repo stringlengths 2 99 | file stringlengths 13 225 | code stringlengths 0 18.3M | file_length int64 0 18.3M | avg_line_length float64 0 1.36M | max_line_length int64 0 4.26M | extension_type stringclasses 1
value |
|---|---|---|---|---|---|---|
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/run_image_classification_dro.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 20,092 | 39.756592 | 171 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/run_image_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 17,554 | 38.449438 | 143 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/generate_features.py | #!/usr/bin/env python
# coding=utf-8
# generating features for image classification
import logging
import os
import sys
import jsonlines
import json
from dataclasses import dataclass, field
from typing import Optional
import tqdm
import pickle
import datasets
from datasets.dataset_dict import DatasetDict, IterableDat... | 30,464 | 42.771552 | 177 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/learn_grouper.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 22,444 | 41.18985 | 205 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/utils.py | from dataclasses import dataclass
from functools import reduce, wraps
from inspect import getcallargs
from typing import Collection, Mapping
import meerkat as mk
def unpack_args(data: mk.DataPanel, *args):
if any(map(lambda x: isinstance(x, str), args)) and data is None:
raise ValueError("If args are str... | 2,197 | 32.30303 | 116 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/domino_learnt_slicer.py | import math
import numpy as np
from turtle import forward
import torch
import torch.utils.checkpoint
from packaging import version
from torch import nn, optim, autograd
import torch.distributed as dist
from torch.distributed import ReduceOp
from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss
from datacla... | 20,182 | 48.957921 | 165 | py |
robust-transformers | robust-transformers-main/examples/pytorch/image-classification/domino_slicer.py | from __future__ import annotations
import warnings
from functools import wraps
from typing import Union
import meerkat as mk
import numpy as np
import sklearn.cluster as cluster
from scipy import linalg
from scipy.special import logsumexp
from sklearn.decomposition import PCA
from sklearn.exceptions import Convergenc... | 30,667 | 39.405797 | 141 | py |
robust-transformers | robust-transformers-main/examples/pytorch/summarization/run_summarization_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 25,382 | 39.874396 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/summarization/run_summarization.py | #!/usr/bin/env python
# coding=utf-8
# 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... | 30,199 | 42.328551 | 149 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/run_glue.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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/LI... | 25,282 | 43.278459 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/data_utils.py | """
Utilities for data handling.
"""
import json
import logging
import os
import re
import pandas as pd
import shutil
import tqdm
import random
from typing import Dict
def convert_string_to_unique_number(string: str) -> int:
"""
Hack to convert SNLI ID into a unique integer ID, for tensorizing.
"""
id_map = {... | 4,491 | 29.557823 | 99 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/group_dataset.py | """ Dataset wrapping an Arrow Table. Extended to also contain group information"""
from datasets.arrow_dataset import Dataset
from typing import (
TYPE_CHECKING,
Any,
BinaryIO,
Callable,
Dict,
Iterable,
Iterator,
List,
Optional,
)
from datasets.formatting import format_table, get_f... | 1,052 | 24.682927 | 100 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/run_glue_cartography.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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/LI... | 31,285 | 44.145743 | 155 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/train_dy_filtering.py | """
Filtering and dataset mapping methods based on training dynamics.
By default, this module reads training dynamics from a given trained model and
computes the metrics---confidence, variability, correctness,
as well as baseline metrics of forgetfulness and threshold closeness
for each instance in the training data.
I... | 18,898 | 40.174292 | 140 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/download_glue.py | ''' Script for downloading all GLUE data.
Note: for legal reasons, we are unable to host MRPC.
You can either use the version hosted by the SentEval team, which is already tokenized,
or you can download the original data from (https://download.microsoft.com/download/D/4/6/D46FF87A-F6B9-4252-AA8B-3604ED519838/MSRParap... | 6,883 | 44.893333 | 190 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/run_xnli.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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.
... | 16,340 | 39.750623 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-classification/run_glue_no_trainer.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | 21,165 | 42.020325 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 29,371 | 39.346154 | 200 | py |
robust-transformers | robust-transformers-main/examples/pytorch/text-generation/run_generation.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 10,991 | 36.773196 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/multiple-choice/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 18,885 | 40.416667 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/multiple-choice/run_swag_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 21,483 | 39.921905 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py | #!/usr/bin/env python
# coding=utf-8
# 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... | 20,824 | 40.40159 | 126 | py |
robust-transformers | robust-transformers-main/examples/pytorch/speech-recognition/run_speech_recognition_ctc.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 30,371 | 40.098782 | 158 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/generate_features.py | #!/usr/bin/env python
# coding=utf-8
"""
Code to create feature representations for instances of a text classification task, for automatic spurious-feature slice-discovery.
