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) accuracy() (in module zoo.examples.orca.learn.tf.lenet_mnist_graph) 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) add_metric() (zoo.tfpark.model.KerasModel method) add_one_func() (in module zoo.examples.autograd.custom) 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_config() (zoo.automl.model.MTNet_keras.MTNetKeras method) apply_gradients() (zoo.examples.ray.parameter_server.model.SimpleCNN method) (zoo.tfpark.zoo_optimizer.ZooOptimizer method)

apply_operator() (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) ArrayToTensor (class in zoo.feature.common) as_graph_rdd() (zoo.orca.data.tf.data.Dataset method) 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) AttentionRNNWrapper (class in zoo.automl.model.MTNet_keras) attn() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) AUC (class in zoo.orca.learn.metrics) (class in zoo.pipeline.api.keras.metrics) AutoTSTrainer (class in zoo.zouwu.autots.forecast) AutoXGBoost (class in zoo.orca.automl.AutoXGBoost) 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) bert_input_fn() (in module zoo.tfpark.text.estimator.bert_base) bert_model() (in module zoo.tfpark.text.estimator.bert_base) BERTBaseEstimator (class in zoo.tfpark.text.estimator.bert_base) BERTClassifier (class in zoo.tfpark.text.estimator.bert_classifier) BERTNER (class in zoo.tfpark.text.estimator.bert_ner) BERTSQuAD (class in zoo.tfpark.text.estimator.bert_squad) bias_variable() (in module zoo.examples.ray.parameter_server.model) Bidirectional (class in zoo.pipeline.api.keras.layers.wrappers)

BigDLAdapter (class in zoo.feature.common) BigDLMetric (class in zoo.tfpark.tf_optimizer) 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() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper method) (zoo.automl.model.MTNet_keras.MTNetKeras method) 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) call() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper 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.pytorch_horovod_estimator) (in module zoo.orca.learn.pytorch.utils) check_input() (in module zoo.automl.common.metrics) (zoo.tfpark.tfnet.TFNet static method) 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_rules() (zoo.tfpark.tf_dataset.TFDataDataset static method) check_spark_source_conflict() (in module zoo.util.engine) check_tf_version() (in module zoo.tfpark) 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) ckpt_to_frozen_graph() (in module zoo.examples.tensorflow.freeze_checkpoint.freeze_checkpoint) classifier() (zoo.orca.automl.AutoXGBoost.AutoXGBoost static method) 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.automl.search.RayTuneSearchEngine.RayTuneSearchEngine method) (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) compute_accuracy() (zoo.examples.ray.parameter_server.model.SimpleCNN method)

compute_gradients() (zoo.examples.ray.parameter_server.model.SimpleCNN method) (zoo.tfpark.zoo_optimizer.ZooOptimizer method) compute_output_shape() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper method) compute_update() (zoo.examples.ray.parameter_server.model.SimpleCNN method) ConcatMapper (class in zoo.pipeline.api.onnx.mapper.concat) config (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) config_option_parser() (in module zoo.examples.inception.inception) config_save() (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) Constant (class in zoo.pipeline.api.autograd) ConstantMapper (class in zoo.pipeline.api.onnx.mapper.constant) ContextTransformer (class in zoo.models.recommendation.txt) 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) conv2d() (in module zoo.examples.ray.parameter_server.model) 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_predict_to_dataframe() (in module zoo.orca.learn.tf.utils) convert_predict_to_xshard() (in module zoo.orca.learn.tf.utils) 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_variables_to_constants() (in module zoo.util.tf_graph_util) 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) (zoo.tfpark.tf_optimizer.TFModel static method) create_config() (in module zoo.orca.learn.mxnet.utils) 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

DataFrameDataset (class in zoo.tfpark.tf_dataset) Dataset (class in zoo.orca.data.tf.data) 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) deepnn() (in module zoo.examples.ray.parameter_server.model) default() (zoo.automl.common.util.NumpyEncoder method) Dense (class in zoo.pipeline.api.keras.layers.core) (class in zoo.pipeline.api.keras2.layers.core) describe() (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) 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) df_datatype_to_tf() (zoo.tfpark.tf_dataset.DataFrameDataset static method) disable() (zoo.orca.learn.pytorch.utils.TimerCollection method) discount_rewards() (in module zoo.examples.ray.rl_pong.rl_pong) 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_glove() (in module zoo.examples.textclassification.news20) download_imdb() (in module zoo.pipeline.api.keras.datasets.imdb) download_mnist_retry() (in module zoo.examples.ray.parameter_server.model) download_news20() (in module zoo.examples.textclassification.news20) 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.mxnet.mxnet_trainer) (class in zoo.orca.learn.pytorch.estimator) (class in zoo.orca.learn.tf.estimator) (class in zoo.orca.learn.tf2.tf_ray_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.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM 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.model.time_sequence.TimeSequenceModel method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) (zoo.automl.regression.time_sequence_predictor.TimeSequencePredictor 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.orca.learn.tf.estimator.Estimator method) (zoo.orca.learn.tf.estimator.TFKerasWrapper method) (zoo.orca.learn.tf.estimator.TFOptimizerWrapper method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) (zoo.tfpark.estimator.TFEstimator method) (zoo.tfpark.model.KerasModel method) (zoo.tfpark.tfnet.TFNet method) (zoo.zouwu.autots.forecast.TSPipeline method)

