text stringlengths 5 409k | id stringlengths 14 178 | metadata dict | __index_level_0__ int64 0 572 |
|---|---|---|---|
/**
* @file Core utility functions/classes for Transformers.js.
*
* These are only used internally, meaning an end-user shouldn't
* need to access anything here.
*
* @module utils/core
*/
/**
* @typedef {Object} InitiateProgressInfo
* @property {'initiate'} status
* @property {string} name The model id or d... | transformers.js/src/utils/core.js/0 | {
"file_path": "transformers.js/src/utils/core.js",
"repo_id": "transformers.js",
"token_count": 2392
} | 280 |
import { GPT2Tokenizer, GPT2LMHeadModel } from "../../../src/transformers.js";
import { MAX_MODEL_LOAD_TIME, MAX_TEST_EXECUTION_TIME, MAX_MODEL_DISPOSE_TIME, DEFAULT_MODEL_OPTIONS } from "../../init.js";
export default () => {
describe("GPT2LMHeadModel", () => {
const model_id = "hf-internal-testing/tiny-random... | transformers.js/tests/models/gpt2/test_modeling_gpt2.js/0 | {
"file_path": "transformers.js/tests/models/gpt2/test_modeling_gpt2.js",
"repo_id": "transformers.js",
"token_count": 769
} | 281 |
import { LlamaTokenizer, LlamaForCausalLM } from "../../../src/transformers.js";
import { MAX_MODEL_LOAD_TIME, MAX_TEST_EXECUTION_TIME, MAX_MODEL_DISPOSE_TIME, MAX_TEST_TIME, DEFAULT_MODEL_OPTIONS } from "../../init.js";
export default () => {
describe("LlamaForCausalLM", () => {
const model_id = "hf-internal-t... | transformers.js/tests/models/llama/test_modeling_llama.js/0 | {
"file_path": "transformers.js/tests/models/llama/test_modeling_llama.js",
"repo_id": "transformers.js",
"token_count": 1273
} | 282 |
import { AutoImageProcessor, SamImageProcessor } from "../../../src/transformers.js";
import { load_cached_image } from "../../asset_cache.js";
import { MAX_PROCESSOR_LOAD_TIME, MAX_TEST_EXECUTION_TIME } from "../../init.js";
export default () => {
// SamImageProcessor
// - tests normal padding (do_pad=true, pad... | transformers.js/tests/models/sam/test_image_processing_sam.js/0 | {
"file_path": "transformers.js/tests/models/sam/test_image_processing_sam.js",
"repo_id": "transformers.js",
"token_count": 1475
} | 283 |
import { WhisperTokenizer } from "../../../src/tokenizers.js";
import { BASE_TEST_STRINGS, WHISPER_TEST_STRINGS } from "../test_strings.js";
import { compare } from "../../test_utils.js";
export const TOKENIZER_CLASS = WhisperTokenizer;
export const TEST_CONFIG = {
"onnx-community/whisper-tiny.en": {
SIMPLE: {
... | transformers.js/tests/models/whisper/test_tokenization_whisper.js/0 | {
"file_path": "transformers.js/tests/models/whisper/test_tokenization_whisper.js",
"repo_id": "transformers.js",
"token_count": 25252
} | 284 |
import { pipeline, QuestionAnsweringPipeline } from "../../src/transformers.js";
import { MAX_MODEL_LOAD_TIME, MAX_TEST_EXECUTION_TIME, MAX_MODEL_DISPOSE_TIME, DEFAULT_MODEL_OPTIONS } from "../init.js";
const PIPELINE_ID = "question-answering";
export default () => {
describe("Question Answering", () => {
cons... | transformers.js/tests/pipelines/test_pipelines_question_answering.js/0 | {
"file_path": "transformers.js/tests/pipelines/test_pipelines_question_answering.js",
"repo_id": "transformers.js",
"token_count": 775
} | 285 |
import {
// Models
AutoModelForSeq2SeqLM,
AutoModelForCausalLM,
LlamaForCausalLM,
LlavaForConditionalGeneration,
// Tokenizers
AutoTokenizer,
LlamaTokenizer,
// Processors
AutoProcessor,
Processor,
// Other
TextStreamer,
RawImage,
} from "../../src/transformers.js";
import { init, MAX_TE... | transformers.js/tests/utils/generation.test.js/0 | {
"file_path": "transformers.js/tests/utils/generation.test.js",
"repo_id": "transformers.js",
"token_count": 4999
} | 286 |
# Security Policy
## Hugging Face Hub, remote artefacts, and remote code
Transformers is open-source software that is tightly coupled to the Hugging Face Hub. While you have the ability to use it
offline with pre-downloaded model weights, it provides a very simple way to download, use, and manage models locally.
