# Unsloth 模型目录

Unsloth LLM 目录，适用于我们所有的 [动态](https://docs.unsloth.ai/basics/unsloth-dynamic-2.0-ggufs) Hugging Face 上的 GGUF、4 位、16 位模型。

{% tabs %}
{% tab title="• GGUF + 4 位" %} <a href="#qwen-models" class="button secondary">Qwen</a><a href="#deepseek-models" class="button secondary">DeepSeek</a><a href="#gemma-models" class="button secondary">Gemma</a><a href="#llama-models" class="button secondary">Llama</a><a href="#mistral-models" class="button secondary">Mistral</a><a href="https://unsloth.ai/docs/get-started/unsloth-model-catalog#glm-models" class="button secondary">GLM</a>

**GGUF** 可让你在以下工具中运行模型： [**Unsloth Studio**](https://unsloth.ai/docs/zh/xin-zeng/studio)✨、Ollama 和 llama.cpp。\
**指令（4 位）** safetensors 可通过 Unsloth 用于推理或微调。

#### **新增且推荐的模型：**

| 模型                                                                                                                            | 变体                                                                                | GGUF                                                                                                                                               | 指令（4 位）                                                                                                                                                                   |
| ----------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [**Qwen3.6**](https://unsloth.ai/docs/zh/mo-xing/qwen3.6)                                                                     | 35B-A3B                                                                           | [链接](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-GGUF)                                                                                          | —                                                                                                                                                                         |
| [**Gemma 4**](https://unsloth.ai/docs/zh/mo-xing/gemma-4)                                                                     | 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)                                                                                                      |
| [**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](https://unsloth.ai/docs/zh/mo-xing/qwen3-coder-next)                 | [链接](https://huggingface.co/unsloth/Qwen3-Coder-Next-GGUF)                                                                                         | —                                                                                                                                                                         |
| NVIDIA Nemotron 3                                                                                                             | [Super-120B-A12B](https://unsloth.ai/docs/zh/mo-xing/nemotron-3/nemotron-3-super) | [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](https://unsloth.ai/docs/zh/mo-xing/nemotron-3)                          | [链接](https://huggingface.co/unsloth/NVIDIA-Nemotron-3-Nano-4B-GGUF)                                                                                | —                                                                                                                                                                         |
| **GLM**                                                                                                                       | [4.7-Flash](https://unsloth.ai/docs/zh/mo-xing/glm-4.7-flash)                     | [链接](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF)                                                                                            | —                                                                                                                                                                         |
|                                                                                                                               | [5](https://unsloth.ai/docs/zh/mo-xing/tutorials/glm-5)                           | [链接](https://huggingface.co/unsloth/GLM-5-GGUF)                                                                                                    | —                                                                                                                                                                         |
| **Kimi**                                                                                                                      | [K2.5](https://unsloth.ai/docs/zh/mo-xing/kimi-k2.5)                              | [链接](https://huggingface.co/unsloth/Kimi-K2.5-GGUF)                                                                                                | —                                                                                                                                                                         |
| [**gpt-oss**](https://unsloth.ai/docs/zh/mo-xing/gpt-oss-how-to-run-and-fine-tune)                                            | 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](https://unsloth.ai/docs/zh/mo-xing/tutorials/minimax-m25)                  | [链接](https://huggingface.co/unsloth/MiniMax-M2.5-GGUF)                                                                                             | —                                                                                                                                                                         |
| NVIDIA [Nemotron 3](https://unsloth.ai/docs/zh/mo-xing/nemotron-3)                                                            | 30B                                                                               | [链接](https://huggingface.co/unsloth/Nemotron-3-Nano-30B-A3B-GGUF)                                                                                  | —                                                                                                                                                                         |
| [**Qwen-Image**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen-image-2512)                                                | 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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/ministral-3)                                                   | 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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/devstral-2)                                                     | 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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-next)                                                     | 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-思考                                                                        | [链接](https://huggingface.co/unsloth/Qwen3-Next-80B-A3B-Thinking-GGUF)                                                                              | —                                                                                                                                                                         |