evaluate_imagefeature() (zoo.pipeline.estimator.estimator.Estimator method) evaluate_map() (zoo.models.common.ranker.Ranker method) evaluate_metrics() (in module zoo.tfpark.utils) evaluate_minibatch() (zoo.pipeline.estimator.estimator.Estimator method) evaluate_ndcg() (zoo.models.common.ranker.Ranker method) evaluate_string_metrics() (in module zoo.tfpark.utils) 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() (zoo.tfpark.tf_optimizer.TFModel static method) export_tf() (in module zoo.util.tf) export_training_model() (zoo.tfpark.tf_optimizer.TFOptimizer static method) 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) extract_sub_graph() (in module zoo.util.tf_graph_util)

F

FakeOptimMethod (class in zoo.tfpark.zoo_optimizer) feature_tensors (zoo.tfpark.tf_dataset.TFDataset attribute) 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.mxnet.utils) (in module zoo.orca.learn.pytorch.utils) (in module zoo.orca.learn.tf2.tf_runner) (zoo.orca.learn.mxnet.mxnet_runner.MXNetRunner method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.tf2.tf_runner.TFRunner method) find_latest_checkpoint() (in module zoo.orca.learn.tf.utils) 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.automl.pipeline.time_sequence.TimeSequencePipeline method) (zoo.automl.regression.time_sequence_predictor.TimeSequencePredictor method) (zoo.models.common.zoo_model.KerasZooModel method) (zoo.models.seq2seq.seq2seq.Seq2seq method) (zoo.models.textclassification.text_classifier.TextClassifier method) (zoo.orca.learn.mxnet.mxnet_trainer.Estimator method) (zoo.orca.learn.pytorch.estimator.Estimator method) (zoo.orca.learn.pytorch.estimator.PyTorchHorovodEstimatorWrapper method) (zoo.orca.learn.pytorch.estimator.PytorchSparkEstimatorWrapper method) (zoo.orca.learn.tf.estimator.Estimator method) (zoo.orca.learn.tf.estimator.TFKerasWrapper method) (zoo.orca.learn.tf.estimator.TFOptimizerWrapper method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.tfpark.model.KerasModel method) (zoo.zouwu.autots.forecast.AutoTSTrainer method) (zoo.zouwu.autots.forecast.TSPipeline method) (zoo.zouwu.model.anomaly.ThresholdEstimator method) fit_eval() (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.tcmf_model.TCMF method) (zoo.automl.model.time_sequence.TimeSequenceModel method) fit_incremental() (zoo.automl.model.tcmf_model.TCMF method) fit_transform() (zoo.automl.feature.abstract.BaseFeatureTransformer method) (zoo.automl.feature.identity_transformer.IdentityTransformer method) (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer method) fit_with_fixed_configs() (zoo.automl.pipeline.time_sequence.TimeSequencePipeline 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_bytes_rdd() (zoo.tfpark.tf_dataset.TFDataset static method) from_dataframe() (zoo.tfpark.tf_dataset.TFDataset static method) from_export_folder() (zoo.tfpark.tfnet.TFNet static method) from_feature_set() (zoo.tfpark.tf_dataset.TFDataset static method) from_graph() (zoo.orca.learn.tf.estimator.Estimator static method) from_image_frame() (zoo.feature.image.imageset.ImageSet class method) from_image_set() (zoo.tfpark.tf_dataset.TFDataset static 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_keras() (zoo.orca.learn.tf.estimator.Estimator static method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator class method) (zoo.tfpark.tf_optimizer.TFOptimizer class method) (zoo.tfpark.tf_predictor.TFPredictor class method) from_loss() (zoo.tfpark.tf_optimizer.TFOptimizer class method) from_model_fn() (zoo.tfpark.estimator.TFEstimator class method) from_ndarray() (zoo.common.utils.JTensor class method) (zoo.common.utils.Sample class method) from_ndarrays() (zoo.tfpark.tf_dataset.TFDataset static method) (zoo.tfpark.tf_dataset.TFNdarrayDataset static method) from_node() (zoo.pipeline.api.autograd.Variable class method) from_outputs() (zoo.tfpark.tf_predictor.TFPredictor 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_rdd() (zoo.tfpark.tf_dataset.TFDataset static method) (zoo.tfpark.tf_dataset.TFNdarrayDataset 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_saved_model() (zoo.tfpark.tfnet.TFNet static method) from_session() (zoo.tfpark.tfnet.TFNet static method) from_string_rdd() (zoo.tfpark.tf_dataset.TFDataset static method) from_tensor_slices() (zoo.orca.data.tf.data.Dataset static method) from_text_set() (zoo.tfpark.tf_dataset.TFDataset static method) from_tf_data_dataset() (zoo.tfpark.tf_dataset.TFDataset static method) from_tfrecord_file() (zoo.tfpark.tf_dataset.TFDataset static method) from_torch() (zoo.orca.learn.pytorch.estimator.Estimator static method) from_train_op() (zoo.tfpark.tf_optimizer.TFOptimizer class method) future_seq_len (zoo.automl.model.abstract.BaseModel attribute)

