# Unsloth 模型目录 Unsloth LLMs 目录，适用于我们所有 [动态](https://docs.unsloth.ai/basics/unsloth-dynamic-2.0-ggufs) 在 Hugging Face 上的 GGUF、4 位、16 位模型。 {% tabs %} {% tab title="• GGUF + 4 位" %} QwenDeepSeekGemmaLlamaMistralGLM **GGUF** 可让你在诸如 [**Unsloth Studio**](/docs/zh/xin/studio.md)✨、Ollama 和 llama.cpp 之类的工具中运行模型。\ **指令（4 位）** safetensors 可通过 Unsloth 用于推理或微调。 #### **新的和推荐的模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | -------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [**Qwen3.6**](/docs/zh/mo-xing/qwen3.6.md) | 27B | [链接](https://huggingface.co/unsloth/Qwen3.6-27B-GGUF) • [MTP](https://huggingface.co/unsloth/Qwen3.6-27B-MTP-GGUF) | — | | | 35B-A3B | [链接](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-GGUF) • [MTP](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-MTP-GGUF) | — | | [**Gemma 4**](/docs/zh/mo-xing/gemma-4.md) | 26B-A4B | [链接](https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF) | — | | | 31B | [链接](https://huggingface.co/unsloth/gemma-4-31B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-31B-it-unsloth-bnb-4bit) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-4-E4B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-E4B-it-unsloth-bnb-4bit) | | | E2B | [链接](https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-E2B-it-unsloth-bnb-4bit) | | **Kimi** | [**K2.6**](/docs/zh/mo-xing/kimi-k2.6.md) | [链接](https://huggingface.co/unsloth/Kimi-K2.6-GGUF) | — | | [**NVIDIA Nemotron 3**](/docs/zh/mo-xing/nemotron-3-nano-omni.md) | Nano-Omni-30B-A3B | [链接](https://huggingface.co/unsloth/Nemotron-3-Nano-30B-A3B-GGUF) | — | | [**Qwen3.5**](https://github.com/unslothai/docs/blob/main/models/qwen3.5) | 35B-A3B | [链接](https://huggingface.co/unsloth/Qwen3.5-35B-A3B-GGUF) | — | | | 27B | [链接](https://huggingface.co/unsloth/Qwen3.5-27B-GGUF) | — | | | 122B-A10B | [链接](https://huggingface.co/unsloth/Qwen3.5-122B-A10B-GGUF) | — | | | 0.8B | [链接](https://huggingface.co/unsloth/Qwen3.5-0.8B-GGUF) | — | | | 2B | [链接](https://huggingface.co/unsloth/Qwen3.5-2B-GGUF) | — | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3.5-4B-GGUF) | — | | | 9B | [链接](https://huggingface.co/unsloth/Qwen3.5-9B-GGUF) | — | | | 397B-A17B | [链接](https://huggingface.co/unsloth/Qwen3.5-397B-A17B-GGUF) | — | | **Qwen3** | [Coder-Next](/docs/zh/mo-xing/qwen3-coder-next.md) | [链接](https://huggingface.co/unsloth/Qwen3-Coder-Next-GGUF) | — | | NVIDIA Nemotron 3 | [Super-120B-A12B](/docs/zh/mo-xing/nemotron-3/nemotron-3-super.md) | [链接](https://huggingface.co/unsloth/NVIDIA-Nemotron-3-Super-120B-A12B-GGUF) | [链接](https://huggingface.co/unsloth/NVIDIA-Nemotron-3-Super-120B-A12B-NVFP4) | | | [Nano-4B](/docs/zh/mo-xing/nemotron-3.md) | [链接](https://huggingface.co/unsloth/NVIDIA-Nemotron-3-Nano-4B-GGUF) | — | | **GLM** | [4.7-Flash](/docs/zh/mo-xing/tutorials/glm-4.7-flash.md) | [链接](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF) | — | | | [5](/docs/zh/mo-xing/tutorials/glm-5.md) | [链接](https://huggingface.co/unsloth/GLM-5-GGUF) | — | | **Kimi** | [K2.5](/docs/zh/mo-xing/tutorials/kimi-k2.5.md) | [链接](https://huggingface.co/unsloth/Kimi-K2.5-GGUF) | — | | [**gpt-oss**](/docs/zh/mo-xing/gpt-oss-how-to-run-and-fine-tune.md) | 120B | [链接](https://huggingface.co/unsloth/gpt-oss-120b-GGUF) | [链接](https://huggingface.co/unsloth/gpt-oss-120b-unsloth-bnb-4bit) | | | 20B | [链接](https://huggingface.co/unsloth/gpt-oss-20b-GGUF) | [链接](https://huggingface.co/unsloth/gpt-oss-20b-unsloth-bnb-4bit) | | **MiniMax** | [M2.5](/docs/zh/mo-xing/tutorials/minimax-m25.md) | [链接](https://huggingface.co/unsloth/MiniMax-M2.5-GGUF) | — | | NVIDIA [Nemotron 3](/docs/zh/mo-xing/nemotron-3.md) | 30B | [链接](https://huggingface.co/unsloth/Nemotron-3-Nano-30B-A3B-GGUF) | — | | [**Qwen-Image**](/docs/zh/mo-xing/tutorials/qwen-image-2512.md) | 2512 | [链接](https://huggingface.co/unsloth/Qwen-Image-2512-GGUF) | — | | | Edit-2511 | [链接](https://huggingface.co/unsloth/Qwen-Image-Edit-2511-GGUF) | — | | [**Ministral 3**](/docs/zh/mo-xing/tutorials/ministral-3.md) | 3B | [指令](https://huggingface.co/unsloth/Ministral-3-3B-Instruct-2512-GGUF) • [推理](https://huggingface.co/unsloth/Ministral-3-3B-Reasoning-2512-GGUF) | [指令](https://huggingface.co/unsloth/Ministral-3-14B-Instruct-2512-unsloth-bnb-4bit) • [推理](https://huggingface.co/unsloth/Ministral-3-3B-Reasoning-2512-GGUF) | | | 8B | [指令](https://huggingface.co/unsloth/Ministral-3-8B-Instruct-2512-GGUF) • [推理](https://huggingface.co/unsloth/Ministral-3-8B-Reasoning-2512-GGUF) | [指令](https://huggingface.co/unsloth/Ministral-3-8B-Instruct-2512-unsloth-bnb-4bit) • [推理](https://huggingface.co/unsloth/Ministral-3-8B-Reasoning-2512-unsloth-bnb-4bit) | | | 14B | [指令](https://huggingface.co/unsloth/Ministral-3-14B-Instruct-2512-GGUF) • [推理](https://huggingface.co/unsloth/Ministral-3-14B-Reasoning-2512-GGUF) | [指令](https://huggingface.co/unsloth/Ministral-3-3B-Instruct-2512-unsloth-bnb-4bit) • [推理](https://huggingface.co/unsloth/Ministral-3-14B-Reasoning-2512-unsloth-bnb-4bit) | | [**Devstral 2**](/docs/zh/mo-xing/tutorials/devstral-2.md) | 24B | [链接](https://huggingface.co/unsloth/Devstral-Small-2-24B-Instruct-2512-GGUF) | — | | | 123B | [链接](https://huggingface.co/unsloth/Devstral-2-123B-Instruct-2512-GGUF) | — | | **Mistral Large 3** | 675B | [链接](https://huggingface.co/unsloth/Mistral-Large-3-675B-Instruct-2512-GGUF) | [链接](https://huggingface.co/unsloth/Mistral-Large-3-675B-Instruct-2512-NVFP4) | | [**Qwen3-Next**](/docs/zh/mo-xing/tutorials/qwen3-next.md) | 80B-A3B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-Next-80B-A3B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-Next-80B-A3B-Instruct-bnb-4bit/) | | | 80B-A3B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-Next-80B-A3B-Thinking-GGUF) | — | | [**Qwen3-VL**](/docs/zh/mo-xing/tutorials/qwen3-how-to-run-and-fine-tune/qwen3-vl-how-to-run-and-fine-tune.md) | 2B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Instruct-unsloth-bnb-4bit) | | | 