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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""" 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""" 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 __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""" 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] l...
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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_ : 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""" 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""" def lowerCAmelCase_( lowercase_ : float , lowercase_ : float , lowercase_ : float , lowercase_ : float , lowercase_ : float , ) -> float: _lowerCamelCase = [redshift, radiation_density, matte...
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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""" from manim import * class lowerCamelCase_( A__ ): '''simple docstring''' def snake_case__ ( self ): _lowerCamelCase = Rectangle(height=0.5 , width=0.5 ) _lowerCamelCase = Rectangle(height=0.2_5 , widt...
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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""" def lowerCAmelCase_( lowercase_ : int , lowercase_ : int ) -> int: while b: _lowerCamelCase , _lowerCamelCase = b, a % b return a def lowerCAmelCase_( lowercase_ : int , lowercase_ : ...
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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""" from __future__ import annotations from random import random class lowerCamelCase_: '''simple docstring''' def __init__( self , lowerCamelCase__ = None ): _lowerCamelCase = value _lowerCamelCase = random() _lowe...
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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 argparse import json from typing import List from ltp import LTP from transformers import BertTokenizer def lowerCAmelCase_( lowercase_ : Union[str, Any] ) -> int: # This defines a "chinese character" as anything in the CJK Unicode block: # h...
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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 importlib.util import os import platform from argparse import ArgumentParser import huggingface_hub from .. import __version__ as version from ..utils import ( is_accelerate_available, is_flax_available, is_safetensors_available, is_tf_available, is_torch_availabl...
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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 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""" 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 ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : Any = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : Optional[Any] = { '''caidas/swin2sr-classicalsr-x2-64''': ( '''https://hugging...
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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""" 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""" 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 socket def lowerCAmelCase_( ) -> Optional[Any]: _lowerCamelCase = socket.socket(socket.AF_INET , socket.SOCK_STREAM ) _lowerCamelCase = socket.gethostname() _lowerCamelCase = 1_23_12 sock.connect((host, port) ) soc...
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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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"""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 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 gc import unittest import numpy as np import torch from torch.backends.cuda import sdp_kernel from diffusers import ( CMStochasticIterativeScheduler, ConsistencyModelPipeline, UNetaDModel, ) from diffusers.utils import randn_tensor, slow, torch_device from diffusers.utils...
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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 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""" 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 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 ...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""" def lowerCAmelCase_( lowercase_ : list ) -> list: if len(lowercase_ ) <= 1: return [tuple(lowercase_ )] _lowerCamelCase = [] def generate(lowercase_ : int , lowercase_ : list ): _l...
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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""" 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""" 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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"""simple docstring""" from math import isclose, sqrt def lowerCAmelCase_( lowercase_ : float , lowercase_ : float , lowercase_ : float ) -> tuple[float, float, float]: _lowerCamelCase = point_y / 4 / point_x _lowerCamelCase = 2 *...
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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""" from __future__ import annotations from random import choice def lowerCAmelCase_( lowercase_ : Optional[int] ) -> int: return choice(lowercase_ ) def lowerCAmelCase_( lowercase_ : list[int] , lowercase_ : int ...
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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 copy from typing import TYPE_CHECKING, Any, Mapping, Optional, OrderedDict from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging from ..auto.configuration_auto import AutoConfig if TYPE_CHECKING...
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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 TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_speech_available, is_torch_available __SCREAMING_SNAKE_CASE : List[str] = { '''configuration_audio_spectrogram_transformer''': [ '''AUDIO_SPECTROGRAM_TRANSFORM...
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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""" from dataclasses import dataclass, field from typing import Optional @dataclass class lowerCamelCase_: '''simple docstring''' lowercase__ : Optional[str] = field( default='codeparrot/codeparrot', metadata={'help': 'Model name or path of model t...
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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_ : int = 10**9 ) -> int: _lowerCamelCase = 1 _lowerCamelCase = 2 _lowerCamelCase = 0 _lowerCamelCase = 0 _lowerCamelCase = 0 while perimeter <= max_perimeter: perime...
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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""" # NOTE: This file is deprecated and will be removed in a future version. # It only exists so that temporarely `from diffusers.pipelines import DiffusionPipeline` works from ...utils import deprecate from ..controlnet.multicontrolnet import MultiControlNetModel # noqa: F401 from ..controlnet....
