) (zoo.feature.text.text_set.TextSet class method) read_data_sets() (in module zoo.pipeline.api.keras.datasets.mnist) read_file_spark() (in module zoo.orca.data.pandas.preprocessing) read_imagenet_label_map() (in module zoo.models.image.imageclassification.image_classification) read_json() (in module zoo.orca.data.pandas.preprocessing) read_parquet() (in module zoo.orca.data.pandas.preprocessing) (zoo.feature.common.Relations static method) (zoo.feature.text.text_set.TextSet class method) read_pascal_label_map() (in module zoo.models.image.objectdetection.object_detector) read_pd_file() (in module zoo.orca.data.utils) read_pd_hdfs_file_list() (in module zoo.orca.data.utils) read_pd_s3_file_list() (in module zoo.orca.data.utils) readImages() (zoo.pipeline.nnframes.nn_image_reader.NNImageReader static method) Recipe (class in zoo.automl.config.recipe) recommend_for_item() (zoo.models.recommendation.recommender.Recommender method) (zoo.models.recommendation.session_recommender.SessionRecommender method) recommend_for_session() (zoo.models.recommendation.session_recommender.SessionRecommender method) recommend_for_user() (zoo.models.recommendation.recommender.Recommender method) (zoo.models.recommendation.session_recommender.SessionRecommender method) Recommender (class in zoo.models.recommendation.recommender) record() (zoo.orca.learn.pytorch.utils.TimerCollection method) recover_future_X() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method)

ReduceMeanMapper (class in zoo.pipeline.api.onnx.mapper.reducemean) ReduceSumMapper (class in zoo.pipeline.api.onnx.mapper.reducesum) register_pids() (zoo.ray.raycontext.JVMGuard static method) register_shutdown_hook() (zoo.ray.process.ProcessMonitor static method) Relation (class in zoo.feature.common) Relations (class in zoo.feature.common) ReluMapper (class in zoo.pipeline.api.onnx.mapper.relu) remove_batch() (in module zoo.pipeline.api.utils) repartition() (zoo.orca.data.shard.SparkXShards method) RepeatVector (class in zoo.pipeline.api.keras.layers.core) reset() (zoo.orca.learn.pytorch.utils.AverageMeter method) (zoo.orca.learn.pytorch.utils.TimerCollection method) (zoo.orca.learn.pytorch.utils.TimerStat method) Reshape (class in zoo.pipeline.api.keras.layers.core) ReshapeMapper (class in zoo.pipeline.api.onnx.mapper.reshape) ResizeBilinear (class in zoo.pipeline.api.keras.layers.torch) resource_to_bytes() (in module zoo.ray.utils) restore() (in module zoo.automl.common.util) (zoo.automl.feature.abstract.BaseFeatureTransformer method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.tcmf_model.TCMF method) restore_hdfs() (in module zoo.automl.common.util) restore_zip() (in module zoo.automl.common.util) RMSE() (in module zoo.automl.common.metrics) RNNDecoder (class in zoo.models.seq2seq.seq2seq) RNNEncoder (class in zoo.models.seq2seq.seq2seq) rolling_validation() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) (zoo.automl.model.tcmf.local_model.LocalModel method) Rotate3D (class in zoo.feature.image3d.transformation) row_to_sample() (in module zoo.models.recommendation.utils) RowToImageFeature (class in zoo.feature.image.imagePreprocessing) RReLU (class in zoo.pipeline.api.keras.layers.torch) run() (zoo.automl.search.abstract.SearchEngine method) (zoo.orca.learn.horovod.horovod_ray_runner.HorovodRayRunner method) (zoo.orca.learn.horovod.horovod_ray_runner.HorovodWorker method) run_node() (zoo.pipeline.api.onnx.onnx_loader.OnnxLoader static method) runtime_params() (zoo.automl.config.recipe.Recipe method)

