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import argparse from tax import checkpoints from transformers import AutoConfig, FlaxAutoModelForSeqaSeqLM def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = AutoConfig.from_pretrained(lowercase__ ) __SCREAMING_SNAKE...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : Dict ={ 'google/canine-s': 'https://huggingface.co/google/canine-s/resolve/main/config.json', # See all CANINE mod...
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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 _UpperCamelCase ( lo...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : Tuple ={ 'transfo-xl-wt103': 'https://huggingface.co/transfo-xl-wt103/resolve/main/config.json', } class _lowe...
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import math def _UpperCamelCase ( lowercase__ ): if not isinstance(lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : List[str] = F'''Input value of [number={number}] must be an integer''' raise TypeError(lowercase__ ) if number < 1: ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Any ={ # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class _lowercase ( A__ ):...
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import unittest from transformers import EsmConfig, is_torch_available from transformers.testing_utils import TestCasePlus, require_torch, slow, torch_device from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_tensor, random_attention_mask from ...test_pi...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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from itertools import product from cva import COLOR_BGR2GRAY, cvtColor, imread, imshow, waitKey from numpy import dot, exp, mgrid, pi, ravel, square, uinta, zeros def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : List[str] = k_size // 2 __SCREAMI...
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import math from numpy import inf from scipy.integrate import quad def _UpperCamelCase ( lowercase__ ): if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase__ , 0 , lowercase__ , args=(lowercase__) )[0] def _UpperCamelCase ( l...
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import argparse from collections import defaultdict def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ , lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Union[str, Any] = F'''{file}_{class_name}_{test_name}''' done_test[_id] += 1 ...
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def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): if principal <= 0: raise Exception('''Principal borrowed must be > 0''' ) if rate_per_annum < 0: raise Exception('''Rate of interest must be >= 0''' ) if years_to_repay <= 0 or not isinsta...
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import copy import inspect import unittest from transformers import PretrainedConfig, SwiftFormerConfig 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_...
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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = prime_factors(lowercase__ ) if is_square_free(lowercase__ ): return -1 if len(lowercase__ ) % 2 else 1 ...
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from __future__ import annotations from decimal import Decimal from math import * # noqa: F403 from sympy import diff def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ = 10**-10 ): __SCREAMING_SNAKE_CASE : Tuple = a while True: __SCREAMIN...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available __lowerCAmelCase : int ={ 'configuration_time_series_transformer': [ 'TIME_SERIES_TRANSFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP', 'TimeSeriesTransformerConfig', ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : Any ={ 'configuration_llama': ['LLAMA_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Llama...
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import re import warnings from contextlib import contextmanager from ...processing_utils import ProcessorMixin class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : List[str] = ['''image_processor''', '''tokenizer'''] SCREAMING_SNAKE_CASE__ ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : List[Any] ={ 'google/switch-base-8': 'https://huggingface.co/google/switch-base-8/blob/main/config.json', } class _...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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import json import multiprocessing import os import re from collections import defaultdict import torch from accelerate import Accelerator from accelerate.utils import set_seed from arguments import HumanEvalArguments from datasets import load_dataset, load_metric from torch.utils.data import IterableDataset from t...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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import numpy as np import torch import tqdm from ...models.unet_ad import UNetaDModel from ...pipelines import DiffusionPipeline from ...utils import randn_tensor from ...utils.dummy_pt_objects import DDPMScheduler class _lowercase ( A__ ): '''simple docstring''' def __init__( self :...
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import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, Sta...
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from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Features, Value from .base import TaskTemplate @dataclass(frozen=A__ ) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = field(default=''...
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# DISCLAIMER: This code is strongly influenced by https://github.com/pesser/pytorch_diffusion # and https://github.com/hojonathanho/diffusion import math from dataclasses import dataclass from typing import List, Optional, Tuple, Union import numpy as np import torch from diffusers.configuration_utils import Confi...
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def _UpperCamelCase ( lowercase__ ): return number & 1 == 0 if __name__ == "__main__": import doctest doctest.testmod()
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from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Features, Value from .base import TaskTemplate @dataclass(frozen=A__ ) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = field(default=''...
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import re def _UpperCamelCase ( lowercase__ ): return [char.split() for char in re.split(R'''[^ a-z A-Z 0-9 \s]''' , str_ )] def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = split_input(str_ ) return "".join( [''''''.joi...