G

GANEstimator (class in zoo.tfpark.gan.gan_estimator) GanOptimMethod (class in zoo.tfpark.gan.common) 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) (zoo.automl.search.RayTuneSearchEngine.RayTuneSearchEngine method) get_boundaries() (in module zoo.models.recommendation.utils) get_checkpoint_state() (in module zoo.orca.learn.tf.utils) get_class_name() (in module zoo.orca.data.utils) get_conda_python_path() (in module zoo.util.utils) get_config() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper method) (zoo.models.image.common.image_model.ImageModel method) get_constants() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper method) get_covariates() (zoo.automl.model.tcmf.time.TimeCovariates method) get_data() (in module zoo.examples.tensorflow.tfpark.estimator.estimator_dataset) (zoo.orca.data.shard.RayPartition method) get_data_rdd() (in module zoo.examples.tensorflow.tfpark.keras.keras_dataset) get_deep_tensors() (in module zoo.models.recommendation.utils) get_default_configs() (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) get_default_num_workers() (zoo.automl.model.tcmf_model.TCMF static method) get_evaluation_data() (zoo.tfpark.tf_dataset.TFDataset method) get_executor_conda_zoo_classpath() (in module zoo.util.utils) get_feature_list() (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer method) get_file_list() (in module zoo.common.utils) get_glove() (in module zoo.examples.textclassification.news20) get_gradients_for_keras() (in module zoo.tfpark.zoo_optimizer) get_image() (zoo.feature.image.imageset.DistributedImageSet method) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.image.imageset.LocalImageSet method) get_inception_data() (in module zoo.examples.inception.inception) 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_loss() (in module zoo.examples.orca.learn.mxnet.lenet_mnist) get_metrics() (in module zoo.examples.orca.learn.mxnet.lenet_mnist) (zoo.orca.learn.metrics.AUC method) (zoo.orca.learn.metrics.Accuracy 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) (in module zoo.examples.orca.learn.mxnet.lenet_mnist) (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.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.pytorch.pytorch_trainer.PyTorchTrainer method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator method) get_negative_samples() (in module zoo.models.recommendation.utils) get_news20() (in module zoo.examples.textclassification.news20) get_node_ip() (in module zoo.util.utils) (zoo.orca.learn.mxnet.mxnet_runner.MXNetRunner method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.tf2.tf_runner.TFRunner method) get_num_partitions() (zoo.orca.data.tf.data.TFDataDataset2 method) (zoo.tfpark.tf_dataset.TFBytesDataset method) (zoo.tfpark.tf_dataset.TFDataDataset method) (zoo.tfpark.tf_dataset.TFDataset method) (zoo.tfpark.tf_dataset.TFFeatureDataset method) (zoo.tfpark.tf_dataset.TFImageDataset method) (zoo.tfpark.tf_dataset.TFNdarrayDataset method) (zoo.tfpark.tf_dataset.TFTextDataset 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_data() (zoo.tfpark.tf_dataset.TFDataset 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_slot() (zoo.tfpark.zoo_optimizer.ZooOptimizer method) get_slot_names() (zoo.tfpark.zoo_optimizer.ZooOptimizer method) get_spec() (in module zoo.orca.data.utils) get_state() (zoo.orca.learn.tf2.tf_runner.TFRunner method) get_state_dict() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.PyTorchHorovodEstimator method) get_test_data_iter() (in module zoo.examples.orca.learn.mxnet.lenet_mnist) 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_data_iter() (in module zoo.examples.orca.learn.mxnet.lenet_mnist) get_train_summary() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.orca.learn.tf.estimator.Estimator method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.estimator.estimator.Estimator method) get_training_data() (zoo.tfpark.tf_dataset.TFDataset 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_data() (zoo.tfpark.tf_dataset.TFDataset method) get_validation_summary() (zoo.models.common.zoo_model.KerasZooModel method) (zoo.orca.learn.tf.estimator.Estimator 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() (zoo.examples.ray.parameter_server.model.SimpleCNN method) (zoo.tfpark.model.KerasModel method) get_weights_shape() (zoo.pipeline.api.keras.base.ZooKerasLayer method) get_weights_to_python() (zoo.tfpark.tf_optimizer.TFTrainingHelper 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) hybrid_forward() (zoo.models.recommendation.txt.ContextTransformer method) (zoo.models.recommendation.txt.MeanMaxPooling method) (zoo.models.recommendation.txt.SequenceTransformer method) (zoo.models.recommendation.txt.TxT method)

