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"""simple docstring""" import os import socket from contextlib import contextmanager import torch from ..commands.config.default import write_basic_config # noqa: F401 from ..state import PartialState from .dataclasses import DistributedType from .imports import is_deepspeed_available, is_tpu...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : int ) -> int: return int((input_a, input_a).count(1 ) != 0 ) def lowercase ( ) -> None: assert or_gate(0 , 0 ) == 0 assert or_gate(0 , ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = { "configuration_roformer": ["ROF...
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"""simple docstring""" import argparse import json import os import fairseq import torch from fairseq.data import Dictionary from transformers import ( WavaVecaConfig, WavaVecaCTCTokenizer, WavaVecaFeatureExtractor, WavaVecaForCTC, WavaVecaForPreTraining, WavaVecaP...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" class __lowerCAmelCase : # Public class to implement a graph '''simple docstring''' def __init__( self , _a , _a , _a ): __a = row __a = col __a = graph def __UpperCAmelCase...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : list , lowerCAmelCase__ : int ) -> int: __a = len(lowerCAmelCase__ ) __a = int(math.floor(math.sqrt(lowerCAmelCase__ ) ) ) __a = 0 while arr...
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"""simple docstring""" import argparse import requests import torch from PIL import Image from transformers import CLIPProcessor, GroupViTConfig, GroupViTModel def lowercase ( lowerCAmelCase__ : int ) -> Optional[int]: # vision encoder if "img_encoder.pos_embed" ...
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"""simple docstring""" lowercase_ = [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = { 0: "Sunday", 1: "Monday", 2: "Tuesday", 3: "Wednesday", 4: "Thursday", 5: "Friday", 6: "Saturday", } d...
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"""simple docstring""" import unittest import torch from diffusers import DDIMScheduler, DDPMScheduler, UNetaDModel from diffusers.training_utils import set_seed from diffusers.utils.testing_utils import slow lowercase_ = False class __lowerCAmelCase ( unittest.TestCase ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" import argparse import json from pathlib import Path import requests import torch from huggingface_hub import hf_hub_download from PIL import Image from timm import create_model from timm.data import resolve_data_config from timm.data.transforms_factory import create_tra...
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" import doctest from collections import deque import numpy as np class __lowerCAmelCase : '''simple docstring''' def __init__( self ): __a = [2, 1, 2, -1] __a = [1, 2, 3, 4] def __UpperCAmelCase ...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" from typing import Dict, Iterable, Optional, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import normalize, rescale, resize, to_channel_dimension_format, to_pil_image from ...image_ut...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list: if n_term == "": return [] __a = [] for temp in range(int(lowerCAmelCase__ ) ): series.append(f'''1/{temp + 1}''' if series else '''1''' ) return series if __name...
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"""simple docstring""" import argparse import logging import os import re import tensorflow as tf from transformers import ( AutoConfig, AutoTokenizer, DataCollatorForLanguageModeling, PushToHubCallback, TFAutoModelForMaskedLM, create_optimizer, ) lowercase_ ...
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"""simple docstring""" from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union import pyarrow as pa if TYPE_CHECKING: from .features import FeatureType @dataclass class __lowerCAmelCase : '''simple docstring''' ...
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"""simple docstring""" import os from typing import Any, Callable, Dict, List, Optional, Tuple, Union import torch from torch import nn from ...models.controlnet import ControlNetModel, ControlNetOutput from ...models.modeling_utils import ModelMixin from ...utils import logging lowercase_...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : list ) -> List[Any]: _enforce_args(lowerCAmelCase__ , lowerCAmelCase__ ) if n == 0: return 0 __a = float('''-inf''' ) for i in range(1 , n ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : List[Any] , lowerCAmelCase__ : List[Any] ) -> Optional[Any]: return (pointa[0] - pointa[0]) ** 2 + (pointa[1] - pointa[1]) ** 2 def lowercase ( lowerCAmelCase__ : int , lowerCAmelC...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowercase_ = {"configuration_unispeech": ["UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MA...
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"""simple docstring""" import json import logging import os import sys from pathlib import Path import finetune_rag from transformers.file_utils import is_apex_available from transformers.testing_utils import ( TestCasePlus, execute_subprocess_async, require_ray, require_to...