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def _UpperCamelCase ( lowercase__ = 10**9 ): __SCREAMING_SNAKE_CASE : List[str] = 1 __SCREAMING_SNAKE_CASE : int = 2 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 __SCREAMING_SNAKE_CASE : Dict = 0 __SCREAMING_SNAKE_CA...
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import os def _UpperCamelCase ( ): with open(os.path.dirname(lowercase__ ) + '''/p022_names.txt''' ) as file: __SCREAMING_SNAKE_CASE : List[Any] = str(file.readlines()[0] ) __SCREAMING_SNAKE_CASE : List[Any] = names.replace('''"''' , '''''...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = len(lowercase__ ) __SCREAMING_SNAKE_CASE : List[str] = [[False for _ in range(m + 1 )] for _ in ...
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import itertools from dataclasses import dataclass from typing import Optional import pandas as pd import pyarrow as pa import datasets from datasets.table import table_cast @dataclass class _lowercase ( datasets.BuilderConfig ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : O...
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from scipy.stats import pearsonr import datasets __lowerCAmelCase : str ='\nPearson correlation coefficient and p-value for testing non-correlation.\nThe Pearson correlation coefficient measures the linear relationship between two datasets. The calculation of the p-value relies on the assumptio...
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def _UpperCamelCase ( lowercase__ = 4000000 ): __SCREAMING_SNAKE_CASE : Dict = [] __SCREAMING_SNAKE_CASE , __SCREAMING_SNAKE_CASE : Union[str, Any] = 0, 1 while b <= n: if b % 2 == 0: even_fibs.append(lowercase__ ) ...
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import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_mobilebert import MobileBertTokenizer __lowerCAmelCase : List[str] =logging.get_logger(__name__...
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import argparse import json from pathlib import Path import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import ViTConfig, ViTForImageClassification, ViTImageProcessor, ViTModel from transformers.utils import logging logging.set_verbosity_info() __lowe...
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import os def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = len(grid[0] ) __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 __SCREAMING_SNAKE_CASE : Any = ...
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from ..utils import DummyObject, requires_backends class _lowercase ( metaclass=A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = ['''onnx'''] def __init__( self :List[Any] , *lowerCAmelCase__ :Union[str, Any] , **lowerCAmelC...
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import inspect import unittest from transformers import MobileNetVaConfig 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_common import ConfigTester from ...te...
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from __future__ import annotations import unittest from transformers import is_tf_available from transformers.testing_utils import require_sentencepiece, require_tf, require_tokenizers, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ids_tensor...
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import os from datetime import datetime as dt from github import Github __lowerCAmelCase : List[Any] =[ 'good first issue', 'good second issue', 'good difficult issue', 'enhancement', 'new pipeline/model', 'new scheduler', 'wip', ] def _UpperCamelCase ( ): ...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): # "extended trapezoidal rule" # int(f) = dx/2 * (f1 + 2f2 + ... + fn) __SCREAMING_SNAKE_CASE : List[Any] = (boundary[1] - boundary[0]) / steps __SCREAMING_SNAKE_CASE : Optional[int] = boundary[0] ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : Dict ={ 'google/canine-s': 'https://huggingface.co/google/canine-s/resolve/main/config.json', # See all CANINE mod...
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import unittest from transformers import CamembertTokenizer, CamembertTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from transformers.utils import is_torch_available from ...test_tokenization_common import TokenizerTesterMixin __lowerCAmelCase...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : Tuple ={ 'transfo-xl-wt103': 'https://huggingface.co/transfo-xl-wt103/resolve/main/config.json', } class _lowe...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tokenizers_available, is_torch_available, is_vision_available, ) __lowerCAmelCase : Tuple ={ 'configuration_perceiver': ['PERCEIVER_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Pe...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Any ={ # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class _lowercase ( A__ ):...
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from typing import List, Optional, Tuple, Union import torch from ...utils import logging, randn_tensor from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline __lowerCAmelCase : Optional[int] =logging.get_logger(__name__) # pylint: disable=invalid-name class _lowercase ( A...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, is_vision_available, ) __lowerCAmelCase : Optional[Any] ={ 'configuration_owlvit'...
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import math from numpy import inf from scipy.integrate import quad def _UpperCamelCase ( lowercase__ ): if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase__ , 0 , lowercase__ , args=(lowercase__) )[0] def _UpperCamelCase ( l...
