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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def lowerCAmelCase_( lowercase_ : int ) -> int: _lowerCamelCase = prime_factors(lowercase_ ) if is_square_free(lowercase_ ): return -1 if len(lowercase_ ...
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"""simple docstring""" import argparse from pathlib import Path import requests import torch from PIL import Image from transformers import ( RobertaTokenizer, TrOCRConfig, TrOCRForCausalLM, TrOCRProcessor, VisionEncoderDecoderModel, ViTConfig, ViTImageProcessor, ViTModel, ) from t...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available __SCREAMING_SNAKE_CASE : Dict = { '''configuration_time_series_transformer''': [ '''TIME_SERIES_TRANSFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP''', ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) __SCREAMING_SNAKE_CASE : Dict = { '''configuration_mega''': ['''MEGA_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''MegaConfig''', '''MegaOnnxCo...
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"""simple docstring""" import unittest from transformers.testing_utils import CaptureStdout from transformers.tools.python_interpreter import evaluate def lowerCAmelCase_( lowercase_ : List[Any] ) -> Dict: return x + 2 class lowerCamelCase_( unittest.TestCase ...
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"""simple docstring""" from __future__ import annotations def lowerCAmelCase_( lowercase_ : list , lowercase_ : int ) -> Tuple: # Checks if the entire collection has been sorted if len(lowercase_ ) <= 1 or n <= 1: return insert_next(lowercas...
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"""simple docstring""" from ...utils import deprecate from ..controlnet.multicontrolnet import MultiControlNetModel # noqa: F401 from ..controlnet.pipeline_controlnet import StableDiffusionControlNetPipeline # noqa: F401 deprecate( '''stable diffusion controlnet''', '''0.22.0''', '''Importing `Stabl...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Optional[Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Optional[int] = { '''microsoft/trocr-base-handwritten''': ( '''https...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Union[str, Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Any = { '''google/realm-cc-news-pretrained-embedder''': ( '''https...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : str = {} try: if not is_sentencepiece_available(...
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"""simple docstring""" import numpy as np from scipy.spatial.distance import cdist from sklearn.metrics import fa_score import datasets __SCREAMING_SNAKE_CASE : Dict = '''\ @inproceedings{kakwani2020indicnlpsuite, title={{IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-...
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"""simple docstring""" import argparse from collections import defaultdict def lowerCAmelCase_( lowercase_ : str , lowercase_ : Dict , lowercase_ : Tuple , lowercase_ : str , lowercase_ : str ) -> Optional[int]: _low...
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import logging from transformers.configuration_utils import PretrainedConfig __SCREAMING_SNAKE_CASE : str = logging.getLogger(__name__) class lowerCamelCase_( A__ ): '''simple docstring''' lowercase__ : str = 'masked_bert' def __init__( se...
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"""simple docstring""" import os import tempfile import unittest import uuid from pathlib import Path from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText from transformers.utils import is...
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"""simple docstring""" import math import os import unittest from transformers import MegatronBertConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device from ...test_configuratio...
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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 __SCREAMING_SNAKE_CASE : Tuple = logging.get_logger(__name__) __SC...
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"""simple docstring""" import doctest import logging import os import unittest from pathlib import Path from typing import List, Union import transformers from transformers.testing_utils import require_tf, require_torch, slow __SCREAMING_SNAKE_CASE : Tuple = logging.getLogger() @unittest.skip(...
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"""simple docstring""" import inspect import unittest from transformers import RegNetConfig, is_flax_available from transformers.testing_utils import require_flax, slow from transformers.utils import cached_property, is_vision_available from ...test_configuration_common import ConfigTester from ...test_modeling_f...
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"""simple docstring""" from typing import Dict, Iterable, List, Optional, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import ( center_crop, get_resize_output_image_size, normalize, rescale, resize, ...
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"""simple docstring""" from __future__ import annotations from numpy import array, cos, cross, floataa, radians, sin from numpy.typing import NDArray def lowerCAmelCase_( lowercase_ : float , lowercase_ : float , lowercase_ : bool = False ) -> list[fl...
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"""simple docstring""" import logging import os import threading import time try: import warnings except ImportError: __SCREAMING_SNAKE_CASE = None try: import msvcrt except ImportError: __SCREAMING_SNAKE_CASE = None try: import fcntl except ImportError: __SCREAMING_SNA...
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"""simple docstring""" import copy import os import cva import numpy as np from matplotlib import pyplot as plt class lowerCamelCase_: '''simple docstring''' def __init__( self ): _lowerCamelCase = '''''' _lowerCamelCase = '''''' _lowerCam...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : List[str] ) -> Optional[Any]: _lowerCamelCase = len(lowercase_ ) while cur > 1: # Find the maximum number in arr _lowerCamelCase = arr.index(max(arr[0:cur] ) ) # Reve...
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"""simple docstring""" import os from collections.abc import Iterator def lowerCAmelCase_( lowercase_ : str = "." ) -> Iterator[str]: for dir_path, dir_names, filenames in os.walk(lowercase_ ): _lowerCamelCase = [d for d in dir_names if d != '''scripts''' and...