| [**Qwen3-VL**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-how-to-run-and-fine-tune/qwen3-vl-how-to-run-and-fine-tune) | 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-思考                                                                             | [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-思考                                                                             | [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-思考                                                                             | [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-思考                                                                        | [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-思考                                                                            | [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-思考                                                                      | [链接](https://huggingface.co/unsloth/Qwen3-VL-235B-A22B-Thinking-GGUF)                                                                              | —                                                                                                                                                                         |
| [**Qwen3-2507**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-next)                                                     | 30B-A3B-指令                                                                        | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF)                                                                              | —                                                                                                                                                                         |
|                                                                                                                               | 30B-A3B-思考                                                                        | [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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-coder-how-to-run-locally)                                | 30B-A3B                                                                           | [链接](https://huggingface.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF)                                                                             | —                                                                                                                                                                         |
| [**GLM**](https://unsloth.ai/docs/zh/mo-xing/tutorials/glm-4.6-how-to-run-locally)                                            | 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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/deepseek-v3.1-how-to-run-locally)                            | 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 8 B    | [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 70 B | [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 1.5 B | [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 7 B   | [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 14 B  | [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 32 B  | [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 17 B-16 E     | [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 17 B-128 E | [链接](https://huggingface.co/unsloth/Llama-4-Maverick-17B-128E-Instruct-GGUF) | —                                                                                    |
| **Llama 3.3** | 70 B                | [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** | 1 B                 | [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)                  |
|               | 3 B                 | [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)                  |
|               | 11 B 视觉             | —                                                                            | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision-Instruct-unsloth-bnb-4bit)  |
|               | 90 B 视觉             | —                                                                            | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision-Instruct-bnb-4bit)          |
| **Llama 3.1** | 8 B                 | [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)             |
|               | 70 B                | —                                                                            | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B-Instruct-bnb-4bit)            |
|               | 405 B               | —                                                                            | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-405B-Instruct-bnb-4bit)           |
| **Llama 3**   | 8 B                 | —                                                                            | [链接](https://huggingface.co/unsloth/llama-3-8b-Instruct-bnb-4bit)                    |
|               | 70 B                | —                                                                            | [链接](https://huggingface.co/unsloth/llama-3-70b-bnb-4bit)                            |
| **Llama 2**   | 7 B                 | —                                                                            | [链接](https://huggingface.co/unsloth/llama-2-7b-chat-bnb-4bit)                        |
|               | 13 B                | —                                                                            | [链接](https://huggingface.co/unsloth/llama-2-13b-bnb-4bit)                            |
| **CodeLlama** | 7 B                 | —                                                                            | [链接](https://huggingface.co/unsloth/codellama-7b-bnb-4bit)                           |
|               | 13 B                | —                                                                            | [链接](https://huggingface.co/unsloth/codellama-13b-bnb-4bit)                          |
|               | 34 B                | —                                                                            | [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)                       |
|                   | 1 B      | [链接](https://huggingface.co/unsloth/gemma-3-1b-it-GGUF)         | [链接](https://huggingface.co/unsloth/gemma-3-1b-it-unsloth-bnb-4bit)        |
|                   | 4 B      | [链接](https://huggingface.co/unsloth/gemma-3-4b-it-GGUF)         | [链接](https://huggingface.co/unsloth/gemma-3-4b-it-unsloth-bnb-4bit)        |
|                   | 12 B     | [链接](https://huggingface.co/unsloth/gemma-3-12b-it-GGUF)        | [链接](https://huggingface.co/unsloth/gemma-3-12b-it-unsloth-bnb-4bit)       |
|                   | 27 B     | [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**      | 4 B（视觉）  | [链接](https://huggingface.co/unsloth/medgemma-4b-it-GGUF)        | [链接](https://huggingface.co/unsloth/medgemma-4b-it-unsloth-bnb-4bit)       |
|                   | 27 B（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**       | 2 B      | [链接](https://huggingface.co/unsloth/gemma-2-it-GGUF)            | [链接](https://huggingface.co/unsloth/gemma-2-2b-it-bnb-4bit)                |
|                   | 9 B      | —                                                               | [链接](https://huggingface.co/unsloth/gemma-2-9b-it-bnb-4bit)                |
|                   | 27 B     | —                                                               | [链接](https://huggingface.co/unsloth/gemma-2-27b-it-bnb-4bit)               |

