Software Open Access

Transformers: State-of-the-Art Natural Language Processing

Wolf, Thomas; Debut, Lysandre; Sanh, Victor; Chaumond, Julien; Delangue, Clement; Moi, Anthony; Cistac, Perric; Ma, Clara; Jernite, Yacine; Plu, Julien; Xu, Canwen; Le Scao, Teven; Gugger, Sylvain; Drame, Mariama; Lhoest, Quentin; Rush, Alexander M.


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  <titles>
    <title>Transformers: State-of-the-Art Natural Language Processing</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2020</publicationYear>
  <dates>
    <date dateType="Issued">2020-10-01</date>
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  <version>v4.15.0</version>
  <rightsList>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
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  <descriptions>
    <description descriptionType="Abstract">New Model additions
WavLM
&lt;p&gt;WavLM was proposed in &lt;a href="https://huggingface.co/docs/transformers/master/model_doc/wavlm"&gt;WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing&lt;/a&gt; by Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, Jian Wu, Long Zhou, Shuo Ren, Yanmin Qian, Yao Qian, Jian Wu, Michael Zeng, Furu Wei.&lt;/p&gt;
&lt;p&gt;WavLM sets a new SOTA on the &lt;a href="https://superbbenchmark.org/"&gt;SUPERB benchmark&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;Compatible checkpoints can be found on the hub: &lt;a href="https://huggingface.co/models?other=wavlm"&gt;https://huggingface.co/models?other=wavlm&lt;/a&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Add WavLM by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14354"&gt;https://github.com/huggingface/transformers/pull/14354&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
Wav2Vec2Phoneme
&lt;p&gt;Wav2Vec2Phoneme was proposed in &lt;a href="https://huggingface.co/docs/master/transformers/model_doc/wav2vec2_phoneme"&gt;Simple and Effective Zero-shot Cross-lingual Phoneme Recognition&lt;/a&gt; by Qiantong Xu, Alexei Baevski, Michael Auli.
Wav2Vec2Phoneme allows to do phoneme classification as part of automatic speech recognition&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;[Wav2Vec2 Phoneme] Let phonemizer lang default to tokenizer's settings by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14829"&gt;https://github.com/huggingface/transformers/pull/14829&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Compatible checkpoints can be found on the hub: &lt;a href="https://huggingface.co/models?other=phoneme-recognition"&gt;https://huggingface.co/models?other=phoneme-recognition&lt;/a&gt;&lt;/p&gt;
UniSpeech-SAT
&lt;p&gt;Unispeech-SAT was proposed in &lt;a href="https://arxiv.org/abs/2110.05752"&gt;UNISPEECH-SAT: UNIVERSAL SPEECH REPRESENTATION LEARNING WITH SPEAKER AWARE PRE-TRAINING&lt;/a&gt; by Sanyuan Chen, Yu Wu, Chengyi Wang, Zhengyang Chen, Zhuo Chen, Shujie Liu, Jian Wu, Yao Qian, Furu Wei, Jinyu Li, Xiangzhan Yu.&lt;/p&gt;
&lt;p&gt;UniSpeech-SAT is especially good at speaker related tasks.&lt;/p&gt;
&lt;p&gt;Compatible checkpoints can be found on the hub: &lt;a href="https://huggingface.co/models?other=unispeech-sat"&gt;https://huggingface.co/models?other=unispeech-sat&lt;/a&gt;&lt;/p&gt;
UniSpeech
&lt;p&gt;Unispeech was proposed in &lt;a href="https://arxiv.org/abs/2101.07597"&gt;UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data&lt;/a&gt; by Chengyi Wang, Yu Wu, Yao Qian, Kenichi Kumatani, Shujie Liu, Furu Wei, Michael Zeng, Xuedong Huang.
Three new models are released as part of the ImageGPT integration: &lt;code&gt;ImageGPTModel&lt;/code&gt;, &lt;code&gt;ImageGPTForCausalImageModeling&lt;/code&gt;, &lt;code&gt;ImageGPTForImageClassification&lt;/code&gt;, in PyTorch.&lt;/p&gt;
&lt;p&gt;Compatible checkpoints can be found on the hub: &lt;a href="https://huggingface.co/models?other=unispeech"&gt;https://huggingface.co/models?other=unispeech&lt;/a&gt;&lt;/p&gt;
New Tasks
Speaker Diarization and Verification
&lt;p&gt;Wav2Vec2-like architecture now have a speaker diarization and speaker verification head added to their architectures. 