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from typing import Any import numpy as np def _UpperCamelCase ( lowercase__ ): return np.array_equal(lowercase__ , matrix.conjugate().T ) def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : List[str] = v.conjugate().T __SCREAM...
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def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): if principal <= 0: raise Exception('''Principal borrowed must be > 0''' ) if rate_per_annum < 0: raise Exception('''Rate of interest must be >= 0''' ) if years_to_repay <= 0 or not isinsta...
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import inspect import unittest from transformers import MobileNetVaConfig 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_common import ConfigTester from ...te...
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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = prime_factors(lowercase__ ) if is_square_free(lowercase__ ): return -1 if len(lowercase__ ) % 2 else 1 ...
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from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available __lowerCAmelCase : Optional[int] ={ 'configuration_tapas': ['TAPAS_PRETRAINED_CONFIG_ARCHIVE_MAP', 'TapasConfig'], 'tokenization_tapas': ['TapasTokenize...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : list[list[int]] = [[0 for _ in range(lowercase__ )] for _ in range(m + 1 )] for i in range(m + 1 ): __SCREAMING_SNAKE_CASE : int = 1 for n in range(m + 1 ): for k in range(1 ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : Any ={ 'configuration_llama': ['LLAMA_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Llama...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): if a < 0 or b < 0: raise ValueError('''the value of both inputs must be positive''' ) __SCREAMING_SNAKE_CASE : int = str(bin(lowercase__ ) )[2:] # remove the leading "0b" __SCREAMING_SNAKE_CASE : str ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : List[Any] ={ 'google/switch-base-8': 'https://huggingface.co/google/switch-base-8/blob/main/config.json', } class _...
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import os import warnings from typing import List, Optional from ...tokenization_utils_base import BatchEncoding from ...utils import logging from .configuration_rag import RagConfig __lowerCAmelCase : Union[str, Any] =logging.get_logger(__name__) class _lowercase : '''simple docst...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer, TensorType, is_torch_available from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfigWithPast from ...utils import logging __lowerCAmelCase : int =loggi...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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import os from pickle import UnpicklingError from typing import Dict, Tuple import jax import jax.numpy as jnp import numpy as np from flax.serialization import from_bytes from flax.traverse_util import flatten_dict, unflatten_dict import transformers from .utils import logging __lowerCAmelCase : int ...
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import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, Sta...
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from packaging import version from .import_utils import is_accelerate_available if is_accelerate_available(): import accelerate def _UpperCamelCase ( lowercase__ ): if not is_accelerate_available(): return method __SCREAMING_SNAKE_CASE : List[Any] = version.pa...
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# DISCLAIMER: This code is strongly influenced by https://github.com/pesser/pytorch_diffusion # and https://github.com/hojonathanho/diffusion import math from dataclasses import dataclass from typing import List, Optional, Tuple, Union import numpy as np import torch from diffusers.configuration_utils import Confi...
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class _lowercase : '''simple docstring''' def __init__( self :Dict , lowerCAmelCase__ :Union[str, Any] , lowerCAmelCase__ :List[Any] , lowerCAmelCase__ :Dict ) -> Union[str, Any]: __SCREAMING_SNAKE_CASE : str = None...
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from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Features, Value from .base import TaskTemplate @dataclass(frozen=A__ ) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = field(default=''...
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import unittest from transformers import MPNetConfig, 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, ids_tensor, random_attention_mask from ...test_pipeline_mixin...
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def _UpperCamelCase ( lowercase__ = 10**9 ): __SCREAMING_SNAKE_CASE : List[str] = 1 __SCREAMING_SNAKE_CASE : int = 2 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 __SCREAMING_SNAKE_CASE : Dict = 0 __SCREAMING_SNAKE_CA...
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from ...configuration_utils import PretrainedConfig from ...utils import logging from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices __lowerCAmelCase : Optional[Any] =logging.get_logger(__name__) __lowerCAmelCase : str ={ 's...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = len(lowercase__ ) __SCREAMING_SNAKE_CASE : List[str] = [[False for _ in range(m + 1 )] for _ in ...
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from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Optiona...
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from scipy.stats import pearsonr import datasets __lowerCAmelCase : str ='\nPearson correlation coefficient and p-value for testing non-correlation.\nThe Pearson correlation coefficient measures the linear relationship between two datasets. The calculation of the p-value relies on the assumptio...
