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"""simple docstring""" import tempfile import torch from diffusers import PNDMScheduler from .test_schedulers import SchedulerCommonTest class A_ ( _lowercase ): """simple docstring""" SCREAMING_SNAKE_CASE_ = (PNDMScheduler,) SCREAMING_SNAKE...
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"""simple docstring""" import math from collections import defaultdict from typing import List, Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin, SchedulerOutput def...
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import io import itertools import json from dataclasses import dataclass from typing import Optional import pyarrow as pa import pyarrow.json as paj import datasets from datasets.table import table_cast from datasets.utils.file_utils import readline lowerCamelCase = datasets.utils.logging.get_logger...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Dict ,A_ : list[int] ) -> None: A = len(A_ ) A = [0] * len_array if len_array > 0: A = array[0] f...
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'''simple docstring''' from __future__ import annotations def a__ ( a__ , a__ , a__ , ): """simple docstring""" if (electron_conc, hole_conc, intrinsic_conc).count(0 ) != 1: raise ValueError("""You cannot supply more or less than 2 values""" ...
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"""simple docstring""" import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() _lowercase = logging.get_logger(__name_...
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class a_ : """simple docstring""" def __init__( self : Dict ,snake_case : list[int] ): SCREAMING_SNAKE_CASE =len(A_ ) SCREAMING_SNAKE_CASE =[0] * len_array if len_array > 0: SCREAMING...
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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 _lowercase = logging.get_logger(__name__) _lowercase = { '''junnyu/roformer_chinese_sma...
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"""simple docstring""" import json import os import unittest from transformers import AutoTokenizer, GPTaTokenizer, GPTaTokenizerFast from transformers.models.gpta.tokenization_gpta import VOCAB_FILES_NAMES from transformers.testing_utils import require_tokenizers from ...test_tokenization_common imp...
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"""simple docstring""" import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _snake_case ( snake_case__ : Dict ): A = [ 'encoder.version', 'decoder.version', 'model.encoder.version', 'model...
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"""simple docstring""" import logging import os from .state import PartialState class _UpperCAmelCase ( logging.LoggerAdapter ): '''simple docstring''' @staticmethod def SCREAMING_SNAKE_CASE (a_ ): '''simple docstring''' __snake_case : Union[str, Any] = ...
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"""simple docstring""" import argparse import struct import unittest class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Tuple ,A_ : bytes ) -> None: A = data # Initialize hash values A = [ ...
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import inspect import re from hashlib import shaaaa from typing import Dict, List from .arrow import arrow from .audiofolder import audiofolder from .csv import csv from .imagefolder import imagefolder from .json import json from .pandas import pandas from .parquet import parquet from .sql import sql # noqa F401 from...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available, is_vision_available, ) _lowercase = {'''configuration_deit''': ['''DEIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''DeiTConfig''...
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import argparse from collections import OrderedDict from pathlib import Path import requests import torch from PIL import Image from transformers import GLPNConfig, GLPNForDepthEstimation, GLPNImageProcessor from transformers.utils import logging logging.set_verbosity_info() __UpperCamelCase : List[Any] ...
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"""simple docstring""" from __future__ import annotations import requests def _snake_case ( snake_case__ : str ): A = F'https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty' return requests.get(snake_case__ ).json() def _snake_case ( snake_...
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'''simple docstring''' import json import os from functools import lru_cache from typing import TYPE_CHECKING, List, Optional, Tuple import regex as re from ...tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging if TYPE_CHECKING: from transformers.pipelines.conversati...
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"""simple docstring""" from string import ascii_uppercase _lowercase = {char: i for i, char in enumerate(ascii_uppercase)} _lowercase = dict(enumerate(ascii_uppercase)) def _snake_case ( snake_case__ : str , snake_case__ : str ): A = len(snak...
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"""simple docstring""" from __future__ import annotations from sys import maxsize from typing import Generic, TypeVar lowercase_ = TypeVar('T') def lowerCAmelCase ( __UpperCamelCase ): """simple docstring""" return (position - 1) // 2 def lowerCAmelCase ( ...
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"""simple docstring""" import os import tempfile import unittest from pathlib import Path from transformers import AutoConfig, is_torch_available from transformers.testing_utils import require_torch, torch_device if is_torch_available(): from transformers import PyTorchBenchmark, PyTorchBenchmarkArguments ...
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class a__ : """simple docstring""" def __init__( self , lowercase ) -> Union[str, Any]: '''simple docstring''' A__ = n A__ = [None] * self.n A__ = 0 # index of the first element A__ = 0 A__ = 0 def __len...
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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 _lowercase = re.compile(r'''^(?P<major>\d+)''' r'''\.(?P<minor>\d+)''' r'''\.(?P<patch>\d+)$''') @total_ordering @datac...
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"""simple docstring""" import os from typing import Optional import fsspec from fsspec.archive import AbstractArchiveFileSystem from fsspec.utils import DEFAULT_BLOCK_SIZE class A_ ( _lowercase ): """simple docstring""" SCREAMING_SNAKE_CASE_ = '''''' ...