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"""simple docstring""" import os import pytest from datasets import ( get_dataset_config_info, get_dataset_config_names, get_dataset_infos, get_dataset_split_names, inspect_dataset, inspect_metric, ) __SCREAMING_SNAKE_CASE : List[Any] = pytest.mark.integration @pytest...
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"""simple docstring""" import os import sys __SCREAMING_SNAKE_CASE : Dict = os.path.join(os.path.dirname(__file__), '''src''') sys.path.append(SRC_DIR) from transformers import ( AutoConfig, AutoModel, AutoModelForCausalLM, AutoModelForMaskedLM, AutoModelForQuestionAnswering,...
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"""simple docstring""" import copy import tempfile import unittest from huggingface_hub import HfFolder, delete_repo from parameterized import parameterized from requests.exceptions import HTTPError from transformers import AutoConfig, GenerationConfig from transformers.testing_utils import TOKEN, USER, is_stagin...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : List[str] = { '''configuration_vision_encoder_decoder''': ['''Vis...
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"""simple docstring""" import argparse import os import pickle import sys import torch from transformers import TransfoXLConfig, TransfoXLLMHeadModel, load_tf_weights_in_transfo_xl from transformers.models.transfo_xl import tokenization_transfo_xl as data_utils from transformers.models.transfo_xl.to...
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"""simple docstring""" from typing import Dict, List, Optional, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import ( center_crop, get_resize_output_image_size, normalize, rescale, resize, to_channel...
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"""simple docstring""" import os import unicodedata from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging __SCREAMING_SNAKE_CASE : str = logging.g...
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"""simple docstring""" import qiskit def lowerCAmelCase_( lowercase_ : int , lowercase_ : int ) -> qiskit.result.counts.Counts: _lowerCamelCase = qiskit.Aer.get_backend('''aer_simulator''' ) # Create a Quantum Circuit acting on the q register ...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ ) -> int: _lowerCamelCase = hex_num.strip() if not hex_num: raise ValueError('''No value was passed to the function''' ) _lowerCamelCase = hex_num[0] == '''-''' if is_negative: _lowerCamelCas...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : List[str] ) -> Optional[Any]: _lowerCamelCase = len(lowercase_ ) while cur > 1: # Find the maximum number in arr _lowerCamelCase = arr.index(max(arr[0:cur] ) ) # Reve...
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"""simple docstring""" import json import logging import os import socket import git import numpy as np import torch logging.basicConfig( format='''%(asctime)s - %(levelname)s - %(name)s - PID: %(process)d - %(message)s''', datefmt='''%m/%d/%Y %H:%M:%S''', level=logging.INFO, ) __SCREAMING_SNAKE_CAS...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Union[str, Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Any = { '''abeja/gpt-neox-japanese-2.7b''': '''https://huggingface.co/abej...
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"""simple docstring""" import copy import os from typing import Union from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Any = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Tuple = { '''google/pix2struct-textcap...
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"""simple docstring""" import argparse import glob import importlib.util import os import re import black from doc_builder.style_doc import style_docstrings_in_code # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_copies.py __SCREAMING...
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"""simple docstring""" from __future__ import annotations from collections.abc import Iterator from typing import Generic, TypeVar __SCREAMING_SNAKE_CASE : Any = TypeVar('''T''') class lowerCamelCase_( Generic[T] ): '''simple docstring''' def __init__( self...
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"""simple docstring""" import math from numpy import inf from scipy.integrate import quad def lowerCAmelCase_( lowercase_ : float ) -> float: if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase_ , 0 , lowercase_ , args=(lo...
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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, ) __SCREAMING_SNAKE_CASE : Tuple = { '''configuration_longformer''': [ '''LONG...
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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, ) __SCREAMING_SNAKE_CASE : Dict = { '''configuration_blenderbot...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : str ) -> str: return "".join(chr(ord(lowercase_ ) - 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""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : int = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Dict = { '''alibaba-damo/mgp-str-base''': '''https://huggingface.co/alibaba-damo/mgp-s...
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import argparse import struct import unittest class lowerCamelCase_: '''simple docstring''' def __init__( self , lowerCamelCase__ ): _lowerCamelCase = data # Initialize hash values _lowerCamelCase = [ 0x6A09E667, ...
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"""simple docstring""" import argparse from pathlib import Path import requests import torch from PIL import Image from transformers import ( RobertaTokenizer, TrOCRConfig, TrOCRForCausalLM, TrOCRProcessor, VisionEncoderDecoderModel, ViTConfig, ViTImageProcessor, ViTModel, ) from t...
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"""simple docstring""" import os from pathlib import Path import numpy as np import pytest from pack_dataset import pack_data_dir from parameterized import parameterized from save_len_file import save_len_file from torch.utils.data import DataLoader from transformers import AutoTokenizer from transformers.models....
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) __SCREAMING_SNAKE_CASE : Dict = { '''configuration_mega''': ['''MEGA_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''MegaConfig''', '''MegaOnnxCo...
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"""simple docstring""" import logging from transformers import PretrainedConfig __SCREAMING_SNAKE_CASE : Union[str, Any] = logging.getLogger(__name__) __SCREAMING_SNAKE_CASE : Optional[int] = { '''bertabs-finetuned-cnndm''': '''https://huggingface.co/remi/bertabs-finetuned...
