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# قاموس المصطلحات
يحدد هذا المسرد مصطلحات التعلم الآلي العامة و 🤗 Transformers لمساعدتك على فهم الوثائق بشكل أفضل.
## A
### قناع الانتباه (Attention Mask)
قناع الانتباه هو مُدخل اختياري يستخدم عند تجميع التسلسلات معًا
<Youtube id="M6adb1j2jPI"/>
يشير هذا المُدخل إلى النموذج أى الرموز المميزة (tokens) التي يجب ال... | transformers/docs/source/ar/glossary.md/0 | {
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# خطوط الأنابيب الاستدلال
يجعل [`pipeline`] من السهل استخدام أي نموذج من [Hub](https://huggingface.co/models) للاستدلال لأي مهام خاصة باللغة أو الرؤية الحاسوبية أو الكلام أو المهام متعددة الوسائط. حتى إذا لم يكن لديك خبرة في طريقة معينة أو لم تكن على دراية بالرمز الأساسي وراء النماذج، يمكنك مع ذلك استخدامها للاستدلال ... | transformers/docs/source/ar/pipeline_tutorial.md/0 | {
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# كيف تُنجز نماذج 🤗 Transformers المهام؟
في [ما الذي يمكن أن تفعله نماذج 🤗 Transformers](task_summary)، تعلمت عن معالجة اللغات الطبيعية (NLP)، والخطاب والصوت، ورؤية الحاسب، وبعض تطبيقاتها المهمة. ستلقي هذه الصفحة نظرة فاحصة على كيفية حل النماذج لهذه المهام وتوضيح ما يحدث ما يحدث وراء الكواليس. هناك العديد من الطرق ... | transformers/docs/source/ar/tasks_explained.md/0 | {
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<!---
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-2.0
Unless required by applicable law or ... | transformers/docs/source/de/installation.md/0 | {
"file_path": "transformers/docs/source/de/installation.md",
"repo_id": "transformers",
"token_count": 3996
} | 290 |
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"file_path": "transformers/docs/source/en/add_new_model.md",
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"token_count": 14916
} | 291 |
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the License. You may obtain a copy of the License at
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"file_path": "transformers/docs/source/en/custom_models.md",
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"token_count": 4869
} | 292 |
<!--Copyright 2020 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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"file_path": "transformers/docs/source/en/internal/modeling_utils.md",
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<!--Copyright 2022 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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"file_path": "transformers/docs/source/en/model_doc/altclip.md",
"repo_id": "transformers",
"token_count": 1400
} | 295 |
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"file_path": "transformers/docs/source/en/model_doc/cvt.md",
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"token_count": 1314
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"file_path": "transformers/docs/source/en/model_doc/dialogpt.md",
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"token_count": 789
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"file_path": "transformers/docs/source/en/model_doc/ernie.md",
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<!--Copyright 2024 The HuggingFace Team. All rights reserved.
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"file_path": "transformers/docs/source/en/model_doc/gemma.md",
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"token_count": 764
} | 299 |
<!--Copyright 2025 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
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/granitemoeshared.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/granitemoeshared.md",
"repo_id": "transformers",
"token_count": 718
} | 300 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/llava.md/0 | {
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"token_count": 3585
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/nllb-moe.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/nllb-moe.md",
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"token_count": 2003
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<!--Copyright 2024 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/pvt_v2.md/0 | {
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<!--Copyright 2020 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/roberta.md/0 | {
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/speech-encoder-decoder.md/0 | {
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/t5v1.1.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/t5v1.1.md",
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} | 306 |
<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/unispeech-sat.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/unispeech-sat.md",
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/vitdet.md/0 | {
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/xlm-v.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/xlm-v.md",
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<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/en/philosophy.md/0 | {
"file_path": "transformers/docs/source/en/philosophy.md",
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<!--Copyright 2024 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/quantization/hqq.md/0 | {
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/en/tasks/image_captioning.md/0 | {
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<!--Copyright 2022 The HuggingFace Team. All rights reserved.