Whe... | transformers/SECURITY.md/0 | {
"file_path": "transformers/SECURITY.md",
"repo_id": "transformers",
"token_count": 541
} | 287 |
FROM python:3.9-slim
ENV PYTHONDONTWRITEBYTECODE=1
USER root
ARG REF=main
RUN apt-get update && apt-get install -y time git g++ pkg-config make git-lfs
ENV UV_PYTHON=/usr/local/bin/python
RUN pip install uv && uv venv && uv pip install --no-cache-dir -U pip setuptools GitPython
RUN pip install --no-cache-dir --upgrade ... | transformers/docker/consistency.dockerfile/0 | {
"file_path": "transformers/docker/consistency.dockerfile",
"repo_id": "transformers",
"token_count": 327
} | 288 |
ARG BASE_DOCKER_IMAGE
FROM $BASE_DOCKER_IMAGE
LABEL maintainer="Hugging Face"
ARG DEBIAN_FRONTEND=noninteractive
# Use login shell to read variables from `~/.profile` (to pass dynamic created variables between RUN commands)
SHELL ["sh", "-lc"]
RUN apt update
RUN apt install -y git libsndfile1-dev tesseract-ocr espea... | transformers/docker/transformers-past-gpu/Dockerfile/0 | {
"file_path": "transformers/docker/transformers-past-gpu/Dockerfile",
"repo_id": "transformers",
"token_count": 890
} | 289 |
- sections:
- local: index
title: 🤗 المحولات
- local: quicktour
title: جولة سريعة
- local: installation
title: التثبيت
title: البدء
- sections:
- local: pipeline_tutorial
title: تشغيل الاستنتاج باستخدام خطوط الأنابيب
- local: autoclass_tutorial
title: كتابة تعليمات برمجية متكيفه باستخدا... | transformers/docs/source/ar/_toctree.yml/0 | {
"file_path": "transformers/docs/source/ar/_toctree.yml",
"repo_id": "transformers",
"token_count": 15728
} | 290 |
# التثبيت (Installation)
قم بتثبيت مكتبة 🤗 Transformers المناسبة لمكتبة التعلم العميق التي تستخدمها، وقم بإعداد ذاكرة التخزين المؤقت الخاصة بك، وقم بإعداد 🤗 Transformers للعمل دون اتصال بالإنترنت (اختياري).
تم اختبار 🤗 Transformers على Python 3.6 والإصدارات الأحدث، وPyTorch 1.1.0 والإصدارات الأحدث، وTensorFlow 2.... | transformers/docs/source/ar/installation.md/0 | {
"file_path": "transformers/docs/source/ar/installation.md",
"repo_id": "transformers",
"token_count": 6156
} | 291 |
# جولة سريعة
[[open-in-colab]]
ابدأ رحلتك مع مكتبة 🤗 Transformers! سواء كنت مطورًا أو مستخدمًا عاديًا، ستساعدك هذه الجولة السريعة على البدء وستُظهر لك كيفية استخدام [`pipeline`] للاستنتاج، وتحميل نموذج مُدرب مسبقًا ومعالج مُسبق مع [AutoClass](./model_doc/auto)، وتدريب نموذج بسرعة باستخدام PyTorch أو TensorFlow. إذا ... | transformers/docs/source/ar/quicktour.md/0 | {
"file_path": "transformers/docs/source/ar/quicktour.md",
"repo_id": "transformers",
"token_count": 15439
} | 292 |
# ملخص عن المجزئات اللغوية
[[open-in-colab]]
في هذه الصفحة، سنتناول بالتفصيل عملية التجزئة.