#### **Qwen 模型：**

| 模型                                                                                                                            | 变体                                                                | GGUF                                                                       | 指令（4 位）                                                                       |
| ----------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------- | -------------------------------------------------------------------------- | ----------------------------------------------------------------------------- |
| [**Qwen3.5**](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](https://unsloth.ai/docs/zh/mo-xing/qwen3-coder-next) | [链接](https://huggingface.co/unsloth/Qwen3-Coder-Next-GGUF)                 | —                                                                             |
| [**Qwen-Image**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen-image-2512)                                                | 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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-how-to-run-and-fine-tune/qwen3-vl-how-to-run-and-fine-tune) | 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-思考                                                             | [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-思考                                                             | [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-思考                                                             | [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**](https://unsloth.ai/docs/zh/mo-xing/tutorials/qwen3-next)                                                     | 30B-A3B-指令                                                        | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF)      | —                                                                             |
|                                                                                                                               | 30B-A3B-思考                                                        | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-Thinking-2507-GGUF)      | —                                                                             |
|                                                                                                                               | 235B-A22B-思考                                                      | [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**                                                                                                                    | 0.6 B                                                             | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-GGUF)                       | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-unsloth-bnb-4bit)              |
|                                                                                                                               | 1.7 B                                                             | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-GGUF)                       | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-unsloth-bnb-4bit)              |
|                                                                                                                               | 4 B                                                               | [链接](https://huggingface.co/unsloth/Qwen3-4B-GGUF)                         | [链接](https://huggingface.co/unsloth/Qwen3-4B-unsloth-bnb-4bit)                |
|                                                                                                                               | 8 B                                                               | [链接](https://huggingface.co/unsloth/Qwen3-8B-GGUF)                         | [链接](https://huggingface.co/unsloth/Qwen3-8B-unsloth-bnb-4bit)                |
|                                                                                                                               | 14 B                                                              | [链接](https://huggingface.co/unsloth/Qwen3-14B-GGUF)                        | [链接](https://huggingface.co/unsloth/Qwen3-14B-unsloth-bnb-4bit)               |
|                                                                                                                               | 30 B-A3B                                                          | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-GGUF)                    | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B-bnb-4bit)                   |
|                                                                                                                               | 32 B                                                              | [链接](https://huggingface.co/unsloth/Qwen3-32B-GGUF)                        | [链接](https://huggingface.co/unsloth/Qwen3-32B-unsloth-bnb-4bit)               |
|                                                                                                                               | 235 B-A22B                                                        | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B-GGUF)                  | —                                                                             |
| **Qwen 2.5 Omni**                                                                                                             | 3 B                                                               | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B-GGUF)                  | —                                                                             |
|                                                                                                                               | 7 B                                                               | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B-GGUF)                  | —                                                                             |
| **Qwen 2.5 VL**                                                                                                               | 3 B                                                               | [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)  |
|                                                                                                                               | 7 B                                                               | [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)  |
|                                                                                                                               | 32 B                                                              | [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) |
|                                                                                                                               | 72 B                                                              | [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**                                                                                                                  | 0.5 B                                                             | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-Instruct-bnb-4bit)           |
|                                                                                                                               | 1.5 B                                                             | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit)           |
|                                                                                                                               | 3 B                                                               | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit)             |
|                                                                                                                               | 7 B                                                               | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-Instruct-bnb-4bit)             |
|                                                                                                                               | 14 B                                                              | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-Instruct-bnb-4bit)            |
|                                                                                                                               | 32 B                                                              | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-Instruct-bnb-4bit)            |
|                                                                                                                               | 72 B                                                              | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-Instruct-bnb-4bit)            |
| **Qwen 2.5 Coder（128 K）**                                                                                                     | 0.5 B                                                             | [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)     |
