PEFT alternatives

The 12 products closest to PEFT in what they do and who they're for, best match first.

AirLLM — Runs massive 70B+ parameter models on small 4GB consumer GPUs. (Code, Free)
XTuner — High-efficiency training for 200B+ scale MoE models without expert parallelism. (Code, Free)
fal — Access 1,000+ generative models and high-performance serverless GPUs. (Code, Paid)
Soup — Fine-tune and align models like Llama-3.1-8B on a 4 GB laptop GPU. (Code, Free)
Finetuning With Sampling — Official implementation of the Finetuning with Sampling research paper from Harvard. (Research, Free)
MedicalGPT — Provides a comprehensive pipeline for full-cycle LLM training and alignment. (Code, Free)
MNN — It delivers high-performance inference and training with a lightweight footprint. (Code, Free)
TensorRT — Speeds up inference by 36X compared to CPU-only platforms. (Code, Free)
Unsloth — Runs and trains models locally with lower memory usage. (Code, Free)
LMDeploy — Accelerates inference with high-performance engines and quantization tools. (Code, Free)
Hugging Face Transformers — It provides a unified API for over 1M+ pretrained model checkpoints on the Hub. (Code, Free)
Strata — Runs large AI models locally on consumer gaming PCs without server reliance. (Code, Free)