You can try out the new task here: &lt;a href="https://huggingface.co/spaces/microsoft/wavlm-speaker-verification"&gt;https://huggingface.co/spaces/microsoft/wavlm-speaker-verification&lt;/a&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Add Speaker Diarization and Verification heads by @anton-l in &lt;a href="https://github.com/huggingface/transformers/pull/14723"&gt;https://github.com/huggingface/transformers/pull/14723&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
What's Changed
&lt;ul&gt;
&lt;li&gt;Move import to avoid circular import by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14787"&gt;https://github.com/huggingface/transformers/pull/14787&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;PoC for conserving old links by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14754"&gt;https://github.com/huggingface/transformers/pull/14754&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Removes images to put them in a dataset by @LysandreJik in &lt;a href="https://github.com/huggingface/transformers/pull/14781"&gt;https://github.com/huggingface/transformers/pull/14781&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Post sphinx-clean up and contributing guide updates by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14790"&gt;https://github.com/huggingface/transformers/pull/14790&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix the build documentation job by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14788"&gt;https://github.com/huggingface/transformers/pull/14788&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Update CONTRIBUTING.md by @kamalkraj in &lt;a href="https://github.com/huggingface/transformers/pull/14799"&gt;https://github.com/huggingface/transformers/pull/14799&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Update CONTRIBUTING.md by @kamalkraj in &lt;a href="https://github.com/huggingface/transformers/pull/14800"&gt;https://github.com/huggingface/transformers/pull/14800&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Train step fix by @Rocketknight1 in &lt;a href="https://github.com/huggingface/transformers/pull/14796"&gt;https://github.com/huggingface/transformers/pull/14796&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[Generate] Make generate multi-modal by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14784"&gt;https://github.com/huggingface/transformers/pull/14784&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Remove &lt;code&gt;require_datasets&lt;/code&gt; testing utility  by @LysandreJik in &lt;a href="https://github.com/huggingface/transformers/pull/14795"&gt;https://github.com/huggingface/transformers/pull/14795&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[WavLM] Correct position bias computation by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14805"&gt;https://github.com/huggingface/transformers/pull/14805&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix Perceiver multi GPU test by @NielsRogge in &lt;a href="https://github.com/huggingface/transformers/pull/14810"&gt;https://github.com/huggingface/transformers/pull/14810&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[WavLM] Layerdrop is not allowed for first layer by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14811"&gt;https://github.com/huggingface/transformers/pull/14811&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[Generate] Correct input_ids detection by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14815"&gt;https://github.com/huggingface/transformers/pull/14815&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Implement head_mask for Flax BERT and other models copied from BERT by @stancld in &lt;a href="https://github.com/huggingface/transformers/pull/14620"&gt;https://github.com/huggingface/transformers/pull/14620&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Convert rst to mdx bert by @LysandreJik in &lt;a href="https://github.com/huggingface/transformers/pull/14806"&gt;https://github.com/huggingface/transformers/pull/14806&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Wav2Vec2 meets phonemes by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14353"&gt;https://github.com/huggingface/transformers/pull/14353&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[ImageGPT] Deprecate pixel_values input name to input_ids by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14801"&gt;https://github.com/huggingface/transformers/pull/14801&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[Seq2SeqTrainer] Remove model input name hack by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14802"&gt;https://github.com/huggingface/transformers/pull/14802&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[WavLM] Fix slow tests by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14845"&gt;https://github.com/huggingface/transformers/pull/14845&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add SD and SV heads for WavLM by @anton-l in &lt;a href="https://github.com/huggingface/transformers/pull/14847"&gt;https://github.com/huggingface/transformers/pull/14847&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add an argument to set bucket_cap_mb for PyTorch DDP by @changlan in &lt;a href="https://github.com/huggingface/transformers/pull/14756"&gt;https://github.com/huggingface/transformers/pull/14756&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Update CONTRIBUTING.md by @kamalkraj in &lt;a href="https://github.com/huggingface/transformers/pull/14835"&gt;https://github.com/huggingface/transformers/pull/14835&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix dead link to benchmarks.ipynb by @DerekChia in &lt;a href="https://github.com/huggingface/transformers/pull/14842"&gt;https://github.com/huggingface/transformers/pull/14842&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[Perceiver] Skip multi-gpu tests for now by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14813"&gt;https://github.com/huggingface/transformers/pull/14813&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add 'with torch.no_grad()' to DeBERTa integration test forward pass by @henholm in &lt;a href="https://github.com/huggingface/transformers/pull/14821"&gt;https://github.com/huggingface/transformers/pull/14821&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add 'with torch.no_grad()' to BERT integration test forward pass by @henholm in &lt;a href="https://github.com/huggingface/transformers/pull/14820"&gt;https://github.com/huggingface/transformers/pull/14820&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add a main_input_name attribute to all models by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14803"&gt;https://github.com/huggingface/transformers/pull/14803&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[doc] typo by @stas00 in &lt;a href="https://github.com/huggingface/transformers/pull/14849"&gt;https://github.com/huggingface/transformers/pull/14849&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[logging] implement warning_advice / TRANSFORMERS_NO_ADVISORY_WARNINGS by @stas00 in &lt;a href="https://github.com/huggingface/transformers/pull/14669"&gt;https://github.com/huggingface/transformers/pull/14669&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Make