2B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Thinking-unsloth-bnb-4bit) | | | 4B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Instruct-unsloth-bnb-4bit) | | | 4B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-unsloth-bnb-4bit) | | | 8B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-unsloth-bnb-4bit) | | | 8B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Thinking-unsloth-bnb-4bit) | | | 30B-A3B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-30B-A3B-Instruct-GGUF) | — | | | 30B-A3B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-30B-A3B-Thinking-GGUF) | — | | | 32B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-32B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-32B-Instruct-unsloth-bnb-4bit) | | | 32B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-32B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-32B-Thinking-unsloth-bnb-4bit) | | | 235B-A22B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-235B-A22B-Instruct-GGUF) | — | | | 235B-A22B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-235B-A22B-Thinking-GGUF) | — | | [**Qwen3-2507**](/docs/zh/mo-xing/tutorials/qwen3-next.md) | 30B-A3B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF) | — | | | 30B-A3B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Thinking-2507-GGUF) | — | | | 235B-A22B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B-Instruct-2507-GGUF/) | — | | [**Qwen3-Coder**](/docs/zh/mo-xing/tutorials/qwen3-coder-how-to-run-locally.md) | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF) | — | | [**GLM**](/docs/zh/mo-xing/tutorials/glm-4.6-how-to-run-locally.md) | 4.7 | [链接](https://huggingface.co/unsloth/GLM-4.7-GGUF) | — | | | 4.6V-Flash | [链接](https://huggingface.co/unsloth/GLM-4.6V-Flash-GGUF) | — | | [**DeepSeek-V3.1**](/docs/zh/mo-xing/tutorials/deepseek-v3.1-how-to-run-locally.md) | Terminus | [链接](https://huggingface.co/unsloth/DeepSeek-V3.1-Terminus-GGUF) | — | | | V3.1 | [链接](https://huggingface.co/unsloth/DeepSeek-V3.1-GGUF) | — | | **Granite-4.0** | H-Small | [链接](https://huggingface.co/unsloth/granite-4.0-h-small-GGUF) | [链接](https://huggingface.co/unsloth/granite-4.0-h-small-unsloth-bnb-4bit) | | **Kimi-K2** | 思考 | [链接](https://huggingface.co/unsloth/Kimi-K2-Thinking-GGUF) | — | | | 0905 | [链接](https://huggingface.co/unsloth/Kimi-K2-Instruct-0905-GGUF) | — | #### **DeepSeek 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ----------------- | ---------------- | ----------------------------------------------------------------------- | ----------------------------------------------------------------------------------- | | **DeepSeek-V3.1** | Terminus | [链接](https://huggingface.co/unsloth/DeepSeek-V3.1-Terminus-GGUF) | | | | V3.1 | [链接](https://huggingface.co/unsloth/DeepSeek-V3.1-GGUF) | | | **DeepSeek-V3** | V3-0324 | [链接](https://huggingface.co/unsloth/DeepSeek-V3-0324-GGUF) | — | | | V3 | [链接](https://huggingface.co/unsloth/DeepSeek-V3-GGUF) | — | | **DeepSeek-R1** | R1-0528 | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528-GGUF) | — | | | R1-0528-Qwen3-8B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528-Qwen3-8B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528-Qwen3-8B-unsloth-bnb-4bit) | | | R1 | [链接](https://huggingface.co/unsloth/DeepSeek-R1-GGUF) | — | | | R1 Zero | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Zero-GGUF) | — | | | 蒸馏 Llama 3 8B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-8B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-8B-unsloth-bnb-4bit) | | | 蒸馏 Llama 3.3 70B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-70B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-70B-bnb-4bit) | | | 蒸馏 Qwen 2.5 1.5B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-1.5B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-1.5B-unsloth-bnb-4bit) | | | 蒸馏 Qwen 2.5 7B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-7B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-7B-unsloth-bnb-4bit) | | | 蒸馏 Qwen 2.5 14B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-14B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-14B-unsloth-bnb-4bit) | | | 蒸馏 Qwen 2.5 32B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-32B-GGUF) | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit) | #### **Llama 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ------------- | ----------------- | ---------------------------------------------------------------------------- | ------------------------------------------------------------------------------------ | | **Llama 4** | Scout 17B-16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E-Instruct-unsloth-bnb-4bit) | | | Maverick 17B-128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E-Instruct-GGUF) | — | | **Llama 3.3** | 70B | [链接](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct-bnb-4bit) | | **Llama 3.2** | 1B | [链接](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit) | | | 3B | [链接](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct-bnb-4bit) | | | 11B 视觉 | — | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision-Instruct-unsloth-bnb-4bit) | | | 90B 视觉 | — | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision-Instruct-bnb-4bit) | | **Llama 3.1** | 8B | [链接](https://huggingface.co/unsloth/Llama-3.1-8B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B-Instruct-bnb-4bit) | | | 70B | — | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B-Instruct-bnb-4bit) | | | 405B | — | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-405B-Instruct-bnb-4bit) | | **Llama 3** | 8B | — | [链接](https://huggingface.co/unsloth/llama-3-8b-Instruct-bnb-4bit) | | | 70B | — | [链接](https://huggingface.co/unsloth/llama-3-70b-bnb-4bit) | | **Llama 2** | 7B | — | [链接](https://huggingface.co/unsloth/llama-2-7b-chat-bnb-4bit) | | | 13B | — | [链接](https://huggingface.co/unsloth/llama-2-13b-bnb-4bit) | | **CodeLlama** | 7B | — | [链接](https://huggingface.co/unsloth/codellama-7b-bnb-4bit) | | | 13B | — | [链接](https://huggingface.co/unsloth/codellama-13b-bnb-4bit) | | | 34B | — | [链接](https://huggingface.co/unsloth/codellama-34b-bnb-4bit) | #### **Gemma 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ----------------- | ------- | --------------------------------------------------------------- | -------------------------------------------------------------------------- | | **Gemma 4** | E2B | [链接](https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-E2B-it-unsloth-bnb-4bit) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-4-E4B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-E4B-it-unsloth-bnb-4bit) | | | 26B-A4B | [链接](https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF) | — | | | 31B | [链接](https://huggingface.co/unsloth/gemma-4-31B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-4-31B-it-unsloth-bnb-4bit) | | **FunctionGemma** | 270M | [链接](https://huggingface.co/unsloth/functiongemma-270m-it-GGUF) | — | | **Gemma 3n** | E2B | ​[链接](https://huggingface.co/unsloth/gemma-3n-E2B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-it-unsloth-bnb-4bit) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-3n-E4B-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3n-E4B-it-unsloth-bnb-4bit) | | **Gemma 3** | 270M | [链接](https://huggingface.co/unsloth/gemma-3-270m-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3-270m-it) | | | 1B | [链接](https://huggingface.co/unsloth/gemma-3-1b-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3-1b-it-unsloth-bnb-4bit) | | | 4B | [链接](https://huggingface.co/unsloth/gemma-3-4b-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3-4b-it-unsloth-bnb-4bit) | | | 12B | [链接](https://huggingface.co/unsloth/gemma-3-12b-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3-12b-it-unsloth-bnb-4bit) | | | 27B | [链接](https://huggingface.co/unsloth/gemma-3-27b-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-3-27b-it-unsloth-bnb-4bit) | | **MedGemma** | 4B（视觉） | [链接](https://huggingface.co/unsloth/medgemma-4b-it-GGUF) | [链接](https://huggingface.co/unsloth/medgemma-4b-it-unsloth-bnb-4bit) | | | 27B（视觉） | [链接](https://huggingface.co/unsloth/medgemma-27b-it-GGUF) | [链接](https://huggingface.co/unsloth/medgemma-27b-text-it-unsloth-bnb-4bit) | | **Gemma 2** | 2B | [链接](https://huggingface.co/unsloth/gemma-2-it-GGUF) | [链接](https://huggingface.co/unsloth/gemma-2-2b-it-bnb-4bit) | | | 9B | — | [链接](https://huggingface.co/unsloth/gemma-2-9b-it-bnb-4bit) | | | 27B | — | [链接](https://huggingface.co/unsloth/gemma-2-27b-it-bnb-4bit) | #### **Qwen 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | -------------------------------------------------------------------------------------------------------------- | -------------------------------------------------- | -------------------------------------------------------------------------- | ----------------------------------------------------------------------------- | | [**Qwen3.6**](/docs/zh/mo-xing/qwen3.6.md) | 27B | [链接](https://huggingface.co/unsloth/Qwen3.6-27B-GGUF) | — | | | 35B-A3B | [链接](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-GGUF) | — | | [**Qwen3.5**](https://github.com/unslothai/docs/blob/main/models/qwen3.5) | 35B-A3B | [链接](https://huggingface.co/unsloth/Qwen3.5-35B-A3B-GGUF) | — | | | 27B | [链接](https://huggingface.co/unsloth/Qwen3.5-27B-GGUF) | — | | | 122B-A10B | [链接](https://huggingface.co/unsloth/Qwen3.5-122B-A10B-GGUF) | — | | | 0.8B | [链接](https://huggingface.co/unsloth/Qwen3.5-0.8B-GGUF) | — | | | 2B | [链接](https://huggingface.co/unsloth/Qwen3.5-2B-GGUF) | — | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3.5-4B-GGUF) | — | | | 9B | [链接](https://huggingface.co/unsloth/Qwen3.5-9B-GGUF) | — | | | 397B-A17B | [链接](https://huggingface.co/unsloth/Qwen3.5-397B-A17B-GGUF) | — | | **Qwen3** | [Coder-Next](/docs/zh/mo-xing/qwen3-coder-next.md) | [链接](https://huggingface.co/unsloth/Qwen3-Coder-Next-GGUF) | — | | [**Qwen-Image**](/docs/zh/mo-xing/tutorials/qwen-image-2512.md) | 2512 | [链接](https://huggingface.co/unsloth/Qwen-Image-2512-GGUF) | — | | | Edit-2511 | [链接](https://huggingface.co/unsloth/Qwen-Image-Edit-2511-GGUF) | — | | [**Qwen3-VL**](/docs/zh/mo-xing/tutorials/qwen3-how-to-run-and-fine-tune/qwen3-vl-how-to-run-and-fine-tune.md) | 2B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Instruct-unsloth-bnb-4bit) | | | 2B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-2B-Thinking-unsloth-bnb-4bit) | | | 4B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Instruct-unsloth-bnb-4bit) | | | 4B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-unsloth-bnb-4bit) | | | 8B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-unsloth-bnb-4bit) | | | 8B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Thinking-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-VL-8B-Thinking-unsloth-bnb-4bit) | | **Qwen3-Coder** | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF) | — | | | 480B-A35B | [链接](https://huggingface.co/unsloth/Qwen3-Coder-480B-A35B-Instruct-GGUF) | — | | [**Qwen3-2507**](/docs/zh/mo-xing/tutorials/qwen3-next.md) | 30B-A3B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF) | — | | | 30B-A3B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Thinking-2507-GGUF) | — | | | 235B-A22B-推理 | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B-Thinking-2507-GGUF/) | — | | | 235B-A22B-指令 | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B-Instruct-2507-GGUF/) | — | | **Qwen 3** | 0.6B | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-unsloth-bnb-4bit) | | | 1.7B | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-unsloth-bnb-4bit) | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3-4B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-4B-unsloth-bnb-4bit) | | | 8B | [链接](https://huggingface.co/unsloth/Qwen3-8B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-8B-unsloth-bnb-4bit) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen3-14B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-14B-unsloth-bnb-4bit) | | | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-bnb-4bit) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen3-32B-GGUF) | [链接](https://huggingface.co/unsloth/Qwen3-32B-unsloth-bnb-4bit) | | | 235B-A22B | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B-GGUF) | — | | **Qwen 2.5 Omni** | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B-GGUF) | — | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B-GGUF) | — | | **Qwen 2.5 VL** | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-3B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-7B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-32B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-72B-Instruct-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-72B-Instruct-unsloth-bnb-4bit) | | **Qwen 2.5** | 0.5B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-Instruct-bnb-4bit) | | | 1.5B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit) | | | 3B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit) | | | 7B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-Instruct-bnb-4bit) | | | 14B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-Instruct-bnb-4bit) | | | 32B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-Instruct-bnb-4bit) | | | 72B | — | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-Instruct-bnb-4bit) | | **Qwen 2.5 Coder（128K）** | 0.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-0.5B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-0.5B-Instruct-bnb-4bit) | | | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-1.5B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-1.5B-Instruct-bnb-4bit) | | | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-3B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-3B-Instruct-bnb-4bit) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-14B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-14B-Instruct-bnb-4bit) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-32B-Instruct-128K-GGUF) | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-32B-Instruct-bnb-4bit) | | **QwQ** | 32B | [链接](https://huggingface.co/unsloth/QwQ-32B-GGUF) | [链接](https://huggingface.co/unsloth/QwQ-32B-unsloth-bnb-4bit) | | **QVQ（预览）** | 72B | — | [链接](https://huggingface.co/unsloth/QVQ-72B-Preview-bnb-4bit) | | **Qwen 2（聊天）** | 1.5B | — | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-Instruct-bnb-4bit) | | | 7B | — | [链接](https://huggingface.co/unsloth/Qwen2-7B-Instruct-bnb-4bit) | | | 72B | — | [链接](https://huggingface.co/unsloth/Qwen2-72B-Instruct-bnb-4bit) | | **Qwen 2 VL** | 2B | — | [链接](https://huggingface.co/unsloth/Qwen2-VL-2B-Instruct-unsloth-bnb-4bit) | | | 7B | — | [链接](https://huggingface.co/unsloth/Qwen2-VL-7B-Instruct-unsloth-bnb-4bit) | | | 72B | — | [链接](https://huggingface.co/unsloth/Qwen2-VL-72B-Instruct-bnb-4bit) | #### **GLM 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ------- | -------------------------------------------------------- | -------------------------------------------------------- | ------- | | **GLM** | [4.7-Flash](/docs/zh/mo-xing/tutorials/glm-4.7-flash.md) | [链接](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF) | — | | | [5](/docs/zh/mo-xing/tutorials/glm-5.md) | [链接](https://huggingface.co/unsloth/GLM-5-GGUF) | — | | | 4.6V-Flash | [链接](https://huggingface.co/unsloth/GLM-4.6V-Flash-GGUF) | — | | | 4.6 | [链接](https://huggingface.co/unsloth/GLM-4.6-GGUF) | — | | | 4.5-Air | [链接](https://huggingface.co/unsloth/GLM-4.5-Air-GGUF) | — | #### **Mistral 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ----------------- | --------------- | ----------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------- | | **Magistral** | Small（2506） | [链接](https://huggingface.co/unsloth/Magistral-Small-2506-GGUF) | [链接](https://huggingface.co/unsloth/Magistral-Small-2506-unsloth-bnb-4bit) | | | Small（2509） | [链接](https://huggingface.co/unsloth/Magistral-Small-2509-GGUF) | [链接](https://huggingface.co/unsloth/Magistral-Small-2509-unsloth-bnb-4bit) | | | Small（2507） | [链接](https://huggingface.co/unsloth/Magistral-Small-2507-GGUF) | [链接](https://huggingface.co/unsloth/Magistral-Small-2507-unsloth-bnb-4bit) | | **Mistral Small** | 3.2-24B（2506） | [链接](https://huggingface.co/unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF) | [链接](https://huggingface.co/unsloth/Mistral-Small-3.2-24B-Instruct-2506-unsloth-bnb-4bit) | | | 3.1-24B（2503） | [链接](https://huggingface.co/unsloth/Mistral-Small-3.1-24B-Instruct-2503-GGUF) | [链接](https://huggingface.co/unsloth/Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit) | | | 3-24B（2501） | [链接](https://huggingface.co/unsloth/Mistral-Small-24B-Instruct-2501-GGUF) | [链接](https://huggingface.co/unsloth/Mistral-Small-24B-Instruct-2501-unsloth-bnb-4bit) | | | 2409-22B | — | [链接](https://huggingface.co/unsloth/Mistral-Small-Instruct-2409-bnb-4bit) | | **Devstral** | Small-24B（2507） | [链接](https://huggingface.co/unsloth/Devstral-Small-2507-GGUF) | [链接](https://huggingface.co/unsloth/Devstral-Small-2507-unsloth-bnb-4bit) | | | Small-24B（2505） | [链接](https://huggingface.co/unsloth/Devstral-Small-2505-GGUF) | [链接](https://huggingface.co/unsloth/Devstral-Small-2505-unsloth-bnb-4bit) | | **Pixtral** | 12B（2409） | — | [链接](https://huggingface.co/unsloth/Pixtral-12B-2409-bnb-4bit) | | **Mistral NeMo** | 12B（2407） | [链接](https://huggingface.co/unsloth/Mistral-Nemo-Instruct-2407-GGUF) | [链接](https://huggingface.co/unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit) | | **Mistral Large** | 2407 | — | [链接](https://huggingface.co/unsloth/Mistral-Large-Instruct-2407-bnb-4bit) | | **Mistral 7B** | v0.3 | — | [链接](https://huggingface.co/unsloth/mistral-7b-instruct-v0.3-bnb-4bit) | | | v0.2 | — | [链接](https://huggingface.co/unsloth/mistral-7b-instruct-v0.2-bnb-4bit) | | **Mixtral** | 8×7B | — | [链接](https://huggingface.co/unsloth/Mixtral-8x7B-Instruct-v0.1-unsloth-bnb-4bit) | #### **Phi 模型：** | 模型 | 变体 | GGUF | 指令（4 位） | | ----------- | --------- | -------------------------------------------------------------- | -------------------------------------------------------------------------- | | **Phi-4** | 推理增强 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning-plus-GGUF) | [链接](https://huggingface.co/unsloth/Phi-4-reasoning-plus-unsloth-bnb-4bit) | | | 推理 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning-GGUF) | [链接](https://huggingface.co/unsloth/phi-4-reasoning-unsloth-bnb-4bit) | | | 迷你推理 | [链接](https://huggingface.co/unsloth/Phi-4-mini-reasoning-GGUF) | [链接](https://huggingface.co/unsloth/Phi-4-mini-reasoning-unsloth-bnb-4bit) | | | Phi-4（指令） | [链接](https://huggingface.co/unsloth/phi-4-GGUF) | [链接](https://huggingface.co/unsloth/phi-4-unsloth-bnb-4bit) | | | mini（指令） | [链接](https://huggingface.co/unsloth/Phi-4-mini-instruct-GGUF) | [链接](https://huggingface.co/unsloth/Phi-4-mini-instruct-unsloth-bnb-4bit) | | **Phi-3.5** | mini | — | [链接](https://huggingface.co/unsloth/Phi-3.5-mini-instruct-bnb-4bit) | | **Phi-3** | mini | — | [链接](https://huggingface.co/unsloth/Phi-3-mini-4k-instruct-bnb-4bit) | | | medium | — | [链接](https://huggingface.co/unsloth/Phi-3-medium-4k-instruct-bnb-4bit) | #### **其他（GLM、Orpheus、Smol、Llava 等）模型：**
模型变体GGUF指令（4 位）
GLM4.5-Air链接—
4.54.5—
4-32B-04144-32B-0414—
Grok 2270B链接—
Baidu-ERNIE4.5-21B-A3B-推理链接—
HunyuanA13B链接—
Orpheus0.1-ft（3B）链接链接
LLava1.5（7B）—链接
1.6 Mistral（7B）—链接
TinyLlama聊天—链接
SmolLM 2135M链接链接
360M链接链接
1.7B链接链接
Zephyr-SFT7B—链接
Yi6B（v1.5）—链接
6B（v1.0）—链接
34B（聊天）—链接
34B（基础）—链接
{% endtab %} {% tab title="• 指令 16 位" %} 16 位和 8 位指令模型用于 [**Unsloth Studio**](/docs/zh/xin/studio.md): **新模型：** | 模型 | 变体 | 指令（16 位） | | -------------------- | --------------------- | ------------------------------------------------------------------------ | | **gpt-oss** （新） | 20b | [链接](https://huggingface.co/unsloth/gpt-oss-20b) | | | 120b | [链接](https://huggingface.co/unsloth/gpt-oss-120b) | | **Gemma 3n** | E2B | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-it) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-3n-E4B-it) | | **DeepSeek-R1-0528** | R1-0528-Qwen3-8B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528-Qwen3-8B) | | | R1-0528 | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528) | | **Mistral** | Small 3.2 24B（2506） | [链接](https://huggingface.co/unsloth/Mistral-Small-3.2-24B-Instruct-2506) | | | Small 3.1 24B（2503） | [链接](https://huggingface.co/unsloth/Mistral-Small-3.1-24B-Instruct-2503) | | | Small 3.0 24B（2501） | [链接](https://huggingface.co/unsloth/Mistral-Small-24B-Instruct-2501) | | | Magistral Small（2506） | [链接](https://huggingface.co/unsloth/Magistral-Small-2506) | | **Qwen 3** | 0.6B | [链接](https://huggingface.co/unsloth/Qwen3-0.6B) | | | 1.7B | [链接](https://huggingface.co/unsloth/Qwen3-1.7B) | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3-4B) | | | 8B | [链接](https://huggingface.co/unsloth/Qwen3-8B) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen3-14B) | | | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen3-32B) | | | 235B-A22B | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B) | | **Llama 4** | Scout 17B-16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E-Instruct) | | | Maverick 17B-128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E-Instruct) | | **Qwen 2.5 Omni** | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B) | | **Phi-4** | 推理增强 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning-plus) | | | 推理 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning) | **DeepSeek 模型** | 模型 | 变体 | 指令（16 位） | | --------------- | ---------------- | ------------------------------------------------------------------ | | **DeepSeek-V3** | V3-0324 | [链接](https://huggingface.co/unsloth/DeepSeek-V3-0324) | | | V3 | [链接](https://huggingface.co/unsloth/DeepSeek-V3) | | **DeepSeek-R1** | R1-0528 | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528) | | | R1-0528-Qwen3-8B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-0528-Qwen3-8B) | | | R1 | [链接](https://huggingface.co/unsloth/DeepSeek-R1) | | | R1 Zero | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Zero) | | | 蒸馏 Llama 3 8B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-8B) | | | 蒸馏 Llama 3.3 70B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Llama-70B) | | | 蒸馏 Qwen 2.5 1.5B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-1.5B) | | | 蒸馏 Qwen 2.5 7B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-7B) | | | 蒸馏 Qwen 2.5 14B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-14B) | | | 蒸馏 Qwen 2.5 32B | [链接](https://huggingface.co/unsloth/DeepSeek-R1-Distill-Qwen-32B) | **Llama 模型** | 系列 | 变体 | 指令（16 位） | | ------------- | ----------------- | ----------------------------------------------------------------------- | | **Llama 4** | Scout 17B-16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E-Instruct) | | | Maverick 17B-128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E-Instruct) | | **Llama 3.3** | 70B | [链接](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct) | | **Llama 3.2** | 1B | [链接](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct) | | | 3B | [链接](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct) | | | 11B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision-Instruct) | | | 90B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision-Instruct) | | **Llama 3.1** | 8B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B-Instruct) | | | 70B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B-Instruct) | | | 405B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-405B-Instruct) | | **Llama 