

"""simple docstring"""






import asyncio
import os
import re
import sys
import tempfile
import unittest
from contextlib import contextmanager
from copy import deepcopy
from distutils.util import strtobool
from enum import Enum
from importlib.util import find_spec
from pathlib import Path
from unittest.mock import patch

import pyarrow as pa
import pytest
import requests
from packaging import version

from datasets import config


if config.PY_VERSION < version.parse("""3.8"""):
	import importlib_metadata
else:
	import importlib.metadata as importlib_metadata



def   lowercase_	(    _lowercase       :		Tuple							,      _lowercase       :		int=False	):




					'''simple docstring'''






					try:
										UpperCAmelCase			:   Dict      =				os.environ[key]
					except KeyError:
										# KEY isn't set, default to `default`.
										UpperCAmelCase			:   Any      =				default
					else:
										# KEY is set, convert it to True or False.
										try:
															UpperCAmelCase			:   int      =				strtobool(_lowercase	)
										except ValueError:
															# More values are supported, but let's keep the message simple.
															raise ValueError(F"""If set, {key} must be yes or no."""	)
					return _value


snake_case_   :   List[Any]        =       parse_flag_from_env("""RUN_SLOW""", default=False)
snake_case_   :   Tuple        =       parse_flag_from_env("""RUN_REMOTE""", default=False)
snake_case_   :   str        =       parse_flag_from_env("""RUN_LOCAL""", default=True)
snake_case_   :   Dict        =       parse_flag_from_env("""RUN_PACKAGED""", default=True)

# Compression
snake_case_   :   Tuple        =       pytest.mark.skipif(not config.LZ4_AVAILABLE, reason="""test requires lz4""")
snake_case_   :   Optional[Any]        =       pytest.mark.skipif(not config.PY7ZR_AVAILABLE, reason="""test requires py7zr""")
snake_case_   :   Tuple        =       pytest.mark.skipif(not config.ZSTANDARD_AVAILABLE, reason="""test requires zstandard""")

# Audio
snake_case_   :   Union[str, Any]        =       pytest.mark.skipif(
    # On Windows and OS X, soundfile installs sndfile
    find_spec("""soundfile""") is None or version.parse(importlib_metadata.version("""soundfile""")) < version.parse("""0.12.0"""),
    reason="""test requires sndfile>=0.12.1: 'pip install \"soundfile>=0.12.1\"'; """,
)

# Beam
snake_case_   :   Optional[int]        =       pytest.mark.skipif(
    not config.BEAM_AVAILABLE or config.DILL_VERSION >= version.parse("""0.3.2"""),
    reason="""test requires apache-beam and a compatible dill version""",
)

# Dill-cloudpickle compatibility
snake_case_   :   Dict        =       pytest.mark.skipif(
    config.DILL_VERSION <= version.parse("""0.3.2"""),
    reason="""test requires dill>0.3.2 for cloudpickle compatibility""",
)

# Windows
snake_case_   :   int        =       pytest.mark.skipif(
    sys.platform == """win32""",
    reason="""test should not be run on Windows""",
)



def   lowercase_	(    _lowercase       :		List[Any]	):




					'''simple docstring'''






					try:
										import faiss  # noqa
					except ImportError:
										UpperCAmelCase			:   Dict      =				unittest.skip("test requires faiss"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Any	):




					'''simple docstring'''






					try:
										import regex  # noqa
					except ImportError:
										UpperCAmelCase			:   List[Any]      =				unittest.skip("test requires regex"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		str	):




					'''simple docstring'''






					try:
										import elasticsearch  # noqa
					except ImportError:
										UpperCAmelCase			:   Optional[int]      =				unittest.skip("test requires elasticsearch"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Dict	):




					'''simple docstring'''






					try:
										import sqlalchemy  # noqa
					except ImportError:
										UpperCAmelCase			:   Optional[int]      =				unittest.skip("test requires sqlalchemy"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Optional[Any]	):




