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'''simple docstring''' from collections.abc import Sequence from queue import Queue class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_=None , SCREAMING...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' import uuid from typing import Any, Dict, List, Optional, Union from ..utils import add_end_docstrings, is_tf_available, is_torch_available, logging from .base import PIPELINE_INIT_ARGS, Pipeline if is_tf_available(): import tensorflow as tf if is_torch_available(): import t...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' import requests from bsa import BeautifulSoup def UpperCAmelCase__ ( UpperCAmelCase_ : str = "AAPL" ) -> str: __lowerCamelCase : str = F'https://in.finance.yahoo.com/quote/{symbol}?s={symbol}' __lowerCamelCase : Opti...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) if is_sentencepiece_available(): from ..ta...
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'''simple docstring''' import os import unittest from transformers import FunnelTokenizer, FunnelTokenizerFast from transformers.models.funnel.tokenization_funnel import VOCAB_FILES_NAMES from transformers.testing_utils import require_tokenizers from ...test_tokenization_common import TokenizerTesterMixin ...
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'''simple docstring''' import re from typing import Callable, List, Optional, Union import tensorflow as tf try: from tensorflow.keras.optimizers.legacy import Adam except ImportError: from tensorflow.keras.optimizers import Adam class UpperCAmelCase_ (tf.keras.optimizers.schedules.Learni...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : list[list[int | float]] ) -> int: __lowerCamelCase : Tuple = len(UpperCAmelCase_ ) __lowerCamelCase : Union[str, Any] = len(matrix[0] ) __lowerCamelC...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> bool: if not isinstance(UpperCAmelCase_ , UpperCAmelCase_ ): __lowerCamelCase : Union[str, Any] = F'Input value of [number={number}] must be an integer' ...
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'''simple docstring''' from .dependency_versions_table import deps from .utils.versions import require_version, require_version_core # define which module versions we always want to check at run time # (usually the ones defined in `install_requires` in setup.py) # # order specific notes: # - tqdm must be checke...
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'''simple docstring''' import numpy # List of input, output pairs A__ : Any = ( ((5, 2, 3), 15), ((6, 5, 9), 25), ((11, 12, 13), 41), ((1, 1, 1), 8), ((11, 12, 13), 41), ) A__ : Union[str, Any] = (((515, 22, 13), 555), ((61, 35, 49), 150)) A__ : str = [2...
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'''simple docstring''' # coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
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'''simple docstring''' from math import pi, sqrt, tan def UpperCAmelCase__ ( UpperCAmelCase_ : float ) -> float: if side_length < 0: raise ValueError('surface_area_cube() only accepts non-negative values' ) return 6 * side_length**2 def UpperCAmelC...
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'''simple docstring''' from collections import namedtuple import requests from lxml import html # type: ignore A__ : Tuple = namedtuple("""covid_data""", """cases deaths recovered""") def UpperCAmelCase__ ( UpperCAmelCase_ : str = "https://www.worldometers.info/coronavir...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' from __future__ import annotations import os from collections.abc import Mapping A__ : Optional[Any] = tuple[int, int] class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : list , UpperCAmelCase_ : list ) -> float: _validate_point(UpperCAmelCase_ ) _validate_point(UpperCAmelCase_ ) if len(UpperCAmelCase_ ) != len(UpperCAmelCase_ ): ra...
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'''simple docstring''' from collections.abc import Generator from math import sin def UpperCAmelCase__ ( UpperCAmelCase_ : bytes ) -> bytes: if len(UpperCAmelCase_ ) != 32: raise ValueError('Input must be of length 32' ) __lowerCamelCase : Dict ...
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'''simple docstring''' import json import os import shutil import tempfile import unittest from multiprocessing import get_context from pathlib import Path import datasets import numpy as np from datasets import load_dataset from parameterized import parameterized from transformers import AutoProcessor from tra...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""", """RWKV/r...
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'''simple docstring''' from collections import OrderedDict from ...utils import logging from .auto_factory import _BaseAutoModelClass, _LazyAutoMapping, auto_class_update from .configuration_auto import CONFIG_MAPPING_NAMES A__ : List[str] = logging.get_logger(__name__) A__ : Optional[Any...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 3 __lowerCamelCase : Dict = 0 while a < n: if a % 3 == 0 or a % 5 == 0: ...
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'''simple docstring''' import inspect from typing import Callable, List, Optional, Union import torch from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer from diffusers import DiffusionPipeline from diffusers.models import AutoencoderKL, UNetaDConditionModel from diffusers.pipelines.stable...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import XGLMConfig, XGLMTokenizer, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ...
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'''simple docstring''' import argparse import json from pathlib import Path import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import ( SwiftFormerConfig, SwiftFormerForImageClassification, ViTImageProcessor, ) from transformers.utils imp...
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'''simple docstring''' from dataclasses import asdict, dataclass from typing import Optional from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : List[str] = logging.get_logger(__name__) # TODO Update this A__ : Tuple = { """facebook/esm-1b""": "...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> bool: if num < 0: return False __lowerCamelCase : int = num __lowerCamelCase : int = 0 while num > 0: __lowerCamelCase ...
