def __init__(
        self,
        iterations=None,
        learning_rate=None,
        depth=None,
        l2_leaf_reg=None,
        model_size_reg=None,
        rsm=None,
        loss_function='Logloss',
        border_count=None,
        feature_border_type=None,
        fold_permutation_block_size=None,
        od_pval=None,
        od_wait=None,
        od_type=None,
        nan_mode=None,
        counter_calc_method=None,
        leaf_estimation_iterations=None,
        leaf_estimation_method=None,
        thread_count=None,
        random_seed=None,
        use_best_model=None,
        best_model_min_trees=None,
        verbose=None,
        silent=None,
        logging_level=None,
        metric_period=None,
        ctr_leaf_count_limit=None,
        store_all_simple_ctr=None,
        max_ctr_complexity=None,
        has_time=None,
        allow_const_label=None,
        classes_count=None,
        class_weights=None,
        one_hot_max_size=None,
        random_strength=None,
        name=None,
        ignored_features=None,
        train_dir=None,
        custom_loss=None,
        custom_metric=None,
        eval_metric=None,
        bagging_temperature=None,
        save_snapshot=None,
        snapshot_file=None,
        snapshot_interval=None,
        fold_len_multiplier=None,
        used_ram_limit=None,
        gpu_ram_part=None,
        pinned_memory_size=None,
        allow_writing_files=None,
        final_ctr_computation_mode=None,
        approx_on_full_history=None,
        boosting_type=None,
        simple_ctr=None,
        combinations_ctr=None,
        per_feature_ctr=None,
        ctr_description=None,
        task_type=None,
        device_config=None,
        devices=None,
        bootstrap_type=None,
        subsample=None,
        dev_score_calc_obj_block_size=None,
        max_depth=None,
        n_estimators=None,
        num_boost_round=None,
        num_trees=None,
        colsample_bylevel=None,
        random_state=None,
        reg_lambda=None,
        objective=None,
        eta=None,
        max_bin=None,
        scale_pos_weight=None,
        gpu_cat_features_storage=None,
        data_partition=None,
        metadata=None,
        early_stopping_rounds=None,
        cat_features=None
    ):