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Release: v4.10.0
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README.md

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1. **[ALBERT](https://huggingface.co/transformers/model_doc/albert.html)** (from Google Research and the Toyota Technological Institute at Chicago) released with the paper [ALBERT: A Lite BERT for Self-supervised Learning of Language Representations](https://arxiv.org/abs/1909.11942), by Zhenzhong Lan, Mingda Chen, Sebastian Goodman, Kevin Gimpel, Piyush Sharma, Radu Soricut.
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1. **[BART](https://huggingface.co/transformers/model_doc/bart.html)** (from Facebook) released with the paper [BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension](https://arxiv.org/pdf/1910.13461.pdf) by Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov and Luke Zettlemoyer.
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1. **[BARThez](https://huggingface.co/transformers/model_doc/barthez.html)** (from École polytechnique) released with the paper [BARThez: a Skilled Pretrained French Sequence-to-Sequence Model](https://arxiv.org/abs/2010.12321) by Moussa Kamal Eddine, Antoine J.-P. Tixier, Michalis Vazirgiannis.
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1. **[BEiT](https://huggingface.co/transformers/master/model_doc/beit.html)** (from Microsoft) released with the paper [BEiT: BERT Pre-Training of Image Transformers](https://arxiv.org/abs/2106.08254) by Hangbo Bao, Li Dong, Furu Wei.
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1. **[BEiT](https://huggingface.co/transformers/model_doc/beit.html)** (from Microsoft) released with the paper [BEiT: BERT Pre-Training of Image Transformers](https://arxiv.org/abs/2106.08254) by Hangbo Bao, Li Dong, Furu Wei.
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1. **[BERT](https://huggingface.co/transformers/model_doc/bert.html)** (from Google) released with the paper [BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805) by Jacob Devlin, Ming-Wei Chang, Kenton Lee and Kristina Toutanova.
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1. **[BERT For Sequence Generation](https://huggingface.co/transformers/model_doc/bertgeneration.html)** (from Google) released with the paper [Leveraging Pre-trained Checkpoints for Sequence Generation Tasks](https://arxiv.org/abs/1907.12461) by Sascha Rothe, Shashi Narayan, Aliaksei Severyn.
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1. **[BigBird-RoBERTa](https://huggingface.co/transformers/model_doc/bigbird.html)** (from Google Research) released with the paper [Big Bird: Transformers for Longer Sequences](https://arxiv.org/abs/2007.14062) by Manzil Zaheer, Guru Guruganesh, Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontanon, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, Amr Ahmed.
@@ -265,7 +265,7 @@ Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, and Wen-tau Yih.
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1. **[RoBERTa](https://huggingface.co/transformers/model_doc/roberta.html)** (from Facebook), released together with the paper a [Robustly Optimized BERT Pretraining Approach](https://arxiv.org/abs/1907.11692) by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.
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1. **[RoFormer](https://huggingface.co/transformers/model_doc/roformer.html)** (from ZhuiyiTechnology), released together with the paper a [RoFormer: Enhanced Transformer with Rotary Position Embedding](https://arxiv.org/pdf/2104.09864v1.pdf) by Jianlin Su and Yu Lu and Shengfeng Pan and Bo Wen and Yunfeng Liu.
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1. **[SpeechToTextTransformer](https://huggingface.co/transformers/model_doc/speech_to_text.html)** (from Facebook), released together with the paper [fairseq S2T: Fast Speech-to-Text Modeling with fairseq](https://arxiv.org/abs/2010.05171) by Changhan Wang, Yun Tang, Xutai Ma, Anne Wu, Dmytro Okhonko, Juan Pino.
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1. **[Splinter](https://huggingface.co/transformers/master/model_doc/splinter.html)** (from Tel Aviv University), released together with the paper [Few-Shot Question Answering by Pretraining Span Selection](https://arxiv.org/abs/2101.00438) by Ori Ram, Yuval Kirstain, Jonathan Berant, Amir Globerson, Omer Levy.
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1. **[Splinter](https://huggingface.co/transformers/model_doc/splinter.html)** (from Tel Aviv University), released together with the paper [Few-Shot Question Answering by Pretraining Span Selection](https://arxiv.org/abs/2101.00438) by Ori Ram, Yuval Kirstain, Jonathan Berant, Amir Globerson, Omer Levy.
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1. **[SqueezeBert](https://huggingface.co/transformers/model_doc/squeezebert.html)** released with the paper [SqueezeBERT: What can computer vision teach NLP about efficient neural networks?](https://arxiv.org/abs/2006.11316) by Forrest N. Iandola, Albert E. Shaw, Ravi Krishna, and Kurt W. Keutzer.
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1. **[T5](https://huggingface.co/transformers/model_doc/t5.html)** (from Google AI) released with the paper [Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer](https://arxiv.org/abs/1910.10683) by Colin Raffel and Noam Shazeer and Adam Roberts and Katherine Lee and Sharan Narang and Michael Matena and Yanqi Zhou and Wei Li and Peter J. Liu.
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1. **[TAPAS](https://huggingface.co/transformers/model_doc/tapas.html)** (from Google AI) released with the paper [TAPAS: Weakly Supervised Table Parsing via Pre-training](https://arxiv.org/abs/2004.02349) by Jonathan Herzig, Paweł Krzysztof Nowak, Thomas Müller, Francesco Piccinno and Julian Martin Eisenschlos.

