software . 2020

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