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bitsandbytes

Accessible large language models via k-bit quantization for PyTorch.

llamafactory

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

airllm

AirLLM 70B inference with single 4GB GPU

soup-cli

Soup turns the pain of LLM fine-tuning into a simple workflow. One config, one command, done.

backpropagate

Headless LLM fine-tuning in 3 lines — smart defaults, VRAM-aware batch sizing, multi-run SLAO, GGUF export for Ollama.

llmtuner

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

llm-forge-new

Config-driven, YAML-first open-source LLM training platform. Fine-tune language models by editing a single YAML file.

document-language-model

Document-first local LLM training, preference mining, retraining, and multi-target export from .dlm docs, codebases, and multimodal sources.

textpolicy

Reinforcement learning for text generation on MLX (Apple Silicon)

llm-toolkit

LLM Finetuning resource hub + toolkit

lazyllm-llamafactory

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

glmtuner

Fine-tuning ChatGLM-6B with PEFT

easylora

Batteries-included toolkit for LoRA / QLoRA fine-tuning with Hugging Face Transformers

readme-ready

Tool for auto-generating README documentation for code repositories

bitsandbytes-intel

An extension to enable performance acceleration for bitsandbytes on Intel platforms.

llamafactory-songlab

Easy-to-use LLM fine-tuning framework