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import os from itertools import chain from random import randrange, shuffle import pytest from .sola import PokerHand lowerCAmelCase = ( '''4S 3H 2C 7S 5H''', '''9D 8H 2C 6S 7H''', '''2D 6D 9D TH 7D''', '''TC 8C 2S JH 6C''', '''JH 8S TH AH QH''', '''TS KS 5S 9S AC''', '''KD 6S 9D T...
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from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent lowerCAmelCase = {'''UserAgent''': UserAgent().random} def _lowerCamelCase( lowercase__ ) -> dict: '''simple docstring''' __lowercase= scr...
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import gc import unittest import numpy as np import torch import torch.nn.functional as F from transformers import ( ClapTextConfig, ClapTextModelWithProjection, RobertaTokenizer, SpeechTaHifiGan, SpeechTaHifiGanConfig, ) from diffusers import ( AudioLDMPipeline, AutoencoderKL, DDIM...
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from typing import Any import numpy as np def _lowerCamelCase( lowercase__ ) -> bool: '''simple docstring''' return np.array_equal(lowercase__ , matrix.conjugate().T ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''sim...
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import string import numpy def _lowerCamelCase( lowercase__ , lowercase__ ) -> Optional[Any]: '''simple docstring''' return b if a == 0 else greatest_common_divisor(b % a , lowercase__ ) class A : UpperCamelCase_ : List[Any] =string.a...
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from math import ceil from typing import List, Optional, Union import numpy as np from ...audio_utils import mel_filter_bank, spectrogram, window_function from ...feature_extraction_sequence_utils import BatchFeature, SequenceFeatureExtractor from ...utils import TensorType, logging lowerCAmelCase = logging....
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import itertools import random import unittest import numpy as np from transformers import is_speech_available from transformers.testing_utils import require_torch, require_torchaudio from ...test_sequence_feature_extraction_common import SequenceFeatureExtractionTestMixin if is_speech_available(): from tr...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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import json import os from datetime import date from pathlib import Path from tabulate import DataRow, TableFormat, tabulate lowerCAmelCase = TableFormat( lineabove=None, linebelowheader=None, linebetweenrows=None, linebelow=None, headerrow=DataRow('''''', '''|''', '''|'''), datarow=Da...
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# DISCLAIMER: This file is strongly influenced by https://github.com/yang-song/score_sde_pytorch import math from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from ...
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from __future__ import annotations def _lowerCamelCase( lowercase__ , lowercase__ = None ) -> list[list[str]]: '''simple docstring''' __lowercase= word_bank or [] # create a table __lowercase= len(a__ ) + 1 __lowercase= [] for _ in range(a__ ...
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import gc import tempfile import unittest import numpy as np import torch from diffusers import VersatileDiffusionPipeline from diffusers.utils.testing_utils import load_image, nightly, require_torch_gpu, torch_device lowerCAmelCase = False class A ( unittest.TestCase ): pass @...
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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 = logging.get_logger(__name__) lowerCAmelCase = { '''shi-labs/nat-mini-in1k-224''': '''https://huggingface...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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"""simple docstring""" import collections from typing import List, Optional, Union from ...tokenization_utils_base import BatchEncoding from ...utils import TensorType, add_end_docstrings, add_start_docstrings, logging from ..bert.tokenization_bert import BertTokenizer lowerCAmelCase = logging.get_logger(...
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import math from datetime import datetime, timedelta def _lowerCamelCase( lowercase__ ) -> datetime: '''simple docstring''' __lowercase= year % 1_9 __lowercase= year % 4 __lowercase= year % 7 __lowercase= math.floor(year / 1_0_0 ) __lowercase= ...
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import warnings from diffusers import StableDiffusionInpaintPipeline as StableDiffusionInpaintPipeline # noqa F401 warnings.warn( '''The `inpainting.py` script is outdated. Please use directly `from diffusers import''' ''' StableDiffusionInpaintPipeline` instead.''' )
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...file_utils import TensorType, is_torch_available from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.ut...
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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_attention_mask if is_torch_...
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from math import factorial, radians def _lowerCamelCase( lowercase__ , lowercase__ = 1_8 , lowercase__ = 1_0 ) -> float: '''simple docstring''' __lowercase= angle_in_degrees - ((angle_in_degrees // 360.0) * 360.0) # Converting from degrees to radians __l...
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from __future__ import annotations import pandas as pd def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ ) -> list[int]: '''simple docstring''' __lowercase= [0] * no_of_processes __lowercase= [0] * no_of_processes # Copy the burst time in...
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lowerCAmelCase = [ 9_9_9, 8_0_0, 7_9_9, 6_0_0, 5_9_9, 5_0_0, 4_0_0, 3_9_9, 3_7_7, 3_5_5, 3_3_3, 3_1_1, 2_8_8, 2_6_6, 2_4_4, 2_2_2, 2_0_0, 1_9_9, 1_7_7, 1_5_5, 1_3_3, 1_1_1, 8_8, 6_6, 4_4, 2_2, 0, ] lowerC...
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"""simple docstring""" import logging import math from functools import partial from typing import Any, Callable, Dict, Iterable, List, Optional, Sequence, Tuple, Union import torch from .tensor_utils import tensor_tree_map, tree_map def _lowerCamelCase( lowercase__ ) -> List[Tuple[int...
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from __future__ import annotations import numpy as np def _lowerCamelCase( lowercase__ ) -> str: '''simple docstring''' return np.maximum(0 , lowercase__ ) if __name__ == "__main__": print(np.array(relu([-1, 0, 5]))) # --> [0, 0, 5]
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import importlib import os from dataclasses import dataclass from enum import Enum from typing import Any, Dict, Optional, Union import torch from ..utils import BaseOutput lowerCAmelCase = '''scheduler_config.json''' class A ( A_ ): UpperCamelCase_ : List[Any] =1 ...