					'''simple docstring'''






					if not config.TORCH_AVAILABLE:
										UpperCAmelCase			:   Any      =				unittest.skip("test requires PyTorch"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Tuple	):




					'''simple docstring'''






					if not config.TF_AVAILABLE:
										UpperCAmelCase			:   Tuple      =				unittest.skip("test requires TensorFlow"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Optional[int]	):




					'''simple docstring'''






					if not config.JAX_AVAILABLE:
										UpperCAmelCase			:   List[str]      =				unittest.skip("test requires JAX"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Dict	):




					'''simple docstring'''






					if not config.PIL_AVAILABLE:
										UpperCAmelCase			:   Optional[int]      =				unittest.skip("test requires Pillow"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Dict	):




					'''simple docstring'''






					try:
										import transformers  # noqa F401
					except ImportError:
										return unittest.skip("test requires transformers"	)(_lowercase	)
					else:
										return test_case



def   lowercase_	(    _lowercase       :		Tuple	):




					'''simple docstring'''






					try:
										import tiktoken  # noqa F401
					except ImportError:
										return unittest.skip("test requires tiktoken"	)(_lowercase	)
					else:
										return test_case



def   lowercase_	(    _lowercase       :		str	):




					'''simple docstring'''






					try:
										import spacy  # noqa F401
					except ImportError:
										return unittest.skip("test requires spacy"	)(_lowercase	)
					else:
										return test_case



def   lowercase_	(    _lowercase       :		List[str]	):




					'''simple docstring'''






					def _require_spacy_model(_lowercase       :		str	):
										try:
															import spacy  # noqa F401

															spacy.load(_lowercase	)
										except ImportError:
															return unittest.skip("test requires spacy"	)(_lowercase	)
										except OSError:
															return unittest.skip("test requires spacy model '{}'".format(_lowercase	)	)(_lowercase	)
										else:
															return test_case

					return _require_spacy_model



def   lowercase_	(    _lowercase       :		Union[str, Any]	):




					'''simple docstring'''






					try:
										import pyspark  # noqa F401
					except ImportError:
										return unittest.skip("test requires pyspark"	)(_lowercase	)
					else:
										return test_case



def   lowercase_	(    _lowercase       :		Optional[int]	):




					'''simple docstring'''






					try:
										import joblibspark  # noqa F401
					except ImportError:
										return unittest.skip("test requires joblibspark"	)(_lowercase	)
					else:
										return test_case



def   lowercase_	(    _lowercase       :		Dict	):




					'''simple docstring'''






					if not _run_slow_tests or _run_slow_tests == 0:
										UpperCAmelCase			:   Dict      =				unittest.skip("test is slow"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		int	):




					'''simple docstring'''






					if not _run_local_tests or _run_local_tests == 0:
										UpperCAmelCase			:   Dict      =				unittest.skip("test is local"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		int	):




					'''simple docstring'''






					if not _run_packaged_tests or _run_packaged_tests == 0:
										UpperCAmelCase			:   int      =				unittest.skip("test is packaged"	)(_lowercase	)
					return test_case



def   lowercase_	(    _lowercase       :		Any	):




					'''simple docstring'''






					if not _run_remote_tests or _run_remote_tests == 0:
										UpperCAmelCase			:   List[str]      =				unittest.skip("test requires remote"	)(_lowercase	)
					return test_case



def   lowercase_	(    *_lowercase       :		Any	):




					'''simple docstring'''






					def decorate(cls       :		List[Any]	):
										for name, fn in cls.__dict__.items():
															if callable(_lowercase	) and name.startswith("test"	):
																				for decorator in decorators:
																									UpperCAmelCase			:   str      =				decorator(_lowercase	)
																				setattr(cls							,      _lowercase							,      _lowercase	)
										return cls

					return decorate







class       snake_case__  ( lowerCAmelCase_     ):
			pass







class       snake_case__  ( lowerCAmelCase_     ):
			SCREAMING_SNAKE_CASE__     				=						0
			SCREAMING_SNAKE_CASE__     				=						1
			SCREAMING_SNAKE_CASE__     				=						2