S

Sample (class in zoo.common.utils) sample_rdd() (zoo.feature.common.FeatureSet class method) samplePreprocessing (zoo.pipeline.nnframes.nn_classifier.HasSamplePreprocessing attribute) SampleToMiniBatch (class in zoo.feature.common) save() (in module zoo.automl.common.util) (zoo.automl.feature.abstract.BaseFeatureTransformer method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.tcmf_model.ModelWrapper method) (zoo.automl.model.tcmf_model.TCMF method) (zoo.automl.model.tcmf_model.TCMFDistributedModelWrapper method) (zoo.automl.model.tcmf_model.TCMFLocalModelWrapper method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.nnframes.nn_classifier.NNModel method) save_config() (in module zoo.automl.common.util) save_file() (in module zoo.common.utils) save_graph_topology() (zoo.pipeline.api.keras.models.Model method) save_model() (zoo.models.common.zoo_model.ZooModel method) save_pickle() (zoo.orca.data.shard.SparkXShards method) save_word_index() (zoo.feature.text.text_set.TextSet method) save_zip() (in module zoo.automl.common.util) saveModel() (zoo.pipeline.api.keras.engine.topology.KerasNet method) savePytorch() (zoo.pipeline.api.net.torch_net.TorchNet method) ScalarToTensor (class in zoo.feature.common) Scale (class in zoo.pipeline.api.keras.layers.torch) ScaleDetection (class in zoo.models.image.objectdetection.object_detector) scheduler (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) scheduler_algorithm() (zoo.automl.config.recipe.Recipe method) (zoo.automl.config.recipe.XgbRegressorSkOptRecipe method) schedulers (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) search_algorithm() (zoo.automl.config.recipe.BayesRecipe method) (zoo.automl.config.recipe.Recipe method) (zoo.automl.config.recipe.XgbRegressorSkOptRecipe method) search_algorithm_params() (zoo.automl.config.recipe.BayesRecipe method) (zoo.automl.config.recipe.Recipe method) search_space() (zoo.automl.config.recipe.BayesRecipe method) (zoo.automl.config.recipe.GridRandomRecipe method) (zoo.automl.config.recipe.LSTMGridRandomRecipe method) (zoo.automl.config.recipe.MTNetGridRandomRecipe method) (zoo.automl.config.recipe.MTNetSmokeRecipe method) (zoo.automl.config.recipe.RandomRecipe method) (zoo.automl.config.recipe.Recipe method) (zoo.automl.config.recipe.SmokeRecipe method) (zoo.automl.config.recipe.XgbRegressorGridRandomRecipe method) (zoo.automl.config.recipe.XgbRegressorSkOptRecipe method) SearchEngine (class in zoo.automl.search.abstract) Select (class in zoo.pipeline.api.keras.layers.torch) SelectTable (class in zoo.pipeline.api.keras.layers.torch) SeparableConv2D (in module zoo.pipeline.api.keras.layers.convolutional) SeparableConvolution2D (class in zoo.pipeline.api.keras.layers.convolutional) Seq2Seq (class in zoo.automl.model.Seq2Seq_pytorch) Seq2seq (class in zoo.models.seq2seq.seq2seq) Seq2SeqPytorch (class in zoo.automl.model.Seq2Seq_pytorch) SeqToMultipleTensors (class in zoo.feature.common) SeqToTensor (class in zoo.feature.common) SequenceShaper (class in zoo.feature.text.transformer) Sequential (class in zoo.pipeline.api.keras.models) serialize_data_creation (zoo.orca.common.OrcaContextMeta attribute) session_execute() (in module zoo.ray.process) SessionRecommender (class in zoo.models.recommendation.session_recommender) set_checkpoint() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.seq2seq.seq2seq.Seq2seq method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) set_constant_gradient_clipping() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) set_core_number() (in module zoo.common.utils) set_evaluate_status() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.common.zoo_model.ZooModel method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) set_gloo_iface() (zoo.orca.learn.horovod.horovod_ray_runner.HorovodWorker method) set_gradient_clipping_by_l2_norm() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) set_l2_norm_gradient_clipping() (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.pipeline.estimator.estimator.Estimator method) set_label() (zoo.feature.text.text_feature.TextFeature method) set_name() (zoo.pipeline.api.autograd.Variable method) set_optimizer_version() (in module zoo.common.nncontext) set_params() (zoo.automl.model.tcmf_model.TCMF method) set_python_home() (in module zoo.util.utils) set_running_mean() (zoo.pipeline.api.keras.layers.normalization.BatchNormalization method) set_running_std() (zoo.pipeline.api.keras.layers.normalization.BatchNormalization method) set_tensorboad() (zoo.pipeline.estimator.estimator.Estimator method) set_tensorboard() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) set_weight() (zoo.pipeline.api.autograd.Parameter method) set_weights() (zoo.pipeline.api.keras.base.ZooKerasLayer method) set_word_index() (zoo.feature.text.text_set.TextSet method)