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'''simple docstring''' A__ : dict[tuple[int, int, int], int] = {} def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: # if we are absent twice, or late 3 consecutive days, ...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) A__ : Optional[int] = { """configuration_electra""": ["""ELECTR...
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'''simple docstring''' # Lint as: python3 import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union A__ : Any = re.compile(R"""^(?P<major>\d+)""" R"""\.(?P<minor>\d+)""" R"""\.(?P<patch>\d+)$""") @total_ordering @data...
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'''simple docstring''' import warnings from typing import Dict import numpy as np from ..utils import ExplicitEnum, add_end_docstrings, is_tf_available, is_torch_available from .base import PIPELINE_INIT_ARGS, GenericTensor, Pipeline if is_tf_available(): from ..models.auto.modeling_tf_auto import TF_MO...
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'''simple docstring''' import sys from collections import defaultdict class UpperCAmelCase_ : """simple docstring""" def __init__( self ) -> int: __lowerCamelCase : Any = [] def lowercase_ ( self , SCREAMING_SNAKE...
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'''simple docstring''' from typing import TYPE_CHECKING from ....utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available A__ : List[str] = { """configuration_mctct""": ["""MCTCT_PRETRAINED_CONFIG_ARCHIVE_MAP""", """MCTCTConfig"""], """feature_extraction_mctct""": ["""M...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_00 ) -> int: __lowerCamelCase : Union[str, Any] = n * (n + 1) * (2 * n + 1) / 6 __lowerCamelCase : Union[str, Any] = (n * (n + 1) / 2) ** 2 return ...
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'''simple docstring''' # Lint as: python3 import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union A__ : Any = re.compile(R"""^(?P<major>\d+)""" R"""\.(?P<minor>\d+)""" R"""\.(?P<patch>\d+)$""") @total_ordering @data...
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'''simple docstring''' import inspect import unittest import numpy as np from transformers import ViTConfig, is_flax_available from transformers.testing_utils import require_flax, slow from ...test_configuration_common import ConfigTester from ...test_modeling_flax_common import FlaxModelTesterMixin, floats_te...
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'''simple docstring''' import math from datetime import datetime, timedelta def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> datetime: __lowerCamelCase : Union[str, Any] = year % 19 __lowerCamelCase : List[str] = year % ...
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'''simple docstring''' import argparse A__ : Optional[Any] = """docs/source/_static/js/custom.js""" def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] ) -> int: with open(UpperCAmelCase_ , encoding='utf-8' , newline='\n' ) as f: _...
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'''simple docstring''' from __future__ import annotations A__ : int = 10 def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] ) -> list[int]: __lowerCamelCase : List[Any] = 1 __lowerCamelCase : Any = max(Upper...
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'''simple docstring''' import flax.linen as nn import jax import jax.numpy as jnp class UpperCAmelCase_ (nn.Module ): """simple docstring""" lowerCamelCase : int lowerCamelCase : jnp.dtype = jnp.floataa def lowercase_ ( self ) -...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_tokenizers_available, is_torch_available, ) A__ : Tuple = { """configuration_convbert""": ["""CONVBERT_PRETRAINED_CONFIG_ARCHIVE_M...
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'''simple docstring''' from __future__ import annotations A__ : int = 10 def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] ) -> list[int]: __lowerCamelCase : List[Any] = 1 __lowerCamelCase : Any = max(Upper...
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'''simple docstring''' import flax.linen as nn import jax import jax.numpy as jnp class UpperCAmelCase_ (nn.Module ): """simple docstring""" lowerCamelCase : int lowerCamelCase : jnp.dtype = jnp.floataa def lowercase_ ( self ) -...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' A__ : dict[tuple[int, int, int], int] = {} def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: # if we are absent twice, or late 3 consecutive days, ...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' import multiprocessing import time from arguments import PretokenizationArguments from datasets import load_dataset from transformers import AutoTokenizer, HfArgumentParser def UpperCAmelCase__ ( UpperCAmelCase_ : Union[str, Any] ) -> Optional[int]: ...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) if is_sentencepiece_available(): from ..ta...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import XGLMConfig, XGLMTokenizer, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ...
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'''simple docstring''' import re from typing import Callable, List, Optional, Union import tensorflow as tf try: from tensorflow.keras.optimizers.legacy import Adam except ImportError: from tensorflow.keras.optimizers import Adam class UpperCAmelCase_ (tf.keras.optimizers.schedules.Learni...
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'''simple docstring''' from typing import List, Optional, Union import numpy as np from ...feature_extraction_sequence_utils import SequenceFeatureExtractor from ...feature_extraction_utils import BatchFeature from ...utils import PaddingStrategy, TensorType, logging A__ : List[Any] = logging.get...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' import os import zipfile import requests from get_ci_error_statistics import download_artifact, get_artifacts_links def UpperCAmelCase__ ( UpperCAmelCase_ : List[str] , UpperCAmelCase_ : Union[str, Any]=7 ) -> Dict: __lowerCamelCase...
