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'''simple docstring''' from unittest.mock import Mock, patch from file_transfer.send_file import send_file @patch('''socket.socket''' ) @patch('''builtins.open''' ) def _A ( A__ , A__ ): """simple docstring""" __lowercase = Mock() __lowercase = conn, Mock()...
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'''simple docstring''' import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _A ( A__ ): """simple docstring""" __lowercase = [ '''encoder.version''', '''decoder.version''', '''model.encoder....
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_flax_available, is_torch_available lowerCAmelCase__ = { '''configuration_gpt_neo''': ['''GPT_NEO_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTNeoConfig''', '''GPTNeoOnnxConfig'...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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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, ) lowerCAmelCase__ = { '''configuration_vision_encoder_decoder''': ['''VisionEncoderDecoderConfi...
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'''simple docstring''' 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, OnnxSeqaSeqCo...
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'''simple docstring''' 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-...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" if b == 0: return (1, 0) ((__lowercase) , (__lowercase)) = extended_euclid(A__ , a % b ) __lowercase = a // b return (y, x - k * y) def...
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'''simple docstring''' from __future__ import annotations import unittest from transformers import DistilBertConfig, 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_ten...
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'''simple docstring''' from datasets.utils.patching import _PatchedModuleObj, patch_submodule from . import _test_patching def _A ( ): """simple docstring""" import os as original_os from os import path as original_path from os import rename as original_rename from os.path import di...
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'''simple docstring''' import os from glob import glob import imageio import torch import torchvision import wandb from img_processing import custom_to_pil, loop_post_process, preprocess, preprocess_vqgan from loaders import load_vqgan from PIL import Image from torch import nn from transformers import CLIPMo...
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'''simple docstring''' import os import tempfile import unittest from transformers import NezhaConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device from ...generation.test_utils import GenerationT...
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'''simple docstring''' def _A ( A__ , A__ ): """simple docstring""" return int((input_a, input_a).count(1 ) != 0 ) def _A ( ): """simple docstring""" assert or_gate(0 , 0 ) == 0 assert or_gate(0 , 1 ) == 1 assert or_gate(1 , 0 ) == 1 ass...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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'''simple docstring''' import argparse import json import os import numpy as np import PIL import requests import tensorflow.keras.applications.efficientnet as efficientnet import torch from huggingface_hub import hf_hub_download from PIL import Image from tensorflow.keras.preprocessing import image from tran...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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'''simple docstring''' import unittest from diffusers import FlaxAutoencoderKL from diffusers.utils import is_flax_available from diffusers.utils.testing_utils import require_flax from .test_modeling_common_flax import FlaxModelTesterMixin if is_flax_available(): import jax @require_flax class l...
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'''simple docstring''' # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
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'''simple docstring''' import random import unittest from torch.utils.data import BatchSampler, DataLoader, IterableDataset from accelerate import Accelerator from accelerate.data_loader import ( BatchSamplerShard, DataLoaderDispatcher, DataLoaderShard, IterableDatasetShard, SkipBatchSampl...
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'''simple docstring''' from collections.abc import Callable class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : Callable | None = None ): # Stores actual heap items. __lowercase = [] # Stores indexes of each item for...
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'''simple docstring''' import importlib import json import os from collections import OrderedDict from typing import Dict, Optional, Union # Build the list of all image processors from ...configuration_utils import PretrainedConfig from ...dynamic_module_utils import get_class_from_dynamic_module, resolve_trus...
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'''simple docstring''' import shutil import tempfile import unittest from unittest.mock import patch from transformers import ( DefaultFlowCallback, IntervalStrategy, PrinterCallback, ProgressCallback, Trainer, TrainerCallback, TrainingArguments, is_torch_available, ) from trans...
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'''simple docstring''' from __future__ import annotations from math import ceil, floor, sqrt def _A ( A__ = 2000000 ): """simple docstring""" __lowercase = [0] __lowercase = 42 for idx in range(1 , ceil(sqrt(target * 2 ) * 1.1 ) ): triangle_numbers.appe...
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'''simple docstring''' from typing import Optional, Tuple, Union import flax import flax.linen as nn import jax import jax.numpy as jnp from flax.core.frozen_dict import FrozenDict from ..configuration_utils import ConfigMixin, flax_register_to_config from ..utils import BaseOutput from .embeddings_flax impor...
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'''simple docstring''' from __future__ import annotations def _A ( A__ ): """simple docstring""" __lowercase = str(A__ ) return len(A__ ) == 9 and set(A__ ) == set('''123456789''' ) def _A ( ): """simple docstring""" for base_num in range(9999 , ...
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'''simple docstring''' import io import math from typing import Dict, Optional, Union import numpy as np from huggingface_hub import hf_hub_download from ...image_processing_utils import BaseImageProcessor, BatchFeature from ...image_transforms import convert_to_rgb, normalize, to_channel_dimension_format, to...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tf_available, is_torch_available lowerCAmelCase__ = { '''configuration_rag''': ['''RagConfig'''], '''retrieval_rag''': ['''RagRetriever'''], '''tokenization_rag'''...
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'''simple docstring''' import doctest from collections import deque import numpy as np class lowercase_ : """simple docstring""" def __init__( self : Optional[Any] ): __lowercase = [2, 1, 2, -1] __lowercase = [1, 2, 3, 4] def SCREAMING_SNA...