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"""simple docstring""" from __future__ import annotations def lowerCAmelCase_( lowercase_ : list , lowercase_ : int ) -> Tuple: # Checks if the entire collection has been sorted if len(lowercase_ ) <= 1 or n <= 1: return insert_next(lowercas...
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"""simple docstring""" from __future__ import annotations def lowerCAmelCase_( lowercase_ : list[int | str] ) -> None: create_state_space_tree(lowercase_ , [] , 0 , [0 for i in range(len(lowercase_ ) )] ) def lowerCAmelCase_( lowercase_ ...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Optional[Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Optional[int] = { '''microsoft/trocr-base-handwritten''': ( '''https...
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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 @requ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : str = {} try: if not is_sentencepiece_available(...
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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 .tokenization_electra import ElectraTokenizer __SCREAMING_SNAKE_CASE : List[Any] = {'''vocab_file''': '''vocab.txt''...
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"""simple docstring""" import argparse from collections import defaultdict def lowerCAmelCase_( lowercase_ : str , lowercase_ : Dict , lowercase_ : Tuple , lowercase_ : str , lowercase_ : str ) -> Optional[int]: _low...
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from functools import lru_cache def lowerCAmelCase_( lowercase_ : int ) -> set: _lowerCamelCase = 2 _lowerCamelCase = set() while i * i <= n: if n % i: i += 1 else: n //= i factors.add(lowercase_ ) ...
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"""simple docstring""" import os import tempfile import unittest import uuid from pathlib import Path from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText from transformers.utils import is...
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"""simple docstring""" import argparse import requests import torch from PIL import Image from torchvision.transforms import Compose, Normalize, Resize, ToTensor from transformers import SwinaSRConfig, SwinaSRForImageSuperResolution, SwinaSRImageProcessor def lowerCAmelCase_( lowercase_ : An...
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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 __SCREAMING_SNAKE_CASE : Tuple = logging.get_logger(__name__) __SC...
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"""simple docstring""" import argparse import os from io import BytesIO from pathlib import Path import requests from clip_retrieval.clip_client import ClipClient from PIL import Image from tqdm import tqdm def lowerCAmelCase_( lowercase_ : List[Any] , lowercase_ : Optional[An...
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"""simple docstring""" import inspect import unittest from transformers import RegNetConfig, is_flax_available from transformers.testing_utils import require_flax, slow from transformers.utils import cached_property, is_vision_available from ...test_configuration_common import ConfigTester from ...test_modeling_f...
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"""simple docstring""" from __future__ import annotations def lowerCAmelCase_( lowercase_ : Dict , lowercase_ : Tuple , lowercase_ : Tuple , lowercase_ : Union[str, Any] ) -> Any: # noqa: E741 while r - l > 1: _lowerCamelCa...
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"""simple docstring""" from __future__ import annotations from numpy import array, cos, cross, floataa, radians, sin from numpy.typing import NDArray def lowerCAmelCase_( lowercase_ : float , lowercase_ : float , lowercase_ : bool = False ) -> list[fl...
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"""simple docstring""" import gc import random import unittest import numpy as np import torch from PIL import Image from diffusers import ( DDIMScheduler, KandinskyVaaInpaintPipeline, KandinskyVaaPriorPipeline, UNetaDConditionModel, VQModel, ) from diffusers.utils import floats_tensor, load_i...
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"""simple docstring""" import copy import os import cva import numpy as np from matplotlib import pyplot as plt class lowerCamelCase_: '''simple docstring''' def __init__( self ): _lowerCamelCase = '''''' _lowerCamelCase = '''''' _lowerCam...
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"""simple docstring""" from typing import List, Optional, Union from ...processing_utils import ProcessorMixin from ...tokenization_utils_base import BatchEncoding, PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy from ...utils import TensorType class lowerCamelCase_( A__ ): ...
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"""simple docstring""" import os from collections.abc import Iterator def lowerCAmelCase_( lowercase_ : str = "." ) -> Iterator[str]: for dir_path, dir_names, filenames in os.walk(lowercase_ ): _lowerCamelCase = [d for d in dir_names if d != '''scripts''' and...
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"""simple docstring""" import unittest import numpy as np from transformers import DistilBertConfig, is_flax_available from transformers.testing_utils import require_flax, slow from ...test_modeling_flax_common import FlaxModelTesterMixin, ids_tensor, random_attention_mask if is_flax_available(): import jax...
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"""simple docstring""" import os import sys __SCREAMING_SNAKE_CASE : Dict = os.path.join(os.path.dirname(__file__), '''src''') sys.path.append(SRC_DIR) from transformers import ( AutoConfig, AutoModel, AutoModelForCausalLM, AutoModelForMaskedLM, AutoModelForQuestionAnswering,...
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"""simple docstring""" import os from pathlib import Path def lowerCAmelCase_( lowercase_ : int , lowercase_ : int , lowercase_ : List[str] ) -> Dict: _lowerCamelCase = { '''en''': '''Machine learning is great, isn\'t it?''', ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : List[str] = { '''configuration_vision_encoder_decoder''': ['''Vis...
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"""simple docstring""" from typing import Any import numpy as np def lowerCAmelCase_( lowercase_ : np.ndarray ) -> bool: return np.array_equal(lowercase_ , matrix.conjugate().T ) def lowerCAmelCase_( lowercase_ : np.ndarray , l...