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'''simple docstring''' from .dependency_versions_table import deps from .utils.versions import require_version, require_version_core # define which module versions we always want to check at run time # (usually the ones defined in `install_requires` in setup.py) # # order specific notes: # - tqdm must be checke...
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'''simple docstring''' import argparse import json from pathlib import Path import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import ( MobileViTConfig, MobileViTForImageClassification, MobileViTForSemanticSegmentation, MobileViTImage...
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'''simple docstring''' # coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class UpperCAmelCase_ (_UpperCA...
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'''simple docstring''' from collections import namedtuple import requests from lxml import html # type: ignore A__ : Tuple = namedtuple("""covid_data""", """cases deaths recovered""") def UpperCAmelCase__ ( UpperCAmelCase_ : str = "https://www.worldometers.info/coronavir...
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'''simple docstring''' import math from dataclasses import dataclass from typing import Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from .scheduling_utils import SchedulerMixin @datacla...
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'''simple docstring''' from __future__ import annotations import os from collections.abc import Mapping A__ : Optional[Any] = tuple[int, int] class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ ...
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'''simple docstring''' import json import os import shutil import tempfile import unittest import numpy as np import pytest from transformers import CLIPTokenizer, CLIPTokenizerFast from transformers.models.clip.tokenization_clip import VOCAB_FILES_NAMES from transformers.testing_utils import require_vision fro...
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'''simple docstring''' from collections.abc import Generator from math import sin def UpperCAmelCase__ ( UpperCAmelCase_ : bytes ) -> bytes: if len(UpperCAmelCase_ ) != 32: raise ValueError('Input must be of length 32' ) __lowerCamelCase : Dict ...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""", """RWKV/r...
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'''simple docstring''' import argparse import math import os import torch from neural_compressor.utils.pytorch import load from PIL import Image from transformers import CLIPTextModel, CLIPTokenizer from diffusers import AutoencoderKL, StableDiffusionPipeline, UNetaDConditionModel def UpperCAmelCase__ ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 3 __lowerCamelCase : Dict = 0 while a < n: if a % 3 == 0 or a % 5 == 0: ...
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'''simple docstring''' from unittest.mock import Mock, patch from file_transfer.send_file import send_file @patch('socket.socket' ) @patch('builtins.open' ) def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] , UpperCAmelCase_ : int ) -> List[Any]: ...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import XGLMConfig, XGLMTokenizer, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ...
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'''simple docstring''' from typing import List, Optional, Tuple, Union import torch from ...utils import logging, randn_tensor from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline A__ : Optional[Any] = logging.get_logger(__name__) # pylint: disable=invalid-name class UpperC...
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'''simple docstring''' from dataclasses import asdict, dataclass from typing import Optional from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : List[str] = logging.get_logger(__name__) # TODO Update this A__ : Tuple = { """facebook/esm-1b""": "...
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'''simple docstring''' import re def UpperCAmelCase__ ( UpperCAmelCase_ : str ) -> str: if len(re.findall('[ATCG]' , UpperCAmelCase_ ) ) != len(UpperCAmelCase_ ): raise ValueError('Invalid Strand' ) return dna.translate(dna.maketrans('ATCG...
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'''simple docstring''' A__ : dict[tuple[int, int, int], int] = {} def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: # if we are absent twice, or late 3 consecutive days, ...
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'''simple docstring''' from ..utils import DummyObject, requires_backends class UpperCAmelCase_ (metaclass=_UpperCAmelCase ): """simple docstring""" lowerCamelCase : str = ['torch', 'torchsde'] def __init__( self , *SCREAMING_SNAKE_CASE_ , **SCREA...
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'''simple docstring''' # Lint as: python3 import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union A__ : Any = re.compile(R"""^(?P<major>\d+)""" R"""\.(?P<minor>\d+)""" R"""\.(?P<patch>\d+)$""") @total_ordering @data...
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'''simple docstring''' import logging import os from dataclasses import dataclass, field from typing import Dict, Optional import datasets import numpy as np import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, EvalPrediction, HfArgumentParser, PreTrainedTokenizer, ...
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'''simple docstring''' import sys from collections import defaultdict class UpperCAmelCase_ : """simple docstring""" def __init__( self ) -> int: __lowerCamelCase : Any = [] def lowercase_ ( self , SCREAMING_SNAKE...
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'''simple docstring''' import time from contextlib import contextmanager from pathlib import Path import pytest import requests from huggingface_hub.hf_api import HfApi, HfFolder A__ : List[Any] = """__DUMMY_TRANSFORMERS_USER__""" A__ : Optional[int] = """Dummy User""" A__ : Li...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_00 ) -> int: __lowerCamelCase : Union[str, Any] = n * (n + 1) * (2 * n + 1) / 6 __lowerCamelCase : Union[str, Any] = (n * (n + 1) / 2) ** 2 return ...
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'''simple docstring''' import unittest from transformers import GPTSwaTokenizer from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from ...test_tokenization_common import TokenizerTesterMixin A__ : str = get_tests_dir("""fixtures/test_sentencepie...