I

Identity (class in zoo.pipeline.api.keras.layers.torch) IdentityCriterion (class in zoo.tfpark.tf_optimizer) IdentityTransformer (class in zoo.automl.feature.identity_transformer) 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) inception_arg_scope() (in module zoo.examples.tensorflow.tfpark.inception.nets.inception_utils) inception_layer_v1() (in module zoo.examples.inception.inception) inception_v1_no_aux_classifier() (in module zoo.examples.inception.inception) index_select() (zoo.pipeline.api.autograd.VariableOperator method) infer() (zoo.models.seq2seq.seq2seq.Seq2seq method) inference() (in module zoo.examples.nnframes.imageInference.ImageInferenceExample)

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) IntentEntity (class in zoo.tfpark.text.keras.intent_extraction) 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.ray.utils) (zoo.feature.image.imageset.ImageSet method) (zoo.feature.text.text_set.TextSet method) is_local_path() (in module zoo.common.utils) is_scalar_type() (zoo.tfpark.tf_dataset.DataFrameDataset static method) 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) KerasModel (class in zoo.tfpark.model) 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) label_tensors (zoo.tfpark.tf_dataset.TFDataset attribute) 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) lenet() (in module zoo.examples.orca.learn.tf.lenet_mnist_graph) LinearDataset (class in zoo.examples.orca.learn.horovod.pytorch_estimator) 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.orca.learn.pytorch.pytorch_horovod_estimator.PyTorchHorovodEstimator 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) (zoo.zouwu.autots.forecast.TSPipeline 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_checkpoint() (zoo.tfpark.tf_optimizer.TFOptimizer method) (zoo.tfpark.tf_optimizer.TFTrainingHelper 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_latest_orca_checkpoint() (zoo.orca.learn.tf.estimator.Estimator 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) (zoo.tfpark.model.KerasModel static method) (zoo.tfpark.text.keras.intent_extraction.IntentEntity static method) (zoo.tfpark.text.keras.ner.NER static method) (zoo.tfpark.text.keras.pos_tagging.SequenceTagger static method)

load_numpy() (in module zoo.orca.data.file) load_openvino() (zoo.pipeline.inference.inference_model.InferenceModel method) load_orca_checkpoint() (zoo.orca.learn.tf.estimator.Estimator method) load_pickle() (zoo.orca.data.shard.XShards class method) load_state_dict() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) load_state_stream() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.TorchWorker method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) load_tensorflow() (zoo.pipeline.inference.inference_model.InferenceModel method) load_tf_checkpoint() (in module zoo.orca.learn.tf.utils) load_torch() (zoo.pipeline.api.net.net_load.Net static method) load_ts_pipeline() (in module zoo.automl.pipeline.time_sequence) load_weights() (zoo.tfpark.model.KerasModel method) load_word_index() (zoo.feature.text.text_set.TextSet method) load_xgboost_pipeline() (in module zoo.automl.pipeline.time_sequence) 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) LSTMSeq2Seq (class in zoo.automl.model.Seq2Seq)

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) main() (in module zoo.examples.orca.learn.tf.lenet_mnist_graph) (in module zoo.examples.orca.learn.tf.lenet_mnist_keras) (in module zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras) (in module zoo.examples.tensorflow.tfpark.estimator.estimator_dataset) (in module zoo.examples.tensorflow.tfpark.estimator.estimator_inception) (in module zoo.examples.tensorflow.tfpark.keras.keras_dataset) (in module zoo.examples.tensorflow.tfpark.keras.keras_ndarray) make_bert_classifier_model_fn() (in module zoo.tfpark.text.estimator.bert_classifier) make_bert_ner_model_fn() (in module zoo.tfpark.text.estimator.bert_ner) make_bert_squad_model_fn() (in module zoo.tfpark.text.estimator.bert_squad) make_worker() (in module zoo.orca.learn.horovod.horovod_ray_runner) makedirs() (in module zoo.orca.data.file) map() (zoo.orca.data.tf.data.Dataset method) MapDataset (class in zoo.orca.data.tf.data) 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) max_pool_2x2() (in module zoo.examples.ray.parameter_server.model) 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_absolute_error() (in module zoo.examples.autograd.custom) (in module zoo.examples.autograd.customloss)

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) MeanMaxPooling (class in zoo.models.recommendation.txt) 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) MergeFeatureLabelFeatureTransformer (class in zoo.tfpark.tf_dataset) MergeFeatureLabelImagePreprocessing (class in zoo.tfpark.tf_dataset) Metrics (class in zoo.orca.learn.metrics) metrics_func (zoo.automl.common.metrics.Evaluator attribute) metrics_names (zoo.tfpark.model.KerasModel 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) model_creator() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) (in module zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras) 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) MTNetKeras (class in zoo.automl.model.MTNet_keras) 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) must_run_on_cpu() (in module zoo.util.tf_graph_util) MXNetRunner (class in zoo.orca.learn.mxnet.mxnet_runner)