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'''simple docstring''' import multiprocessing from typing import TYPE_CHECKING, Optional, Union from .. import Dataset, Features, config from ..formatting import query_table from ..packaged_modules.sql.sql import Sql from ..utils import logging from .abc import AbstractDatasetInputStream if TYPE_CHECKING: i...
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'''simple docstring''' from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class lowercase_ (lowerCamelCase__ ): ...
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'''simple docstring''' import argparse import json import os from pathlib import Path import requests import torch from transformers import JukeboxConfig, JukeboxModel from transformers.utils import logging logging.set_verbosity_info() lowerCAmelCase__ = logging.get_logger(__name__) lowerCAmelCas...
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'''simple docstring''' import argparse import datetime import json import time import warnings from logging import getLogger from pathlib import Path from typing import Dict, List import torch from tqdm import tqdm from transformers import AutoModelForSeqaSeqLM, AutoTokenizer from utils import calculate_bleu,...
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'''simple docstring''' import heapq def _A ( A__ ): """simple docstring""" __lowercase = [] # for each node and his adjacency list add them and the rank of the node to queue # using heapq module the queue will be filled like a Priority Queue # heapq works with a min prior...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" print(F"Vertex\tShortest Distance from vertex {src}" ) for i, d in enumerate(A__ ): print(F"{i}\t\t{d}" ) def _A ( A__ , A__ , A__ ): """simpl...
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'''simple docstring''' from ...utils import ( OptionalDependencyNotAvailable, is_torch_available, is_transformers_available, is_transformers_version, ) try: if not (is_transformers_available() and is_torch_available()): raise OptionalDependencyNotAvailable() except OptionalDependencyNotAvai...
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'''simple docstring''' import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor lowerCAmelCase__ = logging.get_logger(__name__) class lowercase_ (lowerCamelCase__ ): """simple docstring""" def __init__( self : List[Any] ,*low...
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'''simple docstring''' import argparse import gc import json import os import re import torch from huggingface_hub import hf_hub_download from transformers import AutoModelForCausalLM, AutoTokenizer, PreTrainedTokenizerFast, RwkvConfig from transformers.modeling_utils import WEIGHTS_INDEX_NAME, shard_checkpoi...
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'''simple docstring''' import os import time import pytest from datasets.utils.filelock import FileLock, Timeout def _A ( A__ ): """simple docstring""" __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) ...
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'''simple docstring''' import os from datetime import datetime as dt from github import Github lowerCAmelCase__ = [ '''good first issue''', '''good second issue''', '''good difficult issue''', '''enhancement''', '''new pipeline/model''', '''new scheduler''', '''wip''', ] ...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) lowerCAmelCase__ = { '''configuration_gpt_bigcode''': ['''GPT_BIGCODE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTBigCodeConfig'''], } try: ...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" print(F"Vertex\tShortest Distance from vertex {src}" ) for i, d in enumerate(A__ ): print(F"{i}\t\t{d}" ) def _A ( A__ , A__ , A__ ): """simpl...
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'''simple docstring''' import argparse import os import re lowerCAmelCase__ = '''src/diffusers''' # 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.compi...
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'''simple docstring''' # Author: OMKAR PATHAK, Nwachukwu Chidiebere # Use a Python dictionary to construct the graph. from __future__ import annotations from pprint import pformat from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''T''') class lowercase_ (Generic[T] ): ...
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'''simple docstring''' import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, DPMSolverMultistepScheduler, TextToVideoSDPipeline, UNetaDConditionModel, ) from diffusers.util...
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'''simple docstring''' import pytest from datasets.parallel import ParallelBackendConfig, parallel_backend from datasets.utils.py_utils import map_nested from .utils import require_dill_gt_0_3_2, require_joblibspark, require_not_windows def _A ( A__ ): # picklable for multiprocessing """...
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'''simple docstring''' import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _A ( A__ ): """simple docstring""" __lowercase = [ '''encoder.version''', '''decoder.version''', '''model.encoder....
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) lowerCAmelCase__ = { '''configuration_gpt_bigcode''': ['''GPT_BIGCODE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTBigCodeConfig'''], } try: ...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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'''simple docstring''' import argparse import logging from collections import namedtuple import torch from model_bertabs import BertAbsSummarizer from models.model_builder import AbsSummarizer # The authors' implementation from transformers import BertTokenizer logging.basicConfig(level=logging.INFO) lower...
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'''simple docstring''' 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, OnnxSeqaSeqCo...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available lowerCAmelCase__ = { '''configuration_swinv2''': ['''SWINV2_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''Swinv2Config'''], } try: if not is_torch_available(): ...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" if b == 0: return (1, 0) ((__lowercase) , (__lowercase)) = extended_euclid(A__ , a % b ) __lowercase = a // b return (y, x - k * y) def...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_tokenizers_available, is_torch_available lowerCAmelCase__ = { '''configuration_roc_bert''': ['''ROC_BERT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''RoCBertConfig'''], '''tok...
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'''simple docstring''' from datasets.utils.patching import _PatchedModuleObj, patch_submodule from . import _test_patching def _A ( ): """simple docstring""" import os as original_os from os import path as original_path from os import rename as original_rename from os.path import di...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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'''simple docstring''' import os import tempfile import unittest from transformers import NezhaConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device from ...generation.test_utils import GenerationT...