Supported Feature types:
Given a model path (pretrained or finetuned), return
* CLS
* Maxpool representations
Given two model representat... | 32,462 | 46.047826 | 197 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/assign_groups.py | import pickle
import os
import sys
import json
from tokenize import group
import pandas as pd
import argparse
import numpy as np
from collections import Counter
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--cluster_assgn_file", type=str, default=None)
parser.add_argum... | 2,197 | 36.254237 | 93 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/filter_groups.py | import pickle
import os
import sys
import json
from tokenize import group
import pandas as pd
import argparse
import numpy as np
from sklearn.metrics import f1_score
from collections import Counter
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--cluster_assgn_file", type=st... | 4,000 | 43.955056 | 212 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/custom_slicer.py | from __future__ import annotations
import warnings
from functools import wraps
from typing import Union
import meerkat as mk
import numpy as np
import sklearn.cluster as cluster
from scipy import linalg
from scipy.special import logsumexp
from sklearn.decomposition import PCA
from sklearn.exceptions import Convergenc... | 29,931 | 39.231183 | 89 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/utils.py | from dataclasses import dataclass
from functools import reduce, wraps
from inspect import getcallargs
from typing import Collection, Mapping
import meerkat as mk
def unpack_args(data: mk.DataPanel, *args):
if any(map(lambda x: isinstance(x, str), args)) and data is None:
raise ValueError("If args are str... | 2,197 | 32.30303 | 116 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/domino_learnt_slicer.py | import math
import numpy as np
from turtle import forward
import torch
import torch.utils.checkpoint
from packaging import version
from torch import nn, optim, autograd
import torch.distributed as dist
from torch.distributed import ReduceOp
from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss
from datacla... | 19,060 | 48.897906 | 144 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/learn_groups.py | # A way to learn ideal incorporation of features for clustering in order to identify regions that have high loss
# Instantiate the network randomly
# Train for few epochs until convergence for the network to predict the same assignment as the ones given by the GMM model (improves convergence maybe)
# Train for the fin... | 25,315 | 42.57315 | 175 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/domino_slicer.py | from __future__ import annotations
import warnings
from functools import wraps
from typing import Union
import meerkat as mk
import numpy as np
import sklearn.cluster as cluster
from scipy import linalg
from scipy.special import logsumexp
from sklearn.decomposition import PCA
from sklearn.exceptions import Convergenc... | 30,667 | 39.405797 | 141 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/filter_spurious.py | import numpy as np
import pickle
import sys
import os
import pdb
domino = pickle.load(open(sys.argv[1], "rb"))
mm = domino.mm
means = mm.means_
cov = mm.covariances_
weights = mm.weights_
y_probs = mm.y_probs
y_hat_probs = mm.y_hat_probs
means_norm = means/np.expand_dims(np.linalg.norm(means, axis=1), axis=1)
cov_nor... | 2,548 | 42.20339 | 134 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/error_aware_slice_discovery.py | # load for each fold of training data, corresponding model, pretrained model and split out Ypred, Y
# Combine all that data and create 6 folds.
# For Dev set, do something similar, but now, the strategy for worst -group selection criterion is different. Recombining some of the low error groups together by class, crea... | 37,779 | 44.905225 | 240 | py |
robust-transformers | robust-transformers-main/examples/pytorch/slice-discovery/generate_pretrained_features.py | #!/usr/bin/env python
# coding=utf-8
"""
Code to create feature representations for instances of a text classification task, for automatic spurious-feature slice-discovery.
Supported Feature types:
Given a model path (pretrained or finetuned), return
* CLS
* Maxpool representations
Given two model representat... | 28,557 | 44.330159 | 195 | py |
robust-transformers | robust-transformers-main/examples/pytorch/translation/run_translation_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 24,806 | 40.345 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/translation/run_translation.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 27,176 | 42.4832 | 120 | py |
robust-transformers | robust-transformers-main/examples/pytorch/language-modeling/run_mlm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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-... | 25,307 | 42.709845 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/language-modeling/run_clm_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 21,930 | 40.614801 | 242 | py |
robust-transformers | robust-transformers-main/examples/pytorch/language-modeling/run_plm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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-... | 22,553 | 41.878327 | 120 | py |
robust-transformers | robust-transformers-main/examples/pytorch/language-modeling/run_mlm_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 24,041 | 41.327465 | 121 | py |
robust-transformers | robust-transformers-main/examples/pytorch/language-modeling/run_clm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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/LI... | 23,726 | 42.456044 | 152 | py |
robust-transformers | robust-transformers-main/examples/pytorch/audio-classification/run_audio_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 16,086 | 40.354756 | 119 | py |
robust-transformers | robust-transformers-main/examples/pytorch/contrastive-image-text/run_clip.py | #!/usr/bin/env python
# coding=utf-8
# 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/LICENSE-... | 21,819 | 41.451362 | 119 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/question-answering/run_qa.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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-... | 30,503 | 44.664671 | 124 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/question-answering/utils_qa.py | # coding=utf-8
# Copyright 2020 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 require... | 22,378 | 50.445977 | 135 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/benchmarking/plot_csv_file.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 6,407 | 34.798883 | 116 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/benchmarking/run_benchmark_tf.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The HuggingFace Inc. team.
