

'''simple docstring'''




import contextlib
import csv
import json
import os
import sqlitea
import tarfile
import textwrap
import zipfile

import pyarrow as pa
import pyarrow.parquet as pq
import pytest

import datasets
import datasets.config




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			)				->     int:






     '''simple docstring'''
     __magic_name__						       =    10
     __magic_name__						       =    datasets.Features(
         {
             '''tokens''': datasets.Sequence(datasets.Value('''string'''			)			),
             '''labels''': datasets.Sequence(datasets.ClassLabel(names=['''negative''', '''positive''']			)			),
             '''answers''': datasets.Sequence(
                 {
                     '''text''': datasets.Value('''string'''			),
                     '''answer_start''': datasets.Value('''int32'''			),
                 }			),
             '''id''': datasets.Value('''int64'''			),
         }			)
     __magic_name__						       =    datasets.Dataset.from_dict(
         {
             '''tokens''': [['''foo'''] * 5] * n,
             '''labels''': [[1] * 5] * n,
             '''answers''': [{'''answer_start''': [97], '''text''': ['''1976''']}] * 10,
             '''id''': list(range(a			)			),
         }		,						features=a		,						)
     return dataset




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     Any:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''file.arrow'''			)
     dataset.map(cache_file_name=a			)
     return filename


# FILE_CONTENT + files


_lowerCAmelCase         =						"\\n    Text data.\n    Second line of data."




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Any:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt'''
     __magic_name__						       =    FILE_CONTENT
     with open(a		,						'''w'''			) as f:
          f.write(a			)
     return filename




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Dict:






     '''simple docstring'''
     import bza

     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.bz2'''
     __magic_name__						       =    bytes(a		,						'''utf-8'''			)
     with bza.open(a		,						'''wb'''			) as f:
          f.write(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Dict:






     '''simple docstring'''
     import gzip

     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''file.txt.gz'''			)
     __magic_name__						       =    bytes(a		,						'''utf-8'''			)
     with gzip.open(a		,						'''wb'''			) as f:
          f.write(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Union[str, Any]:






     '''simple docstring'''
     if datasets.config.LZ4_AVAILABLE:
          import lza.frame

          __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.lz4'''
          __magic_name__						       =    bytes(a		,						'''utf-8'''			)
          with lza.frame.open(a		,						'''wb'''			) as f:
               f.write(a			)
          return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     int:






     '''simple docstring'''
     if datasets.config.PY7ZR_AVAILABLE:
          import pyazr

          __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.7z'''
          with pyazr.SevenZipFile(a		,						'''w'''			) as archive:
               archive.write(a		,						arcname=os.path.basename(a			)			)
          return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     List[Any]:






     '''simple docstring'''
     import tarfile

     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.tar'''
     with tarfile.TarFile(a		,						'''w'''			) as f:
          f.add(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[str]:






     '''simple docstring'''
     import lzma

     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.xz'''
     __magic_name__						       =    bytes(a		,						'''utf-8'''			)
     with lzma.open(a		,						'''wb'''			) as f:
          f.write(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     Optional[Any]:






     '''simple docstring'''
     import zipfile

     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     if datasets.config.ZSTANDARD_AVAILABLE:
          import zstandard as zstd

          __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.txt.zst'''
          __magic_name__						       =    bytes(a		,						'''utf-8'''			)
          with zstd.open(a		,						'''wb'''			) as f:
               f.write(a			)
          return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''file.xml'''
     __magic_name__						       =    textwrap.dedent(
         '''\
    <?xml version="1.0" encoding="UTF-8" ?>
    <tmx version="1.4">
      <header segtype="sentence" srclang="ca" />
      <body>
        <tu>
          <tuv xml:lang="ca"><seg>Contingut 1</seg></tuv>
          <tuv xml:lang="en"><seg>Content 1</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang="ca"><seg>Contingut 2</seg></tuv>
          <tuv xml:lang="en"><seg>Content 2</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang="ca"><seg>Contingut 3</seg></tuv>
          <tuv xml:lang="en"><seg>Content 3</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang="ca"><seg>Contingut 4</seg></tuv>
          <tuv xml:lang="en"><seg>Content 4</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang="ca"><seg>Contingut 5</seg></tuv>
          <tuv xml:lang="en"><seg>Content 5</seg></tuv>
        </tu>
      </body>
    </tmx>'''			)
     with open(a		,						'''w'''			) as f:
          f.write(a			)
     return filename