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'''simple docstring''' import inspect import unittest import numpy as np from transformers import ViTConfig, is_flax_available from transformers.testing_utils import require_flax, slow from ...test_configuration_common import ConfigTester from ...test_modeling_flax_common import FlaxModelTesterMixin, floats_te...
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'''simple docstring''' import torch def UpperCAmelCase__ ( ) -> Any: if torch.cuda.is_available(): __lowerCamelCase : Optional[int] = torch.cuda.device_count() else: __lowerCamelCase : Any = 0 print(F'Successful...
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'''simple docstring''' import argparse A__ : Optional[Any] = """docs/source/_static/js/custom.js""" def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] ) -> int: with open(UpperCAmelCase_ , encoding='utf-8' , newline='\n' ) as f: _...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> int: __lowerCamelCase : List[Any] = 0 while num > 0: digit_sum += num % 10 num //= 10 return digit_sum def UpperCAmelCase__ ( UpperCAme...
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'''simple docstring''' import flax.linen as nn import jax import jax.numpy as jnp class UpperCAmelCase_ (nn.Module ): """simple docstring""" lowerCamelCase : int lowerCamelCase : jnp.dtype = jnp.floataa def lowercase_ ( self ) -...
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'''simple docstring''' import os from typing import BinaryIO, Optional, Union import numpy as np import pyarrow.parquet as pq from .. import Audio, Dataset, Features, Image, NamedSplit, Value, config from ..features.features import FeatureType, _visit from ..formatting import query_table from ..packaged_modules...
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'''simple docstring''' from __future__ import annotations A__ : int = 10 def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] ) -> list[int]: __lowerCamelCase : List[Any] = 1 __lowerCamelCase : Any = max(Upper...
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'''simple docstring''' import math def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> bool: if 1 < number < 4: # 2 and 3 are primes return True elif number < 2 or number % 2 == 0 or number % 3 == 0: # Negatives, 0, 1, all even numbers, all...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' import argparse A__ : Optional[Any] = """docs/source/_static/js/custom.js""" def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] ) -> int: with open(UpperCAmelCase_ , encoding='utf-8' , newline='\n' ) as f: _...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1 , UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 1 __lowerCamelCase : Optional[Any] = 0 for divide...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) if is_sentencepiece_available(): from ..ta...
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'''simple docstring''' from transformers import BertTokenizer, EncoderDecoderModel, SeqaSeqTrainer, SeqaSeqTrainingArguments from transformers.testing_utils import TestCasePlus, require_torch, slow from transformers.utils import is_datasets_available if is_datasets_available(): import datasets class ...
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'''simple docstring''' import re from typing import Callable, List, Optional, Union import tensorflow as tf try: from tensorflow.keras.optimizers.legacy import Adam except ImportError: from tensorflow.keras.optimizers import Adam class UpperCAmelCase_ (tf.keras.optimizers.schedules.Learni...
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'''simple docstring''' import os import time import pytest from datasets.utils.filelock import FileLock, Timeout def UpperCAmelCase__ ( UpperCAmelCase_ : Tuple ) -> int: __lowerCamelCase : Dict = FileLock(str(tmpdir / 'foo.lock' ) ) __lo...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' from ..utils import DummyObject, requires_backends class UpperCAmelCase_ (metaclass=_UpperCAmelCase ): """simple docstring""" lowerCamelCase : Optional[int] = ['note_seq'] def __init__( self , *SCREAMING_SNAKE_CASE_ , **SCRE...
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'''simple docstring''' from .dependency_versions_table import deps from .utils.versions import require_version, require_version_core # define which module versions we always want to check at run time # (usually the ones defined in `install_requires` in setup.py) # # order specific notes: # - tqdm must be checke...
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'''simple docstring''' import shutil import tempfile import unittest import numpy as np import pytest from transformers.testing_utils import require_vision from transformers.utils import is_vision_available if is_vision_available(): from PIL import Image from transformers import ( AutoP...
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'''simple docstring''' # coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
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'''simple docstring''' A__ : dict[str, float] = { "km/h": 1.0, "m/s": 3.6, "mph": 1.6_0_9_3_4_4, "knot": 1.8_5_2, } A__ : dict[str, float] = { "km/h": 1.0, "m/s": 0.2_7_7_7_7_7_7_7_8, "mph": 0.6_2_1_3_7_1_1_9_2, "knot": 0.5_3_9_9_5_6_8_0_3, } def ...
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'''simple docstring''' from collections import namedtuple import requests from lxml import html # type: ignore A__ : Tuple = namedtuple("""covid_data""", """cases deaths recovered""") def UpperCAmelCase__ ( UpperCAmelCase_ : str = "https://www.worldometers.info/coronavir...
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'''simple docstring''' import logging from dataclasses import dataclass, field from pathlib import Path from typing import Optional, Union from .generation.configuration_utils import GenerationConfig from .training_args import TrainingArguments from .utils import add_start_docstrings A__ : Optional[int]...
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'''simple docstring''' from __future__ import annotations import os from collections.abc import Mapping A__ : Optional[Any] = tuple[int, int] class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ ...