# Copyright (c) 2020, NVIDIA CORPORATION. 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 a... | 1,915 | 38.102041 | 92 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/token-classification/run_ner.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 22,260 | 40.377323 | 147 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/summarization/run_summarization.py | #!/usr/bin/env python
# coding=utf-8
# 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... | 27,681 | 40.689759 | 120 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/text-classification/run_glue.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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/LI... | 21,938 | 41.028736 | 119 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/text-classification/run_text_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 21,233 | 41.983806 | 121 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/multiple-choice/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and 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.ap... | 21,257 | 41.516 | 119 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/translation/run_translation.py | #!/usr/bin/env python
# coding=utf-8
# 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... | 26,661 | 41.933977 | 120 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/language-modeling/run_mlm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 24,808 | 43.065719 | 142 | py |
robust-transformers | robust-transformers-main/examples/tensorflow/language-modeling/run_clm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 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/LI... | 22,652 | 42.563462 | 142 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_transfo_xl.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 6,205 | 41.506849 | 114 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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.
... | 30,163 | 40.836338 | 150 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_language_modeling.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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.
... | 13,704 | 36.547945 | 136 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_chinese_ref.py | #!/usr/bin/env python
import argparse
import json
from typing import List
from ltp import LTP
from transformers import BertTokenizer
def _is_chinese_char(cp):
"""Checks whether CP is the codepoint of a CJK character."""
# This defines a "chinese character" as anything in the CJK Unicode block:
# https:... | 5,268 | 34.362416 | 115 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_openai_gpt.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 14,269 | 43.454829 | 128 | py |
robust-transformers | robust-transformers-main/examples/legacy/run_camembert.py | #!/usr/bin/env python
import torch
from transformers import CamembertForMaskedLM, CamembertTokenizer
def fill_mask(masked_input, model, tokenizer, topk=5):
# Adapted from https://github.com/pytorch/fairseq/blob/master/fairseq/models/roberta/hub_interface.py
assert masked_input.count("<mask>") == 1
input_... | 1,935 | 39.333333 | 114 | py |
robust-transformers | robust-transformers-main/examples/legacy/question-answering/run_squad.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 34,739 | 40.805054 | 126 | py |
robust-transformers | robust-transformers-main/examples/legacy/question-answering/run_squad_trainer.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 6,789 | 35.505376 | 133 | py |
robust-transformers | robust-transformers-main/examples/legacy/pytorch-lightning/run_glue.py | import argparse
import glob
import logging
import os
import time
from argparse import Namespace
import numpy as np
import torch
from torch.utils.data import DataLoader, TensorDataset
from lightning_base import BaseTransformer, add_generic_args, generic_train
from transformers import glue_compute_metrics as compute_me... | 8,014 | 38.678218 | 119 | py |
robust-transformers | robust-transformers-main/examples/legacy/pytorch-lightning/lightning_base.py | import argparse
import logging
import os
from pathlib import Path
from typing import Any, Dict
import pytorch_lightning as pl
from pytorch_lightning.utilities import rank_zero_info
from transformers import (
AdamW,
AutoConfig,
AutoModel,
AutoModelForPreTraining,
AutoModelForQuestionAnswering,
... | 15,022 | 37.32398 | 119 | py |
robust-transformers | robust-transformers-main/examples/legacy/pytorch-lightning/run_ner.py | import argparse
import glob
import logging
import os
from argparse import Namespace
from importlib import import_module
import numpy as np
import torch
from seqeval.metrics import accuracy_score, f1_score, precision_score, recall_score
from torch.nn import CrossEntropyLoss
from torch.utils.data import DataLoader, Tens... | 9,690 | 43.865741 | 119 | py |
robust-transformers | robust-transformers-main/examples/legacy/token-classification/run_ner.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 12,219 | 36.950311 | 133 | py |
robust-transformers | robust-transformers-main/examples/legacy/token-classification/tasks.py | import logging
import os
from typing import List, TextIO, Union
from conllu import parse_incr
from utils_ner import InputExample, Split, TokenClassificationTask
logger = logging.getLogger(__name__)
class NER(TokenClassificationTask):
def __init__(self, label_idx=-1):
# in NER datasets, the last column... | 5,509 | 32.597561 | 110 | py |
robust-transformers | robust-transformers-main/examples/legacy/token-classification/utils_ner.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 15,649 | 40.957105 | 160 | py |
robust-transformers | robust-transformers-main/examples/legacy/token-classification/run_tf_ner.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless ... | 11,187 | 35.324675 | 133 | py |
robust-transformers | robust-transformers-main/examples/legacy/token-classification/scripts/preprocess.py | import sys
from transformers import AutoTokenizer
