Index

_

__call__() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.utils.tune_utils.SysStopper method) __getitem__() (revive.computation.graph.DesicionGraph method) (revive.data.batch.Batch method) (revive.data.dataset.OfflineDataset method), [1] (revive.data.dataset.RNNOfflineDataset method)

__len__() (revive.algo.policy.sac.ReplayBuffer method) (revive.algo.venv.revive_t.ReplayBuffer method) (revive.computation.graph.DesicionGraph method) (revive.data.batch.Batch method) (revive.data.dataset.OfflineDataset method), [1] (revive.data.dataset.RNNOfflineDataset method) (revive.data.dataset.UniformSampler method) __setitem__() (revive.data.batch.Batch method)

A

abs() (in module revive.computation.operators) add_configurations() (revive.utils.tune_utils.CustomBasicVariantGenerator method) ADV() (revive.algo.policy.ppo.PPOOperator method) (revive.algo.venv.revive_p.PPOOperator method) after_compute_node() (revive.computation.graph.DesicionNode method) after_train_epoch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.ppo.PPOOperator method) (revive.algo.venv.base.VenvOperator method), [1] after_validate_epoch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.venv.base.VenvOperator method), [1]

AlgorithmOperator (class in revive.algo.venv.template) all_equal() (in module revive.computation.dists) anm() (in module revive.utils.causal_discovery_utils) arg_constraints (revive.computation.dists.DiscreteLogistic attribute) (revive.computation.dists.MixDistribution attribute) AsyncClassicalDiscovery (class in revive.utils.causal_discovery_utils) AttributeDict (class in revive.utils.common_utils) auto_set() (revive.utils.tune_utils.Parameter method) AverageMeter (class in revive.utils.raysgd_utils) AverageMeterCollection (class in revive.utils.raysgd_utils)

B

BASE_TYPES (revive.computation.modules.DistributionWrapper attribute) Batch (class in revive.data.batch) bc_model_creator() (revive.algo.venv.revive_f.FILTEROperator method) bc_optimizer_creator() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.venv.revive_f.FILTEROperator method) bc_train_batch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.revive.ReviveOperator method)

BCOperator (class in revive.algo.venv.bc) before_compute_node() (revive.computation.graph.DesicionNode method) before_train_epoch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.venv.base.VenvOperator method), [1] before_validate_epoch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.base.VenvOperator method), [1] BreakpointContext (class in revive.utils.common_utils) buffer_process() (revive.algo.policy.sac.SACOperator method)

C

call() (revive.computation.graph.FunctionDecisionNode method) (revive.computation.graph.NetworkDecisionNode method) cat() (in module revive.computation.operators) (revive.data.batch.Batch static method) cat_() (revive.data.batch.Batch method) catch_error() (in module revive.algo.policy.base) (in module revive.algo.venv.base) (in module revive.utils.server_utils) category_offsets (revive.computation.modules.Tokenizer attribute) causal_binary_matrix() (revive.utils.causal_graph.CausalGraph method) causal_graph (revive.utils.causal_graph.CausalGraph property) causal_graph_threshold (revive.utils.causal_graph.CausalGraph property) causal_matrix (revive.utils.causal_graph.CausalGraph property) CausalGraph (class in revive.utils.causal_graph) cdf() (revive.computation.dists.DiscreteLogistic method) check_license() (in module revive.utils.auth_utils) check_version() (revive.computation.inference.PolicyModel method), [1] (revive.computation.inference.PolicyModelDev method) (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.PolicyModel method), [1] (revive.computation.inference_cn.PolicyModelDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) check_weight() (in module revive.utils.common_utils) checkt_convert() (in module revive.computation.funs_parser) CLASSICAL_ALGOS (revive.utils.causal_discovery_utils.ClassicalDiscovery attribute) CLASSICAL_ALGOS_THRESH_INFO (revive.utils.causal_discovery_utils.ClassicalDiscovery attribute) CLASSICAL_ALGOS_TRANSITION (revive.utils.causal_discovery_utils.ClassicalDiscovery attribute) ClassicalDiscovery (class in revive.utils.causal_discovery_utils)

clip() (in module revive.computation.operators) CLIReporter (class in revive.utils.tune_utils) collect_data() (in module revive.data.dataset) collect_models() (revive.computation.graph.DesicionGraph method) CollectPrints (class in revive.utils.common_utils) compute_lambda_return() (in module revive.utils.common_utils) compute_lcb() (revive.algo.policy.sac.SACOperator method) compute_missing_data() (revive.data.dataset.OfflineDataset method), [1] compute_node() (revive.computation.graph.DesicionGraph method) compute_w2_dist_to_expert() (in module revive.utils.common_utils) ContextualPolicy (class in revive.computation.modules) ConvBlock (class in revive.computation.modules) convert_column() (in module revive.computation.funs_parser) convert_columns() (in module revive.computation.funs_parser) convert_fn_def() (in module revive.computation.funs_parser) convert_line() (in module revive.computation.funs_parser) convert_node() (in module revive.computation.funs_parser) convert_nodes() (in module revive.computation.funs_parser) convert_operator() (in module revive.computation.funs_parser) convert_operators() (in module revive.computation.funs_parser) copy_graph_node() (revive.computation.graph.DesicionGraph method) create_env() (in module revive.utils.common_utils) create_trial() (revive.utils.tune_utils.TrialIterator method) create_trial_if_possible() (revive.utils.tune_utils.CustomSearchGenerator method) create_unit_vector() (in module revive.utils.common_utils) critic_pre_trained (revive.algo.policy.sac.SACOperator attribute) CustomBasicVariantGenerator (class in revive.utils.tune_utils) customer_createTrain() (in module revive.utils.auth_utils) customer_uploadTrainFile() (in module revive.utils.auth_utils) customer_uploadTrainLog() (in module revive.utils.auth_utils) CustomSearchGenerator (class in revive.utils.tune_utils)

