





import os

import pytest

from datasets import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
)


_lowerCamelCase 					=      pytest.mark.integration






@pytest.mark.parametrize("""path"""       , ["""paws""", """csv"""]     )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				Optional[Any]       , UpperCamelCase__:				Any     ):
		inspect_dataset(UpperCamelCase__       , UpperCamelCase__     )
		SCREAMING_SNAKE_CASE__								=   path + """.py"""
		assert script_name in os.listdir(UpperCamelCase__     )
		assert "__pycache__" not in os.listdir(UpperCamelCase__     )






@pytest.mark.filterwarnings("""ignore:inspect_metric is deprecated:FutureWarning"""     )
@pytest.mark.filterwarnings("""ignore:metric_module_factory is deprecated:FutureWarning"""     )
@pytest.mark.parametrize("""path"""       , ["""accuracy"""]     )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				str       , UpperCamelCase__:				Union[str, Any]     ):
		inspect_metric(UpperCamelCase__       , UpperCamelCase__     )
		SCREAMING_SNAKE_CASE__								=   path + """.py"""
		assert script_name in os.listdir(UpperCamelCase__     )
		assert "__pycache__" not in os.listdir(UpperCamelCase__     )






@pytest.mark.parametrize(
    """path, config_name, expected_splits"""       , [
        ("""squad""", """plain_text""", ["""train""", """validation"""]),
        ("""dalle-mini/wit""", """dalle-mini--wit""", ["""train"""]),
        ("""paws""", """labeled_final""", ["""train""", """test""", """validation"""]),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				Optional[int]       , UpperCamelCase__:				List[str]       , UpperCamelCase__:				Any     ):
		SCREAMING_SNAKE_CASE__								=   get_dataset_config_info(UpperCamelCase__       , config_name=UpperCamelCase__     )
		assert info.config_name == config_name
		assert list(info.splits.keys()     ) == expected_splits






@pytest.mark.parametrize(
    """path, config_name, expected_exception"""       , [
        ("""paws""", None, ValueError),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				Any       , UpperCamelCase__:				str       , UpperCamelCase__:				List[str]     ):
		with pytest.raises(UpperCamelCase__     ):
				get_dataset_config_info(UpperCamelCase__       , config_name=UpperCamelCase__     )






@pytest.mark.parametrize(
    """path, expected"""       , [
        ("""squad""", """plain_text"""),
        ("""acronym_identification""", """default"""),
        ("""lhoestq/squad""", """plain_text"""),
        ("""lhoestq/test""", """default"""),
        ("""lhoestq/demo1""", """lhoestq--demo1"""),
        ("""dalle-mini/wit""", """dalle-mini--wit"""),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				List[str]       , UpperCamelCase__:				str     ):
		SCREAMING_SNAKE_CASE__								=   get_dataset_config_names(UpperCamelCase__     )
		assert expected in config_names






@pytest.mark.parametrize(
    """path, expected_configs, expected_splits_in_first_config"""       , [
        ("""squad""", ["""plain_text"""], ["""train""", """validation"""]),
        ("""dalle-mini/wit""", ["""dalle-mini--wit"""], ["""train"""]),
        ("""paws""", ["""labeled_final""", """labeled_swap""", """unlabeled_final"""], ["""train""", """test""", """validation"""]),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				Any       , UpperCamelCase__:				List[Any]       , UpperCamelCase__:				Dict     ):
		SCREAMING_SNAKE_CASE__								=   get_dataset_infos(UpperCamelCase__     )
		assert list(infos.keys()     ) == expected_configs
		SCREAMING_SNAKE_CASE__								=   expected_configs[0]
		assert expected_config in infos
		SCREAMING_SNAKE_CASE__								=   infos[expected_config]
		assert info.config_name == expected_config
		assert list(info.splits.keys()     ) == expected_splits_in_first_config






@pytest.mark.parametrize(
    """path, expected_config, expected_splits"""       , [
        ("""squad""", """plain_text""", ["""train""", """validation"""]),
        ("""dalle-mini/wit""", """dalle-mini--wit""", ["""train"""]),
        ("""paws""", """labeled_final""", ["""train""", """test""", """validation"""]),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				str       , UpperCamelCase__:				int       , UpperCamelCase__:				str     ):
		SCREAMING_SNAKE_CASE__								=   get_dataset_infos(UpperCamelCase__     )
		assert expected_config in infos
		SCREAMING_SNAKE_CASE__								=   infos[expected_config]
		assert info.config_name == expected_config
		assert list(info.splits.keys()     ) == expected_splits






@pytest.mark.parametrize(
    """path, config_name, expected_exception"""       , [
        ("""paws""", None, ValueError),
    ]       , )
def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				Union[str, Any]       , UpperCamelCase__:				Tuple       , UpperCamelCase__:				int     ):
		with pytest.raises(UpperCamelCase__     ):
				get_dataset_split_names(UpperCamelCase__       , config_name=UpperCamelCase__     )






from torch import nn






def 					SCREAMING_SNAKE_CASE__				(							UpperCamelCase__:				str     ):
		if act_fn in ["swish", "silu"]:
				return nn.SiLU()
		elif act_fn == "mish":
				return nn.Mish()
		elif act_fn == "gelu":
				return nn.GELU()
		else:
				raise ValueError(f'''Unsupported activation function: {act_fn}'''     )