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'''simple docstring''' import shutil import tempfile import unittest from transformers import ( SPIECE_UNDERLINE, AddedToken, BatchEncoding, NllbTokenizer, NllbTokenizerFast, is_torch_available, ) from transformers.testing_utils import ( get_tests_dir, nested_simplify, require...
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'''simple docstring''' from collections.abc import Generator from math import sin def UpperCAmelCase__ ( UpperCAmelCase_ : bytes ) -> bytes: if len(UpperCAmelCase_ ) != 32: raise ValueError('Input must be of length 32' ) __lowerCamelCase : Dict ...
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'''simple docstring''' import argparse import json import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import ViTImageProcessor, ViTMSNConfig, ViTMSNModel from transformers.image_utils import IMAGENET_DEFAULT_MEAN, IMAGENET_DEFAULT_STD torch.set_gra...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""", """RWKV/r...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_torch_available A__ : int = {"""configuration_speech_encoder_decoder""": ["""SpeechEncoderDecoderConfig"""]} try: if not is_torch_available(): ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 3 __lowerCamelCase : Dict = 0 while a < n: if a % 3 == 0 or a % 5 == 0: ...
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'''simple docstring''' import os import shutil import tempfile from unittest import TestCase from unittest.mock import patch import numpy as np from datasets import Dataset from transformers.models.realm.configuration_realm import RealmConfig from transformers.models.realm.retrieval_realm import _REALM_BLOCK_RE...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import XGLMConfig, XGLMTokenizer, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ...
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'''simple docstring''' from __future__ import annotations import inspect import unittest import numpy as np from transformers import DeiTConfig from transformers.testing_utils import require_tf, require_vision, slow from transformers.utils import cached_property, is_tf_available, is_vision_available from ...t...
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'''simple docstring''' from dataclasses import asdict, dataclass from typing import Optional from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : List[str] = logging.get_logger(__name__) # TODO Update this A__ : Tuple = { """facebook/esm-1b""": "...
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'''simple docstring''' import argparse import json import os import re import torch from transformers import BloomConfig, BloomModel from transformers.file_utils import CONFIG_NAME, WEIGHTS_NAME from transformers.utils import logging logging.set_verbosity_info() A__ : Union[str, Any] = [ """...
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'''simple docstring''' A__ : dict[tuple[int, int, int], int] = {} def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: # if we are absent twice, or late 3 consecutive days, ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : list , UpperCAmelCase_ : list , UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: if index == number_of_items: ...
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'''simple docstring''' # Lint as: python3 import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union A__ : Any = re.compile(R"""^(?P<major>\d+)""" R"""\.(?P<minor>\d+)""" R"""\.(?P<patch>\d+)$""") @total_ordering @data...
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'''simple docstring''' # Imports import numpy as np class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_=None , SCREAMING_SNAKE_CASE_=None , SCREAMING_SNAKE_CASE_=None , SCREAMING_SNAKE_CASE_=None , SCREAMING_SNAKE_CASE_=None...
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'''simple docstring''' import sys from collections import defaultdict class UpperCAmelCase_ : """simple docstring""" def __init__( self ) -> int: __lowerCamelCase : Any = [] def lowercase_ ( self , SCREAMING_SNAKE...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available A__ : List[str] = {"""configuration_sew""": ["""SEW_PRETRAINED_CONFIG_ARCHIVE_MAP""", """SEWConfig"""]} try: if not is_torch_available(): ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_00 ) -> int: __lowerCamelCase : Union[str, Any] = n * (n + 1) * (2 * n + 1) / 6 __lowerCamelCase : Union[str, Any] = (n * (n + 1) / 2) ** 2 return ...
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'''simple docstring''' import argparse import os import transformers from .convert_slow_tokenizer import SLOW_TO_FAST_CONVERTERS from .utils import logging logging.set_verbosity_info() A__ : Union[str, Any] = logging.get_logger(__name__) A__ : Union[str, Any] = {name: getattr(tran...
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'''simple docstring''' import inspect import unittest import numpy as np from transformers import ViTConfig, is_flax_available from transformers.testing_utils import require_flax, slow from ...test_configuration_common import ConfigTester from ...test_modeling_flax_common import FlaxModelTesterMixin, floats_te...
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'''simple docstring''' import argparse import os from transformers.utils import direct_transformers_import # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_task_guides.py A__ : Any = """src/transformers""" A__ : U...
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'''simple docstring''' import argparse A__ : Optional[Any] = """docs/source/_static/js/custom.js""" def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] ) -> int: with open(UpperCAmelCase_ , encoding='utf-8' , newline='\n' ) as f: _...
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'''simple docstring''' from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging A__ : Optional[int] = logging.get_logger(__name__) A__ : str = { """camembert-base...
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'''simple docstring''' import flax.linen as nn import jax import jax.numpy as jnp class UpperCAmelCase_ (nn.Module ): """simple docstring""" lowerCamelCase : int lowerCamelCase : jnp.dtype = jnp.floataa def lowercase_ ( self ) -...
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'''simple docstring''' import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import AutoencoderKL, DDIMScheduler, DDPMScheduler, StableDiffusionUpscalePipeline, UNetaDConditionModel from ...