|                                                                                                                               | 1.5 B                                                             | [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)     |
|                                                                                                                               | 3 B                                                               | [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)       |
|                                                                                                                               | 7 B                                                               | [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)       |
|                                                                                                                               | 14 B                                                              | [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)      |
|                                                                                                                               | 32 B                                                              | [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**                                                                                                                       | 32 B                                                              | [链接](https://huggingface.co/unsloth/QwQ-32B-GGUF)                          | [链接](https://huggingface.co/unsloth/QwQ-32B-unsloth-bnb-4bit)                 |
| **QVQ（预览）**                                                                                                                   | 72 B                                                              | —                                                                          | [链接](https://huggingface.co/unsloth/QVQ-72B-Preview-bnb-4bit)                 |
| **Qwen 2（聊天）**                                                                                                                | 1.5 B                                                             | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-Instruct-bnb-4bit)             |
|                                                                                                                               | 7 B                                                               | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2-7B-Instruct-bnb-4bit)               |
|                                                                                                                               | 72 B                                                              | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2-72B-Instruct-bnb-4bit)              |
| **Qwen 2 VL**                                                                                                                 | 2 B                                                               | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2-VL-2B-Instruct-unsloth-bnb-4bit)    |
|                                                                                                                               | 7 B                                                               | —                                                                          | [链接](https://huggingface.co/unsloth/Qwen2-VL-7B-Instruct-unsloth-bnb-4bit)    |
|                                                                                                                               | 72 B                                                              | —                                                                          | [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](https://unsloth.ai/docs/zh/mo-xing/glm-4.7-flash) | [链接](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF)  | —       |
|         | [5](https://unsloth.ai/docs/zh/mo-xing/tutorials/glm-5)       | [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** | 3.2-24 B（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) |
|                   | 3.1-24 B（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) |
|                   | 3-24 B（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)     |
|                   | 2409-22 B        | —                                                                             | [链接](https://huggingface.co/unsloth/Mistral-Small-Instruct-2409-bnb-4bit)                 |
| **Devstral**      | Small-24 B（2507） | [链接](https://huggingface.co/unsloth/Devstral-Small-2507-GGUF)                 | [链接](https://huggingface.co/unsloth/Devstral-Small-2507-unsloth-bnb-4bit)                 |
|                   | Small-24 B（2505） | [链接](https://huggingface.co/unsloth/Devstral-Small-2505-GGUF)                 | [链接](https://huggingface.co/unsloth/Devstral-Small-2505-unsloth-bnb-4bit)                 |
| **Pixtral**       | 12 B（2409）       | —                                                                             | [链接](https://huggingface.co/unsloth/Pixtral-12B-2409-bnb-4bit)                            |
| **Mistral NeMo**  | 12 B（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 7 B**   | 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 × 7 B          | —                                                                             | [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**   | 推理增强版     | [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）                                                                 |
| --------------- | ---------------- | ---------------------------------------------------------------------------- | ----------------------------------------------------------------------- |
| GLM             | 4.5-Air          | [链接](https://huggingface.co/unsloth/GLM-4.5-Air-GGUF)                        | —                                                                       |
|                 | 4.5              | [4.5](https://huggingface.co/unsloth/GLM-4.5-GGUF)                           | —                                                                       |
|                 | 4-32B-0414       | [4-32B-0414](https://huggingface.co/unsloth/GLM-4-32B-0414-GGUF)             | —                                                                       |
| **Grok 2**      | 270B             | [链接](https://huggingface.co/unsloth/grok-2-GGUF)                             | —                                                                       |
| **Baidu-ERNIE** | 4.5-21B-A3B-思考   | [链接](https://huggingface.co/unsloth/ERNIE-4.5-21B-A3B-Thinking-GGUF)         | —                                                                       |
| Hunyuan         | A13B             | [链接](https://huggingface.co/unsloth/Hunyuan-A13B-Instruct-GGUF)              | —                                                                       |
| Orpheus         | 0.1-ft（3B）       | [链接](https://app.gitbook.com/o/HpyELzcNe0topgVLGCZY/s/xhOjnexMCB3dmuQFQ2Zq/) | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-ft-unsloth-bnb-4bit) |
| **LLava**       | 1.5（7 B）         | —                                                                            | [链接](https://huggingface.co/unsloth/llava-1.5-7b-hf-bnb-4bit)           |
|                 | 1.6 Mistral（7 B） | —                                                                            | [链接](https://huggingface.co/unsloth/llava-v1.6-mistral-7b-hf-bnb-4bit)  |
| **TinyLlama**   | 聊天               | —                                                                            | [链接](https://huggingface.co/unsloth/tinyllama-chat-bnb-4bit)            |
| **SmolLM 2**    | 135 M            | [链接](https://huggingface.co/unsloth/SmolLM2-135M-Instruct-GGUF)              | [链接](https://huggingface.co/unsloth/SmolLM2-135M-Instruct-bnb-4bit)     |
|                 | 360 M            | [链接](https://huggingface.co/unsloth/SmolLM2-360M-Instruct-GGUF)              | [链接](https://huggingface.co/unsloth/SmolLM2-360M-Instruct-bnb-4bit)     |
|                 | 1.7 B            | [链接](https://huggingface.co/unsloth/SmolLM2-1.7B-Instruct-GGUF)              | [链接](https://huggingface.co/unsloth/SmolLM2-1.7B-Instruct-bnb-4bit)     |
| **Zephyr-SFT**  | 7 B              | —                                                                            | [链接](https://huggingface.co/unsloth/zephyr-sft-bnb-4bit)                |
| **Yi**          | 6 B（v1.5）        | —                                                                            | [链接](https://huggingface.co/unsloth/Yi-1.5-6B-bnb-4bit)                 |
|                 | 6 B（v1.0）        | —                                                                            | [链接](https://huggingface.co/unsloth/yi-6b-bnb-4bit)                     |
|                 | 34 B（聊天）         | —                                                                            | [链接](https://huggingface.co/unsloth/yi-34b-chat-bnb-4bit)               |
|                 | 34 B（基础）         | —                                                                            | [链接](https://huggingface.co/unsloth/yi-34b-bnb-4bit)                    |
| {% endtab %}    |                  |                                                                              |                                                                         |