<Youtube id="VFp38yj8h3A"/>
كما رأينا في [برنامج تعليمي حول المعالجة المسبقة](preprocessing)، فإن تجزئة النص يقسمه إلى كلمات أو
الرموز الفرعية (كلمات جزئية)، والتي يتم بعد ذلك تحويلها إلى معرفات من خلال قائمة بحث. يعد تحويل ... | transformers/docs/source/ar/tokenizer_summary.md/0 | {
"file_path": "transformers/docs/source/ar/tokenizer_summary.md",
"repo_id": "transformers",
"token_count": 13440
} | 293 |
<!--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/de/peft.md/0 | {
"file_path": "transformers/docs/source/de/peft.md",
"repo_id": "transformers",
"token_count": 3185
} | 294 |
<!--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/en/agents_advanced.md/0 | {
"file_path": "transformers/docs/source/en/agents_advanced.md",
"repo_id": "transformers",
"token_count": 3195
} | 295 |
<!--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 applicable law or agreed... | transformers/docs/source/en/fast_tokenizers.md/0 | {
"file_path": "transformers/docs/source/en/fast_tokenizers.md",
"repo_id": "transformers",
"token_count": 792
} | 296 |
<!--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 applicable law or agreed... | transformers/docs/source/en/internal/tokenization_utils.md/0 | {
"file_path": "transformers/docs/source/en/internal/tokenization_utils.md",
"repo_id": "transformers",
"token_count": 428
} | 297 |
<!--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 applicable law or agreed... | transformers/docs/source/en/main_classes/logging.md/0 | {
"file_path": "transformers/docs/source/en/main_classes/logging.md",
"repo_id": "transformers",
"token_count": 1276
} | 298 |
<!--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 applicable law or agreed... | transformers/docs/source/en/model_doc/auto.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/auto.md",
"repo_id": "transformers",
"token_count": 2646
} | 299 |
<!--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 applicable law or agreed... | transformers/docs/source/en/model_doc/blenderbot-small.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/blenderbot-small.md",
"repo_id": "transformers",
"token_count": 1170
} | 300 |
<!--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/en/model_doc/clvp.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/clvp.md",
"repo_id": "transformers",
"token_count": 1339
} | 301 |
<!--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 agreed... | transformers/docs/source/en/model_doc/data2vec.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/data2vec.md",
"repo_id": "transformers",
"token_count": 3372
} | 302 |
<!--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/en/model_doc/falcon.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/falcon.md",
"repo_id": "transformers",
"token_count": 837
} | 303 |
<!--Copyright 2024 The GLM & ZhipuAI team 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/licenses/LICENSE-2.0
Unless required ... | transformers/docs/source/en/model_doc/glm.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/glm.md",
"repo_id": "transformers",
"token_count": 1351
} | 304 |
<!--Copyright 2024 JetMoe team 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/licenses/LICENSE-2.0
Unless required by applicab... | transformers/docs/source/en/model_doc/jetmoe.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/jetmoe.md",
"repo_id": "transformers",
"token_count": 568
} | 305 |
<!--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/en/model_doc/llava_onevision.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/llava_onevision.md",
"repo_id": "transformers",
"token_count": 4370
} | 306 |
<!--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
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | transformers/docs/source/en/model_doc/moonshine.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/moonshine.md",
"repo_id": "transformers",
"token_count": 695
} | 307 |
<!--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 agreed... | transformers/docs/source/en/model_doc/nystromformer.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/nystromformer.md",
"repo_id": "transformers",
"token_count": 907
} | 308 |
<!--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 agreed... | transformers/docs/source/en/model_doc/perceiver.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/perceiver.md",
"repo_id": "transformers",
"token_count": 2762
} | 309 |
<!--Copyright 2025 The Qwen 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.apache.org/licenses/LICENSE-2.0
Unless required by a... | transformers/docs/source/en/model_doc/qwen2_5_vl.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/qwen2_5_vl.md",
"repo_id": "transformers",
"token_count": 3956
} | 310 |
<!--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 agreed... | transformers/docs/source/en/model_doc/tapex.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/tapex.md",
"repo_id": "transformers",
"token_count": 2167
} | 311 |
<!--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 agreed... | transformers/docs/source/en/model_doc/upernet.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/upernet.md",