setBatchSize() (zoo.pipeline.nnframes.nn_classifier.HasBatchSize method) setCachingSample() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setCheckpoint() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setConstantGradientClipping() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setDataCacheLevel() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setEndWhen() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setFeaturesCol() (zoo.pipeline.nnframes.nn_classifier.XGBClassifierModel method) setGradientClippingByL2Norm() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setLearningRate() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setLearningRateDecay() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setMaxEpoch() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setOptimMethod() (zoo.pipeline.nnframes.nn_classifier.HasOptimMethod method) setPredictionCol() (zoo.pipeline.nnframes.nn_classifier.XGBClassifierModel method) setSamplePreprocessing() (zoo.pipeline.nnframes.nn_classifier.HasSamplePreprocessing method) (zoo.pipeline.nnframes.nn_classifier.NNClassifier method) (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setThreshold() (zoo.pipeline.nnframes.nn_classifier.HasThreshold method) setTrainSummary() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setup() (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) setup_components() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) setup_operator() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) setValidation() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) setValidationSummary() (zoo.pipeline.nnframes.nn_classifier.NNEstimator method) SeveralIteration (class in zoo.orca.learn.trigger) shape (zoo.pipeline.api.autograd.Parameter attribute) (zoo.pipeline.api.autograd.VariableOperator attribute) shape_sequence() (zoo.feature.text.text_set.TextSet method) ShapeMapper (class in zoo.pipeline.api.onnx.mapper.shape) ShareConv2D (in module zoo.pipeline.api.keras.layers.torch) ShareConvolution2D (class in zoo.pipeline.api.keras.layers.torch) SharedValue (class in zoo.orca.data.shard) should_wrap_dataloader() (zoo.orca.learn.pytorch.torch_runner.TorchRunner static method) shuffle_by_seed() (in module zoo.pipeline.api.keras.datasets.boston_housing) (in module zoo.pipeline.api.keras.datasets.imdb) (in module zoo.pipeline.api.keras.datasets.reuters) shutdown() (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) SigmoidMapper (class in zoo.pipeline.api.onnx.mapper.sigmoid) SimpleRNN (class in zoo.pipeline.api.keras.layers.recurrent) size (zoo.orca.learn.pytorch.utils.TimerStat attribute) slice() (zoo.pipeline.api.autograd.VariableOperator method) SliceMapper (class in zoo.pipeline.api.onnx.mapper.slice) sMAPE() (in module zoo.automl.common.metrics) sMDAPE() (in module zoo.automl.common.metrics) SmokeRecipe (class in zoo.automl.config.recipe) SoftmaxMapper (class in zoo.pipeline.api.onnx.mapper.softmax) softplus() (in module zoo.pipeline.api.autograd) SoftShrink (class in zoo.pipeline.api.keras.layers.torch) softsign() (in module zoo.pipeline.api.autograd) SparkRunner (class in zoo.util.spark) SparkXShards (class in zoo.orca.data.shard) SparseCategoricalAccuracy (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) SparseCategoricalCrossEntropy (class in zoo.pipeline.api.keras.objectives) SparseDense (class in zoo.pipeline.api.keras.layers.core) SparseEmbedding (class in zoo.pipeline.api.keras.layers.embeddings) SpatialDropout1D (class in zoo.pipeline.api.keras.layers.core) SpatialDropout2D (class in zoo.pipeline.api.keras.layers.core) SpatialDropout3D (class in zoo.pipeline.api.keras.layers.core) split() (zoo.orca.data.shard.SparkXShards method) split_heads() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) split_id_and_train_data() (in module zoo.automl.model.tcmf_model) Sqrt (class in zoo.pipeline.api.keras.layers.torch) sqrt() (in module zoo.pipeline.api.autograd) SqrtMapper (class in zoo.pipeline.api.onnx.mapper.sqrt) Square (class in zoo.pipeline.api.keras.layers.torch) square() (in module zoo.pipeline.api.autograd) SquaredHinge (class in zoo.pipeline.api.keras.objectives) Squeeze (class in zoo.pipeline.api.keras.layers.torch) squeeze() (zoo.pipeline.api.autograd.VariableOperator method) SqueezeMapper (class in zoo.pipeline.api.onnx.mapper.squeeze) SReLU (class in zoo.pipeline.api.keras.layers.advanced_activations) stack() (in module zoo.pipeline.api.autograd) standalone_env (zoo.util.spark.SparkRunner attribute) standardScale() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector static method) state_dict() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) state_stream() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) stats() (zoo.orca.learn.pytorch.utils.TimerCollection method) step_factF_loss() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) step_factX_loss() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) step_temporal_loss_X() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) stop() (zoo.ray.raycontext.RayContext method) stop_orca_context() (in module zoo.orca.common) stop_spark_standalone() (in module zoo.common.nncontext) (zoo.util.spark.SparkRunner static method) strip_unused() (in module zoo.util.tf) sub() (zoo.pipeline.api.autograd.VariableOperator method) SubMapper (class in zoo.pipeline.api.onnx.mapper.sub) sum (zoo.orca.learn.pytorch.utils.TimerStat attribute) sum() (in module zoo.pipeline.api.autograd) summary() (zoo.models.common.zoo_model.ZooModel method) (zoo.orca.learn.pytorch.utils.AverageMeterCollection method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) supply_test() (zoo.automl.model.tcmf.data_loader.TCMFDataLoader method)