D

data_creator() (in module revive.data.dataset) (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.ppo.PPOOperator method) (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.base.VenvOperator method), [1] (revive.algo.venv.bc.BCOperator method) (revive.algo.venv.revive.ReviveOperator method) (revive.algo.venv.revive_f.FILTEROperator method) (revive.algo.venv.template.AlgorithmOperator method) data_to_dtreeviz() (in module revive.utils.common_utils) DataBufferEnv (class in revive.utils.server_utils) DataBufferPolicy (class in revive.utils.server_utils) DataBufferTuner (class in revive.utils.server_utils) DataProcessor (class in revive.data.processor) decision_graph() (revive.utils.causal_graph.CausalGraph method) default_evaluate() (in module revive.utils.server_utils) del_target_nodes() (revive.computation.graph.DesicionGraph method) delet_deque_item() (revive.utils.server_utils.DataBufferEnv method)

delta_node_function() (revive.computation.graph.FunctionDecisionNode method) deprocess() (revive.data.processor.DataProcessor method) deprocess_single() (revive.data.processor.DataProcessor method) deprocess_single_torch() (revive.data.processor.DataProcessor method) deprocess_torch() (revive.data.processor.DataProcessor method) DesicionGraph (class in revive.computation.graph) DesicionNode (class in revive.computation.graph) detach() (revive.data.batch.Batch method) DiagnalNormal (class in revive.computation.dists) dict2parser() (in module revive.utils.common_utils) dict_ts_conv() (in module revive.utils.common_utils) DiscoveryModule (class in revive.utils.causal_discovery_utils) DiscreteLogistic (class in revive.computation.dists) DistributionWrapper (class in revive.computation.modules) dists_type (revive.computation.dists.MixDistribution property) div() (in module revive.computation.operators) done_process() (revive.algo.policy.sac.SACOperator method) double_venv_validation() (in module revive.utils.common_utils) download_helper() (in module revive.utils.common_utils)

E

empty() (revive.data.batch.Batch static method) empty_() (revive.data.batch.Batch method) encode() (revive.utils.common_utils.PositionalEncoding method) EnsembleFeedForwardPolicy (class in revive.computation.modules) EnsembleFeedForwardTransition (class in revive.computation.modules) EnsembleLinear (class in revive.computation.modules) EnsembleMatcher (class in revive.computation.modules) entropy() (revive.computation.dists.DiagnalNormal method) (revive.computation.dists.DiscreteLogistic method) (revive.computation.dists.GaussianMixture method) (revive.computation.dists.MixDistribution method) (revive.computation.dists.TransformedDistribution method) env (revive.algo.policy.base.PolicyOperator property), [1] eval() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.computation.graph.NetworkDecisionNode method)

exact_search() (in module revive.utils.causal_discovery_utils) exp() (in module revive.computation.operators) export2onnx() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.computation.graph.FunctionDecisionNode method) (revive.computation.inference.PolicyModel method), [1] (revive.computation.inference.PolicyModelDev method) (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.PolicyModel method), [1] (revive.computation.inference_cn.PolicyModelDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) exportable_broadcast() (in module revive.computation.dists) ExportableCategorical (class in revive.computation.dists) ExportableNormal (class in revive.computation.dists) extra_repr() (revive.computation.modules.DistributionWrapper method)