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def _lowerCamelCase( lowercase__ = 1_0_0_0 ) -> int: '''simple docstring''' __lowercase= 2**power __lowercase= str(lowercase__ ) __lowercase= list(lowercase__ ) __lowercase= 0 for i in list_num: sum_of_num += int(lowercase__ ) return sum_o...
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import unittest import numpy as np from transformers.testing_utils import is_flaky, 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_available(): impo...
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import logging import os from dataclasses import dataclass, field from typing import Dict, Optional import datasets import numpy as np import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, EvalPrediction, HfArgumentParser, PreTrainedTokenizer, TFAutoModelForSequenceC...
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def _lowerCamelCase( lowercase__ = 1_0_0_0_0_0_0 ) -> Any: '''simple docstring''' __lowercase= [i - 1 for i in range(limit + 1 )] for i in range(2 , limit + 1 ): if phi[i] == i - 1: for j in range(2 * i , limit + 1 , lowercase__ ): ...
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import inspect import unittest from math import floor from transformers import CvtConfig from transformers.file_utils import cached_property, is_torch_available, is_vision_available from transformers.testing_utils import require_torch, require_vision, slow, torch_device from ...test_configuration_common import Con...
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class A : """simple docstring""" def __init__(self ): __lowercase= """""" __lowercase= """""" __lowercase= [] def _A (self , lowerCAmelCase , lowerCAmelCase ): if m == -1: return n + 1 elif...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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import argparse import json from pathlib import Path import requests import timm import torch from huggingface_hub import hf_hub_download from PIL import Image from transformers import AutoImageProcessor, SwinvaConfig, SwinvaForImageClassification def _lowerCamelCase( lowercase__ ) -> List...
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import os import re import shutil from argparse import ArgumentParser, Namespace from datasets.commands import BaseDatasetsCLICommand from datasets.utils.logging import get_logger lowerCAmelCase = '''<<<<<<< This should probably be modified because it mentions: ''' lowerCAmelCase = '''======= >>>>>>> '''...
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import logging import random import ray from transformers import RagConfig, RagRetriever, RagTokenizer from transformers.models.rag.retrieval_rag import CustomHFIndex lowerCAmelCase = logging.getLogger(__name__) class A : def __init__(self ): __lowercase= ...
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from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig lowerCAmelCase = { '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''', '''albert-large-v1''': '''https://huggingface...
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import random from typing import Any def _lowerCamelCase( lowercase__ ) -> list[Any]: '''simple docstring''' for _ in range(len(lowercase__ ) ): __lowercase= random.randint(0 , len(lowercase__ ) - 1 ) __lowercase= random.randint(0 ,...
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import argparse import re import requests import torch # git clone https://github.com/salesforce/BLIP.git from models.blip import blip_decoder from models.blip_itm import blip_itm from models.blip_vqa import blip_vqa from PIL import Image from torchvision import transforms from torchvision.transforms.functional im...
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import gc import inspect import unittest import torch from parameterized import parameterized from diffusers import PriorTransformer from diffusers.utils import floats_tensor, slow, torch_all_close, torch_device from diffusers.utils.testing_utils import enable_full_determinism from .test_modeling_common import Mo...
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from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass lowerCAmelCase = (3, 9, -1_1, 0, 7, 5, 1, -1) lowerCAmelCase = (4, 6, 2, 0, 8, 1_0, 3, -2) @dataclass class A : UpperCamelCase_ : int UpperCamelCase_ ...
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import requests lowerCAmelCase = '''''' # <-- Put your OpenWeatherMap appid here! lowerCAmelCase = '''https://api.openweathermap.org/data/2.5/''' def _lowerCamelCase( lowercase__ = "Chicago" , lowercase__ = APPID ) -> Dict: '''simple docstring''' return requests...
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from __future__ import annotations from collections.abc import Callable def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ = 1_0_0 , ) -> float: '''simple docstring''' __lowercase= x_start __lowercase= fnc(lowercase...
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from sympy import diff, lambdify, symbols from sympy.functions import * # noqa: F403 def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ = "x" , lowercase__ = 1_0**-1_0 , lowercase__ = 1 , ) -> complex: '''simple docstring''' __lowercas...
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import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_...
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import warnings from ...utils import logging from .image_processing_deit import DeiTImageProcessor lowerCAmelCase = logging.get_logger(__name__) class A ( snake_case_ ): def __init__(self , *lowerCAmelCase , **lowerCAmelCase ): warnings.warn( 'The ...
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from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent lowerCAmelCase = {'''UserAgent''': UserAgent().random} def _lowerCamelCase( lowercase__ ) -> dict: '''simple docstring''' __lowercase= scr...
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import os import unittest from transformers.models.phobert.tokenization_phobert import VOCAB_FILES_NAMES, PhobertTokenizer from ...test_tokenization_common import TokenizerTesterMixin class A ( __lowerCAmelCase , unittest.TestCase ): UpperCamelCase_ : Tuple =PhobertTokenize...
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from typing import Any import numpy as np def _lowerCamelCase( lowercase__ ) -> bool: '''simple docstring''' return np.array_equal(lowercase__ , matrix.conjugate().T ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''sim...
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from collections.abc import Callable import numpy as np def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ , lowercase__ ) -> List[Any]: '''simple docstring''' __lowercase= int(np.ceil((x_end - xa) / step_size ) ...