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"""simple docstring""" import unittest import torch from torch import nn from diffusers.models.activations import get_activation class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ): __a =...
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"""simple docstring""" import inspect import unittest from huggingface_hub import hf_hub_download from transformers import ASTConfig from transformers.testing_utils import require_torch, require_torchaudio, slow, torch_device from transformers.utils import cached_property, is_torch_available, is...
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"""simple docstring""" from __future__ import annotations import unittest from transformers import EsmConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin,...
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"""simple docstring""" from dataclasses import dataclass from typing import Optional, Tuple, Union import torch import torch.nn as nn from ..configuration_utils import ConfigMixin, register_to_config from ..utils import BaseOutput from .embeddings import GaussianFourierProjection, TimestepEmbed...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> str: if number > 0: raise ValueError('''input must be a negative integer''' ) __a = len(bin(lowerCAmelCase__ )[3:] ) __a = bin(abs(lowerCAmelCase__ ) - (1 << binary_nu...
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"""simple docstring""" import json import os from typing import Optional, Tuple import regex as re from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_ = { "vocab_file": "vocab.json", ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str , lowerCAmelCase__ : list[str] ) -> str: __a = '''''' for word_or_phrase in separated: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise Exception('''join(...
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"""simple docstring""" from __future__ import annotations import requests lowercase_ = set( "approved_at_utc approved_by author_flair_background_color\nauthor_flair_css_class author_flair_richtext author_flair_template_id author_fullname\nauthor_premium can_mod_post category clicked co...
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"""simple docstring""" lowercase_ = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def lowercase ( lowerCAmelCase__ : bytes ) -> bytes: # Make sure the supplied data is a bytes-like object if not isinstance(lowerCAmelCase__ , lowerCAmel...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig lowercase_ = { "albert-base-v1": "https://huggingface.co/albert-base-v1/resolve/main/config.json", "albert-l...
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"""simple docstring""" import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class __lowerCAmelCase ( un...
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"""simple docstring""" import unittest from transformers import AutoTokenizer, is_flax_available from transformers.testing_utils import require_flax, require_sentencepiece, require_tokenizers, slow if is_flax_available(): import jax.numpy as jnp from transformers import FlaxXLMRobert...
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"""simple docstring""" import numpy as np def lowercase ( lowerCAmelCase__ : np.ndarray , lowerCAmelCase__ : float ) -> np.ndarray: return np.where(vector > 0 , lowerCAmelCase__ , (alpha * (np.exp(lowerCAmelCase__ ) - 1)) ) if __name__ == "...
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"""simple docstring""" import os from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import PreTrainedTokenizer from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_ ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str = "The quick brown fox jumps over the lazy dog" , ) -> bool: __a = set() # Replace all the whitespace in our sentence __a = input_str.replace(''' ''' , '''''' ) for a...
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"""simple docstring""" from __future__ import annotations def lowercase ( lowerCAmelCase__ : list[int] , lowerCAmelCase__ : list[int] , lowerCAmelCase__ : list[int] , lowerCAmelCase__ : list[list[str]] , lowerCAmelCase__ : int , ) ->...
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"""simple docstring""" import gc import unittest from transformers import CTRLConfig, 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...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : int ) -> bool: if 1 < number < 4: # 2 and 3 are primes return True elif number < 2 or number % 2 == 0 or number % 3 == 0: # Negatives, 0, 1, all even numbers, all multiples of 3 are no...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" from math import factorial, pi def lowercase ( lowerCAmelCase__ : float , lowerCAmelCase__ : int = 30 ) -> float: if not isinstance(lowerCAmelCase__ , (int, float) ): raise ValueError('''maclaurin_sin() requires either an in...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" import torch from diffusers import DDPMParallelScheduler from .test_schedulers import SchedulerCommonTest class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' __UpperCAmelCase : Optional[Any] = (DDPMParalle...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = { "configuration_roformer": ["ROF...