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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"file_path": "transformers/docs/source/es/quicktour.md",
"repo_id": "transformers",
"token_count": 6360
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# docstyle-ignore
INSTALL_CONTENT = """
# Installazione di Transformers
! pip install transformers datasets evaluate accelerate
# Per installare dalla fonte invece dell'ultima versione rilasciata, commenta il comando sopra e
# rimuovi la modalità commento al comando seguente.
# ! pip install git+https://github.com/hugg... | transformers/docs/source/it/_config.py/0 | {
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<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/it/multilingual.md/0 | {
"file_path": "transformers/docs/source/it/multilingual.md",
"repo_id": "transformers",
"token_count": 3202
} | 317 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/ja/hpo_train.md/0 | {
"file_path": "transformers/docs/source/ja/hpo_train.md",
"repo_id": "transformers",
"token_count": 2838
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<!--Copyright 2020 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/ja/model_doc/albert.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/albert.md",
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/ja/model_doc/bigbird_pegasus.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/bigbird_pegasus.md",
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | transformers/docs/source/ja/model_doc/clip.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/clip.md",
"repo_id": "transformers",
"token_count": 4574
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<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ja/model_doc/decision_transformer.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/decision_transformer.md",
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Unless required by applicable law or agreed... | transformers/docs/source/ja/perf_infer_gpu_many.md/0 | {
"file_path": "transformers/docs/source/ja/perf_infer_gpu_many.md",
"repo_id": "transformers",
"token_count": 2558
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<!---
Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/docs/source/ja/pr_checks.md/0 | {
"file_path": "transformers/docs/source/ja/pr_checks.md",
"repo_id": "transformers",
"token_count": 5982
} | 324 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | transformers/docs/source/ja/tasks/monocular_depth_estimation.md/0 | {
"file_path": "transformers/docs/source/ja/tasks/monocular_depth_estimation.md",
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Unless required by applicable law or agreed... | transformers/docs/source/ja/testing.md/0 | {
"file_path": "transformers/docs/source/ja/testing.md",
"repo_id": "transformers",
"token_count": 22730
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<!--Copyright 2022 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | transformers/docs/source/ko/big_models.md/0 | {
"file_path": "transformers/docs/source/ko/big_models.md",
"repo_id": "transformers",
"token_count": 4438
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<!---
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-2.0
Unless required by applicable law or ... | transformers/docs/source/ko/installation.md/0 | {
"file_path": "transformers/docs/source/ko/installation.md",
"repo_id": "transformers",
"token_count": 6893
} | 328 |
<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ko/main_classes/data_collator.md/0 | {
"file_path": "transformers/docs/source/ko/main_classes/data_collator.md",
"repo_id": "transformers",
"token_count": 1249
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<!--Copyright 2021 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | transformers/docs/source/ko/model_doc/bartpho.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/bartpho.md",
"repo_id": "transformers",
"token_count": 2260
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<!--Copyright 2024 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 applicable law or agreed... | transformers/docs/source/ko/model_doc/gemma.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/gemma.md",
"repo_id": "transformers",
"token_count": 1657
} | 331 |
<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ko/model_doc/rag.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/rag.md",
"repo_id": "transformers",
"token_count": 3640
} | 332 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to... | transformers/docs/source/ko/peft.md/0 | {
"file_path": "transformers/docs/source/ko/peft.md",
"repo_id": "transformers",
"token_count": 5059
} | 333 |
<!--Copyright 2024 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 applicable law or agreed... | transformers/docs/source/ko/quantization/awq.md/0 | {