F

fci() (in module revive.utils.causal_discovery_utils) FeedForwardMatcher (class in revive.computation.modules) FeedForwardPolicy (class in revive.computation.modules) FeedForwardTransition (class in revive.computation.modules) filter_penalty() (revive.computation.inference.VirtualEnvDev method) FILTEROperator (class in revive.algo.venv.revive_f) find_all() (in module revive.computation.funs_parser) find_column() (in module revive.computation.funs_parser) find_key_precedings() (in module revive.computation.inference) find_later() (in module revive.utils.common_utils) find_node() (in module revive.computation.funs_parser) find_operator() (in module revive.computation.funs_parser) find_policy_index() (in module revive.utils.common_utils) fit() (revive.utils.causal_discovery_utils.AsyncClassicalDiscovery method) (revive.utils.causal_discovery_utils.ClassicalDiscovery method) (revive.utils.causal_discovery_utils.DiscoveryModule method) (revive.utils.causal_graph.CausalGraph method) flush() (revive.utils.tune_utils.TuneTBLoggerCallback method) forward() (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnvDev method) (revive.computation.modules.ContextualPolicy method) (revive.computation.modules.ConvBlock method) (revive.computation.modules.DistributionWrapper method) (revive.computation.modules.EnsembleFeedForwardPolicy method) (revive.computation.modules.EnsembleFeedForwardTransition method) (revive.computation.modules.EnsembleLinear method) (revive.computation.modules.FeedForwardMatcher method) (revive.computation.modules.FeedForwardPolicy method) (revive.computation.modules.FeedForwardTransition method) (revive.computation.modules.FT_Transformer method) (revive.computation.modules.HierarchicalMatcher method) (revive.computation.modules.MLP method) (revive.computation.modules.MultiheadAttention method) (revive.computation.modules.RecurrentMatcher method) (revive.computation.modules.RecurrentPolicy method) (revive.computation.modules.RecurrentRESPolicy method) (revive.computation.modules.RecurrentRESTransition method) (revive.computation.modules.RecurrentTransition method) (revive.computation.modules.ResBlock method) (revive.computation.modules.ResNet method) (revive.computation.modules.Swish method) (revive.computation.modules.TAPE method) (revive.computation.modules.TAttention method) (revive.computation.modules.Tokenizer method) (revive.computation.modules.Transformer1D method) (revive.computation.modules.TsRecurrentPolicy method) (revive.computation.modules.TsRecurrentTransition method) (revive.computation.modules.TsTransformer method) (revive.computation.modules.TsTransformerPolicy method) (revive.computation.modules.TsTransformerTransition method) (revive.computation.modules.Value_Net method) (revive.computation.modules.Value_Net_VectorizedCritic method) (revive.computation.modules.VectorizedCritic method) (revive.computation.modules.VectorizedLinear method) (revive.computation.modules.VectorizedMatcher method) (revive.computation.modules.VectorizedMLP method) (revive.computation.modules.VectorizedResBlock method) (revive.computation.modules.VectorizedResNet method)

FT_Transformer (class in revive.computation.modules) func_read() (in module revive.utils.common_utils) FunctionDecisionNode (class in revive.computation.graph)

G

GaussianMixture (class in revive.computation.dists) geglu() (in module revive.computation.modules) generate_bin_encoding() (in module revive.utils.common_utils) generate_response_inputs() (in module revive.utils.common_utils) generate_response_outputs() (in module revive.utils.common_utils) generate_rewards() (in module revive.utils.common_utils) generate_rollout() (in module revive.utils.common_utils) (revive.algo.policy.base.PolicyOperator method), [1] generate_rollout_bc() (in module revive.utils.common_utils) generator_model_creator() (revive.algo.venv.revive_p.PPOOperator method) (revive.algo.venv.revive_t.TD3Operator method) ges() (in module revive.utils.causal_discovery_utils) get_action() (revive.computation.modules.EnsembleFeedForwardPolicy method) (revive.computation.modules.FeedForwardPolicy method) get_adj_matrix() (revive.utils.causal_discovery_utils.Graph method) get_allocated_cuda_memory() (in module revive.utils.sys_utils) get_best_id() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) get_best_model_workspace() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) get_best_policy() (revive.utils.server_utils.DataBufferPolicy method) get_best_venv() (revive.utils.server_utils.DataBufferEnv method) get_best_venv_info() (revive.utils.server_utils.DataBufferEnv method) get_binary_adj_matrix() (revive.utils.causal_discovery_utils.Graph method) get_binary_adj_matrix_by_sparsity() (revive.utils.causal_discovery_utils.Graph method) get_concat_traj() (in module revive.utils.common_utils) get_cpu_stats() (in module revive.utils.sys_utils) get_decay_loss() (revive.computation.modules.EnsembleLinear method) get_dict() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) get_dist_configs() (revive.data.dataset.OfflineDataset method), [1] get_env_var() (in module revive.utils.common_utils) get_fn_list() (in module revive.computation.funs_parser) get_gpu_stats() (in module revive.utils.sys_utils) get_grad_norm() (in module revive.utils.common_utils) get_input_dict_from_graph() (in module revive.computation.utils) get_input_dim_dict_from_graph() (in module revive.utils.common_utils) get_input_dim_from_graph() (in module revive.utils.common_utils) get_input_from_graph() (in module revive.computation.utils) get_input_from_names() (in module revive.computation.utils) get_inputs() (revive.computation.graph.DesicionNode method) get_leaf() (revive.computation.graph.DesicionGraph method) get_least_metric() (revive.utils.server_utils.DataBufferEnv method) get_list_traj() (in module revive.utils.common_utils) get_loader() (in module revive.data.dataset) get_log() (revive.utils.server_utils.Logger method) get_machine_info() (in module revive.utils.license_utils) get_matcher_input() (in module revive.computation.inference)