@contextmanager
def   lowercase_	(    _lowercase       :		Any=OfflineSimulationMode.CONNECTION_FAILS							,      _lowercase       :		List[str]=1E-16	):




					'''simple docstring'''






					UpperCAmelCase			:   List[str]      =				requests.Session().request

					def timeout_request(_lowercase       :		Any							,      _lowercase       :		Optional[Any]							,      _lowercase       :		List[Any]							,      **_lowercase       :		List[str]	):
										# Change the url to an invalid url so that the connection hangs
										UpperCAmelCase			:   Any      =				"https://10.255.255.1"
										if kwargs.get("timeout"	) is None:
															raise RequestWouldHangIndefinitelyError(
															    F"""Tried a call to {url} in offline mode with no timeout set. Please set a timeout."""	)
										UpperCAmelCase			:   Tuple      =				timeout
										try:
															return online_request(_lowercase							,      _lowercase							,      **_lowercase	)
										except Exception as e:
															# The following changes in the error are just here to make the offline timeout error prettier
															UpperCAmelCase			:   Tuple      =				url
															UpperCAmelCase			:   Tuple      =				e.args[0]
															UpperCAmelCase			:   Optional[int]      =				(max_retry_error.args[0].replace("10.255.255.1"							,      F"""OfflineMock[{url}]"""	),)
															UpperCAmelCase			:   Any      =				(max_retry_error,)
															raise

					def raise_connection_error(_lowercase       :		Any							,      _lowercase       :		Tuple							,      **_lowercase       :		Optional[Any]	):
										raise requests.ConnectionError("Offline mode is enabled."							,      request=_lowercase	)

					if mode is OfflineSimulationMode.CONNECTION_FAILS:
										with patch("requests.Session.send"							,      _lowercase	):
															yield
					elif mode is OfflineSimulationMode.CONNECTION_TIMES_OUT:
										# inspired from https://stackoverflow.com/a/904609
										with patch("requests.Session.request"							,      _lowercase	):
															yield
					elif mode is OfflineSimulationMode.HF_DATASETS_OFFLINE_SET_TO_1:
										with patch("datasets.config.HF_DATASETS_OFFLINE"							,      _lowercase	):
															yield
					else:
										raise ValueError("Please use a value from the OfflineSimulationMode enum."	)



@contextmanager
def   lowercase_	(    *_lowercase       :		Optional[Any]							,      **_lowercase       :		Tuple	):




					'''simple docstring'''






					UpperCAmelCase			:   Optional[int]      =				str(Path().resolve()	)
					with tempfile.TemporaryDirectory(*_lowercase							,      **_lowercase	) as tmp_dir:
										try:
															os.chdir(_lowercase	)
															yield
										finally:
															os.chdir(_lowercase	)



@contextmanager
def   lowercase_	(    ):




					'''simple docstring'''






					import gc

					gc.collect()
					UpperCAmelCase			:   str      =				pa.total_allocated_bytes()
					yield
					assert pa.total_allocated_bytes() - previous_allocated_memory > 0, "Arrow memory didn't increase."



@contextmanager
def   lowercase_	(    ):




					'''simple docstring'''






					import gc

					gc.collect()
					UpperCAmelCase			:   List[str]      =				pa.total_allocated_bytes()
					yield
					assert pa.total_allocated_bytes() - previous_allocated_memory <= 0, "Arrow memory wasn't expected to increase."



def   lowercase_	(    _lowercase       :		List[str]							,      _lowercase       :		Union[str, Any]	):




					'''simple docstring'''






					return deepcopy(_lowercase	).integers(0							,      1_00							,      10	).tolist() == deepcopy(_lowercase	).integers(0							,      1_00							,      10	).tolist()



def   lowercase_	(    _lowercase       :		Union[str, Any]	):




