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1. huggingface/peft huggingface/peft Public

   🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

   Python 21.5k 2.4k

2. deepseek-ai/DeepSpec deepseek-ai/DeepSpec Public

   DeepSpec: a full-stack codebase for training and evaluating speculative decoding algorithms

   Python 6.9k 646

3. can-i-finetune-this can-i-finetune-this Public

   Estimate whether a Hugging Face model fits and fine-tunes on your local GPU.

   Python 792 107

4. pairjudge pairjudge Public

   Pairwise LLM judges (A/B/tie): budget-aware multi-turn packing, position-bias correction, pseudo-label distillation. Generalized from the 4th-place (gold) solution to Kaggle LMSYS Chatbot Arena.

   Python 169 12

5. mini-verl mini-verl Public

   Auditable one-GPU alignment and distillation runtime with shared-backbone training and a fail-closed verl artifact bridge.

   Python 59 13

6. tracedistill tracedistill Public

   Distill teacher chains-of-thought into a LoRA adapter via a strict boxed-answer format contract + two-phase Train→Nudge (silver-medal NVIDIA Nemotron reasoning recipe, as a tested library).

   Python 43 5