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'''simple docstring''' from __future__ import annotations A__ : int = 10 def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] ) -> list[int]: __lowerCamelCase : List[Any] = 1 __lowerCamelCase : Any = max(Upper...
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'''simple docstring''' import os from shutil import copyfile from typing import List, Optional, Tuple from ...tokenization_utils import AddedToken from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import is_sentencepiece_available, logging if is_sentencepiece_available(): from ...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' import fire from torch.utils.data import DataLoader from tqdm import tqdm from transformers import AutoTokenizer from utils import SeqaSeqDataset, pickle_save def UpperCAmelCase__ ( UpperCAmelCase_ : Union[str, Any] , UpperCAmelCase_ : str , ...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' import importlib import torch import yaml from omegaconf import OmegaConf from taming.models.vqgan import VQModel def UpperCAmelCase__ ( UpperCAmelCase_ : str , UpperCAmelCase_ : str=False ) -> Tuple: __lowerCamelCase : Option...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) if is_sentencepiece_available(): from ..ta...
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'''simple docstring''' import unittest from huggingface_hub import hf_hub_download from transformers import MODEL_FOR_VIDEO_CLASSIFICATION_MAPPING, VideoMAEFeatureExtractor from transformers.pipelines import VideoClassificationPipeline, pipeline from transformers.testing_utils import ( is_pipeline_test, ...
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'''simple docstring''' import re from typing import Callable, List, Optional, Union import tensorflow as tf try: from tensorflow.keras.optimizers.legacy import Adam except ImportError: from tensorflow.keras.optimizers import Adam class UpperCAmelCase_ (tf.keras.optimizers.schedules.Learni...
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'''simple docstring''' from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass A__ : Any = (3, 9, -11, 0, 7, 5, 1, -1) A__ : Any = (4, 6, 2, 0, 8, 10, 3, -2) @dataclass class UpperCAmelCase_ : """simple docs...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' import math from enum import Enum from typing import Optional, Union from torch.optim import Optimizer from torch.optim.lr_scheduler import LambdaLR from .utils import logging A__ : Union[str, Any] = logging.get_logger(__name__) class UpperCAmelCase_ (_UpperCAmelC...
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'''simple docstring''' from .dependency_versions_table import deps from .utils.versions import require_version, require_version_core # define which module versions we always want to check at run time # (usually the ones defined in `install_requires` in setup.py) # # order specific notes: # - tqdm must be checke...
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'''simple docstring''' import contextlib import os import sqlitea import pytest from datasets import Dataset, Features, Value from datasets.io.sql import SqlDatasetReader, SqlDatasetWriter from ..utils import assert_arrow_memory_doesnt_increase, assert_arrow_memory_increases, require_sqlalchemy def Upp...
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'''simple docstring''' # coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
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'''simple docstring''' from collections import defaultdict def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> int: __lowerCamelCase : Any = 1 __lowerCamelCase : Dict = True for v in tree[start]: if v not in ...
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'''simple docstring''' from collections import namedtuple import requests from lxml import html # type: ignore A__ : Tuple = namedtuple("""covid_data""", """cases deaths recovered""") def UpperCAmelCase__ ( UpperCAmelCase_ : str = "https://www.worldometers.info/coronavir...
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'''simple docstring''' def UpperCAmelCase__ ( ) -> int: return 1 def UpperCAmelCase__ ( UpperCAmelCase_ : int ) -> int: return 0 if x < 0 else two_pence(x - 2 ) + one_pence() def UpperCAmelCase__ ( UpperCAmelCase_ : int ...
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'''simple docstring''' from __future__ import annotations import os from collections.abc import Mapping A__ : Optional[Any] = tuple[int, int] class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ ...
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'''simple docstring''' import multiprocessing import os from typing import BinaryIO, Optional, Union import fsspec from .. import Dataset, Features, NamedSplit, config from ..formatting import query_table from ..packaged_modules.json.json import Json from ..utils import logging from ..utils.typing import Nested...
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'''simple docstring''' from collections.abc import Generator from math import sin def UpperCAmelCase__ ( UpperCAmelCase_ : bytes ) -> bytes: if len(UpperCAmelCase_ ) != 32: raise ValueError('Input must be of length 32' ) __lowerCamelCase : Dict ...
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'''simple docstring''' from argparse import ArgumentParser from ..pipelines import Pipeline, PipelineDataFormat, get_supported_tasks, pipeline from ..utils import logging from . import BaseTransformersCLICommand A__ : Any = logging.get_logger(__name__) # pylint: disable=invalid-name def U...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""", """RWKV/r...
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'''simple docstring''' A__ : List[Any] = [ """DownloadConfig""", """DownloadManager""", """DownloadMode""", """StreamingDownloadManager""", ] from .download_config import DownloadConfig from .download_manager import DownloadManager, DownloadMode from .streaming_download_manager impor...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 3 __lowerCamelCase : Dict = 0 while a < n: if a % 3 == 0 or a % 5 == 0: ...