dataset = sys.argv[1]
model_name_or_path = sys.argv[2]
max_len = int(sys.argv[3])
subword_len_counter = 0
tokenizer = AutoTokenizer.from_pretrained(model_name_or_path)
max_len -= tokenizer.num_special_tokens_to_add()
with open(dataset, "rt") as f_p:
for line i... | 993 | 22.666667 | 69 | py |
robust-transformers | robust-transformers-main/examples/legacy/text-classification/run_tf_text_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 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... | 10,684 | 33.356913 | 133 | py |
robust-transformers | robust-transformers-main/examples/legacy/multiple_choice/utils_multiple_choice.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 20,890 | 35.018966 | 116 | py |
robust-transformers | robust-transformers-main/examples/legacy/multiple_choice/run_multiple_choice.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. 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 cop... | 8,246 | 32.938272 | 133 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/run_distributed_eval.py | #!/usr/bin/env python
# Copyright 2020 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... | 10,216 | 37.847909 | 119 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_datasets.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 11,060 | 43.600806 | 118 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/run_eval.py | #!/usr/bin/env python
# Copyright 2020 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... | 7,285 | 38.814208 | 189 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/xla_spawn.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,519 | 28.302326 | 108 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_fsmt_bleu_score.py | # coding=utf-8
# Copyright 2020 Huggingface
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed ... | 2,504 | 33.791667 | 114 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_calculate_rouge.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,646 | 58.442105 | 353 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/rouge_cli.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,180 | 35.90625 | 78 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/utils.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 25,293 | 37.03609 | 128 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_seq2seq_examples.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,986 | 36.780303 | 118 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/pack_dataset.py | #!/usr/bin/env python
# Copyright 2020 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... | 3,385 | 37.044944 | 98 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/sentence_splitter.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,239 | 33.444444 | 110 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/run_eval_search.py | #!/usr/bin/env python
# Copyright 2020 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... | 5,935 | 38.052632 | 182 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_tatoeba_conversion.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,388 | 34.615385 | 103 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/seq2seq_trainer.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 11,141 | 42.019305 | 154 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/convert_model_to_fp16.py | #!/usr/bin/env python
# Copyright 2020 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... | 1,383 | 36.405405 | 117 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/minify_dataset.py | #!/usr/bin/env python
# Copyright 2020 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... | 1,160 | 32.171429 | 74 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/__init__.py | import os
import sys
sys.path.insert(1, os.path.dirname(os.path.realpath(__file__)))
| 87 | 13.666667 | 63 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/download_wmt.py | #!/usr/bin/env python
# Copyright 2020 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... | 2,634 | 37.75 | 187 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/save_randomly_initialized_model.py | #!/usr/bin/env python
# Copyright 2020 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... | 1,539 | 37.5 | 146 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/save_len_file.py | #!/usr/bin/env python
# Copyright 2020 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... | 2,111 | 36.052632 | 111 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/seq2seq_training_args.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,678 | 43.65 | 126 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/old_test_seq2seq_examples_multi_gpu.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,032 | 35.303571 | 123 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/finetune_trainer.py | #!/usr/bin/env python
# Copyright 2020 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... | 13,809 | 36.527174 | 120 | py |
robust-transformers | robust-transformers-main/examples/legacy/seq2seq/test_data/fsmt/build-eval-data.py | #!/usr/bin/env python
import io
import json
import subprocess
pairs = [
["en", "ru"],
["ru", "en"],
["en", "de"],
["de", "en"],
]
n_objs = 8
def get_all_data(pairs, n_objs):
text = {}
for src, tgt in pairs:
pair = f"{src}-{tgt}"
cmd = f"sacrebleu -t wmt19 -l {pair} --echo s... | 877 | 24.823529 | 99 | py |
robust-transformers | robust-transformers-main/src/transformers/gcdro_loss_ga.py | import os
import torch
import torch.nn as nn
import torch.nn.functional as F
import numpy as np
from dataclasses import dataclass, field
from collections.abc import Mapping
from typing import TYPE_CHECKING, Any, Callable, Dict, List, Optional, Tuple, Union
class GCDROLossComputerWithGA:
def __init__(self, dro_arg... | 13,707 | 47.098246 | 189 | py |
robust-transformers | robust-transformers-main/src/transformers/optimization.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICEN... | 27,756 | 40.366617 | 137 | py |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.