huggingface/transformers v4.15.0 on GitHub

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 #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 #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 #14723

What's Changed

Move import to avoid circular import by @sgugger in #14787
PoC for conserving old links by @sgugger in #14754
Removes images to put them in a dataset by @LysandreJik in #14781
Post sphinx-clean up and contributing guide updates by @sgugger in #14790
Fix the build documentation job by @sgugger in #14788
Update CONTRIBUTING.md by @kamalkraj in #14799
Update CONTRIBUTING.md by @kamalkraj in #14800
Train step fix by @Rocketknight1 in #14796
[Generate] Make generate multi-modal by @patrickvonplaten in #14784
Remove require_datasets testing utility by @LysandreJik in #14795
[WavLM] Correct position bias computation by @patrickvonplaten in #14805
Fix Perceiver multi GPU test by @NielsRogge in #14810
[WavLM] Layerdrop is not allowed for first layer by @patrickvonplaten in #14811
[Generate] Correct input_ids detection by @patrickvonplaten in #14815
Implement head_mask for Flax BERT and other models copied from BERT by @stancld in #14620
Convert rst to mdx bert by @LysandreJik in #14806
Wav2Vec2 meets phonemes by @patrickvonplaten in #14353
[ImageGPT] Deprecate pixel_values input name to input_ids by @patrickvonplaten in #14801
[Seq2SeqTrainer] Remove model input name hack by @patrickvonplaten in #14802
[WavLM] Fix slow tests by @patrickvonplaten in #14845
Add SD and SV heads for WavLM by @anton-l in #14847
Add an argument to set bucket_cap_mb for PyTorch DDP by @changlan in #14756
Update CONTRIBUTING.md by @kamalkraj in #14835
Fix dead link to benchmarks.ipynb by @DerekChia in #14842
[Perceiver] Skip multi-gpu tests for now by @patrickvonplaten in #14813
Add 'with torch.no_grad()' to DeBERTa integration test forward pass by @henholm in #14821
Add 'with torch.no_grad()' to BERT integration test forward pass by @henholm in #14820
Add a main_input_name attribute to all models by @sgugger in #14803
[doc] typo by @stas00 in #14849
[logging] implement warning_advice / TRANSFORMERS_NO_ADVISORY_WARNINGS by @stas00 in #14669
Make the onnx submodule init lazy by @sgugger in #14855
Convert docstrings of modeling files by @sgugger in #14850
[Bart] better error message by @patrickvonplaten in #14854
Only create the model card on process 0 by @sgugger in #14857
[ASR example] Improve example + add more examples by @patrickvonplaten in #14848
Fix the value error typo of AdamW's betas' valid values checking by @dourgey in #14780
Add custom stopping_criteria and logits_processor to generate by @lvwerra in #14779
Replace commit sha by commit url for update jobs by @sgugger in #14852
[examples/summarization] deal with None in data records by @stas00 in #14816
[doc porting] several docs by @stas00 in #14858
Mass conversion of documentation from rst to Markdown by @sgugger in #14866
Fix FLAX_MULTIPLE_CHOICE_SAMPLE typo by @mishig25 in #14871
Fixes in marian doc by @sgugger in #14872
Fix FlaxMarianMTModel return block. by @sgugger in #14873
Fix doc mistakes by @sgugger in #14874
Convert model files from rst to mdx by @LysandreJik in #14865
update the arguments add_prefix_space and trim_offsets in backend_tokenizer.post_processor of RobertaTokenizerFast by @SaulLu in #14752
Feature/fix slow test in mluke by @Ryou0634 in #14749
Updated deberta attention by @guillaume-be in #14625
IterableDatasetShard should use per device batch size instead of real… by @SysuCharon in #14714
Fix Perceiver code example by @NielsRogge in #14879
Fix pytorch image classification example by @mariosasko in #14883
Onnx enable tasks for supported models (part 2) by @michaelbenayoun in #14700
Properly indent return block by @sgugger in #14887

New Contributors

@changlan made their first contribution in #14756
@DerekChia made their first contribution in #14842
@henholm made their first contribution in #14821
@dourgey made their first contribution in #14780
@SysuCharon made their first contribution in #14714

Full Changelog: v4.14.0...v4.15.0