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"""simple docstring""" from typing import Dict, List, Optional, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import ( center_crop, get_resize_output_image_size, normalize, rescale, resize, to_channel...
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"""simple docstring""" class lowerCamelCase_: '''simple docstring''' def __init__( self , lowerCamelCase__ ): _lowerCamelCase = len(lowerCamelCase__ ) _lowerCamelCase = [0] * len_array if len_array > 0: _lowerCamelCase ...
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"""simple docstring""" import qiskit def lowerCAmelCase_( lowercase_ : int , lowercase_ : int ) -> qiskit.result.counts.Counts: _lowerCamelCase = qiskit.Aer.get_backend('''aer_simulator''' ) # Create a Quantum Circuit acting on the q register ...
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"""simple docstring""" import os import tempfile import unittest import uuid from pathlib import Path from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText from transformers.utils import is...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : List[str] ) -> Optional[Any]: _lowerCamelCase = len(lowercase_ ) while cur > 1: # Find the maximum number in arr _lowerCamelCase = arr.index(max(arr[0:cur] ) ) # Reve...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : int = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Tuple = { '''facebook/dpr-ctx_encoder-single-nq-base''': ( '''https://huggingf...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Union[str, Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Any = { '''abeja/gpt-neox-japanese-2.7b''': '''https://huggingface.co/abej...
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"""simple docstring""" import re import warnings from contextlib import contextmanager from ...processing_utils import ProcessorMixin class lowerCamelCase_( A__ ): '''simple docstring''' lowercase__ : Tuple = ['image_processor', 'tokenizer'] lowercase__ : Di...
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"""simple docstring""" import argparse import glob import importlib.util import os import re import black from doc_builder.style_doc import style_docstrings_in_code # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_copies.py __SCREAMING...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : int ) -> list[int]: if length <= 0 or not isinstance(lowercase_ , lowercase_ ): raise ValueError('''Length must be a positive integer.''' ) return [n * (2 * n - 1) for n in range(lowercase_ )...
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"""simple docstring""" import math from numpy import inf from scipy.integrate import quad def lowerCAmelCase_( lowercase_ : float ) -> float: if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase_ , 0 , lowercase_ , args=(lo...
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"""simple docstring""" from typing import Dict, List, Optional from ...tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging __SCREAMING_SNAKE_CASE : Union[str, Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Union[str, Any] = { ...
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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, ) __SCREAMING_SNAKE_CASE : Dict = { '''configuration_blenderbot...
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"""simple docstring""" import math from typing import Dict, Iterable, List, Optional, Tuple, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import normalize, rescale, resize, to_channel_dimension_format from ...image_utils im...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : int = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Dict = { '''alibaba-damo/mgp-str-base''': '''https://huggingface.co/alibaba-damo/mgp-s...
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from dataclasses import dataclass from typing import Tuple import numpy as np import torch @dataclass class lowerCamelCase_: '''simple docstring''' lowercase__ : torch.Tensor # [batch_size x 3] lowercase__ : torch.Tensor # [batch_size x 3] lowercase__ : torc...
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"""simple docstring""" import argparse from pathlib import Path import requests import torch from PIL import Image from transformers import ( RobertaTokenizer, TrOCRConfig, TrOCRForCausalLM, TrOCRProcessor, VisionEncoderDecoderModel, ViTConfig, ViTImageProcessor, ViTModel, ) from t...
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"""simple docstring""" from random import shuffle import tensorflow as tf from numpy import array def lowerCAmelCase_( lowercase_ : str , lowercase_ : List[str] ) -> Optional[Any]: _lowerCamelCase = int(lowercase_ ) assert noofclusters < len(lowe...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) __SCREAMING_SNAKE_CASE : Dict = { '''configuration_mega''': ['''MEGA_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''MegaConfig''', '''MegaOnnxCo...
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"""simple docstring""" from typing import TYPE_CHECKING from ....utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available, is_vision_available __SCREAMING_SNAKE_CASE : int = {'''configuration_van''': ['''VAN_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''VanConfig''']} try: if not...
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"""simple docstring""" from __future__ import annotations def lowerCAmelCase_( lowercase_ : list , lowercase_ : int ) -> Tuple: # Checks if the entire collection has been sorted if len(lowercase_ ) <= 1 or n <= 1: return insert_next(lowercas...
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"""simple docstring""" from math import factorial, radians def lowerCAmelCase_( lowercase_ : float , lowercase_ : int = 18 , lowercase_ : int = 10 ) -> float: _lowerCamelCase = angle_in_degrees - ((angle_in_degrees // 3_60.0) * 3_60.0) ...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Optional[Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Optional[int] = { '''microsoft/trocr-base-handwritten''': ( '''https...
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"""simple docstring""" import string from math import logaa def lowerCAmelCase_( lowercase_ : str , lowercase_ : str ) -> int: _lowerCamelCase = document.translate( str.maketrans('''''' , '''''' , string.punctuation ) ).replace('...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : str = {} try: if not is_sentencepiece_available(...