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"""simple docstring""" import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, ...
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import contextlib import copy import random from typing import Any, Dict, Iterable, Optional, Union import numpy as np import torch from .utils import deprecate, is_transformers_available if is_transformers_available(): import transformers def UpperCAmelCase__ ( _A : int ): ''...
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"""simple docstring""" import argparse import json 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 fro...
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'''simple docstring''' from __future__ import annotations from math import pow, sqrt def a__ ( a__ , a__ , a__ ): """simple docstring""" if (resistance, reactance, impedance).count(0 ) != 1: raise ValueError("""One and only one argument must be ...
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"""simple docstring""" import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import...
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import os def snake_case__ ( ): """simple docstring""" SCREAMING_SNAKE_CASE =os.path.dirname(os.path.realpath(snake_case__ ) ) SCREAMING_SNAKE_CASE =os.path.join(snake_case__, 'triangle.txt' ) with open(snake_case__ ) as f: SCR...
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"""simple docstring""" from dataclasses import dataclass, field from typing import Tuple from ..utils import cached_property, is_tf_available, logging, requires_backends from .benchmark_args_utils import BenchmarkArguments if is_tf_available(): import tensorflow as tf _lowercase = logging.get_logg...
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"""simple docstring""" import unittest from transformers import DonutProcessor __lowerCamelCase = "naver-clova-ix/donut-base" class UpperCamelCase__( unittest.TestCase ): def snake_case__ ( self ) -> Any: A__ = DonutProcessor.from_...
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"""simple docstring""" import copy from ...configuration_utils import PretrainedConfig from ...utils import logging from ..bit import BitConfig _lowercase = logging.get_logger(__name__) _lowercase = { '''Intel/dpt-large''': '''https://huggingface.co/Intel/dpt-large/resolve/main/config...
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"""simple docstring""" from math import factorial, radians def lowercase ( _snake_case : float , _snake_case : int = 18 , _snake_case : int = 10 ) ->Optional[Any]: """simple docstring""" __snake_case : Any = angle_in_degrees - ((...
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"""simple docstring""" from __future__ import annotations import math _lowercase = '''2020.9.26''' _lowercase = '''xcodz-dot, cclaus, dhruvmanila''' def _snake_case ( snake_case__ : float , snake_case__ : float , snake_case__ : float , sna...
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import numpy as np from PIL import Image def lowerCamelCase ( SCREAMING_SNAKE_CASE , SCREAMING_SNAKE_CASE , SCREAMING_SNAKE_CASE ): '''simple docstring''' __UpperCamelCase :Union[str, Any] = np.array(snake_case__ ) if arr.shape[0] != arr.shape[1]: raise ValueError('''The ...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : int ,A_ : int ) -> Union[str, Any]: A = n A = [None] * self.n A = 0 # index of the first element A = ...
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import logging import os from dataclasses import dataclass, field from functools import partial from pathlib import Path from tempfile import TemporaryDirectory from typing import List, Optional import faiss import torch from datasets import Features, Sequence, Value, load_dataset from transformers import DPRConte...
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"""simple docstring""" import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor _lowercase = logging.get_logger(__name__) class lowerCAmelCase_ ( _lowercase ): '''simple docstring''' def __init__( self : Union[str, ...
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'''simple docstring''' from binascii import hexlify from hashlib import shaaaa from os import urandom # RFC 3526 - More Modular Exponential (MODP) Diffie-Hellman groups for # Internet Key Exchange (IKE) https://tools.ietf.org/html/rfc3526 UpperCAmelCase_ = { # 1536-bit 5: { 'prime': i...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { '''bigcode/gpt_bigcode-santacoder''': '''https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json''', }...
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"""simple docstring""" import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_squeezebert import SqueezeBertTokenizer lowercase_ = logging.get_logger(_...
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"""simple docstring""" import math import os import re import sys import unittest from pathlib import Path from typing import Tuple from unittest.mock import patch from parameterized import parameterized from transformers.testing_utils import ( CaptureStderr, ExtendSysPath, TestCasePlus, execute_su...
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import faiss # noqa: F401 # Here to have a nice missing dependency error message early on import numpy # noqa: F401 # Here to have a nice missing dependency error message early on import requests # noqa: F401 # Here to have a nice missing dependency error message early on import sklearn # noqa: F401 # Here to hav...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { ...
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"""simple docstring""" from dataclasses import dataclass, field from typing import Tuple from ..utils import cached_property, is_tf_available, logging, requires_backends from .benchmark_args_utils import BenchmarkArguments if is_tf_available(): import tensorflow as tf lowerCAmelCase ...
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"""simple docstring""" import math from collections import defaultdict from typing import List, Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin, SchedulerOutput def...
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import os from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging lowerCamelCase = logging.get_logger(__name__) lowerCamelCase = '''▁''' lowerCamelC...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Dict ,A_ : list[int] ) -> None: A = len(A_ ) A = [0] * len_array if len_array > 0: A = array[0] f...
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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 DetrConfig, DetrForObjectDetection, DetrForSegmentation, DetrImageProcessor, ResNetConfig from transformers.utils imp...