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) NER (class in zoo.tfpark.text.keras.ner) 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) non_trainable_weights (zoo.automl.model.MTNet_keras.AttentionRNNWrapper 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) optimize() (zoo.tfpark.tf_optimizer.TFOptimizer method) optimizer (zoo.orca.learn.pytorch.training_operator.TrainingOperator attribute) optimizer_creator() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) 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) policy_backward() (in module zoo.examples.ray.rl_pong.rl_pong) policy_forward() (in module zoo.examples.ray.rl_pong.rl_pong) PolyEpochDecay (class in zoo.pipeline.api.keras.optimizers) pooler() (zoo.pipeline.api.keras.layers.self_attention.TransformerLayer method) post_processing() (zoo.automl.feature.identity_transformer.IdentityTransformer method) (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer 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() (in module zoo.examples.imageclassification.predict) (in module zoo.examples.tensorflow.tfnet.predict) (zoo.automl.model.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.abstract.BaseModel 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.model.time_sequence.TimeSequenceModel method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) (zoo.automl.regression.time_sequence_predictor.TimeSequencePredictor 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.orca.learn.tf.estimator.Estimator method) (zoo.orca.learn.tf.estimator.TFKerasWrapper method) (zoo.orca.learn.tf.estimator.TFOptimizerWrapper 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) (zoo.tfpark.estimator.TFEstimator method) (zoo.tfpark.model.KerasModel method) (zoo.tfpark.tf_predictor.TFPredictor method) (zoo.tfpark.tfnet.TFNet method) (zoo.zouwu.autots.forecast.TSPipeline 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_on_batch() (zoo.tfpark.model.KerasModel method) predict_user_item_pair() (zoo.models.recommendation.recommender.Recommender method) (zoo.models.recommendation.session_recommender.SessionRecommender method) predict_with_uncertainty() (zoo.automl.model.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.time_sequence.TimeSequenceModel method) (zoo.automl.pipeline.time_sequence.TimeSequencePipeline 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) preprocess() (in module zoo.examples.orca.learn.tf.lenet_mnist_graph) (in module zoo.examples.orca.learn.tf.lenet_mnist_keras) (in module zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras) (in module zoo.examples.ray.rl_pong.rl_pong) Preprocessing (class in zoo.feature.common) print_ray_remote_err_out() (zoo.ray.process.ProcessMonitor method) process() (in module zoo.automl.common.util) process_feature() (in module zoo.examples.orca.data.spark_pandas) 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) PyTorchHorovodEstimator (class in zoo.orca.learn.pytorch.pytorch_horovod_estimator) PyTorchHorovodEstimatorWrapper (class in zoo.orca.learn.pytorch.estimator) PytorchSparkEstimatorWrapper (class in zoo.orca.learn.pytorch.estimator) PyTorchTrainer (class in zoo.orca.learn.pytorch.pytorch_trainer)

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) RayTuneSearchEngine (class in zoo.automl.search.RayTuneSearchEngine) 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)

regressor() (zoo.orca.automl.AutoXGBoost.AutoXGBoost 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) remove_training_nodes() (in module zoo.util.tf_graph_util) 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.feature.identity_transformer.IdentityTransformer method) (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer method) (zoo.automl.model.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM method) (zoo.automl.model.VanillaLSTM_pytorch.VanillaLSTMPytorch method) (zoo.automl.model.abstract.BaseModel method) (zoo.automl.model.tcmf_model.TCMF method) (zoo.automl.model.time_sequence.TimeSequenceModel method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator 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.automl.search.RayTuneSearchEngine.RayTuneSearchEngine 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.feature.identity_transformer.IdentityTransformer method) (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer method) (zoo.automl.model.MTNet_keras.MTNetKeras method) (zoo.automl.model.Seq2Seq.LSTMSeq2Seq method) (zoo.automl.model.Seq2Seq_pytorch.Seq2SeqPytorch method) (zoo.automl.model.VanillaLSTM.VanillaLSTM 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.model.time_sequence.TimeSequenceModel method) (zoo.automl.pipeline.abstract.Pipeline method) (zoo.automl.pipeline.time_sequence.TimeSequencePipeline method) (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.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator method) (zoo.pipeline.api.keras.engine.topology.KerasNet method) (zoo.pipeline.nnframes.nn_classifier.NNModel method) (zoo.zouwu.autots.forecast.TSPipeline method) save_checkpoint() (zoo.tfpark.tf_optimizer.TFTrainingHelper 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_keras_model() (zoo.orca.learn.tf.estimator.Estimator method) (zoo.orca.learn.tf.estimator.TFKerasWrapper method) save_model() (zoo.models.common.zoo_model.ZooModel method) (zoo.tfpark.model.KerasModel method) (zoo.tfpark.text.keras.text_model.TextKerasModel method) save_pickle() (zoo.orca.data.shard.SparkXShards method) save_tf_checkpoint() (in module zoo.orca.learn.tf.utils) (zoo.orca.learn.tf.estimator.Estimator method) (zoo.orca.learn.tf.estimator.TFOptimizerWrapper method) save_weights() (zoo.tfpark.model.KerasModel 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) scheduler_creator() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) 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) SequenceTagger (class in zoo.tfpark.text.keras.pos_tagging) SequenceTransformer (class in zoo.models.recommendation.txt) 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) (zoo.tfpark.tf_optimizer.TFOptimizer 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) (zoo.tfpark.tf_optimizer.TFOptimizer 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_state() (zoo.orca.learn.tf2.tf_runner.TFRunner 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.orca.learn.tf.estimator.Estimator method) (zoo.pipeline.api.keras.engine.topology.KerasNet method)