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from math import ceil from typing import List, Optional, Union import numpy as np from ...audio_utils import mel_filter_bank, spectrogram, window_function from ...feature_extraction_sequence_utils import BatchFeature, SequenceFeatureExtractor from ...utils import TensorType, logging lowerCAmelCase = logging....
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from sklearn.metrics import mean_squared_error import datasets lowerCAmelCase = '\\n@article{scikit-learn,\n title={Scikit-learn: Machine Learning in {P}ython},\n author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.\n and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, ...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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import jax.numpy as jnp from ...utils import logging from ..ta.modeling_flax_ta import FlaxTaEncoderModel, FlaxTaForConditionalGeneration, FlaxTaModel from .configuration_mta import MTaConfig lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = '''T5Config''' def _lowerCamelCase( lo...
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# DISCLAIMER: This file is strongly influenced by https://github.com/yang-song/score_sde_pytorch import math from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from ...
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import copy import os from typing import Union from ...configuration_utils import PretrainedConfig from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = { '''BridgeTower/bridgetower-base''': '''https://huggingface.co/BridgeTower/bridgetower-base/blob/main/config....
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import gc import tempfile import unittest import numpy as np import torch from diffusers import VersatileDiffusionPipeline from diffusers.utils.testing_utils import load_image, nightly, require_torch_gpu, torch_device lowerCAmelCase = False class A ( unittest.TestCase ): pass @...
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import json import os from datetime import date from pathlib import Path from tabulate import DataRow, TableFormat, tabulate lowerCAmelCase = TableFormat( lineabove=None, linebelowheader=None, linebetweenrows=None, linebelow=None, headerrow=DataRow('''''', '''|''', '''|'''), datarow=Da...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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"""simple docstring""" def _lowerCamelCase( lowercase__ , lowercase__ ) -> int: '''simple docstring''' while second != 0: __lowercase= first & second first ^= second __lowercase= c << 1 return first if __name__ == "__main__": import doctest docte...
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import math from datetime import datetime, timedelta def _lowerCamelCase( lowercase__ ) -> datetime: '''simple docstring''' __lowercase= year % 1_9 __lowercase= year % 4 __lowercase= year % 7 __lowercase= math.floor(year / 1_0_0 ) __lowercase= ...
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from ....configuration_utils import PretrainedConfig from ....utils import logging lowerCAmelCase = logging.get_logger(__name__) # TODO: upload to AWS lowerCAmelCase = { 'yjernite/retribert-base-uncased': ( 'https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/config.json' ), ...
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...file_utils import TensorType, is_torch_available from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.ut...
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import argparse import logging import os import datasets import tensorflow as tf from transformers import AutoTokenizer lowerCAmelCase = logging.getLogger(__name__) def _lowerCamelCase( ) -> Optional[int]: '''simple docstring''' __lowercase= argparse.ArgumentParser( ...
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from math import factorial, radians def _lowerCamelCase( lowercase__ , lowercase__ = 1_8 , lowercase__ = 1_0 ) -> float: '''simple docstring''' __lowercase= angle_in_degrees - ((angle_in_degrees // 360.0) * 360.0) # Converting from degrees to radians __l...
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import itertools import json import linecache import os import pickle import re import socket import string from collections import Counter from logging import getLogger from pathlib import Path from typing import Callable, Dict, Iterable, List import git import torch from torch.utils.data import Dataset from tran...
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lowerCAmelCase = [ 9_9_9, 8_0_0, 7_9_9, 6_0_0, 5_9_9, 5_0_0, 4_0_0, 3_9_9, 3_7_7, 3_5_5, 3_3_3, 3_1_1, 2_8_8, 2_6_6, 2_4_4, 2_2_2, 2_0_0, 1_9_9, 1_7_7, 1_5_5, 1_3_3, 1_1_1, 8_8, 6_6, 4_4, 2_2, 0, ] lowerC...
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"""simple docstring""" import requests lowerCAmelCase = '''''' # <-- Put your OpenWeatherMap appid here! lowerCAmelCase = '''https://api.openweathermap.org/data/2.5/''' def _lowerCamelCase( lowercase__ = "Chicago" , lowercase__ = APPID ) -> List[Any]: '''simple docst...
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from __future__ import annotations import numpy as np def _lowerCamelCase( lowercase__ ) -> str: '''simple docstring''' return np.maximum(0 , lowercase__ ) if __name__ == "__main__": print(np.array(relu([-1, 0, 5]))) # --> [0, 0, 5]
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import argparse import torch from transformers import ( EncodecConfig, EncodecFeatureExtractor, EncodecModel, logging, ) # checkpoints downloaded from: # https://dl.fbaipublicfiles.com/encodec/v0/encodec_24khz-d7cc33bc.th # https://huggingface.co/facebook/musicgen-small/resolve/main/compression_s...
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def _lowerCamelCase( lowercase__ = 1_0_0_0 ) -> int: '''simple docstring''' __lowercase= 2**power __lowercase= str(lowercase__ ) __lowercase= list(lowercase__ ) __lowercase= 0 for i in list_num: sum_of_num += int(lowercase__ ) return sum_o...
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import argparse import pytorch_lightning as pl import torch from torch import nn from transformers import LongformerForQuestionAnswering, LongformerModel class A ( pl.LightningModule ): def __init__(self , lowerCAmelCase ): super().__init__() __lowercase= mo...
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import logging import os from dataclasses import dataclass, field from typing import Dict, Optional import datasets import numpy as np import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, EvalPrediction, HfArgumentParser, PreTrainedTokenizer, TFAutoModelForSequenceC...
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import math def _lowerCamelCase( lowercase__ = 1_0_0 ) -> int: '''simple docstring''' __lowercase= sum(i * i for i in range(1 , n + 1 ) ) __lowercase= int(math.pow(sum(range(1 , n + 1 ) ) , 2 ) ) return square_of_sum -...
