embiggen/utils/normalization_schemas.json
{
"epochs": "int",
"clipping_value": "float",
"number_of_negative_samples": "int",
"walk_length": "int",
"iterations": "int",
"window_size": "int",
"return_weight": "float",
"explore_weight": "float",
"verbose": "bool",
"max_neighbours": "int",
"learning_rate": [
"float",
"str"
],
"learning_rate_decay": "float",
"central_nodes_embedding_path": [
"str",
"None"
],
"contextual_nodes_embedding_path": [
"str",
"None"
],
"alpha": "float",
"normalize_by_degree": "bool",
"stochastic_downsample_by_degree": "bool",
"normalize_learning_rate_by_degree": "bool",
"use_scale_free_distribution": "bool",
"dtype": "str",
"random_state": "int",
"embedding_size": "int",
"min_count": "int",
"maximum_depth": [
"int",
"None"
],
"path": [
"str",
"None"
],
"relu_bias": "float",
"node_embedding_path": [
"str",
"None"
],
"source_edge_type_embedding_path": [
"str",
"None"
],
"destination_edge_type_embedding_path": [
"str",
"None"
],
"use_mirrored_strategy": "bool",
"batch_size": [
"int",
"str"
],
"optimizer": "pass",
"early_stopping_min_delta": "float",
"early_stopping_patience": "int",
"learning_rate_plateau_min_delta": "float",
"learning_rate_plateau_patience": "int",
"use_euclidean_norm": "bool",
"avoid_false_negatives": "bool",
"negative_samples_rate": "float",
"activation": "str",
"contextual_node_embedding_path": [
"str",
"None"
],
"edge_type_embedding_path": [
"str",
"None"
],
"metric": "str",
"root_node_name": [
"str",
"None"
],
"iteration": "int",
"order": "int",
"number_of_convolutions": "int",
"change_edge_type_weight": "float",
"change_node_type_weight": "float",
"use_sparse_reduce": "bool",
"p": "float",
"q": "float",
"rho": "float",
"negative_samples": "int",
"down_sampling": "float",
"weisfeiler_lehman_hashing_iterations": "int",
"erase_base_features": "bool",
"decay": "float",
"alphas": "pass",
"edge_embedding_methods": "pass",
"training_unbalance_rate": "float",
"prediction_batch_size": "int",
"use_edge_metrics": "bool",
"criterion": "str",
"splitter": "str",
"min_samples_split": "int",
"min_samples_leaf": "int",
"min_weight_fraction_leaf": "float",
"max_features": [
"int",
"float",
"str",
"None"
],
"max_leaf_nodes": [
"int",
"None"
],
"min_impurity_decrease": "float",
"ccp_alpha": "float",
"loss": "str",
"n_estimators": "int",
"init": "pass",
"scoring_fct_norm": "int",
"num_components": "int",
"hidden_dim": [
"int",
"None"
],
"power_norm": "bool",
"num_tokens": "pass",
"subsample": "float",
"warm_start": "bool",
"validation_fraction": "float",
"n_iter_no_change": [
"int",
"None"
],
"tol": "float",
"bootstrap": "bool",
"oob_score": "bool",
"n_jobs": "int",
"max_samples": [
"int",
"None"
],
"solver": "str",
"learning_rate_init": "float",
"power_t": "float",
"max_iter": [
"int",
"None"
],
"shuffle": "bool",
"momentum": "float",
"nesterovs_momentum": "bool",
"early_stopping": "bool",
"beta_1": "float",
"beta_2": "float",
"epsilon": "float",
"max_fun": "int",
"hidden_layer_sizes": "pass",
"number_of_units_per_graph_convolution_layers": "pass",
"apply_norm": "bool",
"dropout_rate": "float",
"reduce_lr_min_delta": "float",
"reduce_lr_patience": "int",
"early_stopping_monitor": "str",
"early_stopping_mode": "str",
"reduce_lr_monitor": "str",
"reduce_lr_mode": "str",
"reduce_lr_factor": "float",
"use_node_embedding": "bool",
"node_embedding_size": "int",
"use_node_type_embedding": "bool",
"node_type_embedding_size": "int",
"number_of_units_per_ffnn_body_layer": "pass",
"number_of_units_per_ffnn_head_layer": "pass",
"handling_multi_graph": "str",
"number_of_units_per_body_layer": "pass",
"number_of_units_per_head_layer": "pass",
"edge_features": "pass",
"edge_embeddings": "pass",
"cooccurrence_iterations": "int",
"cooccurrence_window_size": "int",
"number_of_epochs": "int",
"number_of_edges_per_mini_batch": "int",
"first_order_decay_factor": "float",
"second_order_decay_factor": "float",
"input_channels": [
"int",
"None"
],
"output_channels": "int",
"embedding_height": [
"int",
"None"
],
"embedding_width": [
"int",
"None"
],
"kernel_height": "int",
"kernel_width": "int",
"input_dropout": "float",
"output_dropout": "float",
"feature_map_dropout": "float",
"apply_batch_normalization": "bool",
"relation_dim": [
"int",
"None"
],
"combination_dropout": "float",
"dropout_0": "float",
"dropout_1": "float",
"dropout_2": "float",
"tanh_map": "bool",
"l2_regularization": "float",
"max_bins": "int",
"categorical_features": "pass",
"monotonic_cst": "pass",
"interaction_cst": "pass",
"scoring": "str",
"class_weight": "pass",
"radius": "float",