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"""simple docstring""" import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() _lowercase = logging.get_logger(__name_...
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from typing import Callable, List, Optional, Tuple, Union import torch from transformers import CLIPTextModel, CLIPTokenizer from ...configuration_utils import ConfigMixin, register_to_config from ...models import ModelMixin, TransformeraDModel, VQModel from ...schedulers import VQDiffusionScheduler from ...utils i...
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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 _lowercase = logging.get_logger(__name__) _lowercase = { '''junnyu/roformer_chinese_sma...
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"""simple docstring""" def UpperCAmelCase ( UpperCamelCase__ = 200 ): """simple docstring""" A__ = [1, 2, 5, 10, 20, 50, 100, 200] A__ = [0] * (pence + 1) A__ = 1 # base case: 1 way to make 0 pence for coin ...
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"""simple docstring""" import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _snake_case ( snake_case__ : Dict ): A = [ 'encoder.version', 'decoder.version', 'model.encoder.version', 'model...
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"""simple docstring""" from __future__ import annotations SCREAMING_SNAKE_CASE : int = [ [-1, 0], # left [0, -1], # down [1, 0], # right [0, 1], # up ] def lowercase ( _snake_case : list[list[int]] , _snake_case : list[int] , _snake...
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"""simple docstring""" import argparse import struct import unittest class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Tuple ,A_ : bytes ) -> None: A = data # Initialize hash values A = [ ...
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from graphs.minimum_spanning_tree_kruskal import kruskal def lowerCamelCase ( ): '''simple docstring''' __UpperCamelCase :int = 9 __UpperCamelCase :int = [ [0, 1, 4], [0, 7, 8], [1, 2, 8], [7, 8, 7], [7, 6, 1], [2, 8, 2], ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available, is_vision_available, ) _lowercase = {'''configuration_deit''': ['''DEIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''DeiTConfig''...
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import warnings from .generation import TFGenerationMixin class __magic_name__ ( _lowercase): warnings.warn( "Importing `TFGenerationMixin` from `src/transformers/generation_tf_utils.py` is deprecated and will " "be removed in Transformers v5. Import as `from transformers import TFGe...
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"""simple docstring""" from __future__ import annotations import requests def _snake_case ( snake_case__ : str ): A = F'https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty' return requests.get(snake_case__ ).json() def _snake_case ( snake_...
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'''simple docstring''' import unittest from transformers import is_tf_available from transformers.testing_utils import require_tf if is_tf_available(): import tensorflow as tf from tensorflow.python.eager import context from tensorflow.python.framework import ops from transformers import Gr...
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"""simple docstring""" from string import ascii_uppercase _lowercase = {char: i for i, char in enumerate(ascii_uppercase)} _lowercase = dict(enumerate(ascii_uppercase)) def _snake_case ( snake_case__ : str , snake_case__ : str ): A = len(snak...
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"""simple docstring""" import math from collections.abc import Iterator from itertools import takewhile def lowerCAmelCase ( __UpperCamelCase ): """simple docstring""" if 1 < number < 4: # 2 and 3 are primes return True elif number < 2 or number % 2 == 0 or number % 3 == ...
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"""simple docstring""" import os import tempfile import unittest from pathlib import Path from transformers import AutoConfig, is_torch_available from transformers.testing_utils import require_torch, torch_device if is_torch_available(): from transformers import PyTorchBenchmark, PyTorchBenchmarkArguments ...
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from manim import * class a__ ( _lowercase ): """simple docstring""" def UpperCamelCase ( self ) -> Optional[int]: '''simple docstring''' A__ = Rectangle(height=0.5 , width=0.5 ) A__ = Rectangle(height=0.25 , width=0.25 ...
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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 _lowercase = re.compile(r'''^(?P<major>\d+)''' r'''\.(?P<minor>\d+)''' r'''\.(?P<patch>\d+)$''') @total_ordering @datac...
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"""simple docstring""" import dataclasses import re from dataclasses import dataclass from functools import total_ordering from typing import Optional, Union lowerCAmelCase = re.compile(r"""^(?P<major>\d+)""" r"""\.(?P<minor>\d+)""" r"""\.(?P<patch>\d+)$""") @total_ordering @dataclass c...
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"""simple docstring""" import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, ...
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import gc import random import unittest import numpy as np import torch from PIL import Image from diffusers import ( DDIMScheduler, KandinskyVaaImgaImgPipeline, KandinskyVaaPriorPipeline, UNetaDConditionModel, VQModel, ) from diffusers.utils import floats_tensor, load_image, load_numpy, slow, t...
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"""simple docstring""" import argparse import json 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 fro...
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'''simple docstring''' import gc import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, StableDiffusio...
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"""simple docstring""" import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import...
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import argparse import os from pathlib import Path import torch from bark.generation import _load_model as _bark_load_model from huggingface_hub import hf_hub_download from transformers import EncodecConfig, EncodecModel, set_seed from transformers.models.bark.configuration_bark import ( BarkCoarseConfig, B...