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import inspect import unittest from math import floor from transformers import CvtConfig from transformers.file_utils import cached_property, is_torch_available, is_vision_available from transformers.testing_utils import require_torch, require_vision, slow, torch_device from ...test_configuration_common import Con...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_tokenizers_available, is_torch_available, ) lowerCAmelCase = { '''configuration_mobilebert''': [ '''MOBILEBERT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''M...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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def _lowerCamelCase( lowercase__ , lowercase__ ) -> Dict: '''simple docstring''' if number < 0 or shift_amount < 0: raise ValueError('both inputs must be positive integers' ) __lowercase= str(bin(lowerCamelCase__ ) ) binary_number += "0" * shift_amount ...
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import os import re import shutil from argparse import ArgumentParser, Namespace from datasets.commands import BaseDatasetsCLICommand from datasets.utils.logging import get_logger lowerCAmelCase = '''<<<<<<< This should probably be modified because it mentions: ''' lowerCAmelCase = '''======= >>>>>>> '''...
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from collections import Counter import numpy as np from sklearn import datasets from sklearn.model_selection import train_test_split lowerCAmelCase = datasets.load_iris() lowerCAmelCase = np.array(data['''data''']) lowerCAmelCase = np.array(data['''target''']) lowerCAmelCase = data[''...
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from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig lowerCAmelCase = { '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''', '''albert-large-v1''': '''https://huggingface...
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from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available lowerCAmelCase = { 'configuration_instructblip': [ 'INSTRUCTBLIP_PRETRAINED_CONFIG_ARCHIVE_MAP', 'InstructBlipConfig', 'InstructBlipQFormerConfig', 'Instruc...
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import argparse import re import requests import torch # git clone https://github.com/salesforce/BLIP.git from models.blip import blip_decoder from models.blip_itm import blip_itm from models.blip_vqa import blip_vqa from PIL import Image from torchvision import transforms from torchvision.transforms.functional im...
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import sys from collections import defaultdict class A : def __init__(self ): __lowercase= [] def _A (self , lowerCAmelCase ): return self.node_position[vertex] def _A (self , lowerCAmelCase , lowerCAmelCase ): __lowe...
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from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass lowerCAmelCase = (3, 9, -1_1, 0, 7, 5, 1, -1) lowerCAmelCase = (4, 6, 2, 0, 8, 1_0, 3, -2) @dataclass class A : UpperCamelCase_ : int UpperCamelCase_ ...
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import copy from dataclasses import dataclass, field from typing import ClassVar, Dict from ..features import Audio, ClassLabel, Features from .base import TaskTemplate @dataclass(frozen=lowerCamelCase__ ) class A ( lowerCamelCase__ ): UpperCamelCase_ : Tuple =field(default='...
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from __future__ import annotations from collections.abc import Callable def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ = 1_0_0 , ) -> float: '''simple docstring''' __lowercase= x_start __lowercase= fnc(lowercase...
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def _lowerCamelCase( ) -> str: '''simple docstring''' __lowercase= 0 for i in range(1 , 1_0_0_1 ): total += i**i return str(lowercase__ )[-1_0:] if __name__ == "__main__": print(solution())
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import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_...
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import gc import random import unittest import numpy as np import torch from PIL import Image from diffusers import ( DDIMScheduler, KandinskyVaaImgaImgPipeline, KandinskyVaaPriorPipeline, UNetaDConditionModel, VQModel, ) from diffusers.utils import floats_tensor, load_image, load_numpy, slow, ...
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from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent lowerCAmelCase = {'''UserAgent''': UserAgent().random} def _lowerCamelCase( lowercase__ ) -> dict: '''simple docstring''' __lowercase= scr...
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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 # noqa: this is just for tests from os.path import join as renamed_join ...
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from typing import Any import numpy as np def _lowerCamelCase( lowercase__ ) -> bool: '''simple docstring''' return np.array_equal(lowercase__ , matrix.conjugate().T ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''sim...
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from math import factorial lowerCAmelCase = {str(d): factorial(d) for d in range(1_0)} def _lowerCamelCase( lowercase__ ) -> List[str]: '''simple docstring''' return sum(DIGIT_FACTORIAL[d] for d in str(A_ ) ) def _lowerCamelCase( ) -> Tuple: '...
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from math import ceil from typing import List, Optional, Union import numpy as np from ...audio_utils import mel_filter_bank, spectrogram, window_function from ...feature_extraction_sequence_utils import BatchFeature, SequenceFeatureExtractor from ...utils import TensorType, logging lowerCAmelCase = logging....
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from __future__ import annotations lowerCAmelCase = [-1_0, -5, 0, 5, 5.1, 1_1, 1_3, 2_1, 3, 4, -2_1, -1_0, -5, -1, 0] lowerCAmelCase = [-5, 0, 5, 5.1, 1_1, 1_3, 2_1, -1, 4, -1, -1_0, -5, -1, 0, -1] def _lowerCamelCase( lowercase__ ) -> List[str]: '''simple docstring''' _...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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from transformers import BertTokenizer, EncoderDecoderModel, SeqaSeqTrainer, SeqaSeqTrainingArguments from transformers.testing_utils import TestCasePlus, require_torch, slow from transformers.utils import is_datasets_available if is_datasets_available(): import datasets class A ( UpperCAmelCase_...
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# DISCLAIMER: This file is strongly influenced by https://github.com/yang-song/score_sde_pytorch import math from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from ...
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import argparse import shutil from pathlib import Path from tqdm import tqdm from transformers import AutoTokenizer def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__=1_0_2_4 ) -> Optional[Any]: '''simple docstring''' __lowercase,...