"repo_id": "transformers",
"token_count": 1188
} | 312 |
<!--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 agreed... | transformers/docs/source/en/model_doc/xls_r.md/0 | {
"file_path": "transformers/docs/source/en/model_doc/xls_r.md",
"repo_id": "transformers",
"token_count": 782
} | 313 |
<!---
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/en/perf_hardware.md/0 | {
"file_path": "transformers/docs/source/en/perf_hardware.md",
"repo_id": "transformers",
"token_count": 2319
} | 314 |
<!---
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 applicable law or ... | transformers/docs/source/en/pr_checks.md/0 | {
"file_path": "transformers/docs/source/en/pr_checks.md",
"repo_id": "transformers",
"token_count": 3179
} | 315 |
<!--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/en/quantization/quanto.md/0 | {
"file_path": "transformers/docs/source/en/quantization/quanto.md",
"repo_id": "transformers",
"token_count": 1064
} | 316 |
<!--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/en/tasks/image_text_to_text.md/0 | {
"file_path": "transformers/docs/source/en/tasks/image_text_to_text.md",
"repo_id": "transformers",
"token_count": 3285
} | 317 |
<!--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 agreed... | transformers/docs/source/en/tasks/token_classification.md/0 | {
"file_path": "transformers/docs/source/en/tasks/token_classification.md",
"repo_id": "transformers",
"token_count": 6507
} | 318 |
<!---
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/en/troubleshooting.md/0 | {
"file_path": "transformers/docs/source/en/troubleshooting.md",
"repo_id": "transformers",
"token_count": 2569
} | 319 |
<!--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 applicable law or agreed... | transformers/docs/source/es/serialization.md/0 | {
"file_path": "transformers/docs/source/es/serialization.md",
"repo_id": "transformers",
"token_count": 10517
} | 320 |
<!--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 agreed... | transformers/docs/source/fr/autoclass_tutorial.md/0 | {
"file_path": "transformers/docs/source/fr/autoclass_tutorial.md",
"repo_id": "transformers",
"token_count": 3454
} | 321 |
<!--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 applicable law or agreed... | transformers/docs/source/it/add_new_model.md/0 | {
"file_path": "transformers/docs/source/it/add_new_model.md",
"repo_id": "transformers",
"token_count": 17225
} | 322 |
<!--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 agreed... | transformers/docs/source/it/perf_infer_gpu_many.md/0 | {
"file_path": "transformers/docs/source/it/perf_infer_gpu_many.md",
"repo_id": "transformers",
"token_count": 420
} | 323 |
<!--
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 agree... | transformers/docs/source/ja/add_new_model.md/0 | {
"file_path": "transformers/docs/source/ja/add_new_model.md",
"repo_id": "transformers",
"token_count": 27745
} | 324 |
<!--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 agreed... | transformers/docs/source/ja/model_doc/audio-spectrogram-transformer.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/audio-spectrogram-transformer.md",
"repo_id": "transformers",
"token_count": 2249
} | 325 |
<!--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 applicable law or agreed... | transformers/docs/source/ja/model_doc/blenderbot-small.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/blenderbot-small.md",
"repo_id": "transformers",
"token_count": 1831
} | 326 |
<!--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/ja/model_doc/code_llama.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/code_llama.md",
"repo_id": "transformers",
"token_count": 4114
} | 327 |
<!--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 agreed... | transformers/docs/source/ja/model_doc/deplot.md/0 | {
"file_path": "transformers/docs/source/ja/model_doc/deplot.md",
"repo_id": "transformers",
"token_count": 2027
} | 328 |
<!--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/ja/run_scripts.md/0 | {
"file_path": "transformers/docs/source/ja/run_scripts.md",
"repo_id": "transformers",
"token_count": 8250
} | 329 |
<!--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/ja/tasks/prompting.md/0 | {
"file_path": "transformers/docs/source/ja/tasks/prompting.md",
"repo_id": "transformers",
"token_count": 9975
} | 330 |
<!--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/ja/tokenizer_summary.md/0 | {
"file_path": "transformers/docs/source/ja/tokenizer_summary.md",
"repo_id": "transformers",
"token_count": 9819
} | 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
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/docs/source/ko/contributing.md/0 | {
"file_path": "transformers/docs/source/ko/contributing.md",
"repo_id": "transformers",
"token_count": 15629
} | 332 |
<!--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 applicable law or agreed... | transformers/docs/source/ko/model_doc/bertweet.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/bertweet.md",
"repo_id": "transformers",
"token_count": 1434
} | 333 |
<!--Copyright 2022 The HuggingFace Team and Microsoft. All rights reserved.