get_max_acc() (revive.utils.server_utils.DataBufferEnv method) get_max_reward() (revive.utils.server_utils.DataBufferPolicy method) get_memory_usage() (in module revive.utils.sys_utils) get_models_parameters() (in module revive.utils.common_utils) get_module() (in module revive.utils.common_utils) get_network() (revive.computation.graph.NetworkDecisionNode method) get_next_step_node() (in module revive.common.step_node_function) get_node() (revive.computation.graph.DesicionGraph method) get_node_dim_from_dist_configs() (in module revive.utils.common_utils) get_node_value_net_node_names() (revive.computation.graph.DesicionGraph method) get_nodes() (in module revive.computation.funs_parser) get_num_of_trial() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) get_ope_dataset() (revive.algo.policy.base.PolicyOperator method), [1] get_output() (revive.utils.common_utils.CollectPrints method) get_parameter() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] get_parameters() (revive.algo.policy.base.PolicyAlgorithm method) (revive.algo.policy.base.PolicyOperator class method), [1] (revive.algo.venv.base.VenvAlgorithm method) (revive.algo.venv.base.VenvOperator class method), [1] (revive.algo.venv.template.AlgorithmOperator class method) get_policy_model() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] get_relation_node_names() (revive.computation.graph.DesicionGraph method) get_reward_fn() (in module revive.utils.common_utils) get_sample_function() (in module revive.computation.utils) get_state() (revive.utils.server_utils.DataBufferTuner method) get_status() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) get_sys_stats() (in module revive.utils.sys_utils) get_train_func() (revive.algo.policy.base.PolicyAlgorithm method) (revive.algo.venv.base.VenvAlgorithm method) get_trainable() (revive.algo.policy.base.PolicyAlgorithm method) (revive.algo.venv.base.VenvAlgorithm method) get_trainer() (revive.algo.policy.base.PolicyAlgorithm method) (revive.algo.venv.base.VenvAlgorithm method) get_tune_callbacks() (in module revive.utils.tune_utils) get_tune_parameters() (revive.algo.policy.base.PolicyAlgorithm method) (revive.algo.policy.base.PolicyOperator class method), [1] (revive.algo.venv.base.VenvAlgorithm method) (revive.algo.venv.base.VenvOperator class method), [1] (revive.algo.venv.template.AlgorithmOperator class method) get_venv_list() (revive.utils.server_utils.DataBufferEnv method) get_virtualenv_env() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] Graph (class in revive.utils.causal_discovery_utils) graph (revive.utils.causal_discovery_utils.DiscoveryModule property) (revive.utils.causal_discovery_utils.Graph property)

H

h52npz() (in module revive.utils.common_utils) has_rsample (revive.computation.dists.DiscreteLogistic attribute) (revive.computation.dists.Onehot attribute)

HierarchicalMatcher (class in revive.computation.modules)

I

icdf() (revive.computation.dists.DiscreteLogistic method) import_module_from_file() (in module revive.utils.common_utils) inc_trial() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) infer() (revive.computation.inference.PolicyModel method), [1] (revive.computation.inference.PolicyModelDev method) (revive.computation.inference_cn.PolicyModel method), [1] (revive.computation.inference_cn.PolicyModelDev method) infer_k_steps() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) infer_one_step() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method)

InfiniteDataLoader (class in revive.data.dataset) InfiniteUniformSampler (class in revive.data.dataset) init_ensemble_matcher() (revive.computation.inference.VirtualEnvDev method) init_ensemble_network() (revive.computation.modules.EnsembleMatcher method) initialize_network() (revive.computation.graph.NetworkDecisionNode method) input_is_dict (revive.computation.modules.TsRecurrentPolicy attribute) (revive.computation.modules.TsRecurrentTransition attribute) (revive.computation.modules.TsTransformerPolicy attribute) (revive.computation.modules.TsTransformerTransition attribute) inter_cit() (in module revive.utils.causal_discovery_utils) is_empty() (revive.data.batch.Batch method) is_equal_structure() (revive.computation.graph.DesicionGraph method) is_equal_venv() (revive.computation.graph.DesicionGraph method) items() (revive.computation.graph.DesicionGraph method)

K

keys (revive.data.processor.DataProcessor property)

keys() (revive.computation.graph.DesicionGraph method)

L

learnable_node_names (revive.computation.graph.DesicionGraph property) lingam() (in module revive.utils.causal_discovery_utils) list2parser() (in module revive.utils.common_utils) load_data() (in module revive.utils.common_utils) load_filter_components() (revive.computation.inference.VirtualEnvDev method) load_h5() (in module revive.utils.common_utils) load_min_max() (revive.computation.modules.EnsembleMatcher method) load_npz() (in module revive.utils.common_utils)

load_policy() (in module revive.utils.common_utils) load_save() (revive.computation.modules.EnsembleLinear method) log() (in module revive.computation.operators) log_prob() (revive.computation.dists.DiagnalNormal method) (revive.computation.dists.DiscreteLogistic method) (revive.computation.dists.ExportableCategorical method) (revive.computation.dists.MixDistribution method) Logger (class in revive.utils.server_utils)