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"""simple docstring""" from dataclasses import dataclass, field from typing import Tuple from ..utils import cached_property, is_tf_available, logging, requires_backends from .benchmark_args_utils import BenchmarkArguments if is_tf_available(): import tensorflow as tf _lowercase = logging.get_logg...
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"""simple docstring""" import argparse import dataclasses import json import logging import os import shutil from typing import List, Optional import datasets from accelerate import Accelerator from datasets import load_dataset from finetuning import finetune from tqdm.auto import tqdm import t...
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"""simple docstring""" import copy from ...configuration_utils import PretrainedConfig from ...utils import logging from ..bit import BitConfig _lowercase = logging.get_logger(__name__) _lowercase = { '''Intel/dpt-large''': '''https://huggingface.co/Intel/dpt-large/resolve/main/config...
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"""simple docstring""" def lowercase ( _snake_case : float , _snake_case : int ) ->Dict: """simple docstring""" if digit_amount > 0: return round(number - int(snake_case__ ) , snake_case__ ) return number - int(snake_case__ ) if __name__ == ...
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"""simple docstring""" from __future__ import annotations import math _lowercase = '''2020.9.26''' _lowercase = '''xcodz-dot, cclaus, dhruvmanila''' def _snake_case ( snake_case__ : float , snake_case__ : float , snake_case__ : float , sna...
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import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_ten...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : int ,A_ : int ) -> Union[str, Any]: A = n A = [None] * self.n A = 0 # index of the first element A = ...
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from collections import defaultdict from typing import Optional from ..image_utils import load_image from ..utils import ( add_end_docstrings, is_torch_available, logging, requires_backends, ) from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_torch_available(): import torch ...
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"""simple docstring""" import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor _lowercase = logging.get_logger(__name__) class lowerCAmelCase_ ( _lowercase ): '''simple docstring''' def __init__( self : Union[str, ...
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'''simple docstring''' from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging UpperCAmelCase_ = logging.get_logger(__name__) UpperCAmelCase_ = ...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { '''bigcode/gpt_bigcode-santacoder''': '''https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json''', }...
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"""simple docstring""" import argparse import json import subprocess def lowerCAmelCase ( __UpperCamelCase , __UpperCamelCase ): """simple docstring""" __A = [] __A = ( f'curl -H "Accept: application/vnd.github+json" -H "Authorization: Bearer {token}...
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"""simple docstring""" import math import os import re import sys import unittest from pathlib import Path from typing import Tuple from unittest.mock import patch from parameterized import parameterized from transformers.testing_utils import ( CaptureStderr, ExtendSysPath, TestCasePlus, execute_su...
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import os import sys import unittest lowerCAmelCase__ = os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, """utils""")) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_object, find_back...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { ...
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"""simple docstring""" import importlib import inspect import json import os import re import shutil import sys from pathlib import Path from typing import Dict, Optional, Union from urllib import request from huggingface_hub import HfFolder, cached_download, hf_hub_download, model_info from packagi...
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"""simple docstring""" import math from collections import defaultdict from typing import List, Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin, SchedulerOutput def...
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import itertools import string from collections.abc import Generator, Iterable def UpperCAmelCase__ ( _A : Iterable[str] , _A : int ): '''simple docstring''' a__ =iter(snake_case__ ) while True: a__ =tuple(itertools.islice(snake_case__ , snake_case__...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Dict ,A_ : list[int] ) -> None: A = len(A_ ) A = [0] * len_array if len_array > 0: A = array[0] f...
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'''simple docstring''' import argparse import logging import pickle import random import time import numpy as np from transformers import BertTokenizer, GPTaTokenizer, RobertaTokenizer logging.basicConfig( format='%(asctime)s - %(levelname)s - %(name)s - %(message)s', datefmt='%m/%d/%Y %H:%M:%S', level=log...
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"""simple docstring""" import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() _lowercase = logging.get_logger(__name_...
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import unittest from transformers import MODEL_FOR_DOCUMENT_QUESTION_ANSWERING_MAPPING, AutoTokenizer, is_vision_available from transformers.pipelines import pipeline from transformers.pipelines.document_question_answering import apply_tesseract from transformers.testing_utils import ( is_pipeline_test, nest...
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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 _lowercase = logging.get_logger(__name__) _lowercase = { '''junnyu/roformer_chinese_sma...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCamelCase = logging.get_logger(__name__) __lowerCamelCase = { "transfo-xl-wt103": "https://huggingface.co/transfo-xl-wt103/resolve/main/config.json", } class U...
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"""simple docstring""" import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _snake_case ( snake_case__ : Dict ): A = [ 'encoder.version', 'decoder.version', 'model.encoder.version', 'model...
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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, is_vision_available, ) SCREAMING_SNAKE_CASE : str = { """config...
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"""simple docstring""" import argparse import struct import unittest class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Tuple ,A_ : bytes ) -> None: A = data # Initialize hash values A = [ ...