_lowerCAmelCase         =						[
    {"col_1": "0", "col_2": 0, "col_3": 0.0},
    {"col_1": "1", "col_2": 1, "col_3": 1.0},
    {"col_1": "2", "col_2": 2, "col_3": 2.0},
    {"col_1": "3", "col_2": 3, "col_3": 3.0},
]
_lowerCAmelCase         =						[
    {"col_1": "4", "col_2": 4, "col_3": 4.0},
    {"col_1": "5", "col_2": 5, "col_3": 5.0},
]
_lowerCAmelCase         =						{
    "col_1": ["0", "1", "2", "3"],
    "col_2": [0, 1, 2, 3],
    "col_3": [0.0, 1.0, 2.0, 3.0],
}

_lowerCAmelCase         =						[
    {"col_3": 0.0, "col_1": "0", "col_2": 0},
    {"col_3": 1.0, "col_1": "1", "col_2": 1},
]

_lowerCAmelCase         =						[
    {"col_1": "s0", "col_2": 0, "col_3": 0.0},
    {"col_1": "s1", "col_2": 1, "col_3": 1.0},
    {"col_1": "s2", "col_2": 2, "col_3": 2.0},
    {"col_1": "s3", "col_2": 3, "col_3": 3.0},
]




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			)				->     Optional[Any]:






     '''simple docstring'''
     return DATA_DICT_OF_LISTS




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    datasets.Dataset.from_dict(a			)
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.arrow'''			)
     dataset.map(cache_file_name=a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Optional[int]:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.sqlite'''			)
     with contextlib.closing(sqlitea.connect(a			)			) as con:
          __magic_name__						       =    con.cursor()
          cur.execute('''CREATE TABLE dataset(col_1 text, col_2 int, col_3 real)'''			)
          for item in DATA:
               cur.execute('''INSERT INTO dataset(col_1, col_2, col_3) VALUES (?, ?, ?)'''		,						tuple(item.values()			)			)
          con.commit()
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.csv'''			)
     with open(a		,						'''w'''		,						newline=''''''			) as f:
          __magic_name__						       =    csv.DictWriter(a		,						fieldnames=['''col_1''', '''col_2''', '''col_3''']			)
          writer.writeheader()
          for item in DATA:
               writer.writerow(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Tuple:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset2.csv'''			)
     with open(a		,						'''w'''		,						newline=''''''			) as f:
          __magic_name__						       =    csv.DictWriter(a		,						fieldnames=['''col_1''', '''col_2''', '''col_3''']			)
          writer.writeheader()
          for item in DATA:
               writer.writerow(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     str:






     '''simple docstring'''
     import bza

     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.csv.bz2'''
     with open(a		,						'''rb'''			) as f:
          __magic_name__						       =    f.read()
     # data = bytes(FILE_CONTENT, "utf-8")
     with bza.open(a		,						'''wb'''			) as f:
          f.write(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Dict:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.csv.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(a			)			)
          f.write(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.csv.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(csv_path.replace('''.csv'''		,						'''.CSV'''			)			)			)
          f.write(a		,						arcname=os.path.basename(csva_path.replace('''.csv'''		,						'''.CSV'''			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     int:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset_with_dir.csv.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     int:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.parquet'''			)
     __magic_name__						       =    pa.schema(
         {
             '''col_1''': pa.string(),
             '''col_2''': pa.intaa(),
             '''col_3''': pa.floataa(),
         }			)
     with open(a		,						'''wb'''			) as f:
          __magic_name__						       =    pq.ParquetWriter(a		,						schema=a			)
          __magic_name__						       =    pa.Table.from_pydict({k: [DATA[i][k] for i in range(len(a			)			)] for k in DATA[0]}		,						schema=a			)
          writer.write_table(a			)
          writer.close()
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[str]:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.json'''			)
     __magic_name__						       =    {'''data''': DATA}
     with open(a		,						'''w'''			) as f:
          json.dump(a		,						a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[Any]:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.json'''			)
     __magic_name__						       =    {'''data''': DATA_DICT_OF_LISTS}
     with open(a		,						'''w'''			) as f:
          json.dump(a		,						a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.jsonl'''			)
     with open(a		,						'''w'''			) as f:
          for item in DATA:
               f.write(json.dumps(a			) + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Tuple:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset2.jsonl'''			)
     with open(a		,						'''w'''			) as f:
          for item in DATA:
               f.write(json.dumps(a			) + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset_312.jsonl'''			)
     with open(a		,						'''w'''			) as f:
          for item in DATA_312:
               f.write(json.dumps(a			) + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Optional[Any]:






     '''simple docstring'''
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset-str.jsonl'''			)
     with open(a		,						'''w'''			) as f:
          for item in DATA_STR:
               f.write(json.dumps(a			) + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     str:






     '''simple docstring'''
     import gzip

     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.txt.gz'''			)
     with open(a		,						'''rb'''			) as orig_file:
          with gzip.open(a		,						'''wb'''			) as zipped_file:
               zipped_file.writelines(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     import gzip

     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.jsonl.gz'''			)
     with open(a		,						'''rb'''			) as orig_file:
          with gzip.open(a		,						'''wb'''			) as zipped_file:
               zipped_file.writelines(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     List[str]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.jsonl.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(a			)			)
          f.write(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a		,						a			)				->     Optional[Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset_nested.jsonl.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.join('''nested'''		,						os.path.basename(a			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Optional[int]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset_with_dir.jsonl.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Tuple:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.jsonl.tar'''
     with tarfile.TarFile(a		,						'''w'''			) as f:
          f.add(a		,						arcname=os.path.basename(a			)			)
          f.add(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a		,						a			)				->     Optional[Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset_nested.jsonl.tar'''
     with tarfile.TarFile(a		,						'''w'''			) as f:
          f.add(a		,						arcname=os.path.join('''nested'''		,						os.path.basename(a			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Any:






     '''simple docstring'''
     __magic_name__						       =    ['''0''', '''1''', '''2''', '''3''']
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset.txt'''			)
     with open(a		,						'''w'''			) as f:
          for item in data:
               f.write(item + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[Any]:






     '''simple docstring'''
     __magic_name__						       =    ['''0''', '''1''', '''2''', '''3''']
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset2.txt'''			)
     with open(a		,						'''w'''			) as f:
          for item in data:
               f.write(item + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     List[str]:






     '''simple docstring'''
     __magic_name__						       =    ['''0''', '''1''', '''2''', '''3''']
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.abc'''
     with open(a		,						'''w'''			) as f:
          for item in data:
               f.write(item + '''\n'''			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Any:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.text.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(a			)			)
          f.write(a		,						arcname=os.path.basename(a			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     List[str]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset_with_dir.text.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
          f.write(a		,						arcname=os.path.join('''main_dir'''		,						os.path.basename(a			)			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.ext.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename('''unsupported.ext'''			)			)
          f.write(a		,						arcname=os.path.basename('''unsupported_2.ext'''			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     Any:






     '''simple docstring'''
     __magic_name__						       =    '''\n'''.join(['''First''', '''Second\u2029with Unicode new line''', '''Third''']			)
     __magic_name__						       =    str(tmp_path_factory.mktemp('''data'''			) / '''dataset_with_unicode_new_lines.txt'''			)
     with open(a		,						'''w'''		,						encoding='''utf-8'''			) as f:
          f.write(a			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			)				->     int:






     '''simple docstring'''
     return os.path.join('''tests'''		,						'''features'''		,						'''data'''		,						'''test_image_rgb.jpg'''			)




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			)				->     Tuple:






     '''simple docstring'''
     return os.path.join('''tests'''		,						'''features'''		,						'''data'''		,						'''test_audio_44100.wav'''			)




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a		,						a			)				->     Optional[Any]:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data'''			) / '''dataset.img.zip'''
     with zipfile.ZipFile(a		,						'''w'''			) as f:
          f.write(a		,						arcname=os.path.basename(a			)			)
          f.write(a		,						arcname=os.path.basename(a			).replace('''.jpg'''		,						'''2.jpg'''			)			)
     return path




@pytest.fixture(scope='''session'''			)
def 						UpperCamelCase	(			a			)				->     int:






     '''simple docstring'''
     __magic_name__						       =    tmp_path_factory.mktemp('''data_dir'''			)

     (data_dir / "subdir").mkdir()
     with open(data_dir / '''subdir''' / '''train.txt'''		,						'''w'''			) as f:
          f.write('''foo\n''' * 10			)
     with open(data_dir / '''subdir''' / '''test.txt'''		,						'''w'''			) as f:
          f.write('''bar\n''' * 10			)
     # hidden file
     with open(data_dir / '''subdir''' / '''.test.txt'''		,						'''w'''			) as f:
          f.write('''bar\n''' * 10			)

     # hidden directory
     (data_dir / ".subdir").mkdir()
     with open(data_dir / '''.subdir''' / '''train.txt'''		,						'''w'''			) as f:
          f.write('''foo\n''' * 10			)
     with open(data_dir / '''.subdir''' / '''test.txt'''		,						'''w'''			) as f:
          f.write('''bar\n''' * 10			)

     return data_dir









'''simple docstring'''




import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
_lowerCAmelCase         =						object()

# For specifying empty leaf dict `{}`
_lowerCAmelCase         =						object()




def 						UpperCamelCase	(			a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    tuple((re.compile(x + '''$'''			) for x in qs)			)
     for i in range(len(a			) - len(a			) + 1			):
          __magic_name__						       =    [x.match(a			) for x, y in zip(a		,						ks[i:]			)]
          if matches and all(a			):
               return True
     return False




def 						UpperCamelCase	(			a			)				->     Tuple:






     '''simple docstring'''
     def replace(a		,						a			):
          for rule, replacement in rules:
               if _match(a		,						a			):
                    return replacement
          return val

     return replace




def 						UpperCamelCase	(			)				->     Union[str, Any]:






     '''simple docstring'''
     return [
         # embeddings
         (("transformer", "wpe", "embedding"), P('''mp'''		,						a			)),
         (("transformer", "wte", "embedding"), P('''mp'''		,						a			)),
         # atention
         (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(a		,						'''mp'''			)),
         (("attention", "out_proj", "kernel"), P('''mp'''		,						a			)),
         (("attention", "out_proj", "bias"), None),
         # mlp
         (("mlp", "c_fc", "kernel"), P(a		,						'''mp'''			)),
         (("mlp", "c_fc", "bias"), P('''mp'''			)),
         (("mlp", "c_proj", "kernel"), P('''mp'''		,						a			)),
         (("mlp", "c_proj", "bias"), None),
         # layer norms
         ((r"ln_\d+", "bias"), None),
         ((r"\d+", r"ln_\d+", "scale"), None),
         (("ln_f", "bias"), None),
         (("ln_f", "scale"), None),
     ]




def 						UpperCamelCase	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    _get_partition_rules()
     __magic_name__						       =    _replacement_rules(a			)
     __magic_name__						       =    {k: _unmatched for k in flatten_dict(a			)}
     __magic_name__						       =    {k: replace(a		,						a			) for k, v in initd.items()}
     assert _unmatched not in result.values(), "Incomplete partition spec."
     return freeze(unflatten_dict(a			)			)