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"""simple docstring""" import io import itertools import json from dataclasses import dataclass from typing import Optional import pyarrow as pa import pyarrow.json as paj import datasets from datasets.table import table_cast from datasets.utils.file_utils import readline lowercase_ ...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" import json import pathlib import unittest import numpy as np from transformers.testing_utils import require_torch, require_vision, slow from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSav...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : list , lowerCAmelCase__ : int ) -> int: __a = len(lowerCAmelCase__ ) __a = int(math.floor(math.sqrt(lowerCAmelCase__ ) ) ) __a = 0 while arr...
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"""simple docstring""" lowercase_ = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def lowercase ( lowerCAmelCase__ : bytes ) -> bytes: # Make sure the supplied data is a bytes-like object if not isinstance(lowerCAmelCase__ , lowerCAmel...
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"""simple docstring""" lowercase_ = [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = { 0: "Sunday", 1: "Monday", 2: "Tuesday", 3: "Wednesday", 4: "Thursday", 5: "Friday", 6: "Saturday", } d...
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"""simple docstring""" 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_...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" import unittest from knapsack import greedy_knapsack as kp class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ): __a = [10, 20, 30, 40, 50, 60] __a = ...
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" from ..utils import DummyObject, requires_backends class __lowerCAmelCase ( metaclass=__SCREAMING_SNAKE_CASE ): '''simple docstring''' __UpperCAmelCase : Optional[int] = ['sentencepiece'] def __init__( self , *_a , ...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" from unittest import TestCase from datasets import Sequence, Value from datasets.arrow_dataset import Dataset class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __UpperCAmelCase ( self ): return [ ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list: if n_term == "": return [] __a = [] for temp in range(int(lowerCAmelCase__ ) ): series.append(f'''1/{temp + 1}''' if series else '''1''' ) return series if __name...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_ = { "microsoft/markuplm-base": "https://huggingface.co/microsoft/markuplm-base/resolve/main/config.json", "micros...
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"""simple docstring""" from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union import pyarrow as pa if TYPE_CHECKING: from .features import FeatureType @dataclass class __lowerCAmelCase : '''simple docstring''' ...
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"""simple docstring""" from copy import deepcopy class __lowerCAmelCase : '''simple docstring''' def __init__( self , _a = None , _a = None ): if arr is None and size is not None: __a = size __a = [0] * size eli...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : list ) -> List[Any]: _enforce_args(lowerCAmelCase__ , lowerCAmelCase__ ) if n == 0: return 0 __a = float('''-inf''' ) for i in range(1 , n ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list[int]: __a = [0 for i in range(len(lowerCAmelCase__ ) )] # initialize interval's left pointer and right pointer __a , __a = 0, 0 for i in range(1 , l...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowercase_ = {"configuration_unispeech": ["UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MA...
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"""simple docstring""" import json import pathlib import unittest import numpy as np from transformers.testing_utils import require_torch, require_vision, slow from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSav...
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"""simple docstring""" import unittest import torch from torch import nn from diffusers.models.activations import get_activation class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ): __a =...
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"""simple docstring""" from manim import * class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __UpperCAmelCase ( self ): __a = Rectangle(height=0.5 , width=0.5 ) __a = Rectangle(height...
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"""simple docstring""" from __future__ import annotations import unittest from transformers import EsmConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin,...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : int = 100 ) -> int: __a = sum(i * i for i in range(1 , n + 1 ) ) __a = int(math.pow(sum(range(1 , n + 1 ) ) , 2 ) ) return square_of_sum - su...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> str: if number > 0: raise ValueError('''input must be a negative integer''' ) __a = len(bin(lowerCAmelCase__ )[3:] ) __a = bin(abs(lowerCAmelCase__ ) - (1 << binary_nu...
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"""simple docstring""" import enum import os from hashlib import shaaaa from typing import Optional from .. import config from .logging import get_logger lowercase_ = get_logger(__name__) class __lowerCAmelCase ( enum.Enum ): '''simple docstring''' __...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str , lowerCAmelCase__ : list[str] ) -> str: __a = '''''' for word_or_phrase in separated: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise Exception('''join(...