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import copy import os from typing import Union from ...configuration_utils import PretrainedConfig from ...models.auto.modeling_auto import MODEL_FOR_CAUSAL_LM_MAPPING_NAMES from ...utils import logging from ..auto import CONFIG_MAPPING __lowercase = logging.get_logger(__name__) __lowercase = ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available, is_vision_available, ) _lowercase = {'''configuration_deit''': ['''DEIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''DeiTConfig''...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __UpperCamelCase : List[str] = logging.get_logger(__name__) __UpperCamelCase : Union[str, Any] = { "microsoft/markuplm-base": "https://huggingface.co/microsoft/markuplm-base/resolve/main/config.json", "m...
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"""simple docstring""" from __future__ import annotations import requests def _snake_case ( snake_case__ : str ): A = F'https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty' return requests.get(snake_case__ ).json() def _snake_case ( snake_...
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'''simple docstring''' import argparse from typing import Dict import tensorflow as tf import torch from tqdm import tqdm from transformers import BigBirdPegasusConfig, BigBirdPegasusForConditionalGeneration UpperCAmelCase_ = [ # tf -> hf ('/', '.'), ('layer_', 'layers.'), ('kernel'...
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"""simple docstring""" from string import ascii_uppercase _lowercase = {char: i for i, char in enumerate(ascii_uppercase)} _lowercase = dict(enumerate(ascii_uppercase)) def _snake_case ( snake_case__ : str , snake_case__ : str ): A = len(snak...
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"""simple docstring""" class snake_case : '''simple docstring''' def __init__( self : Union[str, Any], _lowerCamelCase : list ): '''simple docstring''' __A = set_counts __A = max(A_ ) __A = len(A_ ) __A = [1] * num_sets ...
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"""simple docstring""" import os import tempfile import unittest from pathlib import Path from transformers import AutoConfig, is_torch_available from transformers.testing_utils import require_torch, torch_device if is_torch_available(): from transformers import PyTorchBenchmark, PyTorchBenchmarkArguments ...
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from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowerCAmelCase__ = logging.get_logger(__name__) lowerCAmelCase__ = { """facebo...
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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 _lowercase = re.compile(r'''^(?P<major>\d+)''' r'''\.(?P<minor>\d+)''' r'''\.(?P<patch>\d+)$''') @total_ordering @datac...
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"""simple docstring""" def lowerCAmelCase_ ( snake_case_ : float , snake_case_ : float ) ->Optional[Any]: if mass < 0: raise ValueError('The mass of a body cannot be negative' ) return 0.5 * mass * abs(snake_case__ ) * abs(snake_case__ ) if __name__ == "__main__...
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"""simple docstring""" import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, ...
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from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowerCamelCase = logging.get_logger(__name__) lowerCamelCase = { '''junnyu/roformer_chinese_small''': '''ht...
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"""simple docstring""" import argparse import json 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 fro...
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'''simple docstring''' import math import random def a__ ( a__ , a__ = False ): """simple docstring""" if deriv: return value * (1 - value) return 1 / (1 + math.exp(-value )) # Initial Value UpperCAmelCase : Dict = 0.0_2 def ...
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"""simple docstring""" import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import...
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import unittest from transformers import load_tool from .test_tools_common import ToolTesterMixin _lowerCamelCase ="\nHugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf originally as a company that developed a chatbot app targeted at teenagers....
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"""simple docstring""" from dataclasses import dataclass, field from typing import Tuple from ..utils import cached_property, is_tf_available, logging, requires_backends from .benchmark_args_utils import BenchmarkArguments if is_tf_available(): import tensorflow as tf _lowercase = logging.get_logg...
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"""simple docstring""" import argparse import struct import unittest class UpperCamelCase__: def __init__( self ,__UpperCAmelCase ) -> None: A__ = data # Initialize hash values A__ = [ 0X6A_09E...
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"""simple docstring""" import copy from ...configuration_utils import PretrainedConfig from ...utils import logging from ..bit import BitConfig _lowercase = logging.get_logger(__name__) _lowercase = { '''Intel/dpt-large''': '''https://huggingface.co/Intel/dpt-large/resolve/main/config...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices SCREAMING_SNAKE_CASE : List[Any] = logging.get_logger(__name__) SCREAMING_SNAKE_CASE : str ...
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"""simple docstring""" from __future__ import annotations import math _lowercase = '''2020.9.26''' _lowercase = '''xcodz-dot, cclaus, dhruvmanila''' def _snake_case ( snake_case__ : float , snake_case__ : float , snake_case__ : float , sna...
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def lowerCamelCase ( SCREAMING_SNAKE_CASE ): '''simple docstring''' if not isinstance(snake_case__ , snake_case__ ): __UpperCamelCase :int = f"""Input value of [number={number}] must be an integer""" raise TypeError(snake_case__ ) if number < 0: return False ...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : int ,A_ : int ) -> Union[str, Any]: A = n A = [None] * self.n A = 0 # index of the first element A = ...
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import doctest import sys import warnings from os.path import abspath, dirname, join import _pytest from transformers.testing_utils import HfDoctestModule, HfDocTestParser # allow having multiple repository checkouts and not needing to remember to rerun # 'pip install -e .[dev]' when switching between checkouts ...