"file_path": "transformers/docs/source/ko/quantization/awq.md",
"repo_id": "transformers",
"token_count": 7298
} | 334 |
<!--Copyright 2024 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 applicable law or agreed... | transformers/docs/source/ko/tasks/image_feature_extraction.md/0 | {
"file_path": "transformers/docs/source/ko/tasks/image_feature_extraction.md",
"repo_id": "transformers",
"token_count": 3518
} | 335 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | transformers/docs/source/ko/tasks/video_classification.md/0 | {
"file_path": "transformers/docs/source/ko/tasks/video_classification.md",
"repo_id": "transformers",
"token_count": 13625
} | 336 |
<!---
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 by applicable law or a... | transformers/examples/flax/README.md/0 | {
"file_path": "transformers/examples/flax/README.md",
"repo_id": "transformers",
"token_count": 1866
} | 337 |
#!/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-... | transformers/examples/flax/question-answering/run_qa.py/0 | {
"file_path": "transformers/examples/flax/question-answering/run_qa.py",
"repo_id": "transformers",
"token_count": 19983
} | 338 |
#### Fine-tuning BERT on SQuAD1.0 with relative position embeddings
The following examples show how to fine-tune BERT models with different relative position embeddings. The BERT model
`google-bert/bert-base-uncased` was pretrained with default absolute position embeddings. We provide the following pretrained
models... | transformers/examples/legacy/question-answering/README.md/0 | {
"file_path": "transformers/examples/legacy/question-answering/README.md",
"repo_id": "transformers",
"token_count": 1768
} | 339 |
#!/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... | transformers/examples/legacy/seq2seq/minify_dataset.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/minify_dataset.py",
"repo_id": "transformers",
"token_count": 398
} | 340 |
# 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... | transformers/examples/legacy/seq2seq/sentence_splitter.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/sentence_splitter.py",
"repo_id": "transformers",
"token_count": 403
} | 341 |
# 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... | transformers/examples/legacy/seq2seq/train_mbart_cc25_enro.sh/0 | {
"file_path": "transformers/examples/legacy/seq2seq/train_mbart_cc25_enro.sh",
"repo_id": "transformers",
"token_count": 500
} | 342 |
from typing import List, Optional, Tuple, Union
import torch
from transformers.models.bert.modeling_bert import BertModel
from ...modeling_outputs import BaseModelOutputWithPoolingAndCrossAttentions
class DummyBertModel(BertModel):
def forward(
self,
input_ids: Optional[torch.Tensor] = None,
... | transformers/examples/modular-transformers/modular_dummy_bert.py/0 | {
"file_path": "transformers/examples/modular-transformers/modular_dummy_bert.py",
"repo_id": "transformers",
"token_count": 432
} | 343 |
#!/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... | transformers/examples/pytorch/audio-classification/run_audio_classification.py/0 | {
"file_path": "transformers/examples/pytorch/audio-classification/run_audio_classification.py",
"repo_id": "transformers",
"token_count": 6999
} | 344 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2024 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... | transformers/examples/pytorch/instance-segmentation/run_instance_segmentation.py/0 | {
"file_path": "transformers/examples/pytorch/instance-segmentation/run_instance_segmentation.py",
"repo_id": "transformers",
"token_count": 7485
} | 345 |
<!---
Copyright 2024 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 applicable law or ... | transformers/examples/pytorch/object-detection/README.md/0 | {
"file_path": "transformers/examples/pytorch/object-detection/README.md",
"repo_id": "transformers",
"token_count": 3363
} | 346 |
# coding=utf-8
# Copyright 2018 HuggingFace Inc..
#
# 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 a... | transformers/examples/pytorch/test_pytorch_examples.py/0 | {
"file_path": "transformers/examples/pytorch/test_pytorch_examples.py",
"repo_id": "transformers",
"token_count": 12107
} | 347 |
# coding=utf-8
# Copyright 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and Microsoft Corporation.
# 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.... | transformers/examples/research_projects/bert-loses-patience/pabee/modeling_pabee_bert.py/0 | {
"file_path": "transformers/examples/research_projects/bert-loses-patience/pabee/modeling_pabee_bert.py",
"repo_id": "transformers",
"token_count": 6758
} | 348 |
# CodeParrot 🦜
<p align="center">
<img src="https://huggingface.co/datasets/lvwerra/repo-images/raw/main/code-highlighting-streamlit.png" alt="drawing" width="350"/>