set_weight() (zoo.pipeline.api.autograd.Parameter method) set_weights() (zoo.examples.ray.parameter_server.model.SimpleCNN method) (zoo.pipeline.api.keras.base.ZooKerasLayer method) (zoo.tfpark.model.KerasModel 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) (zoo.orca.learn.tf2.tf_runner.TFRunner method) setup_components() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.TorchWorker method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) setup_ddp_and_operator() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.TorchWorker method) setup_distributed() (zoo.orca.learn.mxnet.mxnet_runner.MXNetRunner method) (zoo.orca.learn.tf2.tf_runner.TFRunner method) setup_horovod() (zoo.orca.learn.tf2.tf_runner.TFRunner 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.mxnet.mxnet_runner.MXNetRunner method) (zoo.orca.learn.mxnet.mxnet_trainer.Estimator method) (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.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.pytorch.pytorch_trainer.PyTorchTrainer method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.tf2.tf_ray_estimator.Estimator method) (zoo.orca.learn.tf2.tf_runner.TFRunner method) sigmoid() (in module zoo.examples.ray.rl_pong.rl_pong) SigmoidMapper (class in zoo.pipeline.api.onnx.mapper.sigmoid) SimpleCNN (class in zoo.examples.ray.parameter_server.model) 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) StatelessMetric (class in zoo.tfpark.tf_optimizer) stats() (zoo.orca.learn.pytorch.utils.TimerCollection method) step() (zoo.automl.model.MTNet_keras.AttentionRNNWrapper method) (zoo.orca.learn.tf2.tf_runner.TFRunner 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

t() (in module zoo.examples.inception.inception) 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) tensor_shape_from_node_def_name() (in module zoo.util.tf_graph_util) TensorMeta (class in zoo.tfpark.tf_dataset) tensors (zoo.tfpark.tf_dataset.TFDataset attribute) TensorSliceDataset (class in zoo.orca.data.tf.data) TensorToSample (class in zoo.feature.common) test_on_batch() (zoo.tfpark.model.KerasModel method) test_run() (zoo.automl.search.RayTuneSearchEngine.RayTuneSearchEngine method) TextClassifier (class in zoo.models.textclassification.text_classifier) TextFeature (class in zoo.feature.text.text_feature) TextFeatureToSample (class in zoo.feature.text.transformer) TextKerasModel (class in zoo.tfpark.text.keras.text_model) 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) TFBytesDataset (class in zoo.tfpark.tf_dataset) TFDataDataset (class in zoo.tfpark.tf_dataset) TFDataDataset2 (class in zoo.orca.data.tf.data) TFDataset (class in zoo.tfpark.tf_dataset) TFEstimator (class in zoo.tfpark.estimator) TFFeatureDataset (class in zoo.tfpark.tf_dataset) TFImageDataset (class in zoo.tfpark.tf_dataset) TFKerasWrapper (class in zoo.orca.learn.tf.estimator) TFModel (class in zoo.tfpark.tf_optimizer) TFNdarrayDataset (class in zoo.tfpark.tf_dataset) TFNet (class in zoo.tfpark.tfnet) TFOptimizer (class in zoo.tfpark.tf_optimizer) TFOptimizerWrapper (class in zoo.orca.learn.tf.estimator) TFParkSampleToMiniBatch (class in zoo.tfpark.tf_dataset) TFPredictor (class in zoo.tfpark.tf_predictor) TFRunner (class in zoo.orca.learn.tf2.tf_runner) TFTextDataset (class in zoo.tfpark.tf_dataset) TFTrainingHelper (class in zoo.tfpark.tf_optimizer) TFValidationMethod (class in zoo.tfpark.tf_optimizer) 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) TimeSequenceFeatureTransformer (class in zoo.automl.feature.time_sequence) TimeSequenceModel (class in zoo.automl.model.time_sequence) TimeSequencePipeline (class in zoo.automl.pipeline.time_sequence) TimeSequencePredictor (class in zoo.automl.regression.time_sequence_predictor) to_bigdl_criterion() (in module zoo.pipeline.api.keras.utils) to_bigdl_metric() (in module zoo.pipeline.api.keras.utils) (in module zoo.tfpark.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() (in module zoo.orca.learn.tf.utils) (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) TorchWorker (class in zoo.orca.learn.pytorch.pytorch_horovod_estimator) ToTuple (class in zoo.feature.common) train() (zoo.orca.learn.mxnet.mxnet_runner.MXNetRunner method) (zoo.orca.learn.pytorch.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.pytorch.pytorch_trainer.PyTorchTrainer method) (zoo.pipeline.estimator.estimator.Estimator method) (zoo.tfpark.estimator.TFEstimator method) (zoo.tfpark.gan.gan_estimator.GANEstimator method) train_all_models() (zoo.automl.model.tcmf.DeepGLO.DeepGLO method) train_batch() (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) train_data_creator() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) (in module zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras) 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_example() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) 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_on_batch() (zoo.tfpark.model.KerasModel 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) trainable_weights (zoo.automl.model.MTNet_keras.AttentionRNNWrapper attribute) 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.automl.feature.identity_transformer.IdentityTransformer method) (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer 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) TSPipeline (class in zoo.zouwu.autots.forecast) TxT (class in zoo.models.recommendation.txt)