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"""simple docstring""" import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor _lowercase = logging.get_logger(__name__) class lowerCAmelCase_ ( _lowercase ): '''simple docstring''' def __init__( self : Union[str, ...
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'''simple docstring''' from typing import List import numpy as np def _UpperCamelCase ( SCREAMING_SNAKE_CASE__ : dict ): '''simple docstring''' UpperCAmelCase__ = {key: len(snake_case__ ) for key, value in gen_kwargs.items() if isinstance(snake_case__ , snake_case__ ...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { '''bigcode/gpt_bigcode-santacoder''': '''https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json''', }...
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"""simple docstring""" from string import ascii_uppercase lowercase_ = {char: i for i, char in enumerate(ascii_uppercase)} lowercase_ = dict(enumerate(ascii_uppercase)) def lowerCAmelCase ( __UpperCamelCase , __UpperCamelCase ): """simple docstring""" ...
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"""simple docstring""" import math import os import re import sys import unittest from pathlib import Path from typing import Tuple from unittest.mock import patch from parameterized import parameterized from transformers.testing_utils import ( CaptureStderr, ExtendSysPath, TestCasePlus, execute_su...
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import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() lowerCAmelCase__ = logging.get_logger(__name__) def low...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { ...
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"""simple docstring""" import io import os import unicodedata from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCa...
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"""simple docstring""" import math from collections import defaultdict from typing import List, Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin, SchedulerOutput def...
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import unittest from transformers import PegasusTokenizer, PegasusTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, require_torch, slow from transformers.utils import cached_property from ...test_tokenization_common import TokenizerTesterMixin lowerCame...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Dict ,A_ : list[int] ) -> None: A = len(A_ ) A = [0] * len_array if len_array > 0: A = array[0] f...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available UpperCAmelCase : Optional[int] = { 'configuration_nllb_moe': [ 'NLLB_MOE_PRETRAINED_CONFIG_ARCHIVE_MAP', 'NllbMoeConfig', ] } try: ...
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"""simple docstring""" import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() _lowercase = logging.get_logger(__name_...
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import json import os from typing import Optional, Tuple from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging _lowerCamelCase =logging.get_logger(__name__) _lowerCamelCase ={"vocab_file": "vocab.json"} _lowerCamelCase ={ "vocab_file": { ...
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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 _lowercase = logging.get_logger(__name__) _lowercase = { '''junnyu/roformer_chinese_sma...
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"""simple docstring""" import os def UpperCAmelCase ( UpperCamelCase__ = "input.txt" ): """simple docstring""" with open(os.path.join(os.path.dirname(snake_case__ ) , snake_case__ ) ) as input_file: A__ = [ ...
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"""simple docstring""" import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _snake_case ( snake_case__ : Dict ): A = [ 'encoder.version', 'decoder.version', 'model.encoder.version', 'model...
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"""simple docstring""" import sys import warnings from os.path import abspath, dirname, join # allow having multiple repository checkouts and not needing to remember to rerun # 'pip install -e .[dev]' when switching between checkouts and running tests. SCREAMING_SNAKE_CASE : int = abspath(join(dirnam...
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"""simple docstring""" import argparse import struct import unittest class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Tuple ,A_ : bytes ) -> None: A = data # Initialize hash values A = [ ...
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import argparse import os import re __lowercase = '''src/diffusers''' # Pattern that looks at the indentation in a line. __lowercase = re.compile(r'''^(\s*)\S''') # Pattern that matches `"key":" and puts `key` in group 0. __lowercase = re.compile(r'''^\s*"([^"]+)":''') # Pattern that...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available, is_vision_available, ) _lowercase = {'''configuration_deit''': ['''DEIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''DeiTConfig''...
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from pathlib import Path import torch from ...utils import is_npu_available, is_xpu_available from .config_args import ClusterConfig, default_json_config_file from .config_utils import SubcommandHelpFormatter __UpperCamelCase : Optional[Any] = "Create a default config file for Accelerate with only a f...
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"""simple docstring""" from __future__ import annotations import requests def _snake_case ( snake_case__ : str ): A = F'https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty' return requests.get(snake_case__ ).json() def _snake_case ( snake_...
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'''simple docstring''' def _UpperCamelCase ( SCREAMING_SNAKE_CASE__ : int = 10 , SCREAMING_SNAKE_CASE__ : int = 22 ): '''simple docstring''' UpperCAmelCase__ = range(1 , snake_case__ ) UpperCAmelCase__ = range(1 , snake_case__ ) return sum( ...
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"""simple docstring""" from string import ascii_uppercase _lowercase = {char: i for i, char in enumerate(ascii_uppercase)} _lowercase = dict(enumerate(ascii_uppercase)) def _snake_case ( snake_case__ : str , snake_case__ : str ): A = len(snak...
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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 lowercase_ = ...
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"""simple docstring""" import os import tempfile import unittest from pathlib import Path from transformers import AutoConfig, is_torch_available from transformers.testing_utils import require_torch, torch_device if is_torch_available(): from transformers import PyTorchBenchmark, PyTorchBenchmarkArguments ...