M

mail_generator_model_creator() (revive.algo.venv.revive_f.FILTEROperator method) mail_model_creator() (revive.algo.venv.revive_f.FILTEROperator method) mail_optimizer_creator() (revive.algo.venv.revive_f.FILTEROperator method) main() (in module revive.cli) maintain_gradient_hard_clamp() (in module revive.computation.utils) mark_tunable() (revive.computation.graph.DesicionGraph method) matcher_model_creator() (revive.algo.venv.revive.ReviveOperator method) (revive.algo.venv.revive_f.FILTEROperator method) matching_bracket() (in module revive.computation.funs_parser) max() (in module revive.computation.operators) mean() (in module revive.computation.operators) metric_name (revive.algo.venv.base.VenvOperator property), [1] min() (in module revive.computation.operators) mix_data_process() (revive.algo.venv.revive.ReviveOperator method) MixDistribution (class in revive.computation.dists) MLP (class in revive.computation.modules) mode (revive.computation.dists.DiagnalNormal property) (revive.computation.dists.DiscreteLogistic property) (revive.computation.dists.GaussianMixture property) (revive.computation.dists.MixDistribution property) (revive.computation.dists.Onehot property) (revive.computation.dists.ReviveDistributionMixin property) (revive.computation.dists.TransformedDistribution property) model_creator() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.ppo.PPOOperator method) (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.base.VenvOperator method), [1] (revive.algo.venv.bc.BCOperator method) (revive.algo.venv.revive.ReviveOperator method) (revive.algo.venv.template.AlgorithmOperator method) module revive revive.algo revive.algo.policy revive.algo.policy.base, [1] revive.algo.policy.ppo revive.algo.policy.sac revive.algo.venv revive.algo.venv.base, [1] revive.algo.venv.bc revive.algo.venv.revive revive.algo.venv.revive_f revive.algo.venv.revive_p revive.algo.venv.revive_t revive.algo.venv.template revive.cli revive.common revive.common.next_ts_policy_function revive.common.next_ts_transition_function revive.common.step_node_function revive.computation revive.computation.dists revive.computation.funs_parser revive.computation.graph revive.computation.inference, [1] revive.computation.inference_cn, [1] revive.computation.modules revive.computation.operators revive.computation.utils revive.conf revive.conf.config revive.data revive.data.batch revive.data.dataset, [1] revive.data.processor revive.server, [1] revive.server_cn, [1] revive.utils revive.utils.auth_utils revive.utils.causal_discovery_utils revive.utils.causal_graph revive.utils.common_utils revive.utils.license_utils revive.utils.raysgd_utils revive.utils.server_utils revive.utils.sys_utils revive.utils.tune_utils revive.version

mul() (in module revive.computation.operators) MultiheadAttention (class in revive.computation.modules)

N

n_tokens (revive.computation.modules.Tokenizer property) NAME (revive.algo.policy.ppo.PPOOperator attribute) (revive.algo.policy.sac.SACOperator attribute) (revive.algo.venv.base.VenvOperator attribute), [1] (revive.algo.venv.bc.BCOperator attribute) (revive.algo.venv.revive.ReviveOperator attribute) (revive.algo.venv.revive_f.FILTEROperator attribute) (revive.algo.venv.revive_p.PPOOperator attribute) (revive.algo.venv.revive_t.TD3Operator attribute) (revive.algo.venv.template.AlgorithmOperator attribute) nan_in_grad() (revive.algo.venv.base.VenvOperator method), [1] net_l2_norm() (revive.algo.venv.revive.ReviveOperator method) net_to_tree() (in module revive.utils.common_utils) NetworkDecisionNode (class in revive.computation.graph) next_ts_placeholder_policy_function() (in module revive.common.next_ts_policy_function) next_ts_placeholder_transition_function() (in module revive.common.next_ts_transition_function) node_dist() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method)

node_infer() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) node_post_computation() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) node_pre_computation() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) node_type (revive.computation.graph.DesicionNode attribute) (revive.computation.graph.FunctionDecisionNode attribute) (revive.computation.graph.NetworkDecisionNode attribute) nodes_models_mail (revive.algo.venv.revive_f.FILTEROperator property) nodes_models_train (revive.algo.venv.base.VenvOperator property), [1] nodes_models_val (revive.algo.venv.base.VenvOperator property), [1] normalize() (in module revive.utils.common_utils) not_use_target_network() (revive.computation.graph.DesicionGraph method) npz2h5() (in module revive.utils.common_utils)

O

OfflineDataset (class in revive.data.dataset), [1] on_result() (revive.utils.tune_utils.TuneTBLoggerCallback method) Onehot (class in revive.computation.dists) optimizer_creator() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.ppo.PPOOperator method) (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.base.VenvOperator method), [1] (revive.algo.venv.bc.BCOperator method) (revive.algo.venv.revive_p.PPOOperator method) (revive.algo.venv.revive_t.TD3Operator method) (revive.algo.venv.template.AlgorithmOperator method)

other_models_mail (revive.algo.venv.revive_f.FILTEROperator property) other_models_train (revive.algo.venv.base.VenvOperator property), [1] other_models_val (revive.algo.venv.base.VenvOperator property), [1] other_train_models (revive.algo.policy.base.PolicyOperator property), [1] other_val_models (revive.algo.policy.base.PolicyOperator property), [1]