T

TanhMapper (class in zoo.pipeline.api.onnx.mapper.tanh) TCMF (class in zoo.automl.model.tcmf_model) TCMFDataLoader (class in zoo.automl.model.tcmf.data_loader) TCMFDistributedModelWrapper (class in zoo.automl.model.tcmf_model) TCMFLocalModelWrapper (class in zoo.automl.model.tcmf_model) temporal_to_tensor2d() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) TemporalBlock (class in zoo.automl.model.tcmf.local_model) TemporalBlockLast (class in zoo.automl.model.tcmf.local_model) TemporalConvNet (class in zoo.automl.model.tcmf.local_model) tensor2d_to_temporal() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) TensorToSample (class in zoo.feature.common) TextClassifier (class in zoo.models.textclassification.text_classifier) TextFeature (class in zoo.feature.text.text_feature) TextFeatureToSample (class in zoo.feature.text.transformer) TextMatcher (class in zoo.models.textmatching.text_matcher) TextSet (class in zoo.feature.text.text_set) TextTransformer (class in zoo.feature.text.transformer) tf_dataset() (zoo.feature.common.FeatureSet class method) Threshold (class in zoo.pipeline.api.keras.layers.torch) ThresholdDetector (class in zoo.zouwu.model.anomaly) ThresholdedReLU (class in zoo.pipeline.api.keras.layers.advanced_activations) ThresholdEstimator (class in zoo.zouwu.model.anomaly) TimeCovariates (class in zoo.automl.model.tcmf.time) TimeDistributed (class in zoo.pipeline.api.keras.layers.wrappers) TimerCollection (class in zoo.orca.learn.pytorch.utils) TimerStat (class in zoo.orca.learn.pytorch.utils) to_bigdl_criterion() (in module zoo.pipeline.api.keras.utils) to_bigdl_metric() (in module zoo.pipeline.api.keras.utils) to_bigdl_metrics() (in module zoo.pipeline.api.keras.utils) to_bigdl_optim_method() (in module zoo.pipeline.api.keras.utils) (in module zoo.pipeline.api.net.utils) to_dataset() (zoo.feature.common.FeatureSet method) to_distributed() (zoo.feature.text.text_set.TextSet method) to_image_frame() (zoo.feature.image.imageset.ImageSet method) to_keras() (zoo.pipeline.api.net.graph_net.GraphNet method) (zoo.pipeline.api.onnx.onnx_loader.OnnxLoader method) to_list() (in module zoo.ray.utils) to_list_of_numpy() (in module zoo.common.utils) to_local() (zoo.feature.text.text_set.TextSet method) to_model() (zoo.pipeline.api.keras.engine.topology.KerasNet method) to_numpy() (zoo.pipeline.api.onnx.onnx_helper.OnnxHelper static method) to_ray() (zoo.orca.data.shard.SparkXShards method) to_sample() (in module zoo.orca.data.utils) to_sample_rdd() (in module zoo.util.utils) to_tensor() (zoo.pipeline.api.onnx.mapper.operator_mapper.OperatorMapper method)