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import gc import tempfile import unittest import numpy as np import torch from diffusers import VersatileDiffusionPipeline from diffusers.utils.testing_utils import load_image, nightly, require_torch_gpu, torch_device lowerCAmelCase = False class A ( unittest.TestCase ): pass @...
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def _lowerCamelCase( lowercase__ ) -> int: '''simple docstring''' assert column_title.isupper() __lowercase= 0 __lowercase= len(__lowerCAmelCase ) - 1 __lowercase= 0 while index >= 0: __lowercase= (ord(column_title[index] ) - 6_4) * pow(2_6 ...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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"""simple docstring""" from .pipelines import DiffusionPipeline, ImagePipelineOutput # noqa: F401 from .utils import deprecate deprecate( '''pipelines_utils''', '''0.22.0''', '''Importing `DiffusionPipeline` or `ImagePipelineOutput` from diffusers.pipeline_utils is deprecated. Please import from d...
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import math from datetime import datetime, timedelta def _lowerCamelCase( lowercase__ ) -> datetime: '''simple docstring''' __lowercase= year % 1_9 __lowercase= year % 4 __lowercase= year % 7 __lowercase= math.floor(year / 1_0_0 ) __lowercase= ...
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from __future__ import annotations from collections import deque class A : def __init__(self , lowerCAmelCase ): __lowercase= [] self.adlist.append( {'value': '', 'next_states': [], 'fail_state': 0, 'output': []} ) for keyword in keywords: ...
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...file_utils import TensorType, is_torch_available from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.ut...
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def _lowerCamelCase( lowercase__ ) -> list: '''simple docstring''' if n_term == "": return [] __lowercase= [] for temp in range(int(snake_case__ ) ): series.append(F'1/{temp + 1}' if series else '1' ) return series if __name__ == "__main__": lowerCAmelC...
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from math import factorial, radians def _lowerCamelCase( lowercase__ , lowercase__ = 1_8 , lowercase__ = 1_0 ) -> float: '''simple docstring''' __lowercase= angle_in_degrees - ((angle_in_degrees // 360.0) * 360.0) # Converting from degrees to radians __l...
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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_squeezebert import SqueezeBertTokenizer lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = {'...
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lowerCAmelCase = [ 9_9_9, 8_0_0, 7_9_9, 6_0_0, 5_9_9, 5_0_0, 4_0_0, 3_9_9, 3_7_7, 3_5_5, 3_3_3, 3_1_1, 2_8_8, 2_6_6, 2_4_4, 2_2_2, 2_0_0, 1_9_9, 1_7_7, 1_5_5, 1_3_3, 1_1_1, 8_8, 6_6, 4_4, 2_2, 0, ] lowerC...
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"""simple docstring""" from abc import ABC, abstractmethod from argparse import ArgumentParser class A ( __SCREAMING_SNAKE_CASE ): @staticmethod @abstractmethod def _A (lowerCAmelCase ): raise NotImplementedError() @abstractmethod def ...
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from __future__ import annotations import numpy as np def _lowerCamelCase( lowercase__ ) -> str: '''simple docstring''' return np.maximum(0 , lowercase__ ) if __name__ == "__main__": print(np.array(relu([-1, 0, 5]))) # --> [0, 0, 5]
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from __future__ import annotations import os import tempfile import unittest from transformers import ConvBertConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin, ids_tensor,...
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def _lowerCamelCase( lowercase__ = 1_0_0_0 ) -> int: '''simple docstring''' __lowercase= 2**power __lowercase= str(lowercase__ ) __lowercase= list(lowercase__ ) __lowercase= 0 for i in list_num: sum_of_num += int(lowercase__ ) return sum_o...
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from __future__ import annotations import csv import requests from bsa import BeautifulSoup def _lowerCamelCase( lowercase__ = "" ) -> Union[str, Any]: '''simple docstring''' __lowercase= url or 'https://www.imdb.com/chart/top/?ref_=nv_mv_250' __lowercase= Beautiful...
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import logging import os from dataclasses import dataclass, field from typing import Dict, Optional import datasets import numpy as np import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, EvalPrediction, HfArgumentParser, PreTrainedTokenizer, TFAutoModelForSequenceC...
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import torch from diffusers import UnCLIPScheduler from .test_schedulers import SchedulerCommonTest class A ( _lowerCAmelCase ): UpperCamelCase_ : Tuple =(UnCLIPScheduler,) def _A (self , **lowerCAmelCase ): __lowercase= { 'num_t...
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import inspect import unittest from math import floor from transformers import CvtConfig from transformers.file_utils import cached_property, is_torch_available, is_vision_available from transformers.testing_utils import require_torch, require_vision, slow, torch_device from ...test_configuration_common import Con...
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from ...configuration_utils import PretrainedConfig from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = { '''s-JoL/Open-Llama-V1''': '''https://huggingface.co/s-JoL/Open-Llama-V1/blob/main/config.json''', } class A ( _a ): """simp...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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def _lowerCamelCase( lowercase__ , lowercase__ ) -> str: '''simple docstring''' __lowercase= int(__a ) # Initialize Result __lowercase= [] # Traverse through all denomination for denomination in reversed(__a ): # Find denominations while int(_...
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import os import re import shutil from argparse import ArgumentParser, Namespace from datasets.commands import BaseDatasetsCLICommand from datasets.utils.logging import get_logger lowerCAmelCase = '''<<<<<<< This should probably be modified because it mentions: ''' lowerCAmelCase = '''======= >>>>>>> '''...
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from unittest.mock import Mock, patch from file_transfer.send_file import send_file @patch('socket.socket' ) @patch('builtins.open' ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''simple docstring''' __lowercase= Mock()...