P

pad_collect_data() (in module revive.data.dataset) Parameter (class in revive.utils.tune_utils) PARAMETER_DESCRIPTION (revive.algo.policy.base.PolicyOperator attribute), [1] (revive.algo.policy.ppo.PPOOperator attribute) (revive.algo.policy.sac.SACOperator attribute) (revive.algo.venv.base.VenvOperator attribute), [1] (revive.algo.venv.bc.BCOperator attribute) (revive.algo.venv.revive_f.FILTEROperator attribute) (revive.algo.venv.revive_p.PPOOperator attribute) (revive.algo.venv.revive_t.TD3Operator attribute) (revive.algo.venv.template.AlgorithmOperator attribute) ParameterTuner (class in revive.utils.server_utils) parser() (in module revive.computation.funs_parser) pc() (in module revive.utils.causal_discovery_utils) plot_response_curve() (in module revive.utils.common_utils) plot_traj() (in module revive.utils.common_utils) plt_double_venv_validation() (in module revive.utils.common_utils) policy (revive.algo.policy.base.PolicyOperator property), [1] policy_bc_optimizer (revive.algo.policy.ppo.PPOOperator property) PolicyAlgorithm (class in revive.algo.policy.base) PolicyModel (class in revive.computation.inference), [1] (class in revive.computation.inference_cn), [1]

PolicyModelDev (class in revive.computation.inference) (class in revive.computation.inference_cn) PolicyOperator (class in revive.algo.policy.base), [1] PolicyTrain (class in revive.utils.server_utils) PositionalEncoding (class in revive.utils.common_utils) post_computation() (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnvDev method) postprocess_window() (revive.computation.modules.RecurrentRESPolicy method) ppo_step() (revive.algo.policy.ppo.PPOOperator method) PPO_step() (revive.algo.venv.revive_f.FILTEROperator method) (revive.algo.venv.revive_p.PPOOperator method) PPOOperator (class in revive.algo.policy.ppo) (class in revive.algo.venv.revive_p) pre_computation() (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnvDev method) preprocess_window() (revive.computation.modules.RecurrentRESPolicy method) pretrain_critic() (revive.algo.policy.sac.SACOperator method) process() (revive.data.processor.DataProcessor method) process_single() (revive.data.processor.DataProcessor method) process_single_torch() (revive.data.processor.DataProcessor method) process_torch() (revive.data.processor.DataProcessor method) put() (revive.algo.policy.sac.ReplayBuffer method) (revive.algo.venv.revive_t.ReplayBuffer method)

R

RecurrentMatcher (class in revive.computation.modules) RecurrentPolicy (class in revive.computation.modules) RecurrentRESPolicy (class in revive.computation.modules) RecurrentRESTransition (class in revive.computation.modules) RecurrentTransition (class in revive.computation.modules) register_node() (revive.computation.graph.DesicionGraph method) register_node_function() (revive.computation.graph.FunctionDecisionNode method) register_processor() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) register_target_nodes() (revive.computation.graph.DesicionGraph method) reglu() (in module revive.computation.modules) remove_node_function() (revive.computation.graph.FunctionDecisionNode method) remove_processor() (revive.computation.graph.DesicionNode method) remove_string() (in module revive.utils.common_utils) replace_policy() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnv method), [1] ReplayBuffer (class in revive.algo.policy.sac) (class in revive.algo.venv.revive_t) report() (revive.utils.tune_utils.CLIReporter method) requires_grad_() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.computation.graph.NetworkDecisionNode method) ResBlock (class in revive.computation.modules) reset() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.computation.graph.FunctionDecisionNode method) (revive.computation.graph.NetworkDecisionNode method) (revive.computation.inference.PolicyModel method), [1] (revive.computation.inference.PolicyModelDev method) (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.PolicyModel method), [1] (revive.computation.inference_cn.PolicyModelDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) (revive.computation.modules.ContextualPolicy method) (revive.computation.modules.EnsembleFeedForwardPolicy method) (revive.computation.modules.EnsembleFeedForwardTransition method) (revive.computation.modules.FeedForwardPolicy method) (revive.computation.modules.FeedForwardTransition method) (revive.computation.modules.RecurrentPolicy method) (revive.computation.modules.RecurrentRESPolicy method) (revive.computation.modules.TsRecurrentPolicy method) (revive.computation.modules.TsTransformerPolicy method) (revive.utils.raysgd_utils.AverageMeter method) reset_ensemble_matcher() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) reset_parameters() (revive.computation.modules.VectorizedLinear method) ResNet (class in revive.computation.modules) response_curve() (in module revive.utils.common_utils) revive module revive.algo module revive.algo.policy module revive.algo.policy.base module, [1] revive.algo.policy.ppo module revive.algo.policy.sac module revive.algo.venv module revive.algo.venv.base module, [1] revive.algo.venv.bc module revive.algo.venv.revive module revive.algo.venv.revive_f module revive.algo.venv.revive_p module revive.algo.venv.revive_t module revive.algo.venv.template module revive.cli module revive.common module