to_tuple() (zoo.feature.common.Relation method) to_user_item_feature() (in module zoo.models.recommendation.utils) to_zoo_format() (zoo.pipeline.api.onnx.mapper.batchnormalization.BatchNormalizationMapper method) (zoo.pipeline.api.onnx.mapper.conv.ConvMapper method) (zoo.pipeline.api.onnx.mapper.gemm.GemmMapper method) (zoo.pipeline.api.onnx.mapper.operator_mapper.OperatorMapper method) tokenize() (zoo.feature.text.text_set.TextSet method) Tokenizer (class in zoo.feature.text.transformer) toMultiShape() (in module zoo.pipeline.api.utils) Top5Accuracy (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) TorchCriterion (class in zoo.pipeline.api.net.torch_criterion) TorchNet (class in zoo.pipeline.api.net.torch_net) TorchRunner (class in zoo.orca.learn.pytorch.torch_runner) ToTuple (class in zoo.feature.common) train() (zoo.pipeline.estimator.estimator.Estimator method) train_all_models() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) train_batch() (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) train_epoch() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) train_epochs() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) train_factors() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) train_imagefeature() (zoo.pipeline.estimator.estimator.Estimator method) train_minibatch() (zoo.pipeline.estimator.estimator.Estimator method) train_model() (zoo.automl.model.tcmf.local_model.LocalModel method) train_model_local() (zoo.automl.model.tcmf.local_model.LocalModel method) train_test_split() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector static method) train_val_test_split() (in module zoo.automl.common.util) train_Xseq() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) train_Yseq() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) training (zoo.pipeline.api.onnx.onnx_loader.OnnxLoader attribute) TrainingOperator (class in zoo.orca.learn.pytorch.training_operator) transform() (zoo.automl.feature.abstract.BaseFeatureTransformer method) (zoo.feature.common.FeatureSet method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.text.text_set.TextSet method) (zoo.feature.text.transformer.TextTransformer method) (zoo.pipeline.nnframes.nn_classifier.XGBClassifierModel method) transform_shard() (zoo.orca.data.shard.RayXShards method) (zoo.orca.data.shard.SparkXShards method) (zoo.orca.data.shard.XShards method) TransformerLayer (class in zoo.pipeline.api.keras.layers.self_attention) TransposeMapper (class in zoo.pipeline.api.onnx.mapper.transpose) TrialOutput (class in zoo.automl.search.abstract) Trigger (class in zoo.orca.learn.trigger)

U

uncache() (zoo.orca.data.shard.SparkXShards method) unfreeze() (zoo.pipeline.api.keras.models.Model method) (zoo.pipeline.api.net.graph_net.GraphNet method) unique() (zoo.orca.data.shard.SparkXShards method) unpersist() (zoo.orca.data.shard.SharedValue method) unroll() (zoo.models.anomalydetection.anomaly_detector.AnomalyDetector class method) UnsqueezeMapper (class in zoo.pipeline.api.onnx.mapper.unsqueeze) update() (zoo.orca.learn.pytorch.utils.AverageMeter method) (zoo.orca.learn.pytorch.utils.AverageMeterCollection method)

upload_ppl_hdfs() (in module zoo.automl.common.util) UpSampling1D (class in zoo.pipeline.api.keras.layers.convolutional) UpSampling2D (class in zoo.pipeline.api.keras.layers.convolutional) UpSampling3D (class in zoo.pipeline.api.keras.layers.convolutional) use_fp16 (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) use_gpu (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) use_tqdm (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) UserItemFeature (class in zoo.models.recommendation.recommender) UserItemPrediction (class in zoo.models.recommendation.recommender)