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"""simple docstring""" import argparse import requests import torch from PIL import Image from transformers import ViTMAEConfig, ViTMAEForPreTraining, ViTMAEImageProcessor def lowerCAmelCase_( lowercase_ : List[Any] ) -> Tuple: if "cls_token" in name: _lowerCamelCase ...
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"""simple docstring""" import argparse from collections import defaultdict def lowerCAmelCase_( lowercase_ : str , lowercase_ : Dict , lowercase_ : Tuple , lowercase_ : str , lowercase_ : str ) -> Optional[int]: _low...
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from __future__ import annotations import time __SCREAMING_SNAKE_CASE : Any = list[tuple[int, int]] __SCREAMING_SNAKE_CASE : Union[str, Any] = [ [0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], # 0 are free path whereas 1's are obstacles [0, 0, 0, 0, 0, 0, 0], [0, ...
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"""simple docstring""" import os import tempfile import unittest import uuid from pathlib import Path from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText from transformers.utils import is...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : Dict ) -> Any: _lowerCamelCase = [0] * len(lowercase_ ) _lowerCamelCase = [] _lowerCamelCase = [1] * len(lowercase_ ) for values in graph.values(): for i in values: ...
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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 __SCREAMING_SNAKE_CASE : Tuple = logging.get_logger(__name__) __SC...
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"""simple docstring""" import pytest from datasets import inspect_metric, list_metrics, load_metric @pytest.fixture def lowerCAmelCase_( lowercase_ : List[Any] ) -> str: monkeypatch.setattr('''datasets.utils.deprecation_utils._emitted_deprecation_warnings''' , set() ) ...
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"""simple docstring""" import inspect import unittest from transformers import RegNetConfig, is_flax_available from transformers.testing_utils import require_flax, slow from transformers.utils import cached_property, is_vision_available from ...test_configuration_common import ConfigTester from ...test_modeling_f...
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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""" from __future__ import annotations from numpy import array, cos, cross, floataa, radians, sin from numpy.typing import NDArray def lowerCAmelCase_( lowercase_ : float , lowercase_ : float , lowercase_ : bool = False ) -> list[fl...
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"""simple docstring""" import argparse import pytorch_lightning as pl import torch from torch import nn from transformers import LongformerForQuestionAnswering, LongformerModel class lowerCamelCase_( pl.LightningModule ): '''simple docstring''' def __init__( self , low...
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"""simple docstring""" import copy import os import cva import numpy as np from matplotlib import pyplot as plt class lowerCamelCase_: '''simple docstring''' def __init__( self ): _lowerCamelCase = '''''' _lowerCamelCase = '''''' _lowerCam...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available A : Any = { '''configuration_blip_2''': [ '''BLIP_2_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''Blip2Config''', '''Blip2QFormerConfig'...
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"""simple docstring""" import os from collections.abc import Iterator def lowerCAmelCase_( lowercase_ : str = "." ) -> Iterator[str]: for dir_path, dir_names, filenames in os.walk(lowercase_ ): _lowerCamelCase = [d for d in dir_names if d != '''scripts''' and...
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"""simple docstring""" from math import sqrt def lowerCAmelCase_( lowercase_ : 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 multiples o...
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"""simple docstring""" import os import sys __SCREAMING_SNAKE_CASE : Dict = os.path.join(os.path.dirname(__file__), '''src''') sys.path.append(SRC_DIR) from transformers import ( AutoConfig, AutoModel, AutoModelForCausalLM, AutoModelForMaskedLM, AutoModelForQuestionAnswering,...
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"""simple docstring""" def lowerCAmelCase_( lowercase_ : list[int] ) -> list[int]: _lowerCamelCase = len(lowercase_ ) for i in range(lowercase_ ): for j in range(i + 1 , lowercase_ ): if numbers[j] < numbers[i]: _l...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : List[str] = { '''configuration_vision_encoder_decoder''': ['''Vis...
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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 : List[str] = [ # tf -> hf ('''/''', '''.'''), ('''layer_...
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"""simple docstring""" from __future__ import annotations __UpperCamelCase : Any = 1.6021e-19 # units = C def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ , ): if (conductivity, electron_conc, mobility).count(0 ) != 1: raise ValueError('''You cannot supply more or...
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"""simple docstring""" from ..utils import DummyObject, requires_backends class SCREAMING_SNAKE_CASE ( metaclass=a_ ): """simple docstring""" lowercase__ = ["sentencepiece"] def __init__( self : Dict ,*lowercase_ : Tuple ,**lowercase_ ...
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"""simple docstring""" from __future__ import annotations from math import pow, sqrt def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ ): if (resistance, reactance, impedance).count(0 ) != 1: raise ValueError('''One and only one argument must be 0''' ) if resistance == 0: return {"r...
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"""simple docstring""" # Function to print upper half of diamond (pyramid) def __SCREAMING_SNAKE_CASE ( A_ ): for i in range(0 , A_ ): for _ in range(0 , n - i - 1 ): # printing spaces print(''' ''' , end='''''' ) for _ in range(0 , i + 1 ): # printi...