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from __future__ import annotations import math def lowerCAmelCase__ ( SCREAMING_SNAKE_CASE_: int ) -> int: '''simple docstring''' if 1 < number < 4: # 2 and 3 are primes return True elif number < 2 or number % 2 == 0 or number % 3 == 0: # Negat...
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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 _lowercase = re.compile(r'''^(?P<major>\d+)''' r'''\.(?P<minor>\d+)''' r'''\.(?P<patch>\d+)$''') @total_ordering @datac...
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"""simple docstring""" import argparse import json import os import fairseq import torch from torch import nn from transformers import ( SpeechaTextaConfig, SpeechaTextaForCausalLM, SpeechaTextaTokenizer, SpeechEncoderDecoderConfig, SpeechEncoderDecoderModel, WavaVecaConfi...
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"""simple docstring""" import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, ...
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import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor lowerCamelCase = logging.get_logger(__name__) class __magic_name__ ( _lowercase ): '''simple docstring''' def __init__( self, *lowercase_, **lowercase_ ...
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"""simple docstring""" import argparse import json 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 fro...
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'''simple docstring''' from typing import Optional import torch import torch.utils.checkpoint from torch import Tensor, nn from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss from ...activations import ACTaFN from ...modeling_outputs import ( BackboneOutput, BaseModelOutputWithNoAttention, ...
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"""simple docstring""" import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import...
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from typing import List, Optional, Tuple, Union import torch from ...models import UNetaDModel from ...schedulers import KarrasVeScheduler from ...utils import randn_tensor from ..pipeline_utils import DiffusionPipeline, ImagePipelineOutput class a_ ( _lowercase ): """simple docstring"...
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"""simple docstring""" from dataclasses import dataclass, field from typing import Tuple from ..utils import cached_property, is_tf_available, logging, requires_backends from .benchmark_args_utils import BenchmarkArguments if is_tf_available(): import tensorflow as tf _lowercase = logging.get_logg...
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"""simple docstring""" from __future__ import annotations __lowerCamelCase = [True] * 1_00_00_01 __lowerCamelCase = 2 while i * i <= 1_00_00_00: if seive[i]: for j in range(i * i, 1_00_00_01, i): __lowerCamelCase = False i += 1 ...
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"""simple docstring""" import copy from ...configuration_utils import PretrainedConfig from ...utils import logging from ..bit import BitConfig _lowercase = logging.get_logger(__name__) _lowercase = { '''Intel/dpt-large''': '''https://huggingface.co/Intel/dpt-large/resolve/main/config...
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"""simple docstring""" from __future__ import annotations import math import random from collections.abc import Collection from typing import overload class _UpperCAmelCase : '''simple docstring''' def __init__(self , a_ = None ): '''simple docstring''' if components is Non...
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"""simple docstring""" from __future__ import annotations import math _lowercase = '''2020.9.26''' _lowercase = '''xcodz-dot, cclaus, dhruvmanila''' def _snake_case ( snake_case__ : float , snake_case__ : float , snake_case__ : float , sna...
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import os from collections import namedtuple import pytest from datasets import ClassLabel, Features, Sequence, Value from datasets.commands.test import TestCommand from datasets.info import DatasetInfo, DatasetInfosDict __lowercase = namedtuple( '''_TestCommandArgs''', [ '''dataset''', ...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : int ,A_ : int ) -> Union[str, Any]: A = n A = [None] * self.n A = 0 # index of the first element A = ...
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import string from math import logaa def _a ( SCREAMING_SNAKE_CASE : str , SCREAMING_SNAKE_CASE : str ): """simple docstring""" UpperCamelCase__ : Optional[int] = document.translate( str.maketrans('''''' , '''''' , string.punctuation ) ).repla...
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"""simple docstring""" import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor _lowercase = logging.get_logger(__name__) class lowerCAmelCase_ ( _lowercase ): '''simple docstring''' def __init__( self : Union[str, ...
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'''simple docstring''' import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class lowerCAmelCase_ ( unittest.TestCas...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { '''bigcode/gpt_bigcode-santacoder''': '''https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json''', }...
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"""simple docstring""" def lowerCAmelCase ( __UpperCamelCase , __UpperCamelCase , __UpperCamelCase , __UpperCamelCase ): """simple docstring""" __A = [False] * len(snake_case__ ) __A = [] queue.append(snake_case__ ) __A = True whil...
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"""simple docstring""" import math import os import re import sys import unittest from pathlib import Path from typing import Tuple from unittest.mock import patch from parameterized import parameterized from transformers.testing_utils import ( CaptureStderr, ExtendSysPath, TestCasePlus, execute_su...
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from ...configuration_utils import PretrainedConfig from ...utils import logging lowerCAmelCase__ = logging.get_logger(__name__) lowerCAmelCase__ = { """SCUT-DLVCLab/lilt-roberta-en-base""": ( """https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base/resolve/main/config.json...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging _lowercase = logging.get_logger(__name__) _lowercase = { ...