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'''simple docstring''' import unittest from transformers.utils.backbone_utils import ( BackboneMixin, get_aligned_output_features_output_indices, verify_out_features_out_indices, ) class lowercase_ (unittest.TestCase ): """simple docstring""" def SCREAMING_SNAKE_CASE ...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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'''simple docstring''' from collections.abc import Sequence def _A ( A__ = None ): """simple docstring""" if nums is None or not nums: raise ValueError('''Input sequence should not be empty''' ) __lowercase = nums[0] for i in range(1 , len(A__ ) ): __lowercase ...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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'''simple docstring''' import logging import os import sys from dataclasses import dataclass, field from typing import Optional from seqaseq_trainer import SeqaSeqTrainer from seqaseq_training_args import SeqaSeqTrainingArguments import transformers from transformers import ( AutoConfig, AutoModelForS...
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'''simple docstring''' # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
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'''simple docstring''' import json import os import tempfile import datasets from utils import generate_example_dataset, get_duration lowerCAmelCase__ = 5_0000 lowerCAmelCase__ = 5000 lowerCAmelCase__ , lowerCAmelCase__ = os.path.split(__file__) lowerCAmelCase__ = os...
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'''simple docstring''' from collections.abc import Callable class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : Callable | None = None ): # Stores actual heap items. __lowercase = [] # Stores indexes of each item for...
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'''simple docstring''' import argparse from pathlib import Path import torch from transformers import OPTConfig, OPTModel from transformers.utils import logging logging.set_verbosity_info() lowerCAmelCase__ = logging.get_logger(__name__) def _A ( A__ ): """simple docstring""" ...
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'''simple docstring''' import shutil import tempfile import unittest from unittest.mock import patch from transformers import ( DefaultFlowCallback, IntervalStrategy, PrinterCallback, ProgressCallback, Trainer, TrainerCallback, TrainingArguments, is_torch_available, ) from trans...
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'''simple docstring''' from typing import TYPE_CHECKING from ..utils import _LazyModule lowerCAmelCase__ = { '''config''': [ '''EXTERNAL_DATA_FORMAT_SIZE_LIMIT''', '''OnnxConfig''', '''OnnxConfigWithPast''', '''OnnxSeq2SeqConfigWithPast''', '''PatchingSpec...
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'''simple docstring''' from typing import Optional, Tuple, Union import flax import flax.linen as nn import jax import jax.numpy as jnp from flax.core.frozen_dict import FrozenDict from ..configuration_utils import ConfigMixin, flax_register_to_config from ..utils import BaseOutput from .embeddings_flax impor...
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'''simple docstring''' lowerCAmelCase__ = 8.3_144_598 def _A ( A__ , A__ ): """simple docstring""" if temperature < 0: raise Exception('''Temperature cannot be less than 0 K''' ) if molar_mass <= 0: raise Exception('''Molar mass cannot be less than or equal to 0 kg/m...
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'''simple docstring''' import io import math from typing import Dict, Optional, Union import numpy as np from huggingface_hub import hf_hub_download from ...image_processing_utils import BaseImageProcessor, BatchFeature from ...image_transforms import convert_to_rgb, normalize, to_channel_dimension_format, to...
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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 lowerCAmelCase__ = logging.get_logger(__name__) lowerCAmelCase__ =...
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'''simple docstring''' import doctest from collections import deque import numpy as np class lowercase_ : """simple docstring""" def __init__( self : Optional[Any] ): __lowercase = [2, 1, 2, -1] __lowercase = [1, 2, 3, 4] def SCREAMING_SNA...
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'''simple docstring''' from __future__ import annotations lowerCAmelCase__ = 1.6_021e-19 # units = C def _A ( A__ , A__ , A__ , ): """simple docstring""" if (conductivity, electron_conc, mobility).count(0 ) != 1: raise ValueError('''You cannot supply more ...
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'''simple docstring''' from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class lowercase_ (lowerCamelCase__ ): ...
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'''simple docstring''' import tempfile import torch from diffusers import PNDMScheduler from .test_schedulers import SchedulerCommonTest class lowercase_ (lowerCamelCase__ ): """simple docstring""" SCREAMING_SNAKE_CASE : Tuple = (PNDMScheduler,) SCREAMING...
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'''simple docstring''' import argparse import datetime import json import time import warnings from logging import getLogger from pathlib import Path from typing import Dict, List import torch from tqdm import tqdm from transformers import AutoModelForSeqaSeqLM, AutoTokenizer from utils import calculate_bleu,...
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'''simple docstring''' import gc import random import unittest import numpy as np import torch from transformers import ( CLIPImageProcessor, CLIPTextConfig, CLIPTextModelWithProjection, CLIPTokenizer, CLIPVisionConfig, CLIPVisionModelWithProjection, ) from diffusers import ( Diffu...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" print(F"Vertex\tShortest Distance from vertex {src}" ) for i, d in enumerate(A__ ): print(F"{i}\t\t{d}" ) def _A ( A__ , A__ , A__ ): """simpl...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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'''simple docstring''' import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor lowerCAmelCase__ = logging.get_logger(__name__) class lowercase_ (lowerCamelCase__ ): """simple docstring""" def __init__( self : List[Any] ,*low...