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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 string # frequency taken from https://en.wikipedia.org/wiki/Letter_frequency __SCREAMING_SNAKE_CASE : Union[str, Any] = { '''E''': 12.70, '''T''': 9.06, '''A''': 8.17, '''O''': 7.51, '''I''': 6.97, '''N''': 6.75, '''S''': 6.33, '''H''':...
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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 json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_convbert import ConvBertTokenizer __SCREAMING_SNAKE_CASE : Any = logging....
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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""" from math import factorial, radians def lowerCAmelCase_( lowercase_ : float , lowercase_ : int = 18 , lowercase_ : int = 10 ) -> float: _lowerCamelCase = angle_in_degrees - ((angle_in_degrees // 3_6_0.0) * 3_6_0.0) ...
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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 , lowercase_ : int ) -> float: return base * power(lowercase_ , (exponent - 1) ) if exponent else 1 if __name__ == "__main__": print('''Raise base to the power of exponent using recursion...'...
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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""" # A Bipartite Graph is a graph whose vertices can be divided into two independent sets, # U and V such that every edge (u, v) either connects a vertex from U to V or a vertex # from V to U. In other words, for every edge (u, v), either u belongs to U and v to V, # or u belongs to V and v to U...
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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 argparse import json import os import fairseq import torch from torch import nn from transformers import ( SpeechaTextaConfig, SpeechaTextaForCausalLM, SpeechaTextaTokenizer, SpeechEncoderDecoderConfig, SpeechEncoderDecoderModel, WavaVecaConfig, WavaVecaFe...
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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 dataclasses import dataclass from typing import Optional import torch from torch import nn from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput from .attention import BasicTransformerBlock from .modeling_utils import ModelMixin @dataclass c...
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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 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.ad...
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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""" 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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"""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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"""simple docstring""" def lowerCAmelCase_( lowercase_ : float , lowercase_ : list[float] ) -> float: if discount_rate < 0: raise ValueError('''Discount rate cannot be negative''' ) if not cash_flows: raise ValueError('''Cash flows list cann...
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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 __future__ import annotations import unittest from transformers import is_tf_available from transformers.testing_utils import require_sentencepiece, require_tf, require_tokenizers, slow if is_tf_available(): import numpy as np import tensorflow as tf from transformers impor...
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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""" # Usage: # ./gen-card-facebook-wmt19.py import os from pathlib import Path def lowerCAmelCase_( lowercase_ : int , lowercase_ : int , lowercase_ : List[str] ) -> Dict: _lowerCamelCase = { '''en''': '''Machine ...
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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""" 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""" 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 argparse import math import os import torch from neural_compressor.utils.pytorch import load from PIL import Image from transformers import CLIPTextModel, CLIPTokenizer from diffusers import AutoencoderKL, StableDiffusionPipeline, UNetaDConditionModel def lowerCAmelCase_( )...
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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 itertools from dataclasses import dataclass from typing import List, Optional import pyarrow as pa import pyarrow.parquet as pq import datasets from datasets.table import table_cast __SCREAMING_SNAKE_CASE : Optional[Any] = datasets.utils.logging.get_logger(__name__...
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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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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available __SCREAMING_SNAKE_CASE : Optional[Any] = { '''configuration_xlm''': ['''XLM_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''XLMConfig''', '''XLMO...
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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 re import tempfile from pathlib import Path import pytest import yaml from datasets.utils.readme import ReadMe # @pytest.fixture # def example_yaml_structure(): __SCREAMING_SNAKE_CASE : Any = yaml.safe_load( '''\ name: "" allow_empty: false allow_empty_text: t...
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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 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 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""" 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 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""" from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available __SCREAMING_SNAKE_CASE : Any = { '''configuration_blip_2''': [ '''BLIP_2_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''Blip2Config''', '...
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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 os from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import AddedToken, BatchEncoding, PreTrainedTokenizer from ...utils import logging __SCREAMING_SNAKE_CASE : List[str] = logging...
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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""" from transformers import HfArgumentParser, TensorFlowBenchmark, TensorFlowBenchmarkArguments def lowerCAmelCase_( ) -> Optional[int]: _lowerCamelCase = HfArgumentParser(lowercase_ ) _lowerCamelCase = parser.parse_args_into_dataclasses()[0] _lowerC...