V

validate() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) validate_batch() (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) value (zoo.orca.data.shard.SharedValue attribute)

VanillaLSTMPytorch (class in zoo.automl.model.VanillaLSTM_pytorch) Variable (class in zoo.pipeline.api.autograd) VariableOperator (class in zoo.pipeline.api.autograd) Visualizer (class in zoo.models.image.objectdetection.object_detector)

W

WideAndDeep (class in zoo.models.recommendation.wide_and_deep) with_origin_column() (in module zoo.pipeline.nnframes.nn_image_schema) with_sampler() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) WithinChannelLRN2D (class in zoo.pipeline.api.keras.layers.torch)

word2idx() (zoo.feature.text.text_set.TextSet method) WordEmbedding (class in zoo.pipeline.api.keras.layers.embeddings) WordIndexer (class in zoo.feature.text.transformer) world_rank (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) write_text() (in module zoo.orca.data.file)

X

XGBClassifierModel (class in zoo.pipeline.nnframes.nn_classifier) XgbRegressorGridRandomRecipe (class in zoo.automl.config.recipe)

XgbRegressorSkOptRecipe (class in zoo.automl.config.recipe) XShards (class in zoo.orca.data.shard)

Z

ZeroPadding1D (class in zoo.pipeline.api.keras.layers.convolutional) ZeroPadding2D (class in zoo.pipeline.api.keras.layers.convolutional) ZeroPadding3D (class in zoo.pipeline.api.keras.layers.convolutional) zip() (zoo.orca.data.shard.SparkXShards method) zoo (module) zoo.automl (module) zoo.automl.common (module) zoo.automl.common.metrics (module) zoo.automl.common.parameters (module) zoo.automl.common.util (module) zoo.automl.config (module) zoo.automl.config.recipe (module) zoo.automl.feature (module) zoo.automl.feature.abstract (module) zoo.automl.model (module) zoo.automl.model.abstract (module) zoo.automl.model.Seq2Seq_pytorch (module) zoo.automl.model.tcmf (module) zoo.automl.model.tcmf.data_loader (module) zoo.automl.model.tcmf.DeepGLO (module) zoo.automl.model.tcmf.local_model (module) zoo.automl.model.tcmf.time (module) zoo.automl.model.tcmf_model (module) zoo.automl.model.VanillaLSTM_pytorch (module) zoo.automl.pipeline (module) zoo.automl.pipeline.abstract (module) zoo.automl.regression (module) zoo.automl.search (module) zoo.automl.search.abstract (module) zoo.common (module) zoo.common.nncontext (module) zoo.common.utils (module) zoo.feature.common (module) zoo.feature.image.imagePreprocessing (module) zoo.feature.image.imageset (module) zoo.feature.image3d.transformation (module) zoo.feature.text.text_feature (module) zoo.feature.text.text_set (module) zoo.feature.text.transformer (module) zoo.models (module) zoo.models.anomalydetection (module) zoo.models.anomalydetection.anomaly_detector (module) zoo.models.common (module) zoo.models.common.ranker (module) zoo.models.common.zoo_model (module) zoo.models.image (module) zoo.models.image.common (module) zoo.models.image.common.image_config (module) zoo.models.image.common.image_model (module) zoo.models.image.imageclassification (module) zoo.models.image.imageclassification.image_classification (module) zoo.models.image.objectdetection (module) zoo.models.image.objectdetection.object_detector (module) zoo.models.recommendation (module) zoo.models.recommendation.neuralcf (module) zoo.models.recommendation.recommender (module) zoo.models.recommendation.session_recommender (module) zoo.models.recommendation.utils (module) zoo.models.recommendation.wide_and_deep (module) zoo.models.seq2seq (module) zoo.models.seq2seq.seq2seq (module) zoo.models.textclassification (module) zoo.models.textclassification.text_classifier (module) zoo.models.textmatching (module) zoo.models.textmatching.knrm (module) zoo.models.textmatching.text_matcher (module) zoo.orca (module) zoo.orca.automl (module) zoo.orca.common (module) zoo.orca.data (module) zoo.orca.data.file (module) zoo.orca.data.pandas (module) zoo.orca.data.pandas.preprocessing (module) zoo.orca.data.shard (module) zoo.orca.data.tf (module) zoo.orca.data.utils (module) zoo.orca.learn (module) zoo.orca.learn.horovod (module) zoo.orca.learn.horovod.horovod_ray_runner (module) zoo.orca.learn.metrics (module) zoo.orca.learn.pytorch (module) zoo.orca.learn.pytorch.constants (module) zoo.orca.learn.pytorch.estimator (module) zoo.orca.learn.pytorch.torch_runner (module) zoo.orca.learn.pytorch.training_operator (module) zoo.orca.learn.pytorch.utils (module) zoo.orca.learn.tf (module) zoo.orca.learn.trigger (module) zoo.pipeline (module) zoo.pipeline.api (module) zoo.pipeline.api.autograd (module) zoo.pipeline.api.keras (module) zoo.pipeline.api.keras.base (module) zoo.pipeline.api.keras.datasets (module) zoo.pipeline.api.keras.datasets.boston_housing (module) zoo.pipeline.api.keras.datasets.imdb (module) zoo.pipeline.api.keras.datasets.mnist (module) zoo.pipeline.api.keras.datasets.reuters (module) zoo.pipeline.api.keras.engine (module) zoo.pipeline.api.keras.engine.topology (module) zoo.pipeline.api.keras.layers (module) zoo.pipeline.api.keras.layers.advanced_activations (module) zoo.pipeline.api.keras.layers.convolutional (module) zoo.pipeline.api.keras.layers.convolutional_recurrent (module) zoo.pipeline.api.keras.layers.core (module) zoo.pipeline.api.keras.layers.embeddings (module) zoo.pipeline.api.keras.layers.local (module) zoo.pipeline.api.keras.layers.noise (module) zoo.pipeline.api.keras.layers.normalization (module) zoo.pipeline.api.keras.layers.pooling (module) zoo.pipeline.api.keras.layers.recurrent (module) zoo.pipeline.api.keras.layers.self_attention (module)