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from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig lowerCAmelCase = { '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''', '''albert-large-v1''': '''https://huggingface...
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import gc import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModelWithProjection, CLIPTokenizer from diffusers import HeunDiscreteScheduler, PriorTransformer, ShapEPipeline from diffusers.pipelines.shap_e import ShapERenderer from diffusers.utils import load_numpy, slo...
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import argparse import re import requests import torch # git clone https://github.com/salesforce/BLIP.git from models.blip import blip_decoder from models.blip_itm import blip_itm from models.blip_vqa import blip_vqa from PIL import Image from torchvision import transforms from torchvision.transforms.functional im...
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import unittest from transformers import load_tool from .test_tools_common import ToolTesterMixin class A ( unittest.TestCase , A_ ): def _A (self ): __lowercase= load_tool('text-classification' ) self.tool.setup() __lowercase= load_tool('te...
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from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass lowerCAmelCase = (3, 9, -1_1, 0, 7, 5, 1, -1) lowerCAmelCase = (4, 6, 2, 0, 8, 1_0, 3, -2) @dataclass class A : UpperCamelCase_ : int UpperCamelCase_ ...
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def _lowerCamelCase( lowercase__ = "The quick brown fox jumps over the lazy dog" , ) -> int: '''simple docstring''' __lowercase= set() # Replace all the whitespace in our sentence __lowercase= input_str.replace(' ' , '' ) for alpha in input_str: if "...
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from __future__ import annotations from collections.abc import Callable def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ = 1_0_0 , ) -> float: '''simple docstring''' __lowercase= x_start __lowercase= fnc(lowercase...
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import unittest from pathlib import Path from tempfile import TemporaryDirectory from transformers import AutoConfig, TFGPTaLMHeadModel, is_keras_nlp_available, is_tf_available from transformers.models.gpta.tokenization_gpta import GPTaTokenizer from transformers.testing_utils import require_keras_nlp, require_tf, ...
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import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_...
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import unittest from transformers import load_tool from transformers.utils import is_torch_available if is_torch_available(): import torch from transformers.testing_utils import require_torch from .test_tools_common import ToolTesterMixin @require_torch class A ( unittest.TestCase , lowerCa...
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from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent lowerCAmelCase = {'''UserAgent''': UserAgent().random} def _lowerCamelCase( lowercase__ ) -> dict: '''simple docstring''' __lowercase= scr...
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import random import unittest import torch from diffusers import IFInpaintingPipeline from diffusers.utils import floats_tensor from diffusers.utils.import_utils import is_xformers_available from diffusers.utils.testing_utils import skip_mps, torch_device from ..pipeline_params import ( TEXT_GUIDED_IMAGE_INPA...
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from typing import Any import numpy as np def _lowerCamelCase( lowercase__ ) -> bool: '''simple docstring''' return np.array_equal(lowercase__ , matrix.conjugate().T ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''sim...
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import math import unittest from transformers import BioGptConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTe...
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from math import ceil from typing import List, Optional, Union import numpy as np from ...audio_utils import mel_filter_bank, spectrogram, window_function from ...feature_extraction_sequence_utils import BatchFeature, SequenceFeatureExtractor from ...utils import TensorType, logging lowerCAmelCase = logging....
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import numpy as np from cva import COLOR_BGR2GRAY, cvtColor, imread from numpy import array, uinta from PIL import Image from digital_image_processing import change_contrast as cc from digital_image_processing import convert_to_negative as cn from digital_image_processing import sepia as sp from digital_image_proce...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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import functools def _lowerCamelCase( lowercase__ , lowercase__ ) -> int: '''simple docstring''' __lowercase= len(lowercase__ ) __lowercase= len(lowercase__ ) @functools.cache def min_distance(lowercase__ , lowercase__ ) -> int: # ...
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# DISCLAIMER: This file is strongly influenced by https://github.com/yang-song/score_sde_pytorch import math from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from ...
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import unittest from transformers import ( MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING, TF_MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING, Pipeline, ZeroShotClassificationPipeline, pipeline, ) from transformers.testing_utils import is_pipeline_test, nested_simplify, require_tf, require_torch, slow fro...
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import gc import tempfile import unittest import numpy as np import torch from diffusers import VersatileDiffusionPipeline from diffusers.utils.testing_utils import load_image, nightly, require_torch_gpu, torch_device lowerCAmelCase = False class A ( unittest.TestCase ): pass @...
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import os from collections import deque import torch from torch.utils.data import Dataset class A ( A_ ): def __init__(self , lowerCAmelCase="" , lowerCAmelCase="train" ): assert os.path.isdir(__a ) __lowercase= [] __lowercase= os.listdir...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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"""simple docstring""" from typing import List, Optional, Union from ...configuration_utils import PretrainedConfig from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = { '''huggingface/time-series-transformer-tourism-monthly''': ( '''https://hugging...
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import math from datetime import datetime, timedelta def _lowerCamelCase( lowercase__ ) -> datetime: '''simple docstring''' __lowercase= year % 1_9 __lowercase= year % 4 __lowercase= year % 7 __lowercase= math.floor(year / 1_0_0 ) __lowercase= ...
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import unittest from .lib import ( Matrix, Vector, axpy, square_zero_matrix, unit_basis_vector, zero_vector, ) class A ( unittest.TestCase ): def _A (self ): __lowercase= Vector([1, 2, 3] ) self.assertEqual(x.component(0 ) , 1 ) ...
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...file_utils import TensorType, is_torch_available from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.ut...