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'''simple docstring''' import argparse import struct import unittest class lowercase_ : """simple docstring""" def __init__( self : Any ,lowercase__ : bytes ): __lowercase = data # Initialize hash values __lowercase = [ 0x6a_09e_667, ...
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'''simple docstring''' import os import time import pytest from datasets.utils.filelock import FileLock, Timeout def _A ( A__ ): """simple docstring""" __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) ...
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'''simple docstring''' import sys import webbrowser import requests from bsa import BeautifulSoup from fake_useragent import UserAgent if __name__ == "__main__": print('''Googling.....''') lowerCAmelCase__ = '''https://www.google.com/search?q=''' + ''' '''.join(sys.argv[1:]) lowerCAmelCase__ =...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) lowerCAmelCase__ = { '''configuration_gpt_bigcode''': ['''GPT_BIGCODE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTBigCodeConfig'''], } try: ...
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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, KandinskyVaaImgaImgPipeline, KandinskyVaaPriorPipeline, UNetaDConditionModel, VQModel, ) from diffusers.utils import floats_tensor, lo...
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'''simple docstring''' import argparse import os import re lowerCAmelCase__ = '''src/diffusers''' # 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.compi...
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'''simple docstring''' import argparse import torch from transformers import LxmertConfig, LxmertForPreTraining, load_tf_weights_in_lxmert from transformers.utils import logging logging.set_verbosity_info() def _A ( A__ , A__ , A__ ): """simple docstring""" __lowercase ...
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'''simple docstring''' import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, DPMSolverMultistepScheduler, TextToVideoSDPipeline, UNetaDConditionModel, ) from diffusers.util...
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'''simple docstring''' from typing import Dict, List, Optional, Union import numpy as np from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict from ...image_transforms import rescale, resize, to_channel_dimension_format from ...image_utils import ( ChannelDimension, Ima...
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'''simple docstring''' import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _A ( A__ ): """simple docstring""" __lowercase = [ '''encoder.version''', '''decoder.version''', '''model.encoder....
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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, is_vision_available, ) lowerCAmelCase__ = {'''configuration_vit''': ['''VIT_PRETRAINED_CONFIG_AR...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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'''simple docstring''' def _A ( A__ ): """simple docstring""" if not isinstance(A__ , A__ ): raise ValueError('''check_bouncy() accepts only integer arguments''' ) __lowercase = str(A__ ) __lowercase = ''''''.join(sorted(A__ ) ) return sorted_str_n != str_...
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'''simple docstring''' 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, OnnxSeqaSeqCo...
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'''simple docstring''' import argparse import torch from transformers import FunnelBaseModel, FunnelConfig, FunnelModel, load_tf_weights_in_funnel from transformers.utils import logging logging.set_verbosity_info() def _A ( A__ , A__ , A__ , A__ ): """simple docstring"...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" if b == 0: return (1, 0) ((__lowercase) , (__lowercase)) = extended_euclid(A__ , a % b ) __lowercase = a // b return (y, x - k * y) def...
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'''simple docstring''' def _A ( A__ , A__ ): """simple docstring""" __lowercase = [1] for i in range(2 , A__ ): factorials.append(factorials[-1] * i ) assert 0 <= k < factorials[-1] * n, "k out of bounds" __lowercase = [] __lowercase = l...
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'''simple docstring''' from datasets.utils.patching import _PatchedModuleObj, patch_submodule from . import _test_patching def _A ( ): """simple docstring""" import os as original_os from os import path as original_path from os import rename as original_rename from os.path import di...
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'''simple docstring''' class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ): __lowercase = 0 __lowercase = 0 __lowercase = {} def SCREAMING_SNAKE_CASE ( self : Union[str, Any] ,lowercase__ : str ): ...
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'''simple docstring''' import os import tempfile import unittest from transformers import NezhaConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device from ...generation.test_utils import GenerationT...
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'''simple docstring''' from datetime import datetime import matplotlib.pyplot as plt import torch def _A ( A__ ): """simple docstring""" for param in module.parameters(): __lowercase = False def _A ( ): """simple docstring""" __lowercase = ...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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'''simple docstring''' import os import re from shutil import copyfile from typing import Any, Dict, List, Optional, Tuple import sentencepiece as spm from ...tokenization_utils import AddedToken, PreTrainedTokenizer from ...utils import logging lowerCAmelCase__ = logging.get_logger(__name__) lowe...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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'''simple docstring''' import pickle import shutil import tempfile import unittest from transformers import SPIECE_UNDERLINE, XGLMTokenizer, XGLMTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from transformers.utils import cached_property fr...
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'''simple docstring''' # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import _LazyModule lowerCAmelCase__ = {'''tokenization_byt5''': ['''ByT5Tokenizer''']} if TYPE_CHECKING: from .tokenization_byta import ByTaTokenizer else: import sys lowerCAmelCase__ = _LazyModule(__name__, globals...