</p>
## What is this about?
This is an open-source effort to train and evaluate code generation models. CodeParrot 🦜 is a GPT-2 model trained from ... | transformers/examples/research_projects/codeparrot/README.md/0 | {
"file_path": "transformers/examples/research_projects/codeparrot/README.md",
"repo_id": "transformers",
"token_count": 5034
} | 349 |
import setuptools
with open("README.md", "r", encoding="utf-8") as fh:
long_description = fh.read()
setuptools.setup(
name="fsner",
version="0.0.1",
author="msi sayef",
author_email="msi.sayef@gmail.com",
description="Few-shot Named Entity Recognition",
long_description=long_description,
... | transformers/examples/research_projects/fsner/setup.py/0 | {
"file_path": "transformers/examples/research_projects/fsner/setup.py",
"repo_id": "transformers",
"token_count": 341
} | 350 |
# coding=utf-8
# Copyright 2020-present, AllenAI Authors, University of Illinois Urbana-Champaign,
# Intel Nervana Systems 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 ... | transformers/examples/research_projects/movement-pruning/emmental/modules/binarizer.py/0 | {
"file_path": "transformers/examples/research_projects/movement-pruning/emmental/modules/binarizer.py",
"repo_id": "transformers",
"token_count": 2364
} | 351 |
# Plug and Play Language Models: a Simple Approach to Controlled Text Generation
Authors: [Sumanth Dathathri](https://dathath.github.io/), [Andrea Madotto](https://andreamad8.github.io/), Janice Lan, Jane Hung, Eric Frank, [Piero Molino](https://w4nderlu.st/), [Jason Yosinski](http://yosinski.com/), and [Rosanne Liu](... | transformers/examples/research_projects/pplm/README.md/0 | {
"file_path": "transformers/examples/research_projects/pplm/README.md",
"repo_id": "transformers",
"token_count": 747
} | 352 |
import logging
from pathlib import Path
import numpy as np
import pytorch_lightning as pl
import torch
from pytorch_lightning.callbacks import EarlyStopping, ModelCheckpoint
from pytorch_lightning.utilities import rank_zero_only
from utils_rag import save_json
def count_trainable_parameters(model):
model_paramet... | transformers/examples/research_projects/rag-end2end-retriever/callbacks_rag.py/0 | {
"file_path": "transformers/examples/research_projects/rag-end2end-retriever/callbacks_rag.py",
"repo_id": "transformers",
"token_count": 1977
} | 353 |
export PYTHONPATH="../":"${PYTHONPATH}"
python use_own_knowledge_dataset.py
ray start --head
python finetune_rag.py \
--model_name_or_path facebook/rag-token-base \
--model_type rag_token \
--context_encoder_name facebook/dpr-ctx_encoder-multiset-base \
--fp16 \
--gpus 1 \
--profile \
--e... | transformers/examples/research_projects/rag-end2end-retriever/test_run/test_rag_new_features.sh/0 | {
"file_path": "transformers/examples/research_projects/rag-end2end-retriever/test_run/test_rag_new_features.sh",
"repo_id": "transformers",
"token_count": 153
} | 354 |
import tempfile
import unittest
from make_student import create_student_by_copying_alternating_layers
from transformers import AutoConfig
from transformers.file_utils import cached_property
from transformers.testing_utils import require_torch
TINY_BART = "sshleifer/bart-tiny-random"
TINY_T5 = "patrickvonplaten/t5-t... | transformers/examples/research_projects/seq2seq-distillation/_test_make_student.py/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/_test_make_student.py",
"repo_id": "transformers",
"token_count": 660
} | 355 |
### Saved Pseudo-Labels
These are the generations of various large models on various large **training** sets. All in all they took about 200 GPU hours to produce.
### Available Pseudo-labels
| Dataset | Model | Link ... | transformers/examples/research_projects/seq2seq-distillation/precomputed_pseudo_labels.md/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/precomputed_pseudo_labels.md",
"repo_id": "transformers",
"token_count": 1861
} | 356 |
#!/usr/bin/env python3
import json
import logging
import os
import re
import sys
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Union
import datasets
import numpy as np
import torch
import torchaudio
from packaging import version
from torch import nn
import transformers
from tr... | transformers/examples/research_projects/wav2vec2/run_common_voice.py/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/run_common_voice.py",
"repo_id": "transformers",
"token_count": 8137
} | 357 |
#!/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-... | transformers/examples/tensorflow/question-answering/run_qa.py/0 | {
"file_path": "transformers/examples/tensorflow/question-answering/run_qa.py",
"repo_id": "transformers",
"token_count": 15732
} | 358 |
import argparse
import os
import torch
import torch.distributed as dist
# Environment variables set by torch.distributed.launch
LOCAL_RANK = int(os.environ["LOCAL_RANK"])
WORLD_SIZE = int(os.environ["WORLD_SIZE"])
WORLD_RANK = int(os.environ["RANK"])
LOCAL_RANK = int(os.environ["OMPI_COMM_WORLD_LOCAL_RANK"])
WORLD_... | transformers/examples/training/distributed_training.py/0 | {
"file_path": "transformers/examples/training/distributed_training.py",
"repo_id": "transformers",
"token_count": 1369
} | 359 |
## 🔥 Model cards now live inside each huggingface.co model repo 🔥
For consistency, ease of use and scalability, `README.md` model cards now live directly inside each model repo on the HuggingFace model hub.