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"""simple docstring""" import argparse import os import re import numpy as np import PIL import torch from timm import create_model from torch.optim.lr_scheduler import OneCycleLR from torch.utils.data import DataLoader, Dataset from torchvision.transforms import Compose, RandomResizedCrop, Re...
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"""simple docstring""" lowercase_ = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def lowercase ( lowerCAmelCase__ : bytes ) -> bytes: # Make sure the supplied data is a bytes-like object if not isinstance(lowerCAmelCase__ , lowerCAmel...
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"""simple docstring""" from argparse import ArgumentParser from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : List[Any] ) -> Any: return DownloadCommand(args.model , args.cache_dir , args.force , args.trust_remote_code ) ...
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"""simple docstring""" import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class __lowerCAmelCase ( un...
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"""simple docstring""" import pytest from datasets.splits import SplitDict, SplitInfo from datasets.utils.py_utils import asdict @pytest.mark.parametrize( '''split_dict''' , [ SplitDict(), SplitDict({'''train''': SplitInfo(name='''train''' , num_bytes=1337 ,...
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"""simple docstring""" import numpy as np def lowercase ( lowerCAmelCase__ : np.ndarray , lowerCAmelCase__ : float ) -> np.ndarray: return np.where(vector > 0 , lowerCAmelCase__ , (alpha * (np.exp(lowerCAmelCase__ ) - 1)) ) if __name__ == "...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str = "The quick brown fox jumps over the lazy dog" , ) -> bool: __a = set() # Replace all the whitespace in our sentence __a = input_str.replace(''' ''' , '''''' ) for a...
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"""simple docstring""" import shutil import tempfile import unittest import numpy as np import pytest from transformers.testing_utils import require_vision from transformers.utils import is_vision_available if is_vision_available(): from PIL import Image from transformers impor...
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"""simple docstring""" import gc import unittest from transformers import CTRLConfig, 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...
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"""simple docstring""" from __future__ import annotations lowercase_ = 1.6_021e-19 # units = C def lowercase ( lowerCAmelCase__ : float , lowerCAmelCase__ : float , lowerCAmelCase__ : float , ) -> tuple[str, float]: if (conductivity, e...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int = 600851475143 ) -> int: try: __a = int(lowerCAmelCase__ ) except (TypeError, ValueError): raise TypeError('''Parameter n must be int or castable to int.''' ) if n <= 0: raise ...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" # Copyright 2022 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/...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = { "configuration_roformer": ["ROF...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_ = { "roberta-base":...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" import torch from torch import nn class __lowerCAmelCase ( nn.Module ): '''simple docstring''' def __init__( self , _a , _a , _a , _a , _a=1 , _a=False ): super().__init__() __a = n...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : list , lowerCAmelCase__ : int ) -> int: __a = len(lowerCAmelCase__ ) __a = int(math.floor(math.sqrt(lowerCAmelCase__ ) ) ) __a = 0 while arr...
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"""simple docstring""" import unittest from accelerate import debug_launcher from accelerate.test_utils import require_cpu, test_ops, test_script @require_cpu class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ...
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"""simple docstring""" lowercase_ = [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = { 0: "Sunday", 1: "Monday", 2: "Tuesday", 3: "Wednesday", 4: "Thursday", 5: "Friday", 6: "Saturday", } d...
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"""simple docstring""" from collections.abc import Generator def lowercase ( ) -> Generator[int, None, None]: __a , __a = 0, 1 while True: __a , __a = b, a + b yield b def lowercase ( lowerCAmelCase__ : i...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" # 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 ....
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> list: # bit count represents no. of bits in the gray code if bit_count < 0: raise ValueError('''The given input must be positive''' ) # get the generated string sequence __a = gr...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list: if n_term == "": return [] __a = [] for temp in range(int(lowerCAmelCase__ ) ): series.append(f'''1/{temp + 1}''' if series else '''1''' ) return series if __name...
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"""simple docstring""" from heapq import heappop, heappush import numpy as np def lowercase ( lowerCAmelCase__ : np.ndarray , lowerCAmelCase__ : tuple[int, int] , lowerCAmelCase__ : tuple[int, int] , lowerCAmelCase__ : bool , ) -> tuple...