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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""" def lowerCAmelCase_( lowercase_ : int ) -> int: _lowerCamelCase = [1] _lowerCamelCase , _lowerCamelCase , _lowerCamelCase = 0, 0, 0 _lowerCamelCase = ugly_nums[ia] * 2 _lowerCamelCase = ugly_nums[ia]...
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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 collections import inspect import unittest from transformers import SwinvaConfig from transformers.testing_utils import require_torch, require_vision, slow, torch_device from transformers.utils import cached_property, is_torch_available, is_vision_available from ...test_configuration...
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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 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""" 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""" def lowerCAmelCase_( lowercase_ : int = 50 ) -> int: _lowerCamelCase = [1] * (length + 1) for row_length in range(length + 1 ): for tile_length in range(2 , 5 ): for tile_start in range(row_length - tile_length +...
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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""" from ..utils import DummyObject, requires_backends class lowerCamelCase_( metaclass=A__ ): '''simple docstring''' lowercase__ : int = ['torch', 'torchsde'] def __init__( self , *lowerCamelCase__ , **lowerCamelCase__ ): ...
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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 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""" 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 math import ceil def lowerCAmelCase_( lowercase_ : List[str] , lowercase_ : str ) -> List[Any]: _lowerCamelCase = list(range(0 , lowercase_ ) ) _lowerCamelCase = [item for sublist in list(device_map.va...
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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""" 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""" 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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"""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 __SCREAMING_SNAKE_CASE : int ...
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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 __future__ import annotations from typing import Dict from ...configuration_utils import PretrainedConfig __SCREAMING_SNAKE_CASE : List[str] = { '''susnato/ernie-m-base_pytorch''': '''https://huggingface.co/susnato/ernie-m-base_pytorch/blob/main/config.json''', ...
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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 import MraConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, floats_tensor, ids_tensor, random_atten...
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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""" 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""" 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 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 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""" from bisect import bisect from itertools import accumulate def lowerCAmelCase_( lowercase_ : Tuple , lowercase_ : Any , lowercase_ : List[str] , lowercase_ : str ) -> Any: _lowerCamelCase = sorted(zip(l...
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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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"""simple docstring""" from __future__ import annotations import math from collections import Counter from string import ascii_lowercase def lowerCAmelCase_( lowercase_ : str ) -> None: _lowerCamelCase , _lowerCamelCase = analyze_text(lowercase_ ) _low...
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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 os import re __SCREAMING_SNAKE_CASE : Union[str, Any] = '''src/transformers''' # Pattern that looks at the indentation in a line. __SCREAMING_SNAKE_CASE : List[Any] = re.compile(R'''^(\s*)\S''') # Pattern that matches `"key":" and pu...
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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""" __SCREAMING_SNAKE_CASE : List[str] = [sum(int(c, 1_0) ** 2 for c in i.__str__()) for i in range(1_0_0_0_0_0)] def lowerCAmelCase_( lowercase_ : int ) -> int: _lowerCamelCase = 0 while number: # Increased Speed Slightly by...
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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""" 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 __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 from diffusers.pipelines.stable_diffusion.convert_from_ckpt import download_controlnet_from_original_ckpt if __name__ == "__main__": __SCREAMING_SNAKE_CASE : Dict = argparse.ArgumentParser() parser.add_argument( '''--checkpoint_path''', defaul...
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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 __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 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 copy 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 from ..auto import CONFIG_MAPPING __SCREAMING_SNAKE_CASE : Optional...
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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""" from math import ceil def lowerCAmelCase_( lowercase_ : int = 10_01 ) -> int: _lowerCamelCase = 1 for i in range(1 , int(ceil(n / 2.0 ) ) ): _lowerCamelCase = 2 * i + 1 _lowerCamelCase = 2 * i ...
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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 ...configuration_utils import PretrainedConfig from ...utils import logging __SCREAMING_SNAKE_CASE : List[Any] = logging.get_logger(__name__) __SCREAMING_SNAKE_CASE : int = { '''EleutherAI/gpt-neox-20b''': '''https://huggingface.co/EleutherAI/gpt-...