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"""simple docstring""" import argparse import os import re import packaging.version lowerCAmelCase = """examples/""" lowerCAmelCase = { """examples""": (re.compile(r"""^check_min_version\(\"[^\"]+\"\)\s*$""", re.MULTILINE), """check_min_version(\"VERSION\")\n"""), """...
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"""simple docstring""" import math from collections import defaultdict from typing import List, Optional, Tuple, Union import numpy as np import torch from ..configuration_utils import ConfigMixin, register_to_config from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin, SchedulerOutput def...
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import warnings from ...utils import logging from .image_processing_donut import DonutImageProcessor lowerCamelCase = logging.get_logger(__name__) class __magic_name__ ( _lowercase ): '''simple docstring''' def __init__( self, *lowercase_, **lowercase_ ...
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"""simple docstring""" class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Dict ,A_ : list[int] ) -> None: A = len(A_ ) A = [0] * len_array if len_array > 0: A = array[0] f...
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'''simple docstring''' import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_mobilebert import MobileBertTokenizer UpperCAmelCase : Union[str, Any] = l...
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"""simple docstring""" import argparse import torch from huggingface_hub import hf_hub_download from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM from transformers.utils import logging logging.set_verbosity_info() _lowercase = logging.get_logger(__name_...
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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 ...test_configuration_common im...
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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 _lowercase = logging.get_logger(__name__) _lowercase = { '''junnyu/roformer_chinese_sma...
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"""simple docstring""" __lowerCamelCase = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def UpperCAmelCase ( UpperCamelCase__ ): """simple docstring""" if not isinstance(snake_case__ , snake_case__ ): ...
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"""simple docstring""" import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _snake_case ( snake_case__ : Dict ): A = [ 'encoder.version', 'decoder.version', 'model.encoder.version', 'model...
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"""simple docstring""" import argparse import os import torch from transformers import FlavaImageCodebook, FlavaImageCodebookConfig def lowercase ( _snake_case : Union[str, Any] , _snake_case : Optional[int] , _snake_case : List[Any] , _snake_case ...
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"""simple docstring""" import argparse import struct import unittest class lowerCAmelCase_ : '''simple docstring''' def __init__( self : Tuple ,A_ : bytes ) -> None: A = data # Initialize hash values A = [ ...
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import json import os import shutil import tempfile from unittest import TestCase from transformers import BartTokenizer, BartTokenizerFast, DPRQuestionEncoderTokenizer, DPRQuestionEncoderTokenizerFast from transformers.models.bart.configuration_bart import BartConfig from transformers.models.bert.tokenization_bert im...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available, is_vision_available, ) _lowercase = {'''configuration_deit''': ['''DEIT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''DeiTConfig''...
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from collections import deque from math import floor from random import random from time import time class __magic_name__ : def __init__( self : List[Any] ) -> str: '''simple docstring''' UpperCamelCase__ : Tuple = {} def UpperCAme...
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"""simple docstring""" from __future__ import annotations import requests def _snake_case ( snake_case__ : str ): A = F'https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty' return requests.get(snake_case__ ).json() def _snake_case ( snake_...
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'''simple docstring''' from .glue import GlueDataset, GlueDataTrainingArguments from .language_modeling import ( LineByLineTextDataset, LineByLineWithRefDataset, LineByLineWithSOPTextDataset, TextDataset, TextDatasetForNextSentencePrediction, ) from .squad import SquadDataset, SquadDataTrai...
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"""simple docstring""" from string import ascii_uppercase _lowercase = {char: i for i, char in enumerate(ascii_uppercase)} _lowercase = dict(enumerate(ascii_uppercase)) def _snake_case ( snake_case__ : str , snake_case__ : str ): A = len(snak...
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"""simple docstring""" from datetime import datetime import requests from bsa import BeautifulSoup if __name__ == "__main__": lowercase_ = input('Enter image url: ').strip() print(F'''Downloading image from {url} ...''') lowercase_ = BeautifulSoup(requests.get(url...
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"""simple docstring""" import os import tempfile import unittest from pathlib import Path from transformers import AutoConfig, is_torch_available from transformers.testing_utils import require_torch, torch_device if is_torch_available(): from transformers import PyTorchBenchmark, PyTorchBenchmarkArguments ...
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import os from collections.abc import Iterator def lowerCAmelCase__ ( SCREAMING_SNAKE_CASE_: str = "." ) -> Union[str, Any]: '''simple docstring''' for dir_path, dir_names, filenames in os.walk(snake_case__ ): A__ = [d for d in dir_names if d != "scripts" ...
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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 _lowercase = re.compile(r'''^(?P<major>\d+)''' r'''\.(?P<minor>\d+)''' r'''\.(?P<patch>\d+)$''') @total_ordering @datac...
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"""simple docstring""" def lowerCAmelCase_ ( snake_case_ : int , snake_case_ : int , snake_case_ : int ) ->Optional[Any]: lowerCamelCase__ : List[Any] =(num_of_terms / 2) * (2 * first_term + (num_of_terms - 1) * common_diff) # formula for sum of serie...
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"""simple docstring""" import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, ...
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