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) unscale_uncertainty() (zoo.automl.feature.time_sequence.TimeSequenceFeatureTransformer 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

val_data_creator() (in module zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras) validate() (zoo.orca.learn.pytorch.pytorch_horovod_estimator.PyTorchHorovodEstimator method) (zoo.orca.learn.pytorch.pytorch_trainer.PyTorchTrainer method) (zoo.orca.learn.pytorch.torch_runner.TorchRunner method) (zoo.orca.learn.pytorch.training_operator.TrainingOperator method) (zoo.orca.learn.tf2.tf_runner.TFRunner method) validate_batch() (zoo.orca.learn.pytorch.training_operator.TrainingOperator method)

validation_data_creator() (in module zoo.examples.orca.learn.horovod.pytorch_estimator) value (zoo.orca.data.shard.SharedValue attribute) VanillaLSTM (class in zoo.automl.model.VanillaLSTM) VanillaLSTMPytorch (class in zoo.automl.model.VanillaLSTM_pytorch) Variable (class in zoo.pipeline.api.autograd) VariableOperator (class in zoo.pipeline.api.autograd) variables() (zoo.tfpark.zoo_optimizer.ZooOptimizer method) Visualizer (class in zoo.models.image.objectdetection.object_detector)

W

weight_variable() (in module zoo.examples.ray.parameter_server.model) 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.pytorch_horovod_estimator.TorchWorker method) (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) xshards_to_tf_dataset() (in module zoo.orca.learn.tf.utils)

