first commit
Some checks failed
Self-hosted runner (nightly-past-ci-caller) / Get number (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.11 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.10 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.9 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.8 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.7 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.6 (push) Has been cancelled
Self-hosted runner (nightly-past-ci-caller) / TensorFlow 2.5 (push) Has been cancelled
Self-hosted runner (benchmark) / Benchmark (aws-g5-4xlarge-cache) (push) Has been cancelled
Build documentation / build (push) Has been cancelled
Build documentation / build_other_lang (push) Has been cancelled
CodeQL Security Analysis / CodeQL Analysis (push) Has been cancelled
New model PR merged notification / Notify new model (push) Has been cancelled
PR CI / pr-ci (push) Has been cancelled
Slow tests on important models (on Push - A10) / Get all modified files (push) Has been cancelled
Secret Leaks / trufflehog (push) Has been cancelled
Update Transformers metadata / build_and_package (push) Has been cancelled
Slow tests on important models (on Push - A10) / Model CI (push) Has been cancelled
Check Tiny Models / Check tiny models (push) Has been cancelled
Self-hosted runner (Intel Gaudi3 scheduled CI caller) / Model CI (push) Has been cancelled
Self-hosted runner (Intel Gaudi3 scheduled CI caller) / Pipeline CI (push) Has been cancelled
Self-hosted runner (Intel Gaudi3 scheduled CI caller) / Example CI (push) Has been cancelled
Self-hosted runner (Intel Gaudi3 scheduled CI caller) / DeepSpeed CI (push) Has been cancelled
Self-hosted runner (Intel Gaudi3 scheduled CI caller) / Trainer/FSDP CI (push) Has been cancelled
Nvidia CI - Flash Attn / Setup (push) Has been cancelled
Nvidia CI - Flash Attn / Model CI (push) Has been cancelled
Nvidia CI / Setup (push) Has been cancelled
Nvidia CI / Model CI (push) Has been cancelled
Nvidia CI / Torch pipeline CI (push) Has been cancelled
Nvidia CI / Example CI (push) Has been cancelled
Nvidia CI / Trainer/FSDP CI (push) Has been cancelled
Nvidia CI / DeepSpeed CI (push) Has been cancelled
Nvidia CI / Quantization CI (push) Has been cancelled
Nvidia CI / Kernels CI (push) Has been cancelled
Doctests / Setup (push) Has been cancelled
Doctests / Call doctest jobs (push) Has been cancelled
Doctests / Send results to webhook (push) Has been cancelled
Extras Smoke Test / Get supported Python versions (push) Has been cancelled
Extras Smoke Test / Test extras on Python ${{ matrix.python-version }} (push) Has been cancelled
Extras Smoke Test / Check Slack token availability (push) Has been cancelled
Extras Smoke Test / Notify failures to Slack (push) Has been cancelled
Self-hosted runner (AMD scheduled CI caller) / Trigger Scheduled AMD CI (push) Has been cancelled
Stale Bot / Close Stale Issues (push) Has been cancelled

This commit is contained in:
陈赣
2026-06-05 16:53:03 +08:00
commit 06f1fd69a6
6047 changed files with 1895387 additions and 0 deletions

View File

@@ -0,0 +1,98 @@
<!--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 to in writing, software distributed under the License is distributed on
an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.
⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
rendered properly in your Markdown viewer.
-->
# CamemBERT
## Overview
CamemBERT モデルは、[CamemBERT: a Tasty French Language Model](https://huggingface.co/papers/1911.03894) で提案されました。
Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la
Clergerie, Djamé Seddah, and Benoît Sagot. 2019年にリリースされたFacebookのRoBERTaモデルをベースにしたモデルです。
138GBのフランス語テキストでトレーニングされました。
論文の要約は次のとおりです。
*事前トレーニングされた言語モデルは現在、自然言語処理で広く普及しています。成功にもかかわらず、利用可能なほとんどの
モデルは英語のデータ、または複数言語のデータの連結でトレーニングされています。これにより、
このようなモデルの実際の使用は、英語を除くすべての言語で非常に限られています。フランス人にとってこの問題に対処することを目指して、
Bi-direction Encoders for Transformers (BERT) のフランス語版である CamemBERT をリリースします。測定します
複数の下流タスク、つまり品詞タグ付けにおける多言語モデルと比較した CamemBERT のパフォーマンス
依存関係解析、固有表現認識、自然言語推論。 CamemBERT は最先端技術を向上させます
検討されているほとんどのタスクに対応します。私たちは、研究と
フランス語 NLP の下流アプリケーション。*
このモデルは [camembert](https://huggingface.co/camembert) によって提供されました。元のコードは [ここ](https://camembert-model.fr/) にあります。
<Tip>
この実装はRoBERTaと同じです。使用例については[RoBERTaのドキュメント](roberta)も参照してください。
入力と出力に関する情報として。
</Tip>
## Resources
- [テキスト分類タスクガイド(英語版)](../../en/tasks/sequence_classification)
- [トークン分類タスクガイド](../tasks/token_classification)
- [質問回答タスク ガイド](../tasks/question_answering)
- [因果言語モデリング タスク ガイド](../tasks/language_modeling)
- [マスク言語モデリング タスク ガイド](../tasks/masked_language_modeling)
- [多肢選択タスク ガイド](../tasks/multiple_choice)
## CamembertConfig
[[autodoc]] CamembertConfig
## CamembertTokenizer
[[autodoc]] CamembertTokenizer
- get_special_tokens_mask
- save_vocabulary
## CamembertTokenizerFast
[[autodoc]] CamembertTokenizerFast
## CamembertModel
[[autodoc]] CamembertModel
## CamembertForCausalLM
[[autodoc]] CamembertForCausalLM
## CamembertForMaskedLM
[[autodoc]] CamembertForMaskedLM
## CamembertForSequenceClassification
[[autodoc]] CamembertForSequenceClassification
## CamembertForMultipleChoice
[[autodoc]] CamembertForMultipleChoice
## CamembertForTokenClassification
[[autodoc]] CamembertForTokenClassification
## CamembertForQuestionAnswering
[[autodoc]] CamembertForQuestionAnswering