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"""simple docstring""" import qiskit def __SCREAMING_SNAKE_CASE ( A_ = 2 ): lowerCAmelCase__ : int = qubits # Using Aer's simulator lowerCAmelCase__ : str = qiskit.Aer.get_backend('''aer_simulator''' ) # Creating a Quantum Circuit acting on the q register low...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __UpperCamelCase : List[Any] = logging.get_logger(__name__) __UpperCamelCase : Tuple = { '''google/switch-base-8''': '''https://huggingface.co/google/switch-base-8/blob/mai...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ ): lowerCAmelCase__ : int = 0 for ch in input_str: lowerCAmelCase__ : Any = ord(A_ ) lowerCAmelCase__ : Any = pow(2 , A_ ) # If we already turned on bit for current character...
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"""simple docstring""" import unittest from transformers.models.xlm_prophetnet.tokenization_xlm_prophetnet import SPIECE_UNDERLINE, XLMProphetNetTokenizer from transformers.testing_utils import get_tests_dir, require_sentencepiece, slow from transformers.utils import cached_property from ...test_tokenization_c...
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"""simple docstring""" import math def __SCREAMING_SNAKE_CASE ( A_ , A_ = 0 , A_ = 0 ): lowerCAmelCase__ : Tuple = end or len(A_ ) for i in range(A_ , A_ ): lowerCAmelCase__ : Dict = i lowerCAmelCase__ : List[Any] = ...
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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 BertTokenizer, BertTokenizerFast from transformers.models.bert.tokenization_bert import VOCAB_FILES_NAMES from transformers.testing_utils import require_vision fr...
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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, Li...
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"""simple docstring""" import os import random import sys from . import cryptomath_module as cryptomath from . import rabin_miller __UpperCamelCase : Any = 3 def __SCREAMING_SNAKE_CASE ( A_ ): print('''Generating primitive root of p''' ) while True: lowerCAmelCase__ : str...
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"""simple docstring""" # Copyright 2021 The HuggingFace Team. All rights reserved. # # 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 re def __SCREAMING_SNAKE_CASE ( A_ ): lowerCAmelCase__ : Dict = re.compile( r'''^(?:0|94|\+94|0{2}94)''' r'''7(0|1|2|4|5|6|7|8)''' r'''(-| |)''' r'''\d{7}$''' ) return bool(re.search(A_ , A_ ) ) if __name__ == "__main__": __...
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"""simple docstring""" from ...utils import ( OptionalDependencyNotAvailable, is_torch_available, is_transformers_available, is_transformers_version, ) try: if not (is_transformers_available() and is_torch_available() and is_transformers_version('''>=''', '''4.25.0''')): ra...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ , A_ ): return number | (1 << position) def __SCREAMING_SNAKE_CASE ( A_ , A_ ): return number & ~(1 << position) def __SCREAMING_SNAKE_CASE ( A_ , A_ ): return number ^ (1 << position) def __SCREAMIN...
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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 __UpperCamelCase : Tuple = loggi...
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"""simple docstring""" import unittest from datasets import load_dataset from transformers import BloomTokenizerFast from transformers.testing_utils import require_tokenizers from ...test_tokenization_common import TokenizerTesterMixin @require_tokenizers class SCREAMING_SNAKE_CASE ( a_ , ...
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"""simple docstring""" from manim import * class SCREAMING_SNAKE_CASE ( a_ ): """simple docstring""" def __lowerCAmelCase ( self : List[Any] ): lowerCAmelCase__ : List[str] = Rectangle(height=0.5 ,width=0.5 ) lowerCAmelCase__ : ...
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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''',...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available __UpperCamelCase : Optional[Any] = { '''configuration_clipseg''': [ '''CLIPSEG_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''CLIPSegConfig''', ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tokenizers_available, is_torch_available __UpperCamelCase : List[Any] = { '''configuration_biogpt''': ['''BIOGPT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''BioGptConfig''']...
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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_t...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging __UpperCamelCase : Dict = logging.get_logger(__name__) __UpperCamelCase : Any = { '''microsoft/markuplm-base''': '''https://huggingface.co/microsoft/markuplm-base/resolve/m...
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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 SCREAMING_SNAKE_CASE ( a_ ): """simple docstring""" lowercase__ = "" lowercase__ = ( ...
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"""simple docstring""" import argparse import struct import unittest class SCREAMING_SNAKE_CASE : """simple docstring""" def __init__( self : int ,lowercase_ : bytes ): lowerCAmelCase__ : int = data # Initialize hash values ...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ ): if not isinstance(A_ , A_ ): lowerCAmelCase__ : int = f'Input value of [number={number}] must be an integer' raise TypeError(A_ ) if number < 0: return False lowerCAmelCase__ : List[Any] = ...
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"""simple docstring""" import argparse import json import os import pickle import shutil import numpy as np import torch from distiller import Distiller from lm_seqs_dataset import LmSeqsDataset from transformers import ( BertConfig, BertForMaskedLM, BertTokenizer, DistilBertConfig, DistilB...
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"""simple docstring""" # tests directory-specific settings - this file is run automatically # by pytest before any tests are run 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]' whe...
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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 : List[str] = logging.get_logger(__name__) __Upp...
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"""simple docstring""" __UpperCamelCase : Optional[Any] = '''ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/''' def __SCREAMING_SNAKE_CASE ( A_ ): # Make sure the supplied data is a bytes-like object if not isinstance(A_ , A_ ): lowerCAmelCase__ : ...