### How to update a model card
You can directly update a model card inside any model repo you have **write ... | transformers/model_cards/README.md/0 | {
"file_path": "transformers/model_cards/README.md",
"repo_id": "transformers",
"token_count": 296
} | 360 |
#!/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... | transformers/scripts/fsmt/gen-card-allenai-wmt19.py/0 | {
"file_path": "transformers/scripts/fsmt/gen-card-allenai-wmt19.py",
"repo_id": "transformers",
"token_count": 1729
} | 361 |
#!/usr/bin/env python
# coding=utf-8
# 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/L... | transformers/src/transformers/agents/document_question_answering.py/0 | {
"file_path": "transformers/src/transformers/agents/document_question_answering.py",
"repo_id": "transformers",
"token_count": 1374
} | 362 |
# 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 by applicabl... | transformers/src/transformers/commands/add_new_model_like.py/0 | {
"file_path": "transformers/src/transformers/commands/add_new_model_like.py",
"repo_id": "transformers",
"token_count": 29705
} | 363 |
# 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... | transformers/src/transformers/data/data_collator.py/0 | {
"file_path": "transformers/src/transformers/data/data_collator.py",
"repo_id": "transformers",
"token_count": 37596
} | 364 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/feature_extraction_sequence_utils.py/0 | {
"file_path": "transformers/src/transformers/feature_extraction_sequence_utils.py",
"repo_id": "transformers",
"token_count": 7737
} | 365 |
# coding=utf-8
# Copyright 2024 The HuggingFace Inc. team and Google DeepMind.
#
# 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 re... | transformers/src/transformers/generation/watermarking.py/0 | {
"file_path": "transformers/src/transformers/generation/watermarking.py",
"repo_id": "transformers",
"token_count": 9699
} | 366 |
# Copyright 2024 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... | transformers/src/transformers/integrations/vptq.py/0 | {
"file_path": "transformers/src/transformers/integrations/vptq.py",
"repo_id": "transformers",
"token_count": 1928
} | 367 |
// File from https://github.com/mlpen/YOSO/blob/main/encoders/backbones/efficient_attentions/yoso/yoso_v1/cuda/fast_lsh_cumulation.cu
#include <torch/extension.h>
#include <ATen/ATen.h>
#include "fast_lsh_cumulation.h"
#include "fast_lsh_cumulation_cuda.h"
#include "common_cuda.h"
#include "common.h"
#include <vector>... | transformers/src/transformers/kernels/yoso/fast_lsh_cumulation.cu/0 | {
"file_path": "transformers/src/transformers/kernels/yoso/fast_lsh_cumulation.cu",
"repo_id": "transformers",
"token_count": 8662
} | 368 |
# coding=utf-8
# Copyright 2024 The ggml.ai team and The HuggingFace Inc. team. and pygguf author (github.com/99991)
# https://github.com/99991/pygguf
#
# 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 Lic... | transformers/src/transformers/modeling_gguf_pytorch_utils.py/0 | {
"file_path": "transformers/src/transformers/modeling_gguf_pytorch_utils.py",
"repo_id": "transformers",
"token_count": 8582
} | 369 |
# coding=utf-8
# Copyright 2021 Microsoft Research 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/LICENSE-2.0
#
# Unless... | transformers/src/transformers/models/beit/modeling_flax_beit.py/0 | {
"file_path": "transformers/src/transformers/models/beit/modeling_flax_beit.py",
"repo_id": "transformers",
"token_count": 15818
} | 370 |
# coding=utf-8
# 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 at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless re... | transformers/src/transformers/models/bert_generation/tokenization_bert_generation.py/0 | {
"file_path": "transformers/src/transformers/models/bert_generation/tokenization_bert_generation.py",
"repo_id": "transformers",
"token_count": 2941
} | 371 |
# coding=utf-8
# Copyright 2021 The Facebook Inc. 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.apache.org/licenses/LI... | transformers/src/transformers/models/blenderbot/tokenization_blenderbot.py/0 | {
"file_path": "transformers/src/transformers/models/blenderbot/tokenization_blenderbot.py",
"repo_id": "transformers",
"token_count": 7657
} | 372 |