					'''simple docstring'''






					import decorator
					from requests.exceptions import HTTPError

					def _wrapper(_lowercase       :		Dict							,      *_lowercase       :		List[str]							,      **_lowercase       :		List[Any]	):
										try:
															return func(*_lowercase							,      **_lowercase	)
										except HTTPError as err:
															if str(_lowercase	).startswith("500"	) or str(_lowercase	).startswith("502"	):
																				pytest.xfail(str(_lowercase	)	)
															raise err

					return decorator.decorator(_wrapper							,      _lowercase	)







class       snake_case__  :







			def __init__(			self			: Optional[Any]			,  lowercase			: Any			,  lowercase			: Union[str, Any]			,  lowercase			: Optional[Any]  ):





								'''simple docstring'''



								UpperCAmelCase			:   str      =				returncode
								UpperCAmelCase			:   Optional[int]      =				stdout
								UpperCAmelCase			:   Dict      =				stderr



async def   lowercase_	(    _lowercase       :		str							,      _lowercase       :		Dict	):




					'''simple docstring'''






					while True:
										UpperCAmelCase			:   str      =				await stream.readline()
										if line:
															callback(_lowercase	)
										else:
															break



async def   lowercase_	(    _lowercase       :		Any							,      _lowercase       :		List[Any]=None							,      _lowercase       :		Dict=None							,      _lowercase       :		List[Any]=None							,      _lowercase       :		Optional[int]=False							,      _lowercase       :		List[str]=False	):




					'''simple docstring'''






					if echo:
										print("\nRunning: "							,      " ".join(_lowercase	)	)

					UpperCAmelCase			:   List[str]      =				await asyncio.create_subprocess_exec(
					    cmd[0]							,      *cmd[1:]							,      stdin=_lowercase							,      stdout=asyncio.subprocess.PIPE							,      stderr=asyncio.subprocess.PIPE							,      env=_lowercase							,      )

					# note: there is a warning for a possible deadlock when using `wait` with huge amounts of data in the pipe
					# https://docs.python.org/3/library/asyncio-subprocess.html#asyncio.asyncio.subprocess.Process.wait
					#
					# If it starts hanging, will need to switch to the following code. The problem is that no data
					# will be seen until it's done and if it hangs for example there will be no debug info.
					# out, err = await p.communicate()
					# return _RunOutput(p.returncode, out, err)

					UpperCAmelCase			:   Union[str, Any]      =				[]
					UpperCAmelCase			:   List[str]      =				[]

					def tee(_lowercase       :		Optional[int]							,      _lowercase       :		Optional[Any]							,      _lowercase       :		List[str]							,      _lowercase       :		List[Any]=""	):
										UpperCAmelCase			:   int      =				line.decode("utf-8"	).rstrip()
										sink.append(_lowercase	)
										if not quiet:
															print(_lowercase							,      _lowercase							,      file=_lowercase	)

    # XXX: the timeout doesn't seem to make any difference here
					await asyncio.wait(
					    [
					        _read_stream(p.stdout							,      lambda _lowercase	: tee(_lowercase							,      _lowercase							,      sys.stdout							,      label="stdout:"	)	),
					        _read_stream(p.stderr							,      lambda _lowercase	: tee(_lowercase							,      _lowercase							,      sys.stderr							,      label="stderr:"	)	),
					    ]							,      timeout=_lowercase							,      )
					return _RunOutput(await p.wait()							,      _lowercase							,      _lowercase	)



def   lowercase_	(    _lowercase       :		Any							,      _lowercase       :		Tuple=None							,      _lowercase       :		Tuple=None							,      _lowercase       :		str=1_80							,      _lowercase       :		Any=False							,      _lowercase       :		Any=True	):




					'''simple docstring'''






					UpperCAmelCase			:   Tuple      =				asyncio.get_event_loop()
					UpperCAmelCase			:   Optional[int]      =				loop.run_until_complete(
					    _stream_subprocess(_lowercase							,      env=_lowercase							,      stdin=_lowercase							,      timeout=_lowercase							,      quiet=_lowercase							,      echo=_lowercase	)	)