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'''simple docstring''' import math from numpy import inf from scipy.integrate import quad def UpperCAmelCase__ ( UpperCAmelCase_ : float ) -> float: if num <= 0: raise ValueError('math domain error' ) return quad(UpperCAmelCase_ , 0 , UpperCA...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import XGLMConfig, XGLMTokenizer, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> str: return "\n".join( F'{number} * {i} = {number * i}' for i in range(1 , number_of_terms + 1 ) ) if __name__ == "__main__": print(m...
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'''simple docstring''' from dataclasses import asdict, dataclass from typing import Optional from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : List[str] = logging.get_logger(__name__) # TODO Update this A__ : Tuple = { """facebook/esm-1b""": "...
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'''simple docstring''' import argparse import requests import torch # pip3 install salesforce-lavis # I'm actually installing a slightly modified version: pip3 install git+https://github.com/nielsrogge/LAVIS.git@fix_lavis from lavis.models import load_model_and_preprocess from PIL import Image from transformer...
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'''simple docstring''' A__ : dict[tuple[int, int, int], int] = {} def UpperCAmelCase__ ( UpperCAmelCase_ : int , UpperCAmelCase_ : int , UpperCAmelCase_ : int ) -> int: # if we are absent twice, or late 3 consecutive days, ...
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'''simple docstring''' import random import unittest import numpy as np import transformers from transformers import is_flax_available, is_torch_available from transformers.testing_utils import is_pt_flax_cross_test, require_flax if is_flax_available(): import os import jax.numpy as jnp fro...
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'''simple docstring''' # Lint as: python3 import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union A__ : Any = re.compile(R"""^(?P<major>\d+)""" R"""\.(?P<minor>\d+)""" R"""\.(?P<patch>\d+)$""") @total_ordering @data...
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'''simple docstring''' import os import string import sys A__ : Tuple = 1 << 8 A__ : Dict = { """tab""": ord("""\t"""), """newline""": ord("""\r"""), """esc""": 27, """up""": 65 + ARROW_KEY_FLAG, """down""": 66 + ARROW_KEY_FLAG, """right""": 67 + ARROW_KEY_FLAG...
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'''simple docstring''' import sys from collections import defaultdict class UpperCAmelCase_ : """simple docstring""" def __init__( self ) -> int: __lowerCamelCase : Any = [] def lowercase_ ( self , SCREAMING_SNAKE...
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'''simple docstring''' from ....utils import logging A__ : Tuple = logging.get_logger(__name__) class UpperCAmelCase_ (_UpperCAmelCase ): """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_=None , SCREAMING_SNAKE_C...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_00 ) -> int: __lowerCamelCase : Union[str, Any] = n * (n + 1) * (2 * n + 1) / 6 __lowerCamelCase : Union[str, Any] = (n * (n + 1) / 2) ** 2 return ...
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'''simple docstring''' from __future__ import annotations import bisect def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] , UpperCAmelCase_ : int , UpperCAmelCase_ : int = 0 , UpperCAmelCase_ : int = -1 ) -> int: if hi...
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'''simple docstring''' import inspect import unittest import numpy as np from transformers import ViTConfig, is_flax_available from transformers.testing_utils import require_flax, slow from ...test_configuration_common import ConfigTester from ...test_modeling_flax_common import FlaxModelTesterMixin, floats_te...
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'''simple docstring''' import argparse import os import re A__ : Any = """src/diffusers""" # Pattern that looks at the indentation in a line. A__ : Optional[int] = re.compile(R"""^(\s*)\S""") # Pattern that matches `"key":" and puts `key` in group 0. A__ : List[Any] = re....
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'''simple docstring''' import argparse A__ : Optional[Any] = """docs/source/_static/js/custom.js""" def UpperCAmelCase__ ( UpperCAmelCase_ : Optional[int] ) -> int: with open(UpperCAmelCase_ , encoding='utf-8' , newline='\n' ) as f: _...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : str ) -> str: return "".join(chr(ord(UpperCAmelCase_ ) - 32 ) if 'a' <= char <= 'z' else char for char in word ) if __name__ == "__main__": from doctest import testmod testmod()
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'''simple docstring''' import flax.linen as nn import jax import jax.numpy as jnp class UpperCAmelCase_ (nn.Module ): """simple docstring""" lowerCamelCase : int lowerCamelCase : jnp.dtype = jnp.floataa def lowercase_ ( self ) -...
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'''simple docstring''' import json import os import shutil import tempfile import unittest import numpy as np import pytest from transformers import CLIPTokenizer, CLIPTokenizerFast from transformers.models.clip.tokenization_clip import VOCAB_FILES_NAMES from transformers.testing_utils import require_vision fro...
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'''simple docstring''' from __future__ import annotations A__ : int = 10 def UpperCAmelCase__ ( UpperCAmelCase_ : list[int] ) -> list[int]: __lowerCamelCase : List[Any] = 1 __lowerCamelCase : Any = max(Upper...
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'''simple docstring''' from __future__ import annotations from random import random from typing import Generic, TypeVar A__ : int = TypeVar("""KT""") A__ : Optional[int] = TypeVar("""VT""") class UpperCAmelCase_ (Generic[KT, VT] ): """simple docstring""" ...
