v0.0.24: PEFT training support, ControlNet, InstructPix2Pix, Audio models, TGI benchmarks

What's Changed

• Use AWS Neuron SDK 2.19.1 by @dacorvo in #661

Training

• Initial PEFT support by @michaelbenayoun in #612
• PEFT + TP support by @michaelbenayoun in #620
• Fix MPMD detected error during training with TP by @michaelbenayoun in #648

Inference

• Add Stable Diffusion ControlNet support by @JingyaHuang in #622
• Add InstructPix2Pix pipeline support. by @asntr in #625
• Add ViT export support and image classification by @JingyaHuang in #616
• Add wav2vec2 support - export and audio tasks modeling by @JingyaHuang in #645
• Add more audio models: ast, hubert, unispeech, unispeech-sat, wavlm by @JingyaHuang in #651

TGI

• Extending TGI benchmarking and documentation by @jimburtoft in #621
• Add support for TGI truncate parameter by @dacorvo in #647

Other changes

• enable unequal height and width by @yahavb in #592
• Skip invalid gen config by @dacorvo in #618
• Deprecate resume_download by @Wauplin in #586
• Remove a line non-intentionally merged by @JingyaHuang in #628
• Add secrets scanning workflow by @mfuntowicz in #631
• fix bad link to distributed-training how-to guide in optimum-neuron docs by @aws-amj in #627
• Do not copy local checkpoint by @dacorvo in #630
• Make neuron_cc_optlevel None by default by @michaelbenayoun in #632
• Remove print by @michaelbenayoun in #633
• Set bf16 to true when needed by @michaelbenayoun in #635
• Fix gradient checkpointing with PEFT by @michaelbenayoun in #634
• Refactor decoder tests by @dacorvo in #641
• CI cache builder by @dacorvo in #642
• Restore optimized attention score for sd15 & fix the generated images quality issue by @JingyaHuang in #646
• Add and remove some mark steps by @michaelbenayoun in #644
• Fix consolidation for TP by @michaelbenayoun in #649
• Fix spelling in error message by @jimburtoft in #656
• Update docs by @michaelbenayoun in #588
• Fixes NxDPPModel for Neuron SDK 2.19 by @michaelbenayoun in #663
• Various fixes for training by @michaelbenayoun in #654
• migrate ci by @XciD in #662
• ci: fix inference cache pipeline by @dacorvo in #667
• broken link by @pagezyhf in #669
• Bump TGI version and fix bugs by @dacorvo in #666

New Contributors

• @mfuntowicz made their first contribution in #631
• @aws-amj made their first contribution in #627
• @asntr made their first contribution in #625
• @XciD made their first contribution in #662

Full Changelog: v0.0.23...v0.0.24