revive.common.next_ts_policy_function module revive.common.next_ts_transition_function module revive.common.step_node_function module revive.computation module revive.computation.dists module revive.computation.funs_parser module revive.computation.graph module revive.computation.inference module, [1] revive.computation.inference_cn module, [1] revive.computation.modules module revive.computation.operators module revive.computation.utils module revive.conf module revive.conf.config module revive.data module revive.data.batch module revive.data.dataset module, [1] revive.data.processor module revive.server module, [1] revive.server_cn module, [1] revive.utils module revive.utils.auth_utils module revive.utils.causal_discovery_utils module revive.utils.causal_graph module revive.utils.common_utils module revive.utils.license_utils module revive.utils.raysgd_utils module revive.utils.server_utils module revive.utils.sys_utils module revive.utils.tune_utils module revive.version module revive_config_file_path (revive.server.ReviveServer attribute), [1] (revive.server_cn.ReviveServer attribute), [1] revive_f_rnn_data_creator() (in module revive.data.dataset) ReviveDistribution (class in revive.computation.dists) ReviveDistributionMixin (class in revive.computation.dists) ReviveOperator (class in revive.algo.venv.revive) ReviveServer (class in revive.server), [1] (class in revive.server_cn), [1] rnn_forward() (revive.computation.modules.RecurrentRESPolicy method) RNNOfflineDataset (class in revive.data.dataset) rollout_response_curve() (in module revive.utils.common_utils) round() (revive.computation.dists.DiscreteLogistic method) rsample() (revive.computation.dists.DiagnalNormal method) (revive.computation.dists.DiscreteLogistic method) (revive.computation.dists.MixDistribution method) (revive.computation.dists.Onehot method) run() (revive.utils.server_utils.ParameterTuner method) run_raw_scores() (revive.computation.modules.EnsembleMatcher method) run_scores() (revive.computation.modules.EnsembleMatcher method)

S

sac() (revive.algo.policy.sac.SACOperator method) SACOperator (class in revive.algo.policy.sac) safe_atanh() (in module revive.computation.utils) sample() (revive.algo.policy.sac.ReplayBuffer method) (revive.algo.venv.revive_t.ReplayBuffer method) (revive.computation.dists.DiagnalNormal method) (revive.computation.dists.DiscreteLogistic method) (revive.computation.dists.MixDistribution method) sample_with_logprob() (revive.computation.dists.ReviveDistributionMixin method) save_h5() (in module revive.utils.common_utils) save_histogram() (in module revive.utils.common_utils) save_histogram_after_stop() (in module revive.utils.common_utils) save_rollout_action() (in module revive.utils.common_utils) seed() (revive.utils.causal_graph.CausalGraph method) set_best_policy() (revive.utils.server_utils.DataBufferPolicy method) set_best_venv() (revive.utils.server_utils.DataBufferEnv method) set_callback() (revive.utils.causal_discovery_utils.AsyncClassicalDiscovery method) set_default_font() (in module revive.utils.common_utils) set_env() (revive.computation.inference.VirtualEnv method), [1] set_horizon() (revive.data.dataset.OfflineDataset method), [1] set_network() (revive.computation.graph.NetworkDecisionNode method) set_parameter_value() (in module revive.utils.common_utils) set_target_policy_name() (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) set_total_trials() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) setup() (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.revive_t.TD3Operator method) setup_seed() (in module revive.utils.common_utils)

shape (revive.data.batch.Batch property) shift() (revive.computation.dists.DiagnalNormal method) (revive.computation.dists.GaussianMixture method) (revive.computation.dists.MixDistribution method) sinkhorn_gpu() (in module revive.utils.common_utils) soft_clamp() (in module revive.computation.utils) sort_graph() (revive.computation.graph.DesicionGraph method) split() (revive.data.batch.Batch method) (revive.data.dataset.OfflineDataset method), [1] stack() (revive.data.batch.Batch static method) stack_() (revive.data.batch.Batch method) state_transition() (revive.computation.graph.DesicionGraph method) std (revive.computation.dists.DiagnalNormal property) (revive.computation.dists.DiscreteLogistic property) (revive.computation.dists.GaussianMixture property) (revive.computation.dists.MixDistribution property) (revive.computation.dists.Onehot property) (revive.computation.dists.ReviveDistributionMixin property) (revive.computation.dists.TransformedDistribution property) stop_all() (revive.utils.tune_utils.SysStopper method) stop_train() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] strip() (in module revive.computation.funs_parser) sub() (in module revive.computation.operators) sum() (in module revive.computation.operators) summary() (revive.utils.raysgd_utils.AverageMeterCollection method) summary_nodes() (revive.computation.graph.DesicionGraph method) support (revive.computation.dists.DiscreteLogistic attribute) SUPPORTED_TYPES (revive.computation.modules.DistributionWrapper attribute) Swish (class in revive.computation.modules) switch_mail_data_loader() (revive.algo.venv.revive.ReviveOperator method) SysStopper (class in revive.utils.tune_utils)