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.feature.identity_transformer (module) zoo.automl.feature.time_sequence (module) zoo.automl.model (module) zoo.automl.model.abstract (module) zoo.automl.model.MTNet_keras (module) zoo.automl.model.Seq2Seq (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.time_sequence (module) zoo.automl.model.VanillaLSTM (module) zoo.automl.model.VanillaLSTM_pytorch (module) zoo.automl.pipeline (module) zoo.automl.pipeline.abstract (module) zoo.automl.pipeline.time_sequence (module) zoo.automl.regression (module) zoo.automl.regression.time_sequence_predictor (module) zoo.automl.search (module) zoo.automl.search.abstract (module) zoo.automl.search.RayTuneSearchEngine (module) zoo.common (module) zoo.common.nncontext (module) zoo.common.utils (module) zoo.examples (module) zoo.examples.anomalydetection (module) zoo.examples.anomalydetection.anomaly_detection (module) zoo.examples.attention (module) zoo.examples.autograd (module) zoo.examples.autograd.custom (module) zoo.examples.autograd.customloss (module) zoo.examples.imageclassification (module) zoo.examples.imageclassification.predict (module) zoo.examples.inception (module) zoo.examples.inception.inception (module) zoo.examples.nnframes (module) zoo.examples.nnframes.finetune (module) zoo.examples.nnframes.finetune.image_finetuning_example (module) zoo.examples.nnframes.imageInference (module) zoo.examples.nnframes.imageInference.ImageInferenceExample (module) zoo.examples.nnframes.imageTransferLearning (module) zoo.examples.nnframes.imageTransferLearning.ImageTransferLearningExample (module) zoo.examples.objectdetection (module) zoo.examples.openvino (module) zoo.examples.openvino.predict (module) zoo.examples.orca (module) zoo.examples.orca.automl (module) zoo.examples.orca.data (module) zoo.examples.orca.data.spark_pandas (module) zoo.examples.orca.learn (module) zoo.examples.orca.learn.horovod (module) zoo.examples.orca.learn.horovod.pytorch_estimator (module) zoo.examples.orca.learn.mxnet (module) zoo.examples.orca.learn.mxnet.lenet_mnist (module) zoo.examples.orca.learn.tf (module) zoo.examples.orca.learn.tf.lenet_mnist_graph (module) zoo.examples.orca.learn.tf.lenet_mnist_keras (module) zoo.examples.orca.learn.tf2 (module) zoo.examples.orca.learn.tf2.mnist (module) zoo.examples.orca.learn.tf2.mnist.lenet_mnist_keras (module) zoo.examples.orca.learn.tf2.resnet (module) zoo.examples.pytorch (module) zoo.examples.pytorch.inference (module) zoo.examples.qaranker (module) zoo.examples.qaranker.qa_ranker (module) zoo.examples.ray (module) zoo.examples.ray.parameter_server (module) zoo.examples.ray.parameter_server.model (module) zoo.examples.ray.rl_pong (module) zoo.examples.ray.rl_pong.rl_pong (module) zoo.examples.ray.rllib (module) zoo.examples.ray.rllib.multiagent_two_trainers (module) zoo.examples.tensorflow (module) zoo.examples.tensorflow.freeze_checkpoint (module) zoo.examples.tensorflow.freeze_checkpoint.freeze_checkpoint (module) zoo.examples.tensorflow.freeze_saved_model (module) zoo.examples.tensorflow.freeze_saved_model.freeze (module) zoo.examples.tensorflow.tfnet (module) zoo.examples.tensorflow.tfnet.predict (module) zoo.examples.tensorflow.tfpark (module) zoo.examples.tensorflow.tfpark.estimator (module) zoo.examples.tensorflow.tfpark.estimator.estimator_dataset (module) zoo.examples.tensorflow.tfpark.estimator.estimator_inception (module) zoo.examples.tensorflow.tfpark.gan (module) zoo.examples.tensorflow.tfpark.inception (module) zoo.examples.tensorflow.tfpark.inception.nets (module) zoo.examples.tensorflow.tfpark.inception.nets.inception_utils (module) zoo.examples.tensorflow.tfpark.keras (module) zoo.examples.tensorflow.tfpark.keras.keras_dataset (module) zoo.examples.tensorflow.tfpark.keras.keras_ndarray (module) zoo.examples.tensorflow.tfpark.tf_optimizer (module) zoo.examples.textclassification (module) zoo.examples.textclassification.news20 (module) zoo.examples.textclassification.text_classification (module) zoo.feature (module) zoo.feature.common (module) zoo.feature.image (module) zoo.feature.image.imagePreprocessing (module) zoo.feature.image.imageset (module) zoo.feature.image3d (module) zoo.feature.image3d.transformation (module) zoo.feature.text (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.txt (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.automl.AutoXGBoost (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.tf.data (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.mxnet (module) zoo.orca.learn.mxnet.mxnet_runner (module) zoo.orca.learn.mxnet.mxnet_trainer (module) zoo.orca.learn.mxnet.utils (module) zoo.orca.learn.pytorch (module) zoo.orca.learn.pytorch.constants (module) zoo.orca.learn.pytorch.estimator (module)

zoo.orca.learn.pytorch.pytorch_horovod_estimator (module) zoo.orca.learn.pytorch.pytorch_trainer (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.tf.estimator (module) zoo.orca.learn.tf.utils (module) zoo.orca.learn.tf2 (module) zoo.orca.learn.tf2.tf_ray_estimator (module) zoo.orca.learn.tf2.tf_runner (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.tfpark (module) zoo.tfpark.estimator (module) zoo.tfpark.gan (module) zoo.tfpark.gan.common (module) zoo.tfpark.gan.gan_estimator (module) zoo.tfpark.model (module) zoo.tfpark.text (module) zoo.tfpark.text.estimator (module) zoo.tfpark.text.estimator.bert_base (module) zoo.tfpark.text.estimator.bert_classifier (module) zoo.tfpark.text.estimator.bert_ner (module) zoo.tfpark.text.estimator.bert_squad (module) zoo.tfpark.text.keras (module) zoo.tfpark.text.keras.intent_extraction (module) zoo.tfpark.text.keras.ner (module) zoo.tfpark.text.keras.pos_tagging (module) zoo.tfpark.text.keras.text_model (module) zoo.tfpark.tf_dataset (module) zoo.tfpark.tf_optimizer (module) zoo.tfpark.tf_predictor (module) zoo.tfpark.tfnet (module) zoo.tfpark.utils (module) zoo.tfpark.zoo_optimizer (module) zoo.util (module) zoo.util.engine (module) zoo.util.nest (module) zoo.util.spark (module) zoo.util.tf (module) zoo.util.tf_graph_util (module) zoo.util.utils (module) zoo.zouwu (module) zoo.zouwu.autots (module) zoo.zouwu.autots.forecast (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) ZooOptimizer (class in zoo.tfpark.zoo_optimizer)