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import warnings from ...utils import logging from .image_processing_perceiver import PerceiverImageProcessor __lowerCAmelCase : Dict =logging.get_logger(__name__) class _lowercase ( A__ ): '''simple docstring''' def __init__( self :Tuple , *lowerCAmelCase...
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import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_mobilebert import MobileBertTokenizer __lowerCAmelCase : List[str] =logging.get_logger(__name__...
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import sys import webbrowser import requests from bsa import BeautifulSoup from fake_useragent import UserAgent if __name__ == "__main__": print('Googling.....') __lowerCAmelCase : int ='https://www.google.com/search?q=' + ' '.join(sys.argv[1:]) __lowerCAmelCase : List...
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import os def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = len(grid[0] ) __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 __SCREAMING_SNAKE_CASE : Any = ...
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def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : str = 1 for i in range(1 , num + 1 ): fact *= i return fact def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : List[str] = 0 while number > 0: ...
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import inspect import unittest from transformers import MobileNetVaConfig 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_common import ConfigTester from ...te...
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def _UpperCamelCase ( lowercase__ = 600851475143 ): try: __SCREAMING_SNAKE_CASE : Optional[int] = int(lowercase__ ) except (TypeError, ValueError): raise TypeError('''Parameter n must be int or castable to int.''' ) if n <= 0: raise ValueEr...
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import os from datetime import datetime as dt from github import Github __lowerCAmelCase : List[Any] =[ 'good first issue', 'good second issue', 'good difficult issue', 'enhancement', 'new pipeline/model', 'new scheduler', 'wip', ] def _UpperCamelCase ( ): ...
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import argparse import os from pathlib import Path from typing import Dict import tensorflow as tf import torch from tqdm import tqdm from transformers import PegasusConfig, PegasusForConditionalGeneration, PegasusTokenizer from transformers.models.pegasus.configuration_pegasus import DEFAULTS, task_specific_param...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : Dict ={ 'google/canine-s': 'https://huggingface.co/google/canine-s/resolve/main/config.json', # See all CANINE mod...
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from __future__ import annotations def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ , lowercase__ , lowercase__ , ): __SCREAMING_SNAKE_CASE : List[Any] = len(lowercase__ ) # If row is equal to the size of the board it means the...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : Tuple ={ 'transfo-xl-wt103': 'https://huggingface.co/transfo-xl-wt103/resolve/main/config.json', } class _lowe...
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import re def _UpperCamelCase ( lowercase__ ): if len(re.findall('''[ATCG]''' , lowercase__ ) ) != len(lowercase__ ): raise ValueError('''Invalid Strand''' ) return dna.translate(dna.maketrans('''ATCG''' , '''TAGC''' ) ) if __name__ == "__main__": import doct...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Any ={ # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class _lowercase ( A__ ):...
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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_tensor if is_flax_availabl...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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from __future__ import annotations import string from itertools import cycle, product from pathlib import Path __lowerCAmelCase : str =( string.ascii_letters + string.digits + string.punctuation + string.whitespace ) __lowerCAmelCase : list[int] =[ord(letter) for letter in...
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import math from numpy import inf from scipy.integrate import quad def _UpperCamelCase ( lowercase__ ): if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase__ , 0 , lowercase__ , args=(lowercase__) )[0] def _UpperCamelCase ( l...
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import os def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = len(grid[0] ) __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 __SCREAMING_SNAKE_CASE : Any = ...
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def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): if principal <= 0: raise Exception('''Principal borrowed must be > 0''' ) if rate_per_annum < 0: raise Exception('''Rate of interest must be >= 0''' ) if years_to_repay <= 0 or not isinsta...
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from jiwer import compute_measures import datasets __lowerCAmelCase : str ='\\n@inproceedings{inproceedings,\n author = {Morris, Andrew and Maier, Viktoria and Green, Phil},\n year = {2004},\n month = {01},\n pages = {},\n title = {From WER and RIL to MER and WIL: improved evalua...
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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = prime_factors(lowercase__ ) if is_square_free(lowercase__ ): return -1 if len(lowercase__ ) % 2 else 1 ...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Optional[int] =logging.get_logger(__name__) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : Dict = '''timm_backbone''' ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : Any ={ 'configuration_llama': ['LLAMA_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Llama...
