Repository Index

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

• nlp
• natural-language-processing
• pytorch
• pytorch-transformers

Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4.1, MiniMax-H3, Gemma 4, FLUX and more.

• fine-tuning
• llama
• llms
• gemma

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

• fine-tuning
• llama
• llm
• peft

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).

• llm
• lora
• sft
• multimodal

GUI for ChatGPT API and many LLMs. Supports agents, file-based QA, GPT finetuning and query with web search. All with a neat UI.

• chatbot
• chatgpt-api
• chatglm
• claude

Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.

• pytorch
• llm
• artificial-intelligence
• machine-learning

Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!

• dpo
• fine-tuning
• inference
• llama

Efficient Triton Kernels for LLM Training

• llm-training
• triton
• finetuning
• gemma2

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.

• gpt
• alpaca
• llm
• baichuan

Gemma open-weight LLM library, from Google DeepMind

MLX-VLM is a package for inference and fine-tuning of Vision Language Models (VLMs) on your Mac using MLX.

• llava
• llm
• mlx
• vision-transformer

Implementing LLM architectures from scratch in PyTorch

• gemma3
• llama4
• llm
• moe

🔥🔥 The extremely fast inference engine for decision model

• gemma
• inference-engine
• llm-inference
• llm-serving

TranslatedMultimodal retrieval in practice: intent recognition, prompt engineering, Qwen LoRA, EmbeddingGemma 2, and InfoNCE contrastive learning. Includes real demos, integration of your own data, training and evaluation, and a learning guide to RAG retrieval components.

• clip
• ecommerce
• image-retrieval
• image-search

Transform Git history: rewrite, clean, and optimize your repositories with ease.

• automation
• cli
• git
• python