Licensed under the MIT License; you may not use this file except in compliance with
the License.
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
an "AS IS" BASIS, WITHOUT WAR... | transformers/docs/source/ko/model_doc/graphormer.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/graphormer.md",
"repo_id": "transformers",
"token_count": 2817
} | 334 |
<!--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 agreed... | transformers/docs/source/ko/model_doc/swinv2.md/0 | {
"file_path": "transformers/docs/source/ko/model_doc/swinv2.md",
"repo_id": "transformers",
"token_count": 2648
} | 335 |
<!--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 agreed... | transformers/docs/source/ko/perf_infer_gpu_one.md/0 | {
"file_path": "transformers/docs/source/ko/perf_infer_gpu_one.md",
"repo_id": "transformers",
"token_count": 6517
} | 336 |
<!--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/gptq.md/0 | {
"file_path": "transformers/docs/source/ko/quantization/gptq.md",
"repo_id": "transformers",
"token_count": 4640
} | 337 |
<!--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/language_modeling.md/0 | {
"file_path": "transformers/docs/source/ko/tasks/language_modeling.md",
"repo_id": "transformers",
"token_count": 10486
} | 338 |
<!--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/zero_shot_object_detection.md/0 | {
"file_path": "transformers/docs/source/ko/tasks/zero_shot_object_detection.md",
"repo_id": "transformers",
"token_count": 7704
} | 339 |
<!--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 applicable law or agreed... | transformers/docs/source/pt/converting_tensorflow_models.md/0 | {
"file_path": "transformers/docs/source/pt/converting_tensorflow_models.md",
"repo_id": "transformers",
"token_count": 2440
} | 340 |
<!--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 agreed... | transformers/docs/source/te/quicktour.md/0 | {
"file_path": "transformers/docs/source/te/quicktour.md",
"repo_id": "transformers",
"token_count": 37563
} | 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 applicable law or agreed... | transformers/docs/source/zh/custom_models.md/0 | {
"file_path": "transformers/docs/source/zh/custom_models.md",
"repo_id": "transformers",
"token_count": 7977
} | 342 |
<!--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 applicable law or agreed... | transformers/docs/source/zh/main_classes/processors.md/0 | {
"file_path": "transformers/docs/source/zh/main_classes/processors.md",
"repo_id": "transformers",
"token_count": 3054
} | 343 |
<!--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/zh/preprocessing.md/0 | {
"file_path": "transformers/docs/source/zh/preprocessing.md",
"repo_id": "transformers",
"token_count": 12751
} | 344 |
# Image Captioning (vision-encoder-text-decoder model) training example
The following example showcases how to finetune a vision-encoder-text-decoder model for image captioning
using the JAX/Flax backend, leveraging 🤗 Transformers library's [FlaxVisionEncoderDecoderModel](https://huggingface.co/docs/transformers/mode... | transformers/examples/flax/image-captioning/README.md/0 | {
"file_path": "transformers/examples/flax/image-captioning/README.md",
"repo_id": "transformers",
"token_count": 1084
} | 345 |
<!---
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 applicable law or ... | transformers/examples/legacy/benchmarking/README.md/0 | {
"file_path": "transformers/examples/legacy/benchmarking/README.md",
"repo_id": "transformers",
"token_count": 499
} | 346 |
#!/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_... | transformers/examples/legacy/run_camembert.py/0 | {
"file_path": "transformers/examples/legacy/run_camembert.py",
"repo_id": "transformers",
"token_count": 888
} | 347 |
# 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 ... | transformers/examples/legacy/seq2seq/old_test_fsmt_bleu_score.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/old_test_fsmt_bleu_score.py",
"repo_id": "transformers",
"token_count": 997
} | 348 |
#!/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... | transformers/examples/legacy/seq2seq/test_data/fsmt/build-eval-data.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/test_data/fsmt/build-eval-data.py",
"repo_id": "transformers",
"token_count": 410
} | 349 |
## Token classification
Based on the scripts [`run_ner.py`](https://github.com/huggingface/transformers/blob/main/examples/legacy/token-classification/run_ner.py).