the onnx submodule init lazy by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14855"&gt;https://github.com/huggingface/transformers/pull/14855&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Convert docstrings of modeling files by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14850"&gt;https://github.com/huggingface/transformers/pull/14850&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[Bart] better error message by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14854"&gt;https://github.com/huggingface/transformers/pull/14854&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Only create the model card on process 0 by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14857"&gt;https://github.com/huggingface/transformers/pull/14857&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[ASR example] Improve example + add more examples by @patrickvonplaten in &lt;a href="https://github.com/huggingface/transformers/pull/14848"&gt;https://github.com/huggingface/transformers/pull/14848&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix the value error typo of AdamW's betas' valid values checking by @dourgey in &lt;a href="https://github.com/huggingface/transformers/pull/14780"&gt;https://github.com/huggingface/transformers/pull/14780&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Add custom &lt;code&gt;stopping_criteria&lt;/code&gt; and  &lt;code&gt;logits_processor&lt;/code&gt; to &lt;code&gt;generate&lt;/code&gt; by @lvwerra in &lt;a href="https://github.com/huggingface/transformers/pull/14779"&gt;https://github.com/huggingface/transformers/pull/14779&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Replace commit sha by commit url for update jobs by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14852"&gt;https://github.com/huggingface/transformers/pull/14852&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[examples/summarization] deal with None in data records by @stas00 in &lt;a href="https://github.com/huggingface/transformers/pull/14816"&gt;https://github.com/huggingface/transformers/pull/14816&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;[doc porting] several docs by @stas00 in &lt;a href="https://github.com/huggingface/transformers/pull/14858"&gt;https://github.com/huggingface/transformers/pull/14858&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Mass conversion of documentation from rst to Markdown by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14866"&gt;https://github.com/huggingface/transformers/pull/14866&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix FLAX_MULTIPLE_CHOICE_SAMPLE typo by @mishig25 in &lt;a href="https://github.com/huggingface/transformers/pull/14871"&gt;https://github.com/huggingface/transformers/pull/14871&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fixes in marian doc by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14872"&gt;https://github.com/huggingface/transformers/pull/14872&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix &lt;code&gt;FlaxMarianMTModel&lt;/code&gt; return block. by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14873"&gt;https://github.com/huggingface/transformers/pull/14873&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix doc mistakes by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14874"&gt;https://github.com/huggingface/transformers/pull/14874&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Convert model files from rst to mdx by @LysandreJik in &lt;a href="https://github.com/huggingface/transformers/pull/14865"&gt;https://github.com/huggingface/transformers/pull/14865&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;update the arguments &lt;code&gt;add_prefix_space&lt;/code&gt; and &lt;code&gt;trim_offsets&lt;/code&gt; in &lt;code&gt;backend_tokenizer.post_processor&lt;/code&gt; of &lt;code&gt;RobertaTokenizerFast&lt;/code&gt; by @SaulLu in &lt;a href="https://github.com/huggingface/transformers/pull/14752"&gt;https://github.com/huggingface/transformers/pull/14752&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Feature/fix slow test in mluke by @Ryou0634 in &lt;a href="https://github.com/huggingface/transformers/pull/14749"&gt;https://github.com/huggingface/transformers/pull/14749&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Updated deberta attention by @guillaume-be in &lt;a href="https://github.com/huggingface/transformers/pull/14625"&gt;https://github.com/huggingface/transformers/pull/14625&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;IterableDatasetShard should use per device batch size instead of real… by @SysuCharon in &lt;a href="https://github.com/huggingface/transformers/pull/14714"&gt;https://github.com/huggingface/transformers/pull/14714&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix Perceiver code example by @NielsRogge in &lt;a href="https://github.com/huggingface/transformers/pull/14879"&gt;https://github.com/huggingface/transformers/pull/14879&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Fix pytorch image classification example by @mariosasko in &lt;a href="https://github.com/huggingface/transformers/pull/14883"&gt;https://github.com/huggingface/transformers/pull/14883&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Onnx enable tasks for supported models (part 2) by @michaelbenayoun in &lt;a href="https://github.com/huggingface/transformers/pull/14700"&gt;https://github.com/huggingface/transformers/pull/14700&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Properly indent return block by @sgugger in &lt;a href="https://github.com/huggingface/transformers/pull/14887"&gt;https://github.com/huggingface/transformers/pull/14887&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
New Contributors
&lt;ul&gt;
&lt;li&gt;@changlan made their first contribution in &lt;a href="https://github.com/huggingface/transformers/pull/14756"&gt;https://github.com/huggingface/transformers/pull/14756&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;@DerekChia made their first contribution in &lt;a href="https://github.com/huggingface/transformers/pull/14842"&gt;https://github.com/huggingface/transformers/pull/14842&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;@henholm made their first contribution in &lt;a href="https://github.com/huggingface/transformers/pull/14821"&gt;https://github.com/huggingface/transformers/pull/14821&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;@dourgey made their first contribution in &lt;a href="https://github.com/huggingface/transformers/pull/14780"&gt;https://github.com/huggingface/transformers/pull/14780&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;@SysuCharon made their first contribution in &lt;a href="https://github.com/huggingface/transformers/pull/14714"&gt;https://github.com/huggingface/transformers/pull/14714&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Full Changelog&lt;/strong&gt;: &lt;a href="https://github.com/huggingface/transformers/compare/v4.14.0...v4.15.0"&gt;https://github.com/huggingface/transformers/compare/v4.14.0...v4.15.0&lt;/a&gt;&lt;/p&gt;</description>
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