"weights": "pass",
"algorithm": "str",
"leaf_size": "int",
"outlier_label": [
"str",
"None"
],
"metric_params": "pass",
"n_neighbors": "int",
"penalty": "str",
"dual": "bool",
"C": "float",
"multi_class": "str",
"fit_intercept": "bool",
"intercept_scaling": "float",
"nu": "float",
"kernel": "str",
"degree": "int",
"gamma": "str",
"coef0": "float",
"shrinking": "bool",
"probability": "bool",
"cache_size": "int",
"decision_function_shape": "str",
"break_ties": "bool",
"copy_X": "bool",
"positive": "bool",
"cv": "int",
"store_cv_values": "bool",
"Cs": "int",
"refit": "bool",
"l1_ratios": "pass",
"boosting_type": "str",
"num_leaves": [
"int",
"None"
],
"subsample_for_bin": "int",
"min_split_gain": "float",
"min_child_weight": "float",
"min_child_samples": "int",
"subsample_freq": "int",
"colsample_bytree": "float",
"reg_alpha": "float",
"reg_lambda": "float",
"importance_type": "str",
"max_depth": "int",
"l2_leaf_reg": "float",
"model_size_reg": "float",
"rsm": "float",
"loss_function": "str",
"border_count": "int",
"feature_border_type": "str",
"per_float_feature_quantization": "str",
"input_borders": [
"str",
"None"
],
"output_borders": [
"str",
"None"
],
"fold_permutation_block": "int",
"od_pval": [
"float",
"None"
],
"od_wait": [
"int",
"None"
],
"od_type": [
"str",
"None"
],
"nan_mode": "str",
"counter_calc_method": "str",
"leaf_estimation_iterations": "int",
"leaf_estimation_method": "str",
"thread_count": "int",
"use_best_model": [
"bool",
"None"
],
"best_model_min_trees": "int",
"logging_level": "str",
"metric_period": "int",
"ctr_leaf_count_limit": "int",
"store_all_simple_ctr": "bool",
"max_ctr_complexity": "int",
"has_time": "bool",
"allow_const_label": "bool",
"target_border": [
"float",
"None"
],
"classes_count": [
"int",
"None"
],
"class_weights": "pass",
"auto_class_weights": "str",
"class_names": "pass",
"one_hot_max_size": [
"int",
"None"
],
"random_strength": "float",
"name": "str",
"ignored_features": "pass",
"train_dir": [
"str",
"None"
],
"custom_metric": [
"str",
"pass"
],
"eval_metric": [
"str",
"pass"
],
"bagging_temperature": "float",
"save_snapshot": "bool",
"snapshot_file": [
"str",
"None"
],
"snapshot_interval": "int",
"fold_len_multiplier": [
"float",
"None"
],
"used_ram_limit": [
"float",
"int",
"str",
"None"
],
"gpu_ram_part": "float",
"pinned_memory_size": [
"int",
"None"
],
"allow_writing_files": "bool",
"final_ctr_computation_mode": "str",
"approx_on_full_history": "bool",
"simple_ctr": "pass",
"combinations_ctr": "pass",
"per_feature_ctr": "pass",
"ctr_target_border_count": [
"int",
"None"
],
"task_type": [
"str",
"None"
],
"devices": "pass",
"bootstrap_type": "str",
"mvs_reg": [
"float",
"None"
],
"sampling_unit": "str",
"sampling_frequency": "str",
"dev_score_calc_obj_block_size": "int",
"dev_efb_max_buckets": "int",
"sparse_features_conflict_fraction": "float",
"early_stopping_rounds": [
"int",
"None"
],
"cat_features": "pass",
"grow_policy": "str",
"min_data_in_leaf": "int",
"max_leaves": "int",
"score_function": "str",
"leaf_estimation_backtracking": "str",
"monotone_constraints": "pass",
"feature_weights": "pass",
"penalties_coefficient": "float",
"first_feature_use_penalties": "pass",
"per_object_feature_penalties": "pass",
"model_shrink_rate": "float",
"model_shrink_mode": "str",
"langevin": "bool",
"diffusion_temperature": "float",
"posterior_sampling": "bool",
"boost_from_average": "bool",
"text_features": "pass",
"tokenizers": "pass",
"dictionaries": "pass",
"feature_calcers": "pass",
"text_processing": "pass",
"embedding_features": "pass",
"callback": "pass",
"eval_fraction": [
"float",
"None"
],
"max_bin": "int",
"verbosity": "int",
"objective": "pass",
"booster": "pass",
"tree_method": "str",
"max_delta_step": "float",
"sampling_method": "str",
"colsample_bylevel": "float",
"colsample_bynode": "float",
"base_score": [
"float",
"None"
],
"missing": "float",
"interaction_constraints": "pass",
"gpu_id": [
"int",
"None"
],
"validate_parameters": "bool",
"predictor": "str",
"enable_categorical": "bool",
"max_cat_to_onehot": [
"int",
"None"
],
"max_cat_threshold": [
"int",
"None"
],
"num_parallel_tree": "int",
"combiner": "str",
"number_of_batches_per_epoch": "int",
"residual_convolutional_layers": "bool",
"node_feature_names": "pass",
"node_type_feature_names": "pass",
"siamese_node_feature_module": "bool",
"use_edge_type_embedding": "bool",
"edge_type_embedding_size": "int",
"edge_type_feature_names": "pass",
"noise": "float",
"clusters": "int",
"lambd": "float",
"beta": "float",
"lower_control": "float",
"eta": "float"
}