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"""simple docstring""" # Copyright 2021 The HuggingFace Team. All rights reserved. # # 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 webbrowser from sys import argv from urllib.parse import parse_qs, quote import requests from bsa import BeautifulSoup from fake_useragent import UserAgent if __name__ == "__main__": __UpperCamelCase : int = '''%20'''.join(argv[1:]) if len(argv) > 1 else quot...
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"""simple docstring""" 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 VQDiffus...
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"""simple docstring""" 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 .sq...
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"""simple docstring""" from urllib.parse import quote import pytest from datasets.utils.hub import hf_hub_url @pytest.mark.parametrize('''repo_id''' , ['''canonical_dataset_name''', '''org-name/dataset-name'''] ) @pytest.mark.parametrize('''path''' , ['''filename.csv''', '''filename with b...
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"""simple docstring""" from __future__ import annotations import math __UpperCamelCase : Dict = '''2020.9.26''' __UpperCamelCase : Tuple = '''xcodz-dot, cclaus, dhruvmanila''' def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ , A_ , A_ ): if n...
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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, execut...
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"""simple docstring""" from typing import List, Optional from tokenizers import ByteLevelBPETokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_blenderbot_small import BlenderbotSmallTokenizer __UpperCamelCase : Union[str, Any] ...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ ): lowerCAmelCase__ : int = 0 for ch in input_str: lowerCAmelCase__ : Any = ord(A_ ) lowerCAmelCase__ : Any = pow(2 , A_ ) # If we already turned on bit for current character...
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"""simple docstring""" 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 __UpperCamelCase : Union[str, Any] = namedtuple( ...
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"""simple docstring""" from datetime import datetime import requests from bsa import BeautifulSoup if __name__ == "__main__": __UpperCamelCase : List[Any] = input('''Enter image url: ''').strip() print(F'''Downloading image from {url} ...''') __UpperCamelCase : Union[str...
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"""simple docstring""" 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 __UpperCamelCase : Optional[int] = logging.get_logger(__name__) __Up...
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"""simple docstring""" from typing import List import numpy as np def __SCREAMING_SNAKE_CASE ( A_ ): lowerCAmelCase__ : List[Any] = {key: len(A_ ) for key, value in gen_kwargs.items() if isinstance(A_ , A_ )} if len(set(lists_lengths.values() ) ) > 1: raise Runtim...
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"""simple docstring""" from __future__ import annotations __UpperCamelCase : Any = 1.6021e-19 # units = C def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ , ): if (conductivity, electron_conc, mobility).count(0 ) != 1: raise ValueError('''You cannot supply more or...
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"""simple docstring""" from .glue import GlueDataset, GlueDataTrainingArguments from .language_modeling import ( LineByLineTextDataset, LineByLineWithRefDataset, LineByLineWithSOPTextDataset, TextDataset, TextDatasetForNextSentencePrediction, ) from .squad import SquadDataset, SquadDataTraini...
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"""simple docstring""" from __future__ import annotations from math import pow, sqrt def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ ): if (resistance, reactance, impedance).count(0 ) != 1: raise ValueError('''One and only one argument must be 0''' ) if resistance == 0: return {"r...
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"""simple docstring""" import math def __SCREAMING_SNAKE_CASE ( A_ , A_ = 0 , A_ = 0 ): lowerCAmelCase__ : Tuple = end or len(A_ ) for i in range(A_ , A_ ): lowerCAmelCase__ : Dict = i lowerCAmelCase__ : List[Any] = ...
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"""simple docstring""" import qiskit def __SCREAMING_SNAKE_CASE ( A_ = 2 ): lowerCAmelCase__ : int = qubits # Using Aer's simulator lowerCAmelCase__ : str = qiskit.Aer.get_backend('''aer_simulator''' ) # Creating a Quantum Circuit acting on the q register low...
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"""simple docstring""" import unittest import numpy as np from transformers.testing_utils import require_torch, require_vision from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSavingTestMixin, prepare_video_inputs if is_torch_a...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ ): lowerCAmelCase__ : int = 0 for ch in input_str: lowerCAmelCase__ : Any = ord(A_ ) lowerCAmelCase__ : Any = pow(2 , A_ ) # If we already turned on bit for current character...
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"""simple docstring""" from __future__ import annotations __UpperCamelCase : Any = 1.6021e-19 # units = C def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ , ): if (conductivity, electron_conc, mobility).count(0 ) != 1: raise ValueError('''You cannot supply more or...
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"""simple docstring""" import math def __SCREAMING_SNAKE_CASE ( A_ , A_ = 0 , A_ = 0 ): lowerCAmelCase__ : Tuple = end or len(A_ ) for i in range(A_ , A_ ): lowerCAmelCase__ : Dict = i lowerCAmelCase__ : List[Any] = ...
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"""simple docstring""" import math import random from typing import Any from .hill_climbing import SearchProblem def __SCREAMING_SNAKE_CASE ( A_ , A_ = True , A_ = math.inf , A_ = -math.inf , A_ = math.inf , A_ = -math.inf , A_ = False , A_ =...
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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, Li...