3** | 8B | [链接](https://huggingface.co/unsloth/llama-3-8b-Instruct) | | | 70B | [链接](https://huggingface.co/unsloth/llama-3-70b-Instruct) | | **Llama 2** | 7B | [链接](https://huggingface.co/unsloth/llama-2-7b-chat) | **Gemma 模型：** | 模型 | 变体 | 指令（16 位） | | ------------ | --- | ---------------------------------------------------- | | **Gemma 3n** | E2B | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-it) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-3n-E4B-it) | | **Gemma 3** | 1B | [链接](https://huggingface.co/unsloth/gemma-3-1b-it) | | | 4B | [链接](https://huggingface.co/unsloth/gemma-3-4b-it) | | | 12B | [链接](https://huggingface.co/unsloth/gemma-3-12b-it) | | | 27B | [链接](https://huggingface.co/unsloth/gemma-3-27b-it) | | **Gemma 2** | 2B | [链接](https://huggingface.co/unsloth/gemma-2b-it) | | | 9B | [链接](https://huggingface.co/unsloth/gemma-9b-it) | | | 27B | [链接](https://huggingface.co/unsloth/gemma-27b-it) | **Qwen 模型：** | 系列 | 变体 | 指令（16 位） | | ----------------------- | --------- | --------------------------------------------------------------------- | | **Qwen 3** | 0.6B | [链接](https://huggingface.co/unsloth/Qwen3-0.6B) | | | 1.7B | [链接](https://huggingface.co/unsloth/Qwen3-1.7B) | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3-4B) | | | 8B | [链接](https://huggingface.co/unsloth/Qwen3-8B) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen3-14B) | | | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen3-32B) | | | 235B-A22B | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B) | | **Qwen 2.5 Omni** | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B) | | **Qwen 2.5 VL** | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-3B-Instruct) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-7B-Instruct) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-32B-Instruct) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-72B-Instruct) | | **Qwen 2.5** | 0.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-Instruct) | | | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-Instruct) | | | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-Instruct) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-Instruct) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-Instruct) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-Instruct) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-Instruct) | | **Qwen 2.5 Coder 128K** | 0.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-0.5B-Instruct-128K) | | | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-1.5B-Instruct-128K) | | | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-3B-Instruct-128K) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-128K) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-14B-Instruct-128K) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-32B-Instruct-128K) | | **QwQ** | 32B | [链接](https://huggingface.co/unsloth/QwQ-32B) | | **QVQ（预览）** | 72B | — | | **Qwen 2（聊天）** | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-Instruct) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2-7B-Instruct) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2-72B-Instruct) | | **Qwen 2 VL** | 2B | [链接](https://huggingface.co/unsloth/Qwen2-VL-2B-Instruct) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2-VL-7B-Instruct) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2-VL-72B-Instruct) | **Mistral 模型：** | 模型 | 变体 | 指令（16 位） | | ---------------- | -------------- | ---------------------------------------------------------------- | | **Mistral** | Small 2409-22B | [链接](https://huggingface.co/unsloth/Mistral-Small-Instruct-2409) | | **Mistral** | Large 2407 | [链接](https://huggingface.co/unsloth/Mistral-Large-Instruct-2407) | | **Mistral** | 7B v0.3 | [链接](https://huggingface.co/unsloth/mistral-7b-instruct-v0.3) | | **Mistral** | 7B v0.2 | [链接](https://huggingface.co/unsloth/mistral-7b-instruct-v0.2) | | **Pixtral** | 12B 2409 | [链接](https://huggingface.co/unsloth/Pixtral-12B-2409) | | **Mixtral** | 8×7B | [链接](https://huggingface.co/unsloth/Mixtral-8x7B-Instruct-v0.1) | | **Mistral NeMo** | 12B 2407 | [链接](https://huggingface.co/unsloth/Mistral-Nemo-Instruct-2407) | | **Devstral** | Small 2505 | [链接](https://huggingface.co/unsloth/Devstral-Small-2505) | **Phi 模型：** | 模型 | 变体 | 指令（16 位） | | ----------- | --------- | ------------------------------------------------------------- | | **Phi-4** | 推理增强 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning-plus) | | | 推理 | [链接](https://huggingface.co/unsloth/Phi-4-reasoning) | | | Phi-4（核心） | [链接](https://huggingface.co/unsloth/Phi-4) | | | 迷你推理 | [链接](https://huggingface.co/unsloth/Phi-4-mini-reasoning) | | | Mini | [链接](https://huggingface.co/unsloth/Phi-4-mini) | | **Phi-3.5** | Mini | [链接](https://huggingface.co/unsloth/Phi-3.5-mini-instruct) | | **Phi-3** | Mini | [链接](https://huggingface.co/unsloth/Phi-3-mini-4k-instruct) | | | Medium | [链接](https://huggingface.co/unsloth/Phi-3-medium-4k-instruct) | **文本转语音（TTS）模型：** | 模型 | 指令（16 位） | | --------------------- | -------------------------------------------------------------- | | Orpheus-3B（v0.1 微调） | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-ft) | | Orpheus-3B（v0.1 预训练） | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-pretrained) | | Sesame-CSM 1B | [链接](https://huggingface.co/unsloth/csm-1b) | | Whisper Large V3（STT） | [链接](https://huggingface.co/unsloth/whisper-large-v3) | | Llasa-TTS 1B | [链接](https://huggingface.co/unsloth/Llasa-1B) | | Spark-TTS 0.5B | [链接](https://huggingface.co/unsloth/Spark-TTS-0.5B) | | Oute-TTS 1B | [链接](https://huggingface.co/unsloth/Llama-OuteTTS-1.0-1B) | | {% endtab %} | | {% tab title="• 基础 4 位和 16 位" %} 基础模型通常用于微调： **新模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ------------ | ----------------- | -------------------------------------------------------------- | ------------------------------------------------------------------------------------ | | **Gemma 3n** | E2B | [链接](https://huggingface.co/unsloth/gemma-3n-E2B) | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-unsloth-bnb-4bit) | | | E4B | [链接](https://huggingface.co/unsloth/gemma-3n-E4B) | [链接](https://huggingface.co/unsloth/gemma-3n-E4B-unsloth-bnb-4bit) | | **Qwen 3** | 0.6B | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base-unsloth-bnb-4bit) | | | 1.7B | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base-unsloth-bnb-4bit) | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base-unsloth-bnb-4bit) | | | 8B | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base-unsloth-bnb-4bit) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen3-14B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-14B-Base-unsloth-bnb-4bit) | | | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Base-bnb-4bit) | | **Llama 4** | Scout 17B 16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E) | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E-Instruct-unsloth-bnb-4bit) | | | Maverick 17B 128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E) | — | **Llama 模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ------------- | ----------------- | -------------------------------------------------------------- | --------------------------------------------------------- | | **Llama 4** | Scout 17B 16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E) | — | | | Maverick 17B 128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E) | — | | **Llama 3.3** | 70B | [链接](https://huggingface.co/unsloth/Llama-3.3-70B) | — | | **Llama 3.2** | 1B | [链接](https://huggingface.co/unsloth/Llama-3.2-1B) | — | | | 3B | [链接](https://huggingface.co/unsloth/Llama-3.2-3B) | — | | | 11B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision) | — | | | 90B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision) | — | | **Llama 3.1** | 8B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B) | — | | | 70B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B) | — | | **Llama 3** | 8B | [链接](https://huggingface.co/unsloth/llama-3-8b) | [链接](https://huggingface.co/unsloth/llama-3-8b-bnb-4bit) | | **Llama 2** | 7B | [链接](https://huggingface.co/unsloth/llama-2-7b) | [链接](https://huggingface.co/unsloth/llama-2-7b-bnb-4bit) | | | 13B | [链接](https://huggingface.co/unsloth/llama-2-13b) | [链接](https://huggingface.co/unsloth/llama-2-13b-bnb-4bit) | **Qwen 模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ------------ | ------- | ------------------------------------------------------- | ------------------------------------------------------------------------ | | **Qwen 3** | 0.6B | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base-unsloth-bnb-4bit) | | | 1.7B | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base-unsloth-bnb-4bit) | | | 4B | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base-unsloth-bnb-4bit) | | | 8B | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base-unsloth-bnb-4bit) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen3-14B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-14B-Base-unsloth-bnb-4bit) | | | 30B-A3B | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Base) | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Base-unsloth-bnb-4bit) | | **Qwen 2.5** | 0.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B) | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-bnb-4bit) | | | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B) | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-bnb-4bit) | | | 3B | [链接](https://huggingface.co/unsloth/Qwen2.5-3B) | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-bnb-4bit) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2.5-7B) | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-bnb-4bit) | | | 14B | [链接](https://huggingface.co/unsloth/Qwen2.5-14B) | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-bnb-4bit) | | | 32B | [链接](https://huggingface.co/unsloth/Qwen2.5-32B) | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-bnb-4bit) | | | 72B | [链接](https://huggingface.co/unsloth/Qwen2.5-72B) | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-bnb-4bit) | | **Qwen 2** | 1.5B | [链接](https://huggingface.co/unsloth/Qwen2-1.5B) | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-bnb-4bit) | | | 7B | [链接](https://huggingface.co/unsloth/Qwen2-7B) | [链接](https://huggingface.co/unsloth/Qwen2-7B-bnb-4bit) | **Llama 模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ------------- | ----------------- | -------------------------------------------------------------- | --------------------------------------------------------- | | **Llama 4** | Scout 17B 16E | [链接](https://huggingface.co/unsloth/Llama-4-Scout-17B-16E) | — | | | Maverick 17B 128E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E) | — | | **Llama 3.3** | 70B | [链接](https://huggingface.co/unsloth/Llama-3.3-70B) | — | | **Llama 3.2** | 1B | [链接](https://huggingface.co/unsloth/Llama-3.2-1B) | — | | | 3B | [链接](https://huggingface.co/unsloth/Llama-3.2-3B) | — | | | 11B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision) | — | | | 90B 视觉 | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision) | — | | **Llama 3.1** | 8B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B) | — | | | 70B | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B) | — | | **Llama 3** | 8B | [链接](https://huggingface.co/unsloth/llama-3-8b) | [链接](https://huggingface.co/unsloth/llama-3-8b-bnb-4bit) | | **Llama 2** | 7B | [链接](https://huggingface.co/unsloth/llama-2-7b) | [链接](https://huggingface.co/unsloth/llama-2-7b-bnb-4bit) | | | 13B | [链接](https://huggingface.co/unsloth/llama-2-13b) | [链接](https://huggingface.co/unsloth/llama-2-13b-bnb-4bit) | **Gemma 模型** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ----------- | --- | --------------------------------------------------- | -------------------------------------------------------------------- | | **Gemma 