monarch-initiative/N2V

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embiggen/utils/normalization_schemas.json

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{
    "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"
}