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from math import factorial lowerCAmelCase = {str(d): factorial(d) for d in range(1_0)} def _lowerCamelCase( lowercase__ ) -> int: '''simple docstring''' return sum(DIGIT_FACTORIAL[d] for d in str(snake_case__ ) ) def _lowerCamelCase( ) -> int: ...
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from math import factorial, radians def _lowerCamelCase( lowercase__ , lowercase__ = 1_8 , lowercase__ = 1_0 ) -> float: '''simple docstring''' __lowercase= angle_in_degrees - ((angle_in_degrees // 360.0) * 360.0) # Converting from degrees to radians __l...
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from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_torch_available lowerCAmelCase = {"configuration_speech_encoder_decoder": ["SpeechEncoderDecoderConfig"]} try: if not is_torch_available(): raise OptionalDependencyNotAvailable() exc...
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lowerCAmelCase = [ 9_9_9, 8_0_0, 7_9_9, 6_0_0, 5_9_9, 5_0_0, 4_0_0, 3_9_9, 3_7_7, 3_5_5, 3_3_3, 3_1_1, 2_8_8, 2_6_6, 2_4_4, 2_2_2, 2_0_0, 1_9_9, 1_7_7, 1_5_5, 1_3_3, 1_1_1, 8_8, 6_6, 4_4, 2_2, 0, ] lowerC...
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"""simple docstring""" import gc import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, StableDiffusionSAGPipeline, UNetaDConditionModel, ) from diffusers.utils import slow, torc...
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from __future__ import annotations import numpy as np def _lowerCamelCase( lowercase__ ) -> str: '''simple docstring''' return np.maximum(0 , lowercase__ ) if __name__ == "__main__": print(np.array(relu([-1, 0, 5]))) # --> [0, 0, 5]
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import argparse import json import os import torch from transformers import LukeConfig, LukeModel, LukeTokenizer, RobertaTokenizer from transformers.tokenization_utils_base import AddedToken @torch.no_grad() def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercas...
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def _lowerCamelCase( lowercase__ = 1_0_0_0 ) -> int: '''simple docstring''' __lowercase= 2**power __lowercase= str(lowercase__ ) __lowercase= list(lowercase__ ) __lowercase= 0 for i in list_num: sum_of_num += int(lowercase__ ) return sum_o...
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import argparse import pytorch_lightning as pl import torch from torch import nn from transformers import LongformerForQuestionAnswering, LongformerModel class A ( pl.LightningModule ): def __init__(self , lowerCAmelCase ): super().__init__() __lowercase= mo...
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import logging import os from dataclasses import dataclass, field from typing import Dict, Optional import datasets import numpy as np import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, EvalPrediction, HfArgumentParser, PreTrainedTokenizer, TFAutoModelForSequenceC...
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import io import os import unicodedata from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAmelCase = '''▁''' lowerCAmelCase = {'''vocab...
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import inspect import unittest from math import floor from transformers import CvtConfig from transformers.file_utils import cached_property, is_torch_available, is_vision_available from transformers.testing_utils import require_torch, require_vision, slow, torch_device from ...test_configuration_common import Con...
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import argparse import os import re lowerCAmelCase = '''src/transformers''' # Pattern that looks at the indentation in a line. lowerCAmelCase = re.compile(R'''^(\s*)\S''') # Pattern that matches `"key":" and puts `key` in group 0. lowerCAmelCase = re.compile(R'''^\s*"([^"]+)":''') # Pattern that match...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass lowerCAmelCase = (3, 9, -1_1, 0, 7, 5, 1, -1) lowerCAmelCase = (4, 6, 2, 0, 8, 1_0, 3, -2) @dataclass class A : UpperCamelCase_ : int UpperCamelCase_ ...
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import os import re import shutil from argparse import ArgumentParser, Namespace from datasets.commands import BaseDatasetsCLICommand from datasets.utils.logging import get_logger lowerCAmelCase = '''<<<<<<< This should probably be modified because it mentions: ''' lowerCAmelCase = '''======= >>>>>>> '''...
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lowerCAmelCase = ''' # Transformers installation ! pip install transformers datasets # To install from source instead of the last release, comment the command above and uncomment the following one. # ! pip install git+https://github.com/huggingface/transformers.git ''' lowerCAmelCase = [{'''type''': ''...
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from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig lowerCAmelCase = { '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''', '''albert-large-v1''': '''https://huggingface...
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from dataclasses import asdict, dataclass from typing import Optional from ...configuration_utils import PretrainedConfig from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) # TODO Update this lowerCAmelCase = { '''facebook/esm-1b''': '''https://huggingface.co/facebook/esm-1b/r...
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import argparse import re import requests import torch # git clone https://github.com/salesforce/BLIP.git from models.blip import blip_decoder from models.blip_itm import blip_itm from models.blip_vqa import blip_vqa from PIL import Image from torchvision import transforms from torchvision.transforms.functional im...
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import argparse import collections import torch from flax import traverse_util from tax import checkpoints from transformers import TaConfig, TaEncoderModel, TaForConditionalGeneration from transformers.utils import logging logging.set_verbosity_info() def _lowerCamelCase( lowercase__ , lower...
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from __future__ import annotations from collections.abc import Iterable, Iterator from dataclasses import dataclass lowerCAmelCase = (3, 9, -1_1, 0, 7, 5, 1, -1) lowerCAmelCase = (4, 6, 2, 0, 8, 1_0, 3, -2) @dataclass class A : UpperCamelCase_ : int UpperCamelCase_ ...
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from __future__ import annotations import math import random from typing import Any class A : def __init__(self ): __lowercase= [] __lowercase= 0 __lowercase= 0 def _A (self ): return self.head == self.tail def _A (...