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"""simple docstring""" from collections.abc import Sequence from queue import Queue class SCREAMING_SNAKE_CASE : """simple docstring""" def __init__( self : str ,lowercase_ : Tuple ,lowercase_ : int ,lowercase_ : List[str] ,low...
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"""simple docstring""" # Copyright 2021 The HuggingFace Team. All rights reserved. # # 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 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 __SCREAMING_SNAKE_CASE ( A_ ...
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"""simple docstring""" from ...utils import ( OptionalDependencyNotAvailable, is_torch_available, is_transformers_available, is_transformers_version, ) try: if not (is_transformers_available() and is_torch_available() and is_transformers_version('''>=''', '''4.25.0''')): ra...
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"""simple docstring""" 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...
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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 __UpperCamelCase : Tuple = loggi...
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"""simple docstring""" from collections import deque from math import floor from random import random from time import time class SCREAMING_SNAKE_CASE : """simple docstring""" def __init__( self : List[Any] ): lowerCAmelCase__ : List[Any] = {} ...
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"""simple docstring""" from manim import * class SCREAMING_SNAKE_CASE ( a_ ): """simple docstring""" def __lowerCAmelCase ( self : List[Any] ): lowerCAmelCase__ : List[str] = Rectangle(height=0.5 ,width=0.5 ) 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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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available __UpperCamelCase : Optional[Any] = { '''configuration_clipseg''': [ '''CLIPSEG_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''CLIPSegConfig''', ...
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"""simple docstring""" # Copyright 2023 The HuggingFace Team. All rights reserved. # # 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 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_t...
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"""simple docstring""" import math from collections.abc import Iterator from itertools import takewhile def __SCREAMING_SNAKE_CASE ( A_ ): 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 multiple...
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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 SCREAMING_SNAKE_CASE ( a_ ): """simple docstring""" lowercase__ = "" lowercase__ = ( ...
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"""simple docstring""" from ...utils import ( OptionalDependencyNotAvailable, is_torch_available, is_transformers_available, is_transformers_version, ) try: if not (is_transformers_available() and is_torch_available() and is_transformers_version('''>=''', '''4.25.0''')): ra...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ ): if not isinstance(A_ , A_ ): lowerCAmelCase__ : int = f'Input value of [number={number}] must be an integer' raise TypeError(A_ ) if number < 0: return False lowerCAmelCase__ : List[Any] = ...
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"""simple docstring""" # Usage: # ./gen-card-facebook-wmt19.py import os from pathlib import Path def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ ): lowerCAmelCase__ : Tuple = { '''en''': '''Machine learning is great, isn\'t it?''', '''ru''': '''Машинное обучени...
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"""simple docstring""" # tests directory-specific settings - this file is run automatically # by pytest before any tests are run 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]' whe...
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"""simple docstring""" __UpperCamelCase : Any = '''Tobias Carryer''' from time import time class SCREAMING_SNAKE_CASE : """simple docstring""" def __init__( self : Tuple ,lowercase_ : List[Any] ,lowercase_ : int ,lowercase_ ...
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"""simple docstring""" __UpperCamelCase : Optional[Any] = '''ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/''' def __SCREAMING_SNAKE_CASE ( A_ ): # Make sure the supplied data is a bytes-like object if not isinstance(A_ , A_ ): lowerCAmelCase__ : ...
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"""simple docstring""" import warnings from ...utils import is_sklearn_available, requires_backends if is_sklearn_available(): from scipy.stats import pearsonr, spearmanr from sklearn.metrics import fa_score, matthews_corrcoef __UpperCamelCase : Tuple = ( '''This metric will...
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"""simple docstring""" import webbrowser from sys import argv from urllib.parse import parse_qs, quote import requests from bsa import BeautifulSoup from fake_useragent import UserAgent if __name__ == "__main__": __UpperCamelCase : int = '''%20'''.join(argv[1:]) if len(argv) > 1 else quot...
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"""simple docstring""" from typing import Callable, Optional, Union from ...configuration_utils import PretrainedConfig from ...utils import logging __UpperCamelCase : Dict = logging.get_logger(__name__) __UpperCamelCase : Dict = { '''microsoft/xprophetnet-large-wiki100-case...
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"""simple docstring""" 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 .sq...
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"""simple docstring""" def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ ): lowerCAmelCase__ : List[Any] = (num_of_terms / 2) * (2 * first_term + (num_of_terms - 1) * common_diff) # formula for sum of series return total def __SCREAMING_SNAKE_CASE ( ): print(sum_of_...
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"""simple docstring""" from __future__ import annotations import math __UpperCamelCase : Dict = '''2020.9.26''' __UpperCamelCase : Tuple = '''xcodz-dot, cclaus, dhruvmanila''' def __SCREAMING_SNAKE_CASE ( A_ , A_ , A_ , A_ , A_ ): if n...
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"""simple docstring""" import tempfile import torch from diffusers import IPNDMScheduler from .test_schedulers import SchedulerCommonTest class SCREAMING_SNAKE_CASE ( a_ ): """simple docstring""" lowercase__ = (IPNDMScheduler,) lowercase__ = (("num_inference_ste...
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"""simple docstring""" from typing import List, Optional from tokenizers import ByteLevelBPETokenizer from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_blenderbot_small import BlenderbotSmallTokenizer __UpperCamelCase : Union[str, Any] ...
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