The following examples are covered in this section:
* NER on the GermEval 2014 (German NER) dataset
* Emerging and Rare Entities task: WNUT’17 (English N... | transformers/examples/legacy/token-classification/README.md/0 | {
"file_path": "transformers/examples/legacy/token-classification/README.md",
"repo_id": "transformers",
"token_count": 4566
} | 350 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from examples/modular-transformers/modular_add_function.py.
# Do NOT edit this file manually as any edits will be overwritten by the generatio... | transformers/examples/modular-transformers/modeling_add_function.py/0 | {
"file_path": "transformers/examples/modular-transformers/modeling_add_function.py",
"repo_id": "transformers",
"token_count": 1596
} | 351 |
"""
Here, because clip is not consistent with the use of the "Text" and "Vision" prefixes, we cannot simply use
```
class Multimodal2VisionModel(CLIPVisionModel):
pass
```
with the hope that all dependencies will be renamed as `Multimodal2VisionClass`. For this reason, if we want consistency and
use the "Vision" pa... | transformers/examples/modular-transformers/modular_multimodal2.py/0 | {
"file_path": "transformers/examples/modular-transformers/modular_multimodal2.py",
"repo_id": "transformers",
"token_count": 1094
} | 352 |
# 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/LICENSE-2.0
#
# Unless r... | transformers/examples/pytorch/object-detection/run_object_detection_no_trainer.py/0 | {
"file_path": "transformers/examples/pytorch/object-detection/run_object_detection_no_trainer.py",
"repo_id": "transformers",
"token_count": 13163
} | 353 |
<!---
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 ... | transformers/examples/pytorch/speech-pretraining/README.md/0 | {
"file_path": "transformers/examples/pytorch/speech-pretraining/README.md",
"repo_id": "transformers",
"token_count": 2600
} | 354 |
#!/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... | transformers/examples/pytorch/text-classification/run_classification.py/0 | {
"file_path": "transformers/examples/pytorch/text-classification/run_classification.py",
"repo_id": "transformers",
"token_count": 13914
} | 355 |
import argparse
import logging
import sys
from unittest.mock import patch
import run_glue_with_pabee
from transformers.testing_utils import TestCasePlus
logging.basicConfig(level=logging.DEBUG)
logger = logging.getLogger()
def get_setup_file():
parser = argparse.ArgumentParser()
parser.add_argument("-f")... | transformers/examples/research_projects/bert-loses-patience/test_run_glue_with_pabee.py/0 | {
"file_path": "transformers/examples/research_projects/bert-loses-patience/test_run_glue_with_pabee.py",
"repo_id": "transformers",
"token_count": 675
} | 356 |
import argparse
from copy import deepcopy
import numpy as np
from datasets import ClassLabel, DatasetDict, load_dataset
from evaluate import load
from transformers import (
AutoModelForSequenceClassification,
AutoTokenizer,
DataCollatorWithPadding,
Trainer,
TrainerCallback,
TrainingArguments,
... | transformers/examples/research_projects/codeparrot/examples/train_complexity_predictor.py/0 | {
"file_path": "transformers/examples/research_projects/codeparrot/examples/train_complexity_predictor.py",
"repo_id": "transformers",
"token_count": 1799
} | 357 |
#!/bin/bash
export CUDA_VISIBLE_DEVICES=0
PATH_TO_DATA=/h/xinji/projects/GLUE
MODEL_TYPE=bert # bert or roberta
MODEL_SIZE=base # base or large
DATASET=MRPC # SST-2, MRPC, RTE, QNLI, QQP, or MNLI
MODEL_NAME=${MODEL_TYPE}-${MODEL_SIZE}
if [ $MODEL_TYPE = 'bert' ]
then
MODEL_NAME=${MODEL_NAME}-uncased
fi
ENTROPI... | transformers/examples/research_projects/deebert/entropy_eval.sh/0 | {
"file_path": "transformers/examples/research_projects/deebert/entropy_eval.sh",
"repo_id": "transformers",
"token_count": 437
} | 358 |
# coding=utf-8
# Copyright 2019-present, 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 a... | transformers/examples/research_projects/distillation/scripts/extract.py/0 | {
"file_path": "transformers/examples/research_projects/distillation/scripts/extract.py",