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'''simple docstring''' from collections.abc import Callable class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : Callable | None = None ): # Stores actual heap items. __lowercase = [] # Stores indexes of each item for...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import _LazyModule lowerCAmelCase__ = {'''processing_wav2vec2_with_lm''': ['''Wav2Vec2ProcessorWithLM''']} if TYPE_CHECKING: from .processing_wavaveca_with_lm import WavaVecaProcessorWithLM else: import sys lowerCAmelCase__ ...
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'''simple docstring''' import shutil import tempfile import unittest from unittest.mock import patch from transformers import ( DefaultFlowCallback, IntervalStrategy, PrinterCallback, ProgressCallback, Trainer, TrainerCallback, TrainingArguments, is_torch_available, ) from trans...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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'''simple docstring''' from typing import Optional, Tuple, Union import flax import flax.linen as nn import jax import jax.numpy as jnp from flax.core.frozen_dict import FrozenDict from ..configuration_utils import ConfigMixin, flax_register_to_config from ..utils import BaseOutput from .embeddings_flax impor...
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'''simple docstring''' from __future__ import annotations from scipy.special import comb # type: ignore class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : list[tuple[float, float]] ): __lowercase = list_of_points # D...
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'''simple docstring''' import io import math from typing import Dict, Optional, Union import numpy as np from huggingface_hub import hf_hub_download from ...image_processing_utils import BaseImageProcessor, BatchFeature from ...image_transforms import convert_to_rgb, normalize, to_channel_dimension_format, to...
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'''simple docstring''' import unittest import numpy as np from transformers.testing_utils import require_torch, require_vision from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSavingTestMixin, prepare_image_inputs if is_torch_...
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'''simple docstring''' import doctest from collections import deque import numpy as np class lowercase_ : """simple docstring""" def __init__( self : Optional[Any] ): __lowercase = [2, 1, 2, -1] __lowercase = [1, 2, 3, 4] def SCREAMING_SNA...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ , A__ ): """simple docstring""" __lowercase = list(range(len(A__ ) ) ) __lowercase = [v / w for v, w in zip(A__ , A__ )] index.sort(key=lambda A__ : ratio[i] , re...
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'''simple docstring''' from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class lowercase_ (lowerCamelCase__ ): ...
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'''simple docstring''' import math import os import unittest from transformers import MegatronBertConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device from ...test_configur...
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'''simple docstring''' import argparse import datetime import json import time import warnings from logging import getLogger from pathlib import Path from typing import Dict, List import torch from tqdm import tqdm from transformers import AutoModelForSeqaSeqLM, AutoTokenizer from utils import calculate_bleu,...
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import argparse from transformers import BigBirdConfig, BigBirdForPreTraining, BigBirdForQuestionAnswering, load_tf_weights_in_big_bird from transformers.utils import logging logging.set_verbosity_info() def __lowercase ( snake_case, snake_case, snake_case, snake_case ): """simple docs...
0
'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" print(F"Vertex\tShortest Distance from vertex {src}" ) for i, d in enumerate(A__ ): print(F"{i}\t\t{d}" ) def _A ( A__ , A__ , A__ ): """simpl...
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from __future__ import annotations from collections.abc import Callable __snake_case = list[list[float | int]] def _A ( _lowercase , _lowercase ) -> Matrix: """simple docstring""" __UpperCamelCase = len(_lowercase ) __UpperCamelCase = [[0...
1
'''simple docstring''' import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor lowerCAmelCase__ = logging.get_logger(__name__) class lowercase_ (lowerCamelCase__ ): """simple docstring""" def __init__( self : List[Any] ,*low...
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def SCREAMING_SNAKE_CASE_ ( _snake_case :list[int] , _snake_case :list[int] , _snake_case :int ) -> bool: return not any( neighbour == 1 and colored_vertices[i] == color for i, neighbour in enumerate(_snake_case ) ) def SCREAMING_SNAKE_CASE_ ( _snake_case :...
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'''simple docstring''' import os import time import pytest from datasets.utils.filelock import FileLock, Timeout def _A ( A__ ): """simple docstring""" __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) ...
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'''simple docstring''' import copy import os import cva import numpy as np from matplotlib import pyplot as plt class SCREAMING_SNAKE_CASE__ : def __init__( self )-> Dict: '''simple docstring''' UpperCamelCase = ...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) lowerCAmelCase__ = { '''configuration_gpt_bigcode''': ['''GPT_BIGCODE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTBigCodeConfig'''], } try: ...
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"""simple docstring""" import json import logging import os import sys from time import time from unittest.mock import patch from transformers.testing_utils import TestCasePlus, require_torch_tpu logging.basicConfig(level=logging.DEBUG) __UpperCamelCase : Optional[Any] = logging.getLogge...
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'''simple docstring''' import argparse import os import re lowerCAmelCase__ = '''src/diffusers''' # 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.compi...
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'''simple docstring''' from __future__ import annotations class UpperCAmelCase_ : '''simple docstring''' def __init__( self , _lowercase , _lowercase ): """simple docstring""" _lowerCAmelCase , _lowerCAmelCase = text, patter...
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'''simple docstring''' import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, DPMSolverMultistepScheduler, TextToVideoSDPipeline, UNetaDConditionModel, ) from diffusers.util...
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import inspect import tempfile from collections import OrderedDict, UserDict from collections.abc import MutableMapping from contextlib import ExitStack, contextmanager from dataclasses import fields from enum import Enum from typing import Any, ContextManager, List, Tuple import numpy as np from .import_utils ...