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"""simple docstring""" from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union import pyarrow as pa if TYPE_CHECKING: from .features import FeatureType @dataclass class __lowerCAmelCase : '''simple docstring''' ...
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"""simple docstring""" from ...configuration_utils import PretrainedConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_ = { "RWKV/rwkv-4-169m-pile": "https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json", "RWKV/rwkv-...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : list ) -> List[Any]: _enforce_args(lowerCAmelCase__ , lowerCAmelCase__ ) if n == 0: return 0 __a = float('''-inf''' ) for i in range(1 , n ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowercase_ = {"configuration_unispeech": ["UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MA...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowercase_ = {"configuration_unispeech": ["UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MA...
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"""simple docstring""" import math import unittest def lowercase ( lowerCAmelCase__ : int ) -> bool: assert isinstance(lowerCAmelCase__ , lowerCAmelCase__ ) and ( number >= 0 ), "'number' must been an int and positive" if 1 < number < 4: # 2 an...
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"""simple docstring""" import unittest import torch from torch import nn from diffusers.models.activations import get_activation class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ): __a =...
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"""simple docstring""" 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 f...
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"""simple docstring""" from __future__ import annotations import unittest from transformers import EsmConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin,...
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"""simple docstring""" from collections import deque class __lowerCAmelCase : '''simple docstring''' def __init__( self , _a , _a , _a ): __a = process_name # process name __a = arrival_time # arrival time of the proces...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> str: if number > 0: raise ValueError('''input must be a negative integer''' ) __a = len(bin(lowerCAmelCase__ )[3:] ) __a = bin(abs(lowerCAmelCase__ ) - (1 << binary_nu...
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"""simple docstring""" import tempfile import numpy as np import torch from transformers import AutoTokenizer, TaEncoderModel from diffusers import DDPMScheduler, UNetaDConditionModel from diffusers.models.attention_processor import AttnAddedKVProcessor from diffusers.pipelines.deepfloyd_if imp...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str , lowerCAmelCase__ : list[str] ) -> str: __a = '''''' for word_or_phrase in separated: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise Exception('''join(...
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"""simple docstring""" 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_com...
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"""simple docstring""" lowercase_ = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def lowercase ( lowerCAmelCase__ : bytes ) -> bytes: # Make sure the supplied data is a bytes-like object if not isinstance(lowerCAmelCase__ , lowerCAmel...
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"""simple docstring""" import pprint import requests lowercase_ = "https://zenquotes.io/api" def lowercase ( ) -> list: return requests.get(API_ENDPOINT_URL + '''/today''' ).json() def lowercase ( ) -> list: return requests.get(API_ENDPOIN...
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"""simple docstring""" import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class __lowerCAmelCase ( un...
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"""simple docstring""" import inspect import unittest from transformers import DecisionTransformerConfig, is_torch_available from transformers.testing_utils import require_torch, slow, torch_device from ...generation.test_utils import GenerationTesterMixin from ...test_configuration_common impor...
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"""simple docstring""" import numpy as np def lowercase ( lowerCAmelCase__ : np.ndarray , lowerCAmelCase__ : float ) -> np.ndarray: return np.where(vector > 0 , lowerCAmelCase__ , (alpha * (np.exp(lowerCAmelCase__ ) - 1)) ) if __name__ == "...
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"""simple docstring""" from typing import List import datasets from datasets.tasks import AudioClassification from ..folder_based_builder import folder_based_builder lowercase_ = datasets.utils.logging.get_logger(__name__) class __lowerCAmelCase ( folder_based_builder.Fold...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str = "The quick brown fox jumps over the lazy dog" , ) -> bool: __a = set() # Replace all the whitespace in our sentence __a = input_str.replace(''' ''' , '''''' ) for a...
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"""simple docstring""" import json from typing import TYPE_CHECKING, List, Optional, Tuple from tokenizers import pre_tokenizers from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging if TYPE_CHECKING: from transformers.pipelines.conversational impor...
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"""simple docstring""" import gc import unittest from transformers import CTRLConfig, 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...