					UpperCAmelCase			:   str      =				" ".join(_lowercase	)
					if result.returncode > 0:
										UpperCAmelCase			:   Tuple      =				"\n".join(result.stderr	)
										raise RuntimeError(
										    F"""'{cmd_str}' failed with returncode {result.returncode}\n\n"""
										    F"""The combined stderr from workers follows:\n{stderr}"""	)

					# check that the subprocess actually did run and produced some output, should the test rely on
					# the remote side to do the testing
					if not result.stdout and not result.stderr:
										raise RuntimeError(F"""'{cmd_str}' produced no output."""	)

					return result



def   lowercase_	(    ):




					'''simple docstring'''






					UpperCAmelCase			:   Optional[int]      =				os.environ.get("PYTEST_XDIST_WORKER"							,      "gw0"	)
					UpperCAmelCase			:   Tuple      =				re.sub(R"^gw"							,      ""							,      _lowercase							,      0							,      re.M	)
					return int(_lowercase	)




def   lowercase_	(    ):




					'''simple docstring'''






					UpperCAmelCase			:   List[Any]      =				2_95_00
					UpperCAmelCase			:   str      =				pytest_xdist_worker_id()
					return port + uniq_delta





"""simple docstring"""






from ...configuration_utils import PretrainedConfig
from ...utils import logging


snake_case_   :   List[Any]        =       logging.get_logger(__name__)

snake_case_   :   List[Any]        =       {
    """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-430m-pile""": """https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-1b5-pile""": """https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-3b-pile""": """https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-7b-pile""": """https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-14b-pile""": """https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json""",
    """RWKV/rwkv-raven-1b5""": """https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json""",
    """RWKV/rwkv-raven-3b""": """https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json""",
    """RWKV/rwkv-raven-7b""": """https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json""",
    """RWKV/rwkv-raven-14b""": """https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json""",
}







class       snake_case__  ( lowerCAmelCase_     ):
			SCREAMING_SNAKE_CASE__     				=						'''rwkv'''
			SCREAMING_SNAKE_CASE__     				=						{'''max_position_embeddings''': '''context_length'''}







			def __init__(			self			: int			,  lowercase			: Optional[Any]=5_02_77			,  lowercase			: Union[str, Any]=10_24			,  lowercase			: Union[str, Any]=40_96			,  lowercase			: List[str]=32			,  lowercase			: str=None			,  lowercase			: Tuple=None			,  lowercase			: Dict=1E-5			,  lowercase			: Any=0			,  lowercase			: List[Any]=0			,  lowercase			: int=6			,  lowercase			: Dict=False			,  lowercase			: Dict=True			,  **lowercase			: Optional[Any]			,  ):





								'''simple docstring'''



								UpperCAmelCase			:   Optional[int]      =				vocab_size
								UpperCAmelCase			:   List[str]      =				context_length
								UpperCAmelCase			:   Optional[Any]      =				hidden_size
								UpperCAmelCase			:   List[Any]      =				num_hidden_layers
								UpperCAmelCase			:   Union[str, Any]      =				attention_hidden_size if attention_hidden_size is not None else hidden_size
								UpperCAmelCase			:   List[Any]      =				intermediate_size if intermediate_size is not None else 4 * hidden_size
								UpperCAmelCase			:   Tuple      =				layer_norm_epsilon
								UpperCAmelCase			:   Optional[int]      =				rescale_every
								UpperCAmelCase			:   Tuple      =				use_cache

								UpperCAmelCase			:   Union[str, Any]      =				bos_token_id
								UpperCAmelCase			:   Optional[int]      =				eos_token_id

								super().__init__(
								    tie_word_embeddings=lowercase			,  bos_token_id=lowercase			,  eos_token_id=lowercase			,  **lowercase  )