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'''simple docstring''' import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _A ( A__ ): """simple docstring""" __lowercase = [ '''encoder.version''', '''decoder.version''', '''model.encoder....
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"""simple docstring""" from ....configuration_utils import PretrainedConfig from ....utils import logging a = logging.get_logger(__name__) a = { '''speechbrain/m-ctc-t-large''': '''https://huggingface.co/speechbrain/m-ctc-t-large/resolve/main/config.json''', # See all M-...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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'''simple docstring''' import argparse import logging import os from datetime import datetime import numpy as np import torch from torch import nn from torch.utils.data import DataLoader, RandomSampler, TensorDataset from tqdm import tqdm from transformers import GPTaLMHeadModel l...
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'''simple docstring''' 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, OnnxSeqaSeqCo...
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import json import os import re import sys import urllib.request import requests from bsa import BeautifulSoup SCREAMING_SNAKE_CASE__ = { '''User-Agent''': '''Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36''' ''' (KHTML, like Gecko) Chrome/70.0.3538.102 Safari/537.36 Edge/18.19582''' ...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" if b == 0: return (1, 0) ((__lowercase) , (__lowercase)) = extended_euclid(A__ , a % b ) __lowercase = a // b return (y, x - k * y) def...
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# This code is adapted from OpenAI's release # https://github.com/openai/human-eval/blob/master/human_eval/execution.py import contextlib import faulthandler import io import multiprocessing import os import platform import signal import tempfile def _snake_case ( __snake_case , __snake_case , __snake_...
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'''simple docstring''' from datasets.utils.patching import _PatchedModuleObj, patch_submodule from . import _test_patching def _A ( ): """simple docstring""" import os as original_os from os import path as original_path from os import rename as original_rename from os.path import di...
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'''simple docstring''' def lowerCAmelCase (__A , __A): """simple docstring""" if b == 0: return 1 if (b % 2) == 0: return actual_power(__A , int(b / 2)) * actual_power(__A , int(b / 2)) else: return a * actual_power(__A , ...
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'''simple docstring''' import os import tempfile import unittest from transformers import NezhaConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device from ...generation.test_utils import GenerationT...
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from json import JSONDecodeError # Workaround for requests.exceptions.JSONDecodeError import requests def UpperCamelCase ( lowercase_ = "isbn/0140328726" ) -> dict: '''simple docstring''' lowercase__ : Dict = olid.strip().strip("""/""" ) # Remove leading/trailing w...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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'''simple docstring''' import collections import importlib.util import os import re from pathlib import Path A__ : Dict = """src/transformers""" # Matches is_xxx_available() A__ : Union[str, Any] = re.compile(R"""is\_([a-z_]*)_available()""") # Catches a one-line _import_struct = {xx...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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from math import cos, sin, sqrt, tau from audio_filters.iir_filter import IIRFilter def __UpperCAmelCase ( __a : int ,__a : int ,__a : float = 1 / sqrt(2 ) ) -> IIRFilter: """simple docstring""" _a : List[str] = tau * frequen...
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'''simple docstring''' # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
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import pickle import shutil import tempfile import unittest from transformers import SPIECE_UNDERLINE, XLMRobertaTokenizer, XLMRobertaTokenizerFast from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow from transformers.utils import cached_property from ....
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'''simple docstring''' from collections.abc import Callable class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : Callable | None = None ): # Stores actual heap items. __lowercase = [] # Stores indexes of each item for...
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# Copyright 2021 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required ...
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'''simple docstring''' import shutil import tempfile import unittest from unittest.mock import patch from transformers import ( DefaultFlowCallback, IntervalStrategy, PrinterCallback, ProgressCallback, Trainer, TrainerCallback, TrainingArguments, is_torch_available, ) from trans...
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import unittest from typing import Dict, List, Optional, Union import numpy as np from transformers.testing_utils import require_torch, require_vision from transformers.utils import is_torch_available, is_vision_available from ...test_image_processing_common import ImageProcessingSavingTestMixin, prepare_image_inp...
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'''simple docstring''' from typing import Optional, Tuple, Union import flax import flax.linen as nn import jax import jax.numpy as jnp from flax.core.frozen_dict import FrozenDict from ..configuration_utils import ConfigMixin, flax_register_to_config from ..utils import BaseOutput from .embeddings_flax impor...
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'''simple docstring''' from __future__ import annotations def __a(SCREAMING_SNAKE_CASE_ : int | float | str , SCREAMING_SNAKE_CASE_ : int | float | str ): '''simple docstring''' if nth_term == "": return [""] _lowerCAmelCase = int(SCREAMING...
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'''simple docstring''' import io import math from typing import Dict, Optional, Union import numpy as np from huggingface_hub import hf_hub_download from ...image_processing_utils import BaseImageProcessor, BatchFeature from ...image_transforms import convert_to_rgb, normalize, to_channel_dimension_format, to...
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"""simple docstring""" import logging import os import sys import warnings from dataclasses import dataclass, field from random import randint from typing import Optional import datasets import evaluate import numpy as np from datasets import DatasetDict, load_dataset import transformers fr...