"repo_id": "transformers",
"token_count": 2039
} | 359 |
import torch
from transformers import AutoTokenizer
class FSNERTokenizerUtils:
def __init__(self, pretrained_model_name_or_path):
self.tokenizer = AutoTokenizer.from_pretrained(pretrained_model_name_or_path)
def tokenize(self, x):
"""
Wrapper function for tokenizing query and support... | transformers/examples/research_projects/fsner/src/fsner/tokenizer_utils.py/0 | {
"file_path": "transformers/examples/research_projects/fsner/src/fsner/tokenizer_utils.py",
"repo_id": "transformers",
"token_count": 2146
} | 360 |
<!---
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 ... | transformers/examples/research_projects/jax-projects/dataset-streaming/README.md/0 | {
"file_path": "transformers/examples/research_projects/jax-projects/dataset-streaming/README.md",
"repo_id": "transformers",
"token_count": 1475
} | 361 |
import datasets
import faiss
import numpy as np
import streamlit as st
import torch
from elasticsearch import Elasticsearch
from eli5_utils import (
embed_questions_for_retrieval,
make_qa_s2s_model,
qa_s2s_generate,
query_es_index,
query_qa_dense_index,
)
import transformers
from transformers impor... | transformers/examples/research_projects/longform-qa/eli5_app.py/0 | {
"file_path": "transformers/examples/research_projects/longform-qa/eli5_app.py",
"repo_id": "transformers",
"token_count": 5823
} | 362 |
import argparse
import json
from typing import List
from ltp import LTP
from transformers.models.bert.tokenization_bert 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:
#... | transformers/examples/research_projects/mlm_wwm/run_chinese_ref.py/0 | {
"file_path": "transformers/examples/research_projects/mlm_wwm/run_chinese_ref.py",
"repo_id": "transformers",
"token_count": 2544
} | 363 |
# 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... | transformers/examples/research_projects/movement-pruning/masked_run_squad.py/0 | {
"file_path": "transformers/examples/research_projects/movement-pruning/masked_run_squad.py",
"repo_id": "transformers",
"token_count": 21548
} | 364 |
from torch import nn
class ClassificationHead(nn.Module):
"""Classification Head for transformer encoders"""
def __init__(self, class_size, embed_size):
super().__init__()
self.class_size = class_size
self.embed_size = embed_size
# self.mlp1 = nn.Linear(embed_size, embed_size... | transformers/examples/research_projects/pplm/pplm_classification_head.py/0 | {
"file_path": "transformers/examples/research_projects/pplm/pplm_classification_head.py",
"repo_id": "transformers",
"token_count": 281
} | 365 |
"""Finetuning script for RAG models. Adapted from examples.seq2seq.finetune.py"""
import argparse
import copy
import json
import logging
import multiprocessing
import os
import random
import shutil
import sys
import time
from collections import defaultdict
from pathlib import Path
from typing import Any, Dict, List, T... | transformers/examples/research_projects/rag-end2end-retriever/finetune_rag.py/0 | {
"file_path": "transformers/examples/research_projects/rag-end2end-retriever/finetune_rag.py",
"repo_id": "transformers",
"token_count": 15752
} | 366 |
# Intro
Authors: @patrickvonplaten and @lhoestq
Aimed at tackling the knowledge-intensive NLP tasks (think tasks a human wouldn't be expected to solve without access to external knowledge sources), RAG models are seq2seq models with access to a retrieval mechanism providing relevant context documents at training and ... | transformers/examples/research_projects/rag/README.md/0 | {
"file_path": "transformers/examples/research_projects/rag/README.md",
"repo_id": "transformers",
"token_count": 3287
} | 367 |
import re
from filelock import FileLock
try:
import nltk
NLTK_AVAILABLE = True
except (ImportError, ModuleNotFoundError):
NLTK_AVAILABLE = False
if NLTK_AVAILABLE:
with FileLock(".lock") as lock:
nltk.download("punkt", quiet=True)
def add_newline_to_end_of_each_sentence(x: str) -> str:
... | transformers/examples/research_projects/seq2seq-distillation/sentence_splitter.py/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/sentence_splitter.py",