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import importlib import torch import yaml from omegaconf import OmegaConf from taming.models.vqgan import VQModel def _UpperCamelCase ( lowercase__ , lowercase__=False ): __SCREAMING_SNAKE_CASE : Any = OmegaConf.load(lowercase__ ) if display: print(yaml.dump(O...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : List[Any] ={ 'google/switch-base-8': 'https://huggingface.co/google/switch-base-8/blob/main/config.json', } class _...
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import os import tempfile import unittest import numpy as np from diffusers.utils import is_flax_available from diffusers.utils.testing_utils import require_flax, slow if is_flax_available(): import jax import jax.numpy as jnp from flax.jax_utils import replicate from flax.training.common...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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# This is the module that test_patching.py uses to test patch_submodule() import os # noqa: this is just for tests import os as renamed_os # noqa: this is just for tests from os import path # noqa: this is just for tests from os import path as renamed_path # noqa: this is just for tests from os.path import join...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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import inspect import unittest import numpy as np from transformers import BeitConfig from transformers.testing_utils import require_flax, require_vision, slow from transformers.utils import cached_property, is_flax_available, is_vision_available from ...test_configuration_common import ConfigTester from ...test_...
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import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, Sta...
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from __future__ import annotations import unittest from transformers import MobileBertConfig, is_tf_available from transformers.models.auto import get_values from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModel...
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# DISCLAIMER: This code is strongly influenced by https://github.com/pesser/pytorch_diffusion # and https://github.com/hojonathanho/diffusion import math from dataclasses import dataclass from typing import List, Optional, Tuple, Union import numpy as np import torch from diffusers.configuration_utils import Confi...
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import logging import os from .state import PartialState class _lowercase ( logging.LoggerAdapter ): '''simple docstring''' @staticmethod def __magic_name__( lowerCAmelCase__ :List[str] ) -> List[str]: __SCREAMING_SNAKE_CASE : Optional[int] ...
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from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Features, Value from .base import TaskTemplate @dataclass(frozen=A__ ) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = field(default=''...
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from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : D...
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def _UpperCamelCase ( lowercase__ = 10**9 ): __SCREAMING_SNAKE_CASE : List[str] = 1 __SCREAMING_SNAKE_CASE : int = 2 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 __SCREAMING_SNAKE_CASE : Dict = 0 __SCREAMING_SNAKE_CA...
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import unittest from transformers import ( MODEL_FOR_OBJECT_DETECTION_MAPPING, AutoFeatureExtractor, AutoModelForObjectDetection, ObjectDetectionPipeline, is_vision_available, pipeline, ) from transformers.testing_utils import ( is_pipeline_test, nested_simplify, require_pytesser...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = len(lowercase__ ) __SCREAMING_SNAKE_CASE : List[str] = [[False for _ in range(m + 1 )] for _ in ...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Union[str, Any] = 1 # To kept the Calculated Value # Since C(n, k) = C(n, n-k) if k > (n - k): __SCREAMING_SNAKE_CASE : List[Any] = n - k # Calculate C(n,k) ...
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from scipy.stats import pearsonr import datasets __lowerCAmelCase : str ='\nPearson correlation coefficient and p-value for testing non-correlation.\nThe Pearson correlation coefficient measures the linear relationship between two datasets. The calculation of the p-value relies on the assumptio...
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import os from typing import Dict, List, Union import tensorflow as tf from keras_nlp.tokenizers import BytePairTokenizer from tensorflow_text import pad_model_inputs from .tokenization_gpta import GPTaTokenizer class _lowercase ( tf.keras.layers.Layer ): '''simple docstring''' def __init...
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import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_mobilebert import MobileBertTokenizer __lowerCAmelCase : List[str] =logging.get_logger(__name__...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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import os def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = len(grid[0] ) __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 __SCREAMING_SNAKE_CASE : Any = ...
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from collections.abc import Iterable from typing import Any class _lowercase : '''simple docstring''' def __init__( self :Any , lowerCAmelCase__ :int | None = None ) -> str: __SCREAMING_SNAKE_CASE : List[Any] = value __SCREAMING_...
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import inspect import unittest from transformers import MobileNetVaConfig 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_common import ConfigTester from ...te...
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import importlib import inspect import os import re # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_config_docstrings.py __lowerCAmelCase : int ='src/transformers' # This is to make sure the transformers module impo...