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'''simple docstring''' import doctest from collections import deque import numpy as np class lowercase_ : """simple docstring""" def __init__( self : Optional[Any] ): __lowercase = [2, 1, 2, -1] __lowercase = [1, 2, 3, 4] def SCREAMING_SNA...
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import numpy as np from cva import COLOR_BGR2GRAY, CV_8UC3, cvtColor, filteraD, imread, imshow, waitKey def _lowercase( __a : int , __a : int , __a : int , __a : int , __a : int , __a : int ): # prepare kernel ...
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'''simple docstring''' from dataclasses import dataclass from typing import List, Optional, Union import numpy as np import torch from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available @dataclass class lowercase_ (lowerCamelCase__ ): ...
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import colorsys from PIL import Image # type: ignore def lowerCAmelCase_ ( lowerCamelCase , lowerCamelCase , lowerCamelCase ): __magic_name__ : Any =x __magic_name__ : Dict =y for step in range(lowerCamelCase ): # noqa: B007...
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'''simple docstring''' import argparse import datetime import json import time import warnings from logging import getLogger from pathlib import Path from typing import Dict, List import torch from tqdm import tqdm from transformers import AutoModelForSeqaSeqLM, AutoTokenizer from utils import calculate_bleu,...
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'''simple docstring''' from typing import Optional, Tuple import jax import jax.numpy as jnp from flax import linen as nn from flax.core.frozen_dict import FrozenDict from transformers import CLIPConfig, FlaxPreTrainedModel from transformers.models.clip.modeling_flax_clip import FlaxCLIPVisionMod...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" print(F"Vertex\tShortest Distance from vertex {src}" ) for i, d in enumerate(A__ ): print(F"{i}\t\t{d}" ) def _A ( A__ , A__ , A__ ): """simpl...
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import tempfile import unittest import numpy as np import transformers from transformers import GPTaTokenizer, GPTJConfig, is_flax_available, is_torch_available from transformers.testing_utils import is_pt_flax_cross_test, require_flax, tooslow from ...generation.test_flax_utils import FlaxGen...
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'''simple docstring''' import warnings from ...utils import logging from .image_processing_yolos import YolosImageProcessor lowerCAmelCase__ = logging.get_logger(__name__) class lowercase_ (lowerCamelCase__ ): """simple docstring""" def __init__( self : List[Any] ,*low...
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'''simple docstring''' from typing import List, Optional, Tuple, Union import torch from ...models import UNetaDModel from ...schedulers import ScoreSdeVeScheduler from ...utils import randn_tensor from ..pipeline_utils import DiffusionPipeline, ImagePipelineOutput class lowerCAmelCase ( __lowerCA...
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'''simple docstring''' import os import time import pytest from datasets.utils.filelock import FileLock, Timeout def _A ( A__ ): """simple docstring""" __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) __lowercase = FileLock(str(tmpdir / '''foo.lock''' ) ) ...
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# tests directory-specific settings - this file is run automatically # by pytest before any tests are run import sys import warnings from os.path import abspath, dirname, join # allow having multiple repository checkouts and not needing to remember to rerun # 'pip install -e .[dev]' when switching between checkout...
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'''simple docstring''' from typing import TYPE_CHECKING from ...utils import ( OptionalDependencyNotAvailable, _LazyModule, is_torch_available, ) lowerCAmelCase__ = { '''configuration_gpt_bigcode''': ['''GPT_BIGCODE_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''GPTBigCodeConfig'''], } try: ...
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'''simple docstring''' from __future__ import annotations from collections.abc import Iterator class _A : def __init__( self : Optional[Any] , __magic_name__ : int ) -> None: """simple docstring""" __snake_case : List[Any...
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'''simple docstring''' import argparse import os import re lowerCAmelCase__ = '''src/diffusers''' # 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.compi...
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def __lowerCAmelCase( _SCREAMING_SNAKE_CASE ) -> int: """simple docstring""" _A = 0 while num > 0: digit_sum += num % 10 num //= 10 return digit_sum def __lowerCAmelCase( _SCREAMING_SNAKE_CASE = 100 ) ...
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'''simple docstring''' import unittest import numpy as np import torch from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer from diffusers import ( AutoencoderKL, DDIMScheduler, DPMSolverMultistepScheduler, TextToVideoSDPipeline, UNetaDConditionModel, ) from diffusers.util...
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'''simple docstring''' import warnings from collections import OrderedDict from typing import Mapping from packaging import version from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig from ...utils import logging UpperCamelCase_ = logging.get_logger(...
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'''simple docstring''' import argparse import torch from torch import nn from transformers import MBartConfig, MBartForConditionalGeneration def _A ( A__ ): """simple docstring""" __lowercase = [ '''encoder.version''', '''decoder.version''', '''model.encoder....
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"""simple docstring""" import os import posixpath import uuid from dataclasses import dataclass from typing import TYPE_CHECKING, Iterable, List, Optional, Tuple, Union import numpy as np import pyarrow as pa import datasets from datasets.arrow_writer import ArrowWriter, ParquetWriter from datasets.config import M...
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'''simple docstring''' import os from math import logaa def _A ( A__ = "base_exp.txt" ): """simple docstring""" __lowercase = 0 __lowercase = 0 for i, line in enumerate(open(os.path.join(os.path.dirname(A__ ) , A__ ) ) ): __lowercase , __lowercase...