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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 unittest from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from ...test_tokenization_common import TokenizerTesterMixin __SCREAMING_SNAKE_CASE : List[Any] ...
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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_ : str ) -> str: if not all(char in '''01''' for char in bin_string ): raise ValueError('''Non-binary value was passed to the function''' ) if not bin_string: raise ValueError('''Empty string was p...
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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 __future__ import annotations from scipy.special import comb # type: ignore class lowerCamelCase_: '''simple docstring''' def __init__( self , lowerCamelCase__ ): _lowerCamelCase = list_of_points # Degree determines the f...
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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 argparse import os # New Code # 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 f...
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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 ) -> int: if not isinstance(lowercase_ , lowercase_ ): raise ValueError('''Input must be an integer''' ) if input_num <= 0: raise ValueError('''Input must be positive''' ) retu...
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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""" def lowerCAmelCase_( lowercase_ : int ) -> bool: return sum(i for i in range(1 , number // 2 + 1 ) if number % i == 0 ) == number if __name__ == "__main__": print('''Program to check whether a number is a Perfect number or not...''') __...
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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 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 SPIECE_UNDERLINE, logging __SCREAMING_SNAKE_CASE : Optional[...
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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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"""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, normalize, rescale, resize, to_channel_dimension_format from ...image_utils import ( IMAGE...
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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 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_image_inputs if is_torch_avai...
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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""" import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_bert import BertTokenizer __SCREAMING_SNAKE_CASE : List[Any] = logging.ge...
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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 logging import os import sys from dataclasses import dataclass, field from itertools import chain from typing import Optional, Union import datasets import numpy as np import torch from datasets import load_dataset import transformers from transformers import ( AutoConfig, Au...
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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 inspect import warnings from typing import Any, Dict, Optional, Union from packaging import version def lowerCAmelCase_( *lowercase_ : List[Any] , lowercase_ : Optional[Union[Dict, Any]] = None , lowercase_ : Tuple=True , lower...
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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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"""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 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""" 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 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""" def lowerCAmelCase_( lowercase_ : int ) -> "list[int]": if upper_limit < 0: raise ValueError('''Limit for the Catalan sequence must be ≥ 0''' ) _lowerCamelCase = [0] * (upper_limit + 1) # Base case: C(0) = C(1) = 1 _lowerCame...
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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""" import warnings from diffusers import StableDiffusionImgaImgPipeline # noqa F401 warnings.warn( '''The `image_to_image.py` script is outdated. Please use directly `from diffusers import''' ''' StableDiffusionImg2ImgPipeline` instead.''' )
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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""" from dataclasses import dataclass from typing import Optional, Tuple, Union import torch import torch.nn as nn from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, apply_forward_hook from .modeling_utils import ModelMixin from .vae import Decoder...
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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 __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 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 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""" 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""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_tokenizers_available, is_torch_available, ) __SCREAMING_SNAKE_CASE : str = { '''configuration_lxmert''': ['''LXMERT_PRETRAINED_C...
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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 os from shutil import copyfile from typing import List, Optional, Tuple from ...tokenization_utils import AddedToken from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import is_sentencepiece_available, logging if is_sentencepiece_available(): from .toke...
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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 unittest from transformers import AlbertTokenizer, AlbertTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from ...test_tokenization_common import TokenizerTesterMixin __SCREAMING_SNAKE_CASE : Any = ...
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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 argparse import torch from transformers import ( WavaVecaConfig, WavaVecaFeatureExtractor, WavaVecaForAudioFrameClassification, WavaVecaForSequenceClassification, WavaVecaForXVector, logging, ) logging.set_verbosity_info() __SCREAMING_SNAKE_CASE : Union...
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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 __future__ import annotations import math def lowerCAmelCase_( lowercase_ : list , lowercase_ : list ) -> list: if len(lowercase_ ) != 2 or len(a[0] ) != 2 or len(lowercase_ ) != 2 or len(b[0] ) != 2: ra...
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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""" def lowerCAmelCase_( lowercase_ : float , lowercase_ : int ) -> float: if digit_amount > 0: return round(number - int(lowercase_ ) , lowercase_ ) return number - int(lowercase_ ) if __name__ == "__main__": ...
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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""" 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 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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