zoo.pipeline.api.keras.layers.torch (module) zoo.pipeline.api.keras.layers.wrappers (module) zoo.pipeline.api.keras.metrics (module) zoo.pipeline.api.keras.models (module) zoo.pipeline.api.keras.objectives (module) zoo.pipeline.api.keras.optimizers (module) zoo.pipeline.api.keras.regularizers (module) zoo.pipeline.api.keras.utils (module) zoo.pipeline.api.keras2 (module) zoo.pipeline.api.keras2.base (module) zoo.pipeline.api.keras2.engine (module) zoo.pipeline.api.keras2.engine.topology (module) zoo.pipeline.api.keras2.engine.training (module) zoo.pipeline.api.keras2.layers (module) zoo.pipeline.api.keras2.layers.advanced_activations (module) zoo.pipeline.api.keras2.layers.convolutional (module) zoo.pipeline.api.keras2.layers.convolutional_recurrent (module) zoo.pipeline.api.keras2.layers.core (module) zoo.pipeline.api.keras2.layers.embeddings (module) zoo.pipeline.api.keras2.layers.local (module) zoo.pipeline.api.keras2.layers.merge (module) zoo.pipeline.api.keras2.layers.noise (module) zoo.pipeline.api.keras2.layers.normalization (module) zoo.pipeline.api.keras2.layers.pooling (module) zoo.pipeline.api.keras2.layers.recurrent (module) zoo.pipeline.api.keras2.layers.wrappers (module) zoo.pipeline.api.net (module) zoo.pipeline.api.net.graph_net (module) zoo.pipeline.api.net.net_load (module) zoo.pipeline.api.net.torch_criterion (module) zoo.pipeline.api.net.torch_net (module) zoo.pipeline.api.net.utils (module) zoo.pipeline.api.onnx (module) zoo.pipeline.api.onnx.mapper (module) zoo.pipeline.api.onnx.mapper.abs (module) zoo.pipeline.api.onnx.mapper.add (module) zoo.pipeline.api.onnx.mapper.averagepool (module) zoo.pipeline.api.onnx.mapper.batchnormalization (module) zoo.pipeline.api.onnx.mapper.cast (module) zoo.pipeline.api.onnx.mapper.clip (module) zoo.pipeline.api.onnx.mapper.concat (module) zoo.pipeline.api.onnx.mapper.constant (module) zoo.pipeline.api.onnx.mapper.conv (module) zoo.pipeline.api.onnx.mapper.div (module) zoo.pipeline.api.onnx.mapper.dropout (module) zoo.pipeline.api.onnx.mapper.elu (module) zoo.pipeline.api.onnx.mapper.exp (module) zoo.pipeline.api.onnx.mapper.flatten (module) zoo.pipeline.api.onnx.mapper.gather (module) zoo.pipeline.api.onnx.mapper.gemm (module) zoo.pipeline.api.onnx.mapper.globalaveragepool (module) zoo.pipeline.api.onnx.mapper.greater (module) zoo.pipeline.api.onnx.mapper.hardsigmoid (module) zoo.pipeline.api.onnx.mapper.leakyrelu (module) zoo.pipeline.api.onnx.mapper.log (module) zoo.pipeline.api.onnx.mapper.logsoftmax (module) zoo.pipeline.api.onnx.mapper.lrn (module) zoo.pipeline.api.onnx.mapper.matmul (module) zoo.pipeline.api.onnx.mapper.maxpool (module) zoo.pipeline.api.onnx.mapper.mul (module) zoo.pipeline.api.onnx.mapper.neg (module) zoo.pipeline.api.onnx.mapper.operator_mapper (module) zoo.pipeline.api.onnx.mapper.pow (module) zoo.pipeline.api.onnx.mapper.reducemean (module) zoo.pipeline.api.onnx.mapper.reducesum (module) zoo.pipeline.api.onnx.mapper.relu (module) zoo.pipeline.api.onnx.mapper.reshape (module) zoo.pipeline.api.onnx.mapper.shape (module) zoo.pipeline.api.onnx.mapper.sigmoid (module) zoo.pipeline.api.onnx.mapper.slice (module) zoo.pipeline.api.onnx.mapper.softmax (module) zoo.pipeline.api.onnx.mapper.sqrt (module) zoo.pipeline.api.onnx.mapper.squeeze (module) zoo.pipeline.api.onnx.mapper.sub (module) zoo.pipeline.api.onnx.mapper.tanh (module) zoo.pipeline.api.onnx.mapper.transpose (module) zoo.pipeline.api.onnx.mapper.unsqueeze (module) zoo.pipeline.api.onnx.onnx_helper (module) zoo.pipeline.api.onnx.onnx_loader (module) zoo.pipeline.api.utils (module) zoo.pipeline.estimator (module) zoo.pipeline.estimator.estimator (module) zoo.pipeline.inference (module) zoo.pipeline.inference.inference_model (module) zoo.pipeline.nnframes (module) zoo.pipeline.nnframes.nn_classifier (module) zoo.pipeline.nnframes.nn_image_reader (module) zoo.pipeline.nnframes.nn_image_schema (module) zoo.ray (module) zoo.ray.process (module) zoo.ray.raycontext (module) zoo.ray.utils (module) zoo.util (module) zoo.util.engine (module) zoo.util.nest (module) zoo.util.spark (module) zoo.util.tf (module) zoo.util.utils (module) zoo.zouwu (module) zoo.zouwu.autots (module) zoo.zouwu.model (module) zoo.zouwu.model.anomaly (module) zoo.zouwu.model.forecast (module) ZooCallable (class in zoo.pipeline.api.keras.base) ZooContext (class in zoo.common.nncontext) ZooContextMeta (class in zoo.common.nncontext) ZooKeras2Creator (class in zoo.pipeline.api.keras2.base) ZooKeras2Layer (class in zoo.pipeline.api.keras2.base) ZooKerasCreator (class in zoo.pipeline.api.keras.base) ZooKerasLayer (class in zoo.pipeline.api.keras.base) ZooModel (class in zoo.models.common.zoo_model) ZooModelCreator (class in zoo.models.common.zoo_model)