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import os import pytest import yaml from datasets.features.features import Features, Value from datasets.info import DatasetInfo, DatasetInfosDict @pytest.mark.parametrize( '''files''' , [ ['''full:README.md''', '''dataset_infos.json'''], ['''empty:README.md''', '''dataset_infos.j...
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'''simple docstring''' 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, OnnxSeqaSeqCo...
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from __future__ import annotations def UpperCAmelCase_ ( __UpperCAmelCase : list[int] , __UpperCAmelCase : int , __UpperCAmelCase : int , __UpperCAmelCase : int ) -> None: if (direction == 1 and array[indexa] > array[indexa]) or ( dire...
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'''simple docstring''' from __future__ import annotations def _A ( A__ , A__ ): """simple docstring""" if b == 0: return (1, 0) ((__lowercase) , (__lowercase)) = extended_euclid(A__ , a % b ) __lowercase = a // b return (y, x - k * y) def...
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from typing import List, Optional, Tuple from ...tokenization_utils_fast import PreTrainedTokenizerFast from ...utils import logging from .tokenization_herbert import HerbertTokenizer UpperCAmelCase_ = logging.get_logger(__name__) UpperCAmelCase_ = {"vocab_file": "vocab.json", "merges_file...
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'''simple docstring''' from datasets.utils.patching import _PatchedModuleObj, patch_submodule from . import _test_patching def _A ( ): """simple docstring""" import os as original_os from os import path as original_path from os import rename as original_rename from os.path import di...
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import unittest from huggingface_hub import hf_hub_download from transformers import MODEL_FOR_VIDEO_CLASSIFICATION_MAPPING, VideoMAEFeatureExtractor from transformers.pipelines import VideoClassificationPipeline, pipeline from transformers.testing_utils import ( is_pipeline_test, nested_simplif...
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'''simple docstring''' import os import tempfile import unittest from transformers import NezhaConfig, is_torch_available from transformers.models.auto import get_values from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device from ...generation.test_utils import GenerationT...
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"""simple docstring""" # XXX: we want transformers master here - in the absense of conftest manipulating sys.path: # hack it in for now: import sys from pathlib import Path SCREAMING_SNAKE_CASE_ = Path(__file__).resolve().parents[3] / 'src' sys.path.insert(1, str(git_repo_path)) import datacla...
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'''simple docstring''' from collections.abc import Iterator, MutableMapping from dataclasses import dataclass from typing import Generic, TypeVar lowerCAmelCase__ = TypeVar('''KEY''') lowerCAmelCase__ = TypeVar('''VAL''') @dataclass(frozen=lowerCamelCase__ , slots=lowerCamelCase...
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from collections import OrderedDict from typing import Any, Mapping, Optional from ... import PreTrainedTokenizer from ...configuration_utils import PretrainedConfig from ...onnx import OnnxConfig, OnnxConfigWithPast, OnnxSeqaSeqConfigWithPast from ...onnx.utils import compute_effective_axis_dimension from ...utils...
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'''simple docstring''' from typing import Any, Dict, List, Union from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends from .base import PIPELINE_INIT_ARGS, ChunkPipeline if is_vision_available(): from PIL import Image from ..image_utils import load_im...
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import importlib.util import json import os import warnings from dataclasses import dataclass, field import torch from ..training_args import TrainingArguments from ..utils import cached_property, is_sagemaker_dp_enabled, logging __lowercase : List[str] = logging.get_logger(__name__) def ...
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'''simple docstring''' # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
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from math import ceil def UpperCamelCase_ ( __a = 1_001 ) -> int: a__ : Optional[Any] = 1 for i in range(1 , int(ceil(n / 2.0 ) ) ): a__ : List[str] = 2 * i + 1 a__ : Optional[int] = 2 * i a__ : Dict = to...
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'''simple docstring''' from collections.abc import Callable class lowercase_ : """simple docstring""" def __init__( self : Optional[int] ,lowercase__ : Callable | None = None ): # Stores actual heap items. __lowercase = [] # Stores indexes of each item for...
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'''simple docstring''' from math import sqrt def UpperCamelCase__ ( __magic_name__ : int ) -> int: '''simple docstring''' snake_case__ : Dict = 0 for i in range(1 , int(sqrt(__magic_name__ ) + 1 ) ): if n % i == 0 and i != sqrt(__magi...
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'''simple docstring''' import shutil import tempfile import unittest from unittest.mock import patch from transformers import ( DefaultFlowCallback, IntervalStrategy, PrinterCallback, ProgressCallback, Trainer, TrainerCallback, TrainingArguments, is_torch_available, ) from trans...
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import argparse import json import os from collections import OrderedDict import numpy as np import tensorflow as tf import torch def __SCREAMING_SNAKE_CASE (SCREAMING_SNAKE_CASE__ ): snake_case_ = os.path.join(args.tf_model_dir , '''parameters.json''' ) snake_case...
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'''simple docstring''' from typing import Optional, Tuple, Union import flax import flax.linen as nn import jax import jax.numpy as jnp from flax.core.frozen_dict import FrozenDict from ..configuration_utils import ConfigMixin, flax_register_to_config from ..utils import BaseOutput from .embeddings_flax impor...
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