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"""simple docstring""" import os import sys import tempfile import unittest import unittest.mock as mock from pathlib import Path from huggingface_hub import HfFolder, delete_repo from huggingface_hub.file_download import http_get from requests.exceptions import HTTPError from transformers i...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" import math from typing import Dict, Iterable, List, Optional, Tuple, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import normalize, rescale, resize, to_channel_dimension_format from...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" from collections import OrderedDict from typing import List, Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowe...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = { "configuration_roformer": ["ROF...
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"""simple docstring""" import unittest import numpy as np from transformers.testing_utils import require_torch, require_vision from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSavingTestMixin, prepare_video_inputs ...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" import logging import os import sys from dataclasses import dataclass, field from typing import Optional import torch from datasets import load_dataset from torchvision.transforms import Compose, Lambda, Normalize, RandomHorizontalFlip, RandomResizedCrop, ToTensor from to...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : list , lowerCAmelCase__ : int ) -> int: __a = len(lowerCAmelCase__ ) __a = int(math.floor(math.sqrt(lowerCAmelCase__ ) ) ) __a = 0 while arr...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" lowercase_ = [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = { 0: "Sunday", 1: "Monday", 2: "Tuesday", 3: "Wednesday", 4: "Thursday", 5: "Friday", 6: "Saturday", } d...
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"""simple docstring""" from typing import List, Union import numpy as np from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, Pipeline if is_vision_available(): from PIL import Image from ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" import unittest import numpy as np from diffusers import OnnxStableDiffusionInpaintPipelineLegacy from diffusers.utils.testing_utils import ( is_onnx_available, load_image, load_numpy, nightly, require_onnxruntime, require_torch_gpu, ) if ...
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> list[int]: if length <= 0 or not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Length must be a positive integer.''' ) return [n * (2 * n - 1) for n in range(lowerCA...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list: if n_term == "": return [] __a = [] for temp in range(int(lowerCAmelCase__ ) ): series.append(f'''1/{temp + 1}''' if series else '''1''' ) return series if __name...
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"""simple docstring""" import warnings from typing import List, Optional, Union from ...processing_utils import ProcessorMixin from ...tokenization_utils_base import BatchEncoding, PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy from ...utils import TensorType class __lowerC...
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"""simple docstring""" from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union import pyarrow as pa if TYPE_CHECKING: from .features import FeatureType @dataclass class __lowerCAmelCase : '''simple docstring''' ...
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"""simple docstring""" import copy from typing import Dict, List, Optional from ...configuration_utils import PretrainedConfig from ...utils import logging from ..auto import CONFIG_MAPPING lowercase_ = { "facebook/mask2former-swin-small-coco-instance": ( "https://hugging...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : list ) -> List[Any]: _enforce_args(lowerCAmelCase__ , lowerCAmelCase__ ) if n == 0: return 0 __a = float('''-inf''' ) for i in range(1 , n ...
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"""simple docstring""" import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class __lowerCAmelCase ( un...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_torch_available, ) lowercase_ = {"configuration_unispeech": ["UNISPEECH_PRETRAINED_CONFIG_ARCHIVE_MA...
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"""simple docstring""" from __future__ import annotations def lowercase ( lowerCAmelCase__ : float , lowerCAmelCase__ : float , lowerCAmelCase__ : float ) -> dict[str, float]: if (voltage, current, resistance).count(0 ) != 1: raise ValueError(''...
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"""simple docstring""" import unittest import torch from torch import nn from diffusers.models.activations import get_activation class __lowerCAmelCase ( unittest.TestCase ): '''simple docstring''' def __UpperCAmelCase ( self ): __a =...
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"""simple docstring""" from typing import Callable, List, Optional, Union import PIL import torch from transformers import ( CLIPImageProcessor, CLIPSegForImageSegmentation, CLIPSegProcessor, CLIPTextModel, CLIPTokenizer, ) from diffusers import DiffusionPipeline from d...
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"""simple docstring""" from __future__ import annotations import unittest from transformers import EsmConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin,...
