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The Wire · Showcase

DIFFUSERS TIGHTENS LORA TRAINING, TRANSFORMERS SHIPS FSDP2 FOUNDATION

By RepoJournal · Filed · About Hugging Face

Hugging Face cut training tests over to pytest while shipping caption dropout and aspect-ratio bucketing for two key LoRA models, and transformers landed its FSDP2 native module ahead of major distributed training rework.

Diffusers merged caption dropout and aspect-ratio bucketing for krea2 and qwen-image [1], two training features that let operators randomly zero captions to improve classifier-free guidance and pack images by ratio instead of padding to fixed sizes. The team also migrated training tests to pytest [2] to standardize infrastructure, with follow-up work to consolidate test mixins and eliminate copy-paste patterns [2]. Transformers shipped FSDP2 native module wrapping and plan verification [3], moving distributed training coordination out of integrations and into core, then cleaned up redundant guards across the codebase [4]. On the multimodal front, transformers updated most commonly used LLM processors in a breaking change that removed small private functions [5]. MLClaw completed OpenAI OAuth integration across five commits, removing the Codex CLI dependency entirely and routing agent models through native OpenClaw harness [6], while hardening credential lifecycle to prevent logout undo and preserve migration intent [7].

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Action items

References

  1. [1] [lora training] add caption dropout and aspect ratio buckets to krea2 and qwen-image ↗ huggingface/diffusers
  2. [2] [tests] migrate training tests to pytest. ↗ huggingface/diffusers
  3. [3] Add FSDP plans to all models (#47165) huggingface/transformers
  4. [4] Remove redundant guarding for distributed (#47570) huggingface/transformers
  5. [5] :rotating_light: Processors update the rest ↗ huggingface/transformers
  6. [6] fix(openai): use Codex agent runtime ↗ huggingface/mlclaw
  7. [7] fix(credentials): harden Codex credential lifecycle ↗ huggingface/mlclaw

Quick answers

What shipped in Hugging Face on July 28, 2026?
Hugging Face cut training tests over to pytest while shipping caption dropout and aspect-ratio bucketing for two key LoRA models, and transformers landed its FSDP2 native module ahead of major distributed training rework. In total, 25 commits, 26 pull requests, and 1 releases landed.
Who contributed to Hugging Face on July 28, 2026?
5 developers shipped this update, including linoytsaban, sayakpaul, Raushan Turganbay, Ferdinand Mom, and osolmaz.
What were the notable Hugging Face updates?
[lora training] add caption dropout and aspect ratio buckets to krea2 and qwen-image, [tests] migrate training tests to pytest, and Add FSDP plans to all models (#47165).

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