# coding=utf-8
# Copyright 2023 The Salesforce Team Authors and 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/licens... | transformers/src/transformers/models/blip/modeling_tf_blip.py/0 | {
"file_path": "transformers/src/transformers/models/blip/modeling_tf_blip.py",
"repo_id": "transformers",
"token_count": 30539
} | 373 |
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University 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://ww... | transformers/src/transformers/models/camembert/tokenization_camembert_fast.py/0 | {
"file_path": "transformers/src/transformers/models/camembert/tokenization_camembert_fast.py",
"repo_id": "transformers",
"token_count": 3335
} | 374 |
# coding=utf-8
# Copyright 2021 The OpenAI Team Authors, The Google Flax 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.... | transformers/src/transformers/models/clip/modeling_flax_clip.py/0 | {
"file_path": "transformers/src/transformers/models/clip/modeling_flax_clip.py",
"repo_id": "transformers",
"token_count": 22031
} | 375 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/clvp/processing_clvp.py/0 | {
"file_path": "transformers/src/transformers/models/clvp/processing_clvp.py",
"repo_id": "transformers",
"token_count": 1363
} | 376 |
# coding=utf-8
# Copyright 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... | transformers/src/transformers/models/convbert/configuration_convbert.py/0 | {
"file_path": "transformers/src/transformers/models/convbert/configuration_convbert.py",
"repo_id": "transformers",
"token_count": 2675
} | 377 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/convnextv2/convert_convnextv2_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/convnextv2/convert_convnextv2_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5402
} | 378 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/cvt/configuration_cvt.py/0 | {
"file_path": "transformers/src/transformers/models/cvt/configuration_cvt.py",
"repo_id": "transformers",
"token_count": 2706
} | 379 |
# coding=utf-8
# Copyright Meta Platforms 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.apache.org/licenses/LICENSE-2.... | transformers/src/transformers/models/data2vec/configuration_data2vec_vision.py/0 | {
"file_path": "transformers/src/transformers/models/data2vec/configuration_data2vec_vision.py",
"repo_id": "transformers",
"token_count": 3513
} | 380 |
# coding=utf-8
# Copyright 2020 Microsoft 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/LICENSE-2.0
#
# Unless required... | transformers/src/transformers/models/deberta/tokenization_deberta_fast.py/0 | {
"file_path": "transformers/src/transformers/models/deberta/tokenization_deberta_fast.py",
"repo_id": "transformers",
"token_count": 4079
} | 381 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/deformable_detr/load_custom.py/0 | {
"file_path": "transformers/src/transformers/models/deformable_detr/load_custom.py",
"repo_id": "transformers",
"token_count": 638
} | 382 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/deprecated/deta/convert_deta_resnet_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/deta/convert_deta_resnet_to_pytorch.py",
"repo_id": "transformers",
"token_count": 7793
} | 383 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/deprecated/gptsan_japanese/convert_gptsan_tf_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/gptsan_japanese/convert_gptsan_tf_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5113
} | 384 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/deprecated/mctct/modeling_mctct.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/mctct/modeling_mctct.py",
"repo_id": "transformers",
"token_count": 13987
} | 385 |
# coding=utf-8
# Copyright 2023 EleutherAI and the HuggingFace Inc. team. All rights reserved.
#
# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
# and OPT implementations in this library. It has been modified from its
# original forms to accommodate minor architectural differences compared
# to G... | transformers/src/transformers/models/deprecated/open_llama/configuration_open_llama.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/open_llama/configuration_open_llama.py",
"repo_id": "transformers",
"token_count": 3009
} | 386 |
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