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'''simple docstring''' from collections import defaultdict from math import gcd def UpperCAmelCase__ ( UpperCAmelCase_ : int = 1_50_00_00 ) -> int: __lowerCamelCase : defaultdict = defaultdict(UpperCAmelCase_ ) __lowerCamelCase : Any ...
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'''simple docstring''' from collections.abc import Sequence def UpperCAmelCase__ ( UpperCAmelCase_ : Sequence[float] , UpperCAmelCase_ : bool = False ) -> float: if not arr: return 0 __lowerCamelCase : str = 0 if all...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' import sys A__ : Tuple = ( """73167176531330624919225119674426574742355349194934""" """96983520312774506326239578318016984801869478851843""" """85861560789112949495459501737958331952853208805511""" """12540698747158523863050715693290963295227443043557""" ""...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) if is_sentencepiece_available(): from ..ta...
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'''simple docstring''' import os import unittest from transformers.models.bartpho.tokenization_bartpho import VOCAB_FILES_NAMES, BartphoTokenizer from transformers.testing_utils import get_tests_dir from ...test_tokenization_common import TokenizerTesterMixin A__ : Any = get_tests_dir("""fixtures...
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'''simple docstring''' import re from typing import Callable, List, Optional, Union import tensorflow as tf try: from tensorflow.keras.optimizers.legacy import Adam except ImportError: from tensorflow.keras.optimizers import Adam class UpperCAmelCase_ (tf.keras.optimizers.schedules.Learni...
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'''simple docstring''' from __future__ import annotations import math def UpperCAmelCase__ ( UpperCAmelCase_ : float , UpperCAmelCase_ : int ) -> float: __lowerCamelCase : Union[str, Any] = u for i in range(1 , UpperCAme...
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'''simple docstring''' import collections import inspect import unittest from typing import Dict, List, Tuple from transformers import MaskFormerSwinConfig from transformers.testing_utils import require_torch, require_torch_multi_gpu, torch_device from transformers.utils import is_torch_available from ...test_b...
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'''simple docstring''' from __future__ import annotations import string from itertools import cycle, product from pathlib import Path A__ : str = ( string.ascii_letters + string.digits + string.punctuation + string.whitespace ) A__ : list[int] = [ord(letter) for letter in string.as...
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'''simple docstring''' from .dependency_versions_table import deps from .utils.versions import require_version, require_version_core # define which module versions we always want to check at run time # (usually the ones defined in `install_requires` in setup.py) # # order specific notes: # - tqdm must be checke...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_roformer import RoFor...
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'''simple docstring''' # coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
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'''simple docstring''' import argparse import os import evaluate import torch from datasets import load_dataset from torch.optim import AdamW from torch.utils.data import DataLoader from transformers import AutoModelForSequenceClassification, AutoTokenizer, get_linear_schedule_with_warmup, set_seed from acceler...
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'''simple docstring''' from collections import namedtuple import requests from lxml import html # type: ignore A__ : Tuple = namedtuple("""covid_data""", """cases deaths recovered""") def UpperCAmelCase__ ( UpperCAmelCase_ : str = "https://www.worldometers.info/coronavir...
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'''simple docstring''' from collections import UserDict from typing import List, Union from ..utils import ( add_end_docstrings, is_tf_available, is_torch_available, is_vision_available, logging, requires_backends, ) from .base import PIPELINE_INIT_ARGS, Pipeline if is_vision_available(...
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'''simple docstring''' from __future__ import annotations import os from collections.abc import Mapping A__ : Optional[Any] = tuple[int, int] class UpperCAmelCase_ : """simple docstring""" def __init__( self , SCREAMING_SNAKE_CASE_ , SCREAMING_SNAKE_CASE_ ...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : str , UpperCAmelCase_ : str ) -> str: __lowerCamelCase : int = len(UpperCAmelCase_ ) __lowerCamelCase : int = len(UpperCAmelCase_ ) ...
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'''simple docstring''' from collections.abc import Generator from math import sin def UpperCAmelCase__ ( UpperCAmelCase_ : bytes ) -> bytes: if len(UpperCAmelCase_ ) != 32: raise ValueError('Input must be of length 32' ) __lowerCamelCase : Dict ...
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'''simple docstring''' import argparse import torch from transformers import ( UniSpeechSatConfig, UniSpeechSatForAudioFrameClassification, UniSpeechSatForSequenceClassification, UniSpeechSatForXVector, WavaVecaFeatureExtractor, logging, ) logging.set_verbosity_info() A__ : Opti...
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'''simple docstring''' from ...configuration_utils import PretrainedConfig from ...utils import logging A__ : Tuple = logging.get_logger(__name__) A__ : Dict = { """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""", """RWKV/r...
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'''simple docstring''' import unittest from transformers import DebertaVaConfig, is_torch_available from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelT...
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'''simple docstring''' def UpperCAmelCase__ ( UpperCAmelCase_ : int = 10_00 ) -> int: __lowerCamelCase : Union[str, Any] = 3 __lowerCamelCase : Dict = 0 while a < n: if a % 3 == 0 or a % 5 == 0: ...
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