"repo_id": "transformers",
"token_count": 247
} | 368 |
import argparse
from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig
def generate(inputs, model, tokenizer, token_healing):
input_ids = tokenizer(inputs, return_tensors="pt", padding=True, device_map="auto").input_ids
generation_config = GenerationConfig(
max_new_tokens=8,
... | transformers/examples/research_projects/token-healing/run_token_healing.py/0 | {
"file_path": "transformers/examples/research_projects/token-healing/run_token_healing.py",
"repo_id": "transformers",
"token_count": 922
} | 369 |
**NOTE**: This example is outdated and is not longer actively maintained. Please
follow the new instructions of fine-tuning Wav2Vec2 [here](https://github.com/huggingface/transformers/blob/main/examples/pytorch/speech-recognition/README.md)
## Fine-tuning Wav2Vec2
The `run_asr.py` script allows one to fine-tune pret... | transformers/examples/research_projects/wav2vec2/README.md/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/README.md",
"repo_id": "transformers",
"token_count": 3570
} | 370 |
#!/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/LI... | transformers/examples/tensorflow/language-modeling-tpu/prepare_tfrecord_shards.py/0 | {
"file_path": "transformers/examples/tensorflow/language-modeling-tpu/prepare_tfrecord_shards.py",
"repo_id": "transformers",
"token_count": 2837
} | 371 |
#!/usr/bin/env python
# HF Trainer benchmarking tool
#
# This tool can be used to run and compare multiple dimensions of the HF Trainers args.
#
# It then prints a report once in github format with all the information that needs to be shared
# with others and second time in a console-friendly format, so it's easier to... | transformers/scripts/benchmark/trainer-benchmark.py/0 | {
"file_path": "transformers/scripts/benchmark/trainer-benchmark.py",
"repo_id": "transformers",
"token_count": 6341
} | 372 |
#!/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/L... | transformers/src/transformers/agents/llm_engine.py/0 | {
"file_path": "transformers/src/transformers/agents/llm_engine.py",
"repo_id": "transformers",
"token_count": 3688
} | 373 |
# 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/commands/download.py/0 | {
"file_path": "transformers/src/transformers/commands/download.py",
"repo_id": "transformers",
"token_count": 828
} | 374 |
# 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/datasets/language_modeling.py/0 | {
"file_path": "transformers/src/transformers/data/datasets/language_modeling.py",
"repo_id": "transformers",
"token_count": 11449
} | 375 |
# 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 applicabl... | transformers/src/transformers/generation/__init__.py/0 | {
"file_path": "transformers/src/transformers/generation/__init__.py",
"repo_id": "transformers",
"token_count": 5532
} | 376 |
from typing import Optional, Tuple
import torch
from ..utils import is_torch_flex_attn_available
if is_torch_flex_attn_available():
from torch.nn.attention.flex_attention import flex_attention
def flex_attention_forward(
module: torch.nn.Module,
query: torch.Tensor,
key: torch.Tensor,
value: t... | transformers/src/transformers/integrations/flex_attention.py/0 | {
"file_path": "transformers/src/transformers/integrations/flex_attention.py",
"repo_id": "transformers",
"token_count": 672
} | 377 |
__global__ void fast_hash_ver1_cuda_kernel(
int *mask, // [batch_size, num_vector]
float *vector, // [batch_size, num_vector, vector_dim]
int *Dmat, // [3, num_part, vector_dim]
int *hash_code, // [batch_size, num_vector, num_hash_f]
int batch_size,
int num_vector,
int vector_dim,
int... | transformers/src/transformers/kernels/yoso/fast_lsh_cumulation_cuda.h/0 | {
"file_path": "transformers/src/transformers/kernels/yoso/fast_lsh_cumulation_cuda.h",
"repo_id": "transformers",
"token_count": 2369
} | 378 |
# 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/modeling_tf_outputs.py/0 | {
"file_path": "transformers/src/transformers/modeling_tf_outputs.py",
"repo_id": "transformers",
"token_count": 20580
} | 379 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.