3** | 1B | [链接](https://huggingface.co/unsloth/gemma-3-1b-pt) | [链接](https://huggingface.co/unsloth/gemma-3-1b-pt-unsloth-bnb-4bit) | | | 4B | [链接](https://huggingface.co/unsloth/gemma-3-4b-pt) | [链接](https://huggingface.co/unsloth/gemma-3-4b-pt-unsloth-bnb-4bit) | | | 12B | [链接](https://huggingface.co/unsloth/gemma-3-12b-pt) | [链接](https://huggingface.co/unsloth/gemma-3-12b-pt-unsloth-bnb-4bit) | | | 27B | [链接](https://huggingface.co/unsloth/gemma-3-27b-pt) | [链接](https://huggingface.co/unsloth/gemma-3-27b-pt-unsloth-bnb-4bit) | | **Gemma 2** | 2B | [链接](https://huggingface.co/unsloth/gemma-2-2b) | — | | | 9B | [链接](https://huggingface.co/unsloth/gemma-2-9b) | — | | | 27B | [链接](https://huggingface.co/unsloth/gemma-2-27b) | — | **Mistral 模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | ----------- | ---------------- | ---------------------------------------------------------------- | ------------------------------------------------------------- | | **Mistral** | Small 24B 2501 | [链接](https://huggingface.co/unsloth/Mistral-Small-24B-Base-2501) | — | | | NeMo 12B 2407 | [链接](https://huggingface.co/unsloth/Mistral-Nemo-Base-2407) | — | | | 7B v0.3 | [链接](https://huggingface.co/unsloth/mistral-7b-v0.3) | [链接](https://huggingface.co/unsloth/mistral-7b-v0.3-bnb-4bit) | | | 7B v0.2 | [链接](https://huggingface.co/unsloth/mistral-7b-v0.2) | [链接](https://huggingface.co/unsloth/mistral-7b-v0.2-bnb-4bit) | | | Pixtral 12B 2409 | [链接](https://huggingface.co/unsloth/Pixtral-12B-Base-2409) | — | **其他（TTS、TinyLlama）模型：** | 模型 | 变体 | 基础（16 位） | 基础（4 位） | | -------------- | -------- | -------------------------------------------------------------- | ------------------------------------------------------------------------------- | | **TinyLlama** | 1.1B（基础） | [链接](https://huggingface.co/unsloth/tinyllama) | [链接](https://huggingface.co/unsloth/tinyllama-bnb-4bit) | | **Orpheus-3b** | 0.1-预训练 | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-pretrained) | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-pretrained-unsloth-bnb-4bit) | | {% endtab %} | | | | {% tab title="• FP8" %} 你可以使用我们的 FP8 上传进行训练或服务/部署。 与 FP8 Block 相比，FP8 Dynamic 的训练速度略快、显存占用更低，但准确率会有小幅权衡。 | 模型 | 变体 | FP8（动态 / 块） | | --------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------- | | Qwen3 | Coder-Next | [动态](https://huggingface.co/unsloth/Qwen3-Coder-Next-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Qwen3-Coder-Next-FP8) | | GLM | 4.7-Flash | [动态](https://huggingface.co/unsloth/GLM-4.7-Flash-FP8-Dynamic) | | **Llama 3.3** | 70B 指令 | [动态](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct-FP8-Block) | | **Llama 3.2** | 1B 基础 | [动态](https://huggingface.co/unsloth/Llama-3.2-1B-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.2-1B-FP8-Block) | | | 1B 指令 | [动态](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-FP8-Block) | | | 3B 基础 | [动态](https://huggingface.co/unsloth/Llama-3.2-3B-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.2-3B-FP8-Block) | | | 3B 指令 | [动态](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct-FP8-Block) | | **Llama 3.1** | 8B 基础 | [动态](https://huggingface.co/unsloth/Llama-3.1-8B-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.1-8B-FP8-Block) | | | 8B 指令 | [动态](https://huggingface.co/unsloth/Llama-3.1-8B-Instruct-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.1-8B-Instruct-FP8-Block) | | | 70B 基础 | [动态](https://huggingface.co/unsloth/Llama-3.1-70B-FP8-Dynamic) · [块](https://huggingface.co/unsloth/Llama-3.1-70B-FP8-Block) | | **Qwen3** | 0.6B | [FP8](https://huggingface.co/unsloth/Qwen3-0.6B-FP8) | | | 1.7B | [FP8](https://huggingface.co/unsloth/Qwen3-1.7B-FP8) | | | 4B | [FP8](https://huggingface.co/unsloth/Qwen3-4B-FP8) | | | 8B | [FP8](https://huggingface.co/unsloth/Qwen3-8B-FP8) | | | 14B | [FP8](https://huggingface.co/unsloth/Qwen3-14B-FP8) | | | 32B | [FP8](https://huggingface.co/unsloth/Qwen3-32B-FP8) | | | 235B-A22B | [FP8](https://huggingface.co/unsloth/Qwen3-235B-A22B-FP8) | | **Qwen3（2507）** | 4B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-4B-Instruct-2507-FP8) | | | 4B 推理 | [FP8](https://huggingface.co/unsloth/Qwen3-4B-Thinking-2507-FP8) | | | 30B-A3B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-FP8) | | | 30B-A3B 推理 | [FP8](https://huggingface.co/unsloth/Qwen3-30B-A3B-Thinking-2507-FP8) | | | 235B-A22B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-235B-A22B-Instruct-2507-FP8) | | | 235B-A22B 推理 | [FP8](https://huggingface.co/unsloth/Qwen3-235B-A22B-Thinking-2507-FP8) | | **Qwen3-VL** | 4B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-VL-4B-Instruct-FP8) | | | 4B 推理 | [FP8](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-FP8) | | | 8B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-FP8) | | | 8B 推理 | [FP8](https://huggingface.co/unsloth/Qwen3-VL-8B-Thinking-FP8) | | **Qwen3-Coder** | 480B-A35B 指令 | [FP8](https://huggingface.co/unsloth/Qwen3-Coder-480B-A35B-Instruct-FP8) | | **Granite 4.0** | h-tiny | [FP8 动态](https://huggingface.co/unsloth/granite-4.0-h-tiny-FP8-Dynamic) | | | h-small | [FP8 动态](https://huggingface.co/unsloth/granite-4.0-h-small-FP8-Dynamic) | | **Magistral Small** | 2509 | [FP8 动态](https://huggingface.co/unsloth/Magistral-Small-2509-FP8-Dynamic) · [FP8 torchao](https://huggingface.co/unsloth/Magistral-Small-2509-FP8-torchao) | | **Mistral Small 3.2** | 24B 指令-2506 | [FP8](https://huggingface.co/unsloth/Mistral-Small-3.2-24B-Instruct-2506-FP8) | | **Gemma 3** |

270M-it torchao
270m — FP8
1B — FP8
4B — FP8
12B — FP8
27B — FP8

| [FP8 torchao](https://huggingface.co/unsloth/gemma-3-270m-it-torchao-FP8) | | {% endtab %} | | | | {% endtabs %} | | | --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://unsloth.ai/docs/zh/kai-shi-shi-yong/unsloth-model-catalog.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.