Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
- fine-tuning
- llama
- llm
- peft
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Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
Run frontier AI locally.
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
TranslatedChinese LLaMA & Alpaca LLMs + local CPU/GPU training and deployment
Nano vLLM
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and more!
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!
Accessible large language models via k-bit quantization for PyTorch.
Run LLMs with MLX
TranslatedFirefly: a large model training tool that supports training large models such as Qwen2.5, Qwen2, Yi1.5, Phi-3, Llama3, Gemma, MiniCPM, Yi, Deepseek, Orion, Xverse, Mixtral-8x7B, Zephyr, Mistral, Baichuan2, Llma2, Llama, Qwen, Baichuan, ChatGLM2, InternLM, Ziya2, Vicuna, Bloom, etc.
Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"
Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
MLX-VLM is a package for inference and fine-tuning of Vision Language Models (VLMs) on your Mac using MLX.
The open source research environment for AI researchers to seamlessly train, evaluate, and scale models from local hardware to GPU clusters.
Lord of Large Language and Multi modal Systems Web User Interface
🚅 Interactive prompts made simple. Build a prompt like stacking blocks.
🦞 Just talk to your agent — it learns and EVOLVES 🧬.
OneTrainer is a one-stop solution for all your Diffusion training needs.
Dead simple FLUX LoRA training UI with LOW VRAM support
A Unified Library for Parameter-Efficient and Modular Transfer Learning
基于ChatGLM-6B、ChatGLM2-6B、ChatGLM3-6B模型,进行下游具体任务微调,涉及Freeze、Lora、P-tuning、全参微调等