T

TAPE (class in revive.computation.modules) target_policy_name (revive.computation.inference.PolicyModel property), [1] (revive.computation.inference.VirtualEnv property), [1] (revive.computation.inference_cn.PolicyModel property), [1] (revive.computation.inference_cn.VirtualEnv property), [1] TAttention (class in revive.computation.modules) tb_data_parse() (in module revive.utils.common_utils) TD3_step() (revive.algo.venv.revive_t.TD3Operator method) TD3Operator (class in revive.algo.venv.revive_t) test_on_real_env() (in module revive.utils.common_utils) test_one_trail() (in module revive.utils.common_utils) thresh_info (revive.utils.causal_discovery_utils.Graph property) threshold_transform() (revive.utils.causal_graph.CausalGraph method) to() (revive.computation.graph.DesicionGraph method) (revive.computation.graph.DesicionNode method) (revive.computation.graph.NetworkDecisionNode method) (revive.computation.inference.PolicyModel method), [1] (revive.computation.inference.PolicyModelDev method) (revive.computation.inference.VirtualEnv method), [1] (revive.computation.inference.VirtualEnvDev method) (revive.computation.inference_cn.PolicyModel method), [1] (revive.computation.inference_cn.PolicyModelDev method) (revive.computation.inference_cn.VirtualEnv method), [1] (revive.computation.inference_cn.VirtualEnvDev method) (revive.computation.modules.EnsembleLinear method) (revive.computation.modules.EnsembleMatcher method) to_numpy() (in module revive.computation.utils) (revive.data.batch.Batch method) to_torch() (in module revive.computation.utils) (revive.data.batch.Batch method) Tokenizer (class in revive.computation.modules) train() (revive.computation.graph.DesicionNode method) (revive.computation.graph.NetworkDecisionNode method) (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] (revive.utils.server_utils.PolicyTrain method) (revive.utils.server_utils.TunePolicyTrain method) (revive.utils.server_utils.TuneVenvTrain method) (revive.utils.server_utils.VenvTrain method)

train_batch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.policy.ppo.PPOOperator method) (revive.algo.policy.sac.SACOperator method) (revive.algo.venv.base.VenvOperator method), [1] (revive.algo.venv.bc.BCOperator method) (revive.algo.venv.template.AlgorithmOperator method) train_epoch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.venv.base.VenvOperator method), [1] (revive.algo.venv.bc.BCOperator method) (revive.algo.venv.revive.ReviveOperator method) (revive.algo.venv.revive_f.FILTEROperator method) (revive.algo.venv.template.AlgorithmOperator method) train_policy (revive.algo.policy.base.PolicyOperator property), [1] train_policy() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] train_venv() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] trajectory_mode_() (revive.data.dataset.OfflineDataset method), [1] (revive.data.dataset.RNNOfflineDataset method) TransformedDistribution (class in revive.computation.dists) Transformer1D (class in revive.computation.modules) transition_mode_() (revive.data.dataset.OfflineDataset method), [1] TransitionGraph (class in revive.utils.causal_discovery_utils) trial_str_creator() (in module revive.utils.server_utils) TrialIterator (class in revive.utils.tune_utils) TsRecurrentPolicy (class in revive.computation.modules) TsRecurrentTransition (class in revive.computation.modules) TsTransformer (class in revive.computation.modules) TsTransformerPolicy (class in revive.computation.modules) TsTransformerTransition (class in revive.computation.modules) tune_parameter() (revive.server.ReviveServer method), [1] (revive.server_cn.ReviveServer method), [1] TunePolicyTrain (class in revive.utils.server_utils) TuneTBLoggerCallback (class in revive.utils.tune_utils) TuneVenvTrain (class in revive.utils.server_utils)

U

UniformSampler (class in revive.data.dataset) update() (revive.data.batch.Batch method) (revive.utils.raysgd_utils.AverageMeter method) (revive.utils.raysgd_utils.AverageMeterCollection method) (revive.utils.server_utils.DataBufferTuner method) (revive.utils.server_utils.Logger method) update_description() (in module revive.utils.common_utils) update_env_vars() (in module revive.utils.common_utils)

update_metric() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) update_save() (revive.computation.modules.EnsembleLinear method) update_status() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method) update_target_network() (revive.computation.graph.DesicionGraph method) update_venv_deque_dict() (revive.utils.server_utils.DataBufferEnv method) use_target_network() (revive.computation.graph.DesicionGraph method)

V

val_policy (revive.algo.policy.base.PolicyOperator property), [1] validate() (revive.algo.policy.base.PolicyOperator method), [1] validate_batch() (revive.algo.policy.base.PolicyOperator method), [1] (revive.algo.venv.base.VenvOperator method), [1] validate_epoch() (revive.algo.venv.base.VenvOperator method), [1] Value_Net (class in revive.computation.modules) Value_Net_VectorizedCritic (class in revive.computation.modules) values() (revive.computation.graph.DesicionGraph method) VectorizedCritic (class in revive.computation.modules) VectorizedLinear (class in revive.computation.modules) VectorizedMatcher (class in revive.computation.modules)

VectorizedMLP (class in revive.computation.modules) VectorizedResBlock (class in revive.computation.modules) VectorizedResNet (class in revive.computation.modules) venv_test() (revive.algo.policy.base.PolicyOperator method), [1] VenvAlgorithm (class in revive.algo.venv.base) VenvOperator (class in revive.algo.venv.base), [1] VenvTrain (class in revive.utils.server_utils) VirtualEnv (class in revive.computation.inference), [1] (class in revive.computation.inference_cn), [1] VirtualEnvDev (class in revive.computation.inference) (class in revive.computation.inference_cn)

W

wasserstein_distance() (in module revive.utils.common_utils)

write() (revive.utils.server_utils.DataBufferEnv method) (revive.utils.server_utils.DataBufferPolicy method)

Z

ZOOptSearch (class in revive.utils.tune_utils)