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import os from datetime import datetime as dt from github import Github __lowerCAmelCase : List[Any] =[ 'good first issue', 'good second issue', 'good difficult issue', 'enhancement', 'new pipeline/model', 'new scheduler', 'wip', ] def _UpperCamelCase ( ): ...
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# Copyright 2023 The HuggingFace Inc. 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 # # Unless required by a...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : Dict ={ 'google/canine-s': 'https://huggingface.co/google/canine-s/resolve/main/config.json', # See all CANINE mod...
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import json import os import re import unittest from transformers import CodeGenTokenizer, CodeGenTokenizerFast from transformers.models.codegen.tokenization_codegen import VOCAB_FILES_NAMES from transformers.testing_utils import require_tokenizers, slow from ...test_tokenization_common import TokenizerTesterMixin...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : Tuple ={ 'transfo-xl-wt103': 'https://huggingface.co/transfo-xl-wt103/resolve/main/config.json', } class _lowe...
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__lowerCAmelCase : dict[str, float] ={ "km/h": 1.0, "m/s": 3.6, "mph": 1.6_0_9_3_4_4, "knot": 1.8_5_2, } __lowerCAmelCase : dict[str, float] ={ "km/h": 1.0, "m/s": 0.2_7_7_7_7_7_7_7_8, "mph": 0.6_2_1_3_7_1_1_9_2, "knot": 0.5_3_9_9_5_6_8_0_3, } ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Any ={ # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class _lowercase ( A__ ):...
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import argparse import json import os from pathlib import Path import requests import torch from transformers import JukeboxConfig, JukeboxModel from transformers.utils import logging logging.set_verbosity_info() __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : ...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent __lowerCAmelCase : Optional[int] ={'UserAgent': UserAgent().random} def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = ...
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import math from numpy import inf from scipy.integrate import quad def _UpperCamelCase ( lowercase__ ): if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase__ , 0 , lowercase__ , args=(lowercase__) )[0] def _UpperCamelCase ( l...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): if principal <= 0: raise Exception('''Principal borrowed must be > 0''' ) if rate_per_annum < 0: raise Exception('''Rate of interest must be >= 0''' ) if years_to_repay <= 0 or not isinsta...
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import inspect import unittest from typing import List import numpy as np from transformers import EfficientFormerConfig from transformers.testing_utils import require_tf, require_vision, slow from transformers.utils import cached_property, is_tf_available, is_vision_available from ...test_configuration_common im...
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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = prime_factors(lowercase__ ) if is_square_free(lowercase__ ): return -1 if len(lowercase__ ) % 2 else 1 ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tensorflow_text_available, is_tf_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : List[str] ={ 'configuration_be...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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import os from datetime import datetime as dt from github import Github __lowerCAmelCase : List[Any] =[ 'good first issue', 'good second issue', 'good difficult issue', 'enhancement', 'new pipeline/model', 'new scheduler', 'wip', ] def _UpperCamelCase ( ): ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : Any ={ 'configuration_llama': ['LLAMA_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Llama...
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import datetime import platform import subprocess from typing import Optional, Tuple, Union import numpy as np def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = F'''{sampling_rate}''' __SCREAMING_SNAKE_CASE : str = '''1'''...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : List[Any] ={ 'google/switch-base-8': 'https://huggingface.co/google/switch-base-8/blob/main/config.json', } class _...
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import unittest from queue import Empty from threading import Thread from transformers import AutoTokenizer, TextIteratorStreamer, TextStreamer, is_torch_available from transformers.testing_utils import CaptureStdout, require_torch, torch_device from ..test_modeling_common import ids_tensor if is_torch_available...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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import argparse import torch from transformers import GPTaConfig, GPTaModel, load_tf_weights_in_gpta from transformers.utils import CONFIG_NAME, WEIGHTS_NAME, logging logging.set_verbosity_info() def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): # Construct model ...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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from __future__ import annotations from collections.abc import Sequence from typing import Literal def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = list(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = list(...
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import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, Sta...
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from __future__ import annotations import math from collections import Counter from string import ascii_lowercase def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE , __SCREAMING_SNAKE_CASE : Any = analyze_text(lowercase__ ) __SCREAMING_SNAKE_CASE : Union[str, A...
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# DISCLAIMER: This code is strongly influenced by https://github.com/pesser/pytorch_diffusion # and https://github.com/hojonathanho/diffusion import math from dataclasses import dataclass from typing import List, Optional, Tuple, Union import numpy as np import torch from diffusers.configuration_utils import Confi...