docs/source/conf.py

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# The short X.Y version
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version = ""
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# The full version, including alpha/beta/rc tags
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release = "4.9.2"
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release = "4.10.0"
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examples/pytorch/language-modeling/run_clm.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/language-modeling/requirements.txt")
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examples/pytorch/language-modeling/run_mlm.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/language-modeling/requirements.txt")
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examples/pytorch/language-modeling/run_plm.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/language-modeling/requirements.txt")
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examples/pytorch/multiple-choice/run_swag.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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logger = logging.getLogger(__name__)
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examples/pytorch/question-answering/run_qa.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/question-answering/requirements.txt")
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examples/pytorch/question-answering/run_qa_beam_search.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/question-answering/requirements.txt")
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examples/pytorch/question-answering/run_qa_beam_search_no_trainer.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/question-answering/requirements.txt")
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examples/pytorch/question-answering/run_qa_no_trainer.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/question-answering/requirements.txt")
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examples/pytorch/summarization/run_summarization.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/summarization/requirements.txt")
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examples/pytorch/text-classification/run_glue.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/text-classification/requirements.txt")
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examples/pytorch/text-classification/run_xnli.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/text-classification/requirements.txt")
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examples/pytorch/token-classification/run_ner.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/token-classification/requirements.txt")
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examples/pytorch/translation/run_translation.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/translation/requirements.txt")
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examples/tensorflow/multiple-choice/run_swag.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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logger = logging.getLogger(__name__)
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examples/tensorflow/question-answering/run_qa.py

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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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logger = logging.getLogger(__name__)
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examples/tensorflow/summarization/run_summarization.py

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# region Checking dependencies
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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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check_min_version("4.10.0.dev0")
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check_min_version("4.10.0")
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/summarization/requirements.txt")
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examples/tensorflow/text-classification/run_glue.py

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task_to_keys = {
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"cola": ("sentence", None),

examples/tensorflow/translation/run_translation.py

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# region Dependencies and constants
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# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
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require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/summarization/requirements.txt")
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setup.py

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setup(
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name="transformers",
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version="4.10.0.dev0", # expected format is one of x.y.z.dev0, or x.y.z.rc1 or x.y.z (no to dashes, yes to dots)
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version="4.10.0", # expected format is one of x.y.z.dev0, or x.y.z.rc1 or x.y.z (no to dashes, yes to dots)
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author="Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Sam Shleifer, Patrick von Platen, Sylvain Gugger, Suraj Patil, Stas Bekman, Google AI Language Team Authors, Open AI team Authors, Facebook AI Authors, Carnegie Mellon University Authors",
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author_email="thomas@huggingface.co",
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description="State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch",

src/transformers/__init__.py

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# to defer the actual importing for when the objects are requested. This way `import transformers` provides the names
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# in the namespace without actually importing anything (and especially none of the backends).
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__version__ = "4.10.0"
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# Work around to update TensorFlow's absl.logging threshold which alters the
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# default Python logging output behavior when present.

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