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"""simple docstring""" from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import PIL import torch from transformers import CLIPImageProcessor, CLIPVisionModel from ...models import PriorTransformer from ...pipelines import DiffusionPipeline from ...s...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> str: if number > 0: raise ValueError('''input must be a negative integer''' ) __a = len(bin(lowerCAmelCase__ )[3:] ) __a = bin(abs(lowerCAmelCase__ ) - (1 << binary_nu...
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"""simple docstring""" import inspect import math import tempfile import unittest import numpy as np from transformers import ViTMAEConfig from transformers.testing_utils import require_torch, require_vision, slow, torch_device from transformers.utils import cached_property, is_torch_available...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str , lowerCAmelCase__ : list[str] ) -> str: __a = '''''' for word_or_phrase in separated: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise Exception('''join(...
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"""simple docstring""" import gc import random import unittest import numpy as np import torch from PIL import Image from diffusers import ( DDIMScheduler, KandinskyVaaInpaintPipeline, KandinskyVaaPriorPipeline, UNetaDConditionModel, VQModel, ) from diffusers.utils im...
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"""simple docstring""" lowercase_ = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" def lowercase ( lowerCAmelCase__ : bytes ) -> bytes: # Make sure the supplied data is a bytes-like object if not isinstance(lowerCAmelCase__ , lowerCAmel...
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"""simple docstring""" import unittest import numpy as np import timeout_decorator # noqa from transformers import BlenderbotConfig, is_flax_available from transformers.testing_utils import jax_device, require_flax, slow from ...generation.test_flax_utils import FlaxGenerationTesterMixin fro...
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"""simple docstring""" import inspect import os import unittest import torch import accelerate from accelerate import Accelerator from accelerate.test_utils import execute_subprocess_async, require_multi_gpu from accelerate.utils import patch_environment class __lowerCAmelCase ( un...
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" import numpy as np def lowercase ( lowerCAmelCase__ : np.ndarray , lowerCAmelCase__ : float ) -> np.ndarray: return np.where(vector > 0 , lowerCAmelCase__ , (alpha * (np.exp(lowerCAmelCase__ ) - 1)) ) if __name__ == "...
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"""simple docstring""" from collections import defaultdict from math import gcd def lowercase ( lowerCAmelCase__ : int = 1500000 ) -> int: __a = defaultdict(lowerCAmelCase__ ) __a = 2 while 2 * euclid_m * (euclid_m + 1) <= limit: for eu...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str = "The quick brown fox jumps over the lazy dog" , ) -> bool: __a = set() # Replace all the whitespace in our sentence __a = input_str.replace(''' ''' , '''''' ) for a...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int ) -> str: if number > 0: raise ValueError('''input must be a negative integer''' ) __a = len(bin(lowerCAmelCase__ )[3:] ) __a = bin(abs(lowerCAmelCase__ ) - (1 << binary_nu...
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"""simple docstring""" import gc import unittest from transformers import CTRLConfig, 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...
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"""simple docstring""" import random class __lowerCAmelCase : '''simple docstring''' @staticmethod def __UpperCAmelCase ( _a ): __a = [ord(_a ) for i in text] __a = [] __a = [] for i in plain: ...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_sentencepiece_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = {"con...
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"""simple docstring""" from .constants import ( MODEL_NAME, OPTIMIZER_NAME, RNG_STATE_NAME, SAFE_WEIGHTS_INDEX_NAME, SAFE_WEIGHTS_NAME, SCALER_NAME, SCHEDULER_NAME, TORCH_LAUNCH_PARAMS, WEIGHTS_INDEX_NAME, WEIGHTS_NAME, ) from .dataclasses import ( ...
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"""simple docstring""" import json import multiprocessing as mp import re from collections import defaultdict from functools import partial from typing import Dict, List, Optional, Set, Tuple, Type from datasets import Dataset from datasketch import MinHash, MinHashLSH from dpu_utils.utils.iter...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> bool: __a = [int(lowerCAmelCase__ ) for i in ip_va_address.split('''.''' ) if i.isdigit()] return len(lowerCAmelCase__ ) == 4 and all(0 <= int(lowerCAmelCase__ ) <= 254 for octet in octet...
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"""simple docstring""" from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_tf_available, is_tokenizers_available, is_torch_available, ) lowercase_ = { "configuration_roformer": ["ROF...