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import gc import random import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, EulerAncestralDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, Sta...
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from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Features, Value from .base import TaskTemplate @dataclass(frozen=A__ ) class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : str = field(default=''...
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import unittest from pathlib import Path from tempfile import NamedTemporaryFile, TemporaryDirectory from transformers import BertConfig, BertTokenizerFast, FeatureExtractionPipeline from transformers.convert_graph_to_onnx import ( convert, ensure_valid_input, generate_identified_filename, infer_sha...
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def _UpperCamelCase ( lowercase__ = 10**9 ): __SCREAMING_SNAKE_CASE : List[str] = 1 __SCREAMING_SNAKE_CASE : int = 2 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 __SCREAMING_SNAKE_CASE : Dict = 0 __SCREAMING_SNAKE_CA...
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def _UpperCamelCase ( lowercase__ = 10**9 ): __SCREAMING_SNAKE_CASE : List[str] = 1 __SCREAMING_SNAKE_CASE : int = 2 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 __SCREAMING_SNAKE_CASE : Dict = 0 __SCREAMING_SNAKE_CA...
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def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = len(lowercase__ ) __SCREAMING_SNAKE_CASE : List[str] = [[False for _ in range(m + 1 )] for _ in ...
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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.tokenization_transfo_xl import CORPUS_NA...
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from scipy.stats import pearsonr import datasets __lowerCAmelCase : str ='\nPearson correlation coefficient and p-value for testing non-correlation.\nThe Pearson correlation coefficient measures the linear relationship between two datasets. The calculation of the p-value relies on the assumptio...
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import unittest from transformers import SqueezeBertConfig, is_torch_available from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_tensor, ...
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import json from typing import List, Optional, Tuple from tokenizers import normalizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_mobilebert import MobileBertTokenizer __lowerCAmelCase : List[str] =logging.get_logger(__name__...
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from __future__ import annotations def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Dict = 0.00 __SCREAMING_SNAKE_CASE : Union[str, Any] = 0 for resistor in resistors: if resistor <= 0: __SCREAMING_SNAKE_CASE : List...
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import os def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[Any] = len(grid[0] ) __SCREAMING_SNAKE_CASE : str = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 __SCREAMING_SNAKE_CASE : Any = ...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : List[str] ={ 'configuration_lxmert': ['LXMERT_PRETRAINED_CONFIG_ARCHIVE_MAP', 'LxmertCo...
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import inspect import unittest from transformers import MobileNetVaConfig 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_common import ConfigTester from ...te...
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def _UpperCamelCase ( lowercase__ ): 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__ )] if __name__ == "__main__": print(hexagonal_numbers(length...
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import os from datetime import datetime as dt from github import Github __lowerCAmelCase : List[Any] =[ 'good first issue', 'good second issue', 'good difficult issue', 'enhancement', 'new pipeline/model', 'new scheduler', 'wip', ] def _UpperCamelCase ( ): ...
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from __future__ import annotations class _lowercase : '''simple docstring''' def __init__( self :Optional[int] , lowerCAmelCase__ :str , lowerCAmelCase__ :str ) -> List[Any]: __SCREAMING_SNAKE_CASE , __SCREAMING_SNAKE_CASE : Any ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : Dict ={ 'google/canine-s': 'https://huggingface.co/google/canine-s/resolve/main/config.json', # See all CANINE mod...
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import time import unittest from transformers import is_torch_available from transformers.testing_utils import require_torch, torch_device from ..test_modeling_common import ids_tensor if is_torch_available(): import torch from transformers.generation import ( MaxLengthCriteria, ...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : List[Any] =logging.get_logger(__name__) __lowerCAmelCase : Tuple ={ 'transfo-xl-wt103': 'https://huggingface.co/transfo-xl-wt103/resolve/main/config.json', } class _lowe...
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from typing import Any def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ , lowercase__ , lowercase__ , ): _validation( lowercase__ , lowercase__ , lowercase__ , lowercase__ , lowercase__ , ) # Cr...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : str =logging.get_logger(__name__) __lowerCAmelCase : Any ={ # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert } class _lowercase ( A__ ):...
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import math def _UpperCamelCase ( lowercase__ , lowercase__ ): __SCREAMING_SNAKE_CASE : Dict = len(lowercase__ ) __SCREAMING_SNAKE_CASE : Any = int(math.floor(math.sqrt(lowercase__ ) ) ) __SCREAMING_SNAKE_CASE : Optional[int] = 0 ...