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from __future__ import annotations from collections.abc import Callable def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ = 1_0_0 , ) -> float: '''simple docstring''' __lowercase= x_start __lowercase= fnc(lowercase...
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import cva import numpy as np class A : def __init__(self , lowerCAmelCase , lowerCAmelCase ): if k in (0.04, 0.06): __lowercase= k __lowercase= window_size else: raise ValueError('invalid k value' ) def __str__(se...
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import unittest from transformers import XLMConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common import ConfigTester from ...test_modeling_common import ModelTesterMixin, ids_...
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from __future__ import annotations from collections.abc import Callable def _lowerCamelCase( lowercase__ , lowercase__ , lowercase__ , lowercase__ = 1_0_0 , ) -> float: '''simple docstring''' __lowercase= x_start __lowercase= fnc(lowercase...
356
from __future__ import annotations import json import requests from bsa import BeautifulSoup from fake_useragent import UserAgent lowerCAmelCase = {'''UserAgent''': UserAgent().random} def _lowerCamelCase( lowercase__ ) -> dict: '''simple docstring''' __lowercase= scr...
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# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applica...
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from typing import Any import numpy as np def _lowerCamelCase( lowercase__ ) -> bool: '''simple docstring''' return np.array_equal(lowercase__ , matrix.conjugate().T ) def _lowerCamelCase( lowercase__ , lowercase__ ) -> Any: '''sim...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowerCAmelCase = { '''configuration_resnet''': ['''RESNET_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''ResNetConfig''', '''ResNetOnnxCo...
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from math import ceil from typing import List, Optional, Union import numpy as np from ...audio_utils import mel_filter_bank, spectrogram, window_function from ...feature_extraction_sequence_utils import BatchFeature, SequenceFeatureExtractor from ...utils import TensorType, logging lowerCAmelCase = logging....
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import json import os from pathlib import Path from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple, Union import sentencepiece from ...tokenization_utils import BatchEncoding, PreTrainedTokenizer from ...utils import logging lowerCAmelCase = logging.get_logger(__name__) lowerCAme...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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class A : def __init__(self , lowerCAmelCase ): # we need a list not a string, so do something to change the type __lowercase= arr.split(',' ) def _A (self ): __lowercase= [int(self.array[0] )] * len(self.array ) __lowercase= ...
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# DISCLAIMER: This file is strongly influenced by https://github.com/yang-song/score_sde_pytorch import math from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput, randn_tensor from ...
304
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import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class A ( unittest.TestCase ): def _A (self ): ...
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import gc import tempfile import unittest import numpy as np import torch from diffusers import VersatileDiffusionPipeline from diffusers.utils.testing_utils import load_image, nightly, require_torch_gpu, torch_device lowerCAmelCase = False class A ( unittest.TestCase ): pass @...
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import unittest import numpy as np from transformers.testing_utils import is_flaky, 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_available(): impo...
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# Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
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"""simple docstring""" from typing import Optional, Tuple, Union import tensorflow as tf from ...activations_tf import ACTaFN from ...file_utils import add_code_sample_docstrings, add_start_docstrings, add_start_docstrings_to_model_forward from ...modeling_tf_outputs import ( TFBaseModelOutputWithNoAttenti...
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import math from datetime import datetime, timedelta def _lowerCamelCase( lowercase__ ) -> datetime: '''simple docstring''' __lowercase= year % 1_9 __lowercase= year % 4 __lowercase= year % 7 __lowercase= math.floor(year / 1_0_0 ) __lowercase= ...
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import string def _lowerCamelCase( lowercase__ ) -> None: '''simple docstring''' for key in range(len(string.ascii_uppercase ) ): __lowercase= '' for symbol in message: if symbol in string.ascii_uppercase: __lowercase= string.ascii_uppercase....
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...file_utils import TensorType, is_torch_available from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.ut...
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from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowerCAmelCase = { '''configuration_vision_encoder_decoder''': ['''VisionEncoderDecoderConfig''', '''VisionEncoderDecoderOnnxCo...
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from math import factorial, radians def _lowerCamelCase( lowercase__ , lowercase__ = 1_8 , lowercase__ = 1_0 ) -> float: '''simple docstring''' __lowercase= angle_in_degrees - ((angle_in_degrees // 360.0) * 360.0) # Converting from degrees to radians __l...
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from ... import PretrainedConfig lowerCAmelCase = { '''sijunhe/nezha-cn-base''': '''https://huggingface.co/sijunhe/nezha-cn-base/resolve/main/config.json''', } class A ( A_ ): UpperCamelCase_ : Optional[int] =NEZHA_PRETRAINED_CONFIG_ARCHIVE_MAP UpperCamelCase_ ...
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lowerCAmelCase = [ 9_9_9, 8_0_0, 7_9_9, 6_0_0, 5_9_9, 5_0_0, 4_0_0, 3_9_9, 3_7_7, 3_5_5, 3_3_3, 3_1_1, 2_8_8, 2_6_6, 2_4_4, 2_2_2, 2_0_0, 1_9_9, 1_7_7, 1_5_5, 1_3_3, 1_1_1, 8_8, 6_6, 4_4, 2_2, 0, ] lowerC...
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"""simple docstring""" def _lowerCamelCase( lowercase__ ) -> list[int]: '''simple docstring''' __lowercase= len(lowercase__ ) for i in range(lowercase__ ): for j in range(i + 1 , lowercase__ ): if numbers[j] < numbers[i]: __lowercase, ...
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from __future__ import annotations import numpy as np def _lowerCamelCase( lowercase__ ) -> str: '''simple docstring''' return np.maximum(0 , lowercase__ ) if __name__ == "__main__": print(np.array(relu([-1, 0, 5]))) # --> [0, 0, 5]
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