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"""simple docstring""" # Copyright 2023 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/...
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"""simple docstring""" import warnings from ..trainer import Trainer from ..utils import logging lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( self , _a=None ...
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"""simple docstring""" from typing import Any, Dict, List, Optional, Tuple, Union import torch from torch import nn from torch.utils.data import DistributedSampler, RandomSampler from transformers import PreTrainedModel, Trainer, logging from transformers.integrations import is_fairscale_availab...
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"""simple docstring""" import math def lowercase ( lowerCAmelCase__ : list , lowerCAmelCase__ : int ) -> int: __a = len(lowerCAmelCase__ ) __a = int(math.floor(math.sqrt(lowerCAmelCase__ ) ) ) __a = 0 while arr...
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"""simple docstring""" from collections import Counter from pathlib import Path from typing import Optional, Tuple import yaml class __lowerCAmelCase ( yaml.SafeLoader ): '''simple docstring''' def __UpperCAmelCase ( self , _a ): __a ...
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"""simple docstring""" lowercase_ = [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5] lowercase_ = { 0: "Sunday", 1: "Monday", 2: "Tuesday", 3: "Wednesday", 4: "Thursday", 5: "Friday", 6: "Saturday", } d...
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"""simple docstring""" from __future__ import annotations import unittest from transformers import EsmConfig, is_tf_available from transformers.testing_utils import require_tf, slow from ...test_configuration_common import ConfigTester from ...test_modeling_tf_common import TFModelTesterMixin,...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : list ) -> bool: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise ValueError('''Input series is not valid, valid series - [2, 4, 6]''' ) if len(lowerCAmelCase__ ) == 0: raise Value...
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"""simple docstring""" from typing import List, Union import numpy as np from ..tokenization_utils import TruncationStrategy from ..utils import add_end_docstrings, logging from .base import PIPELINE_INIT_ARGS, ArgumentHandler, ChunkPipeline lowercase_ = logging.get_logger(__name__) ...
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"""simple docstring""" from argparse import ArgumentParser, Namespace from ..utils import logging from . import BaseTransformersCLICommand def lowercase ( lowerCAmelCase__ : Namespace ) -> Tuple: return ConvertCommand( args.model_type , args.tf_checkpoint ...
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"""simple docstring""" from __future__ import annotations import math def lowercase ( lowerCAmelCase__ : int ) -> bool: if 1 < number < 4: # 2 and 3 are primes return True elif number < 2 or number % 2 == 0 or number % 3 == 0: # Negatives, 0, 1, all e...
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"""simple docstring""" from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging lowercase_ = logging.get_logger(__name__) lowercase_...
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"""simple docstring""" import os def lowercase ( ) -> Union[str, Any]: __a = os.path.dirname(os.path.realpath(lowerCAmelCase__ ) ) __a = os.path.join(lowerCAmelCase__ , '''triangle.txt''' ) with open(lowerCAmelCase__ ) as f: __a...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str ) -> list: if n_term == "": return [] __a = [] for temp in range(int(lowerCAmelCase__ ) ): series.append(f'''1/{temp + 1}''' if series else '''1''' ) return series if __name...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : str , lowerCAmelCase__ : list[str] ) -> str: __a = '''''' for word_or_phrase in separated: if not isinstance(lowerCAmelCase__ , lowerCAmelCase__ ): raise Exception('''join(...
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"""simple docstring""" from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union import pyarrow as pa if TYPE_CHECKING: from .features import FeatureType @dataclass class __lowerCAmelCase : '''simple docstring''' ...
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"""simple docstring""" import warnings from ...utils import logging from .image_processing_dpt import DPTImageProcessor lowercase_ = logging.get_logger(__name__) class __lowerCAmelCase ( __SCREAMING_SNAKE_CASE ): '''simple docstring''' def __init__( sel...
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"""simple docstring""" def lowercase ( lowerCAmelCase__ : int , lowerCAmelCase__ : list ) -> List[Any]: _enforce_args(lowerCAmelCase__ , lowerCAmelCase__ ) if n == 0: return 0 __a = float('''-inf''' ) for i in range(1 , n ...
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