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import os import sys import unittest __lowerCAmelCase : List[Any] =os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) sys.path.append(os.path.join(git_repo_path, 'utils')) import check_dummies # noqa: E402 from check_dummies import create_dummy_files, create_dummy_obj...
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import numpy as np from numpy import ndarray from scipy.optimize import Bounds, LinearConstraint, minimize def _UpperCamelCase ( lowercase__ ): return np.dot(lowercase__ , lowercase__ ) class _lowercase : '''simple docstring''' def __init__( self :Dict , *, ...
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import math from numpy import inf from scipy.integrate import quad def _UpperCamelCase ( lowercase__ ): if num <= 0: raise ValueError('''math domain error''' ) return quad(lowercase__ , 0 , lowercase__ , args=(lowercase__) )[0] def _UpperCamelCase ( l...
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import tempfile import torch from diffusers import PNDMScheduler from .test_schedulers import SchedulerCommonTest class _lowercase ( A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : List[str] = (PNDMScheduler,) SCREAMING_SNAKE_CASE__ : Optional[...
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def _UpperCamelCase ( lowercase__ , lowercase__ , lowercase__ ): if principal <= 0: raise Exception('''Principal borrowed must be > 0''' ) if rate_per_annum < 0: raise Exception('''Rate of interest must be >= 0''' ) if years_to_repay <= 0 or not isinsta...
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from ..utils import DummyObject, requires_backends class _lowercase ( metaclass=A__ ): '''simple docstring''' SCREAMING_SNAKE_CASE__ : Dict = ['''speech'''] def __init__( self :Union[str, Any] , *lowerCAmelCase__ :Any , **lowerCAmelCase...
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from maths.is_square_free import is_square_free from maths.prime_factors import prime_factors def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Tuple = prime_factors(lowercase__ ) if is_square_free(lowercase__ ): return -1 if len(lowercase__ ) % 2 else 1 ...
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from scipy.stats import pearsonr import datasets __lowerCAmelCase : str ='\nPearson correlation coefficient and p-value for testing non-correlation.\nThe Pearson correlation coefficient measures the linear relationship between two datasets. The calculation of the p-value relies on the assumptio...
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import json import os import shutil import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from requests.exceptions import HTTPError from transformers import AutoConfig, BertConfig, GPTaConfig from transformers.configuratio...
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# this script reports modified .py files under the desired list of top-level sub-dirs passed as a list of arguments, e.g.: # python ./utils/get_modified_files.py utils src tests examples # # it uses git to find the forking point and which files were modified - i.e. files not under git won't be considered # since t...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available, is_torch_available, ) __lowerCAmelCase : Any ={ 'configuration_llama': ['LLAMA_PRETRAINED_CONFIG_ARCHIVE_MAP', 'Llama...
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import argparse import json from pathlib import Path import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import YolosConfig, YolosForObjectDetection, YolosImageProcessor from transformers.utils import logging logging.set_verbosity_info() __lowerCAmelCa...
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from ...configuration_utils import PretrainedConfig from ...utils import logging __lowerCAmelCase : Dict =logging.get_logger(__name__) __lowerCAmelCase : List[Any] ={ 'google/switch-base-8': 'https://huggingface.co/google/switch-base-8/blob/main/config.json', } class _...
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import dataclasses import json import sys import types from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError from copy import copy from enum import Enum from inspect import isclass from pathlib import Path from typing import Any, Callable, Dict, Iterable, List, Literal, NewType, Optio...
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from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class _lowercase ( A__ ): '''simple docstring''' SCREAMING_S...
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def _UpperCamelCase ( lowercase__ ): if not isinstance(lowercase__ , lowercase__ ): raise TypeError('''only integers accepted as input''' ) else: __SCREAMING_SNAKE_CASE : int = str(abs(lowercase__ ) ) __SCREAMING_SNAKE_CASE : Union[str, ...
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from datetime import datetime import requests def _UpperCamelCase ( lowercase__ ): __SCREAMING_SNAKE_CASE : Optional[int] = '''https://downloadgram.net/wp-json/wppress/video-downloader/video?url=''' __SCREAMING_SNAKE_CASE : Tuple = requests.get(base_url + url ).js...
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