{% tab title="• 指令 16 位" %}
16 位和 8 位指令模型用于在以下场景进行推理或微调： [**Unsloth Studio**](https://unsloth.ai/docs/zh/xin-zeng/studio):

**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-E4B-it)                     |
|                      | E4B                   | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-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**           | 0.6 B                 | [链接](https://huggingface.co/unsloth/Qwen3-0.6B)                          |
|                      | 1.7 B                 | [链接](https://huggingface.co/unsloth/Qwen3-1.7B)                          |
|                      | 4 B                   | [链接](https://huggingface.co/unsloth/Qwen3-4B)                            |
|                      | 8 B                   | [链接](https://huggingface.co/unsloth/Qwen3-8B)                            |
|                      | 14 B                  | [链接](https://huggingface.co/unsloth/Qwen3-14B)                           |
|                      | 30B-A3B               | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B)                       |
|                      | 32 B                  | [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**    | 3 B                   | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B)                     |
|                      | 7 B                   | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B)                     |
| **Phi-4**            | 推理增强版                 | [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** | 70 B              | [链接](https://huggingface.co/unsloth/Llama-3.3-70B-Instruct)             |
| **Llama 3.2** | 1 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct)              |
|               | 3 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-3B-Instruct)              |
|               | 11 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision-Instruct)      |
|               | 90 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision-Instruct)      |
| **Llama 3.1** | 8 B               | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B-Instruct)         |
|               | 70 B              | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B-Instruct)        |
|               | 405 B             | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-405B-Instruct)       |
| **Llama 3**   | 8 B               | [链接](https://huggingface.co/unsloth/llama-3-8b-Instruct)                |
|               | 70 B              | [链接](https://huggingface.co/unsloth/llama-3-70b-Instruct)               |
| **Llama 2**   | 7 B               | [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-E4B-it) |
|              | E4B  | [链接](https://huggingface.co/unsloth/gemma-3n-E2B-it) |
| **Gemma 3**  | 1 B  | [链接](https://huggingface.co/unsloth/gemma-3-1b-it)   |
|              | 4 B  | [链接](https://huggingface.co/unsloth/gemma-3-4b-it)   |
|              | 12 B | [链接](https://huggingface.co/unsloth/gemma-3-12b-it)  |
|              | 27 B | [链接](https://huggingface.co/unsloth/gemma-3-27b-it)  |
| **Gemma 2**  | 2 B  | [链接](https://huggingface.co/unsloth/gemma-2b-it)     |
|              | 9 B  | [链接](https://huggingface.co/unsloth/gemma-9b-it)     |
|              | 27 B | [链接](https://huggingface.co/unsloth/gemma-27b-it)    |

**Qwen 模型：**

| 系列                       | 变体        | 指令（16 位）                                                              |
| ------------------------ | --------- | --------------------------------------------------------------------- |
| **Qwen 3**               | 0.6 B     | [链接](https://huggingface.co/unsloth/Qwen3-0.6B)                       |
|                          | 1.7 B     | [链接](https://huggingface.co/unsloth/Qwen3-1.7B)                       |
|                          | 4 B       | [链接](https://huggingface.co/unsloth/Qwen3-4B)                         |
|                          | 8 B       | [链接](https://huggingface.co/unsloth/Qwen3-8B)                         |
|                          | 14 B      | [链接](https://huggingface.co/unsloth/Qwen3-14B)                        |
|                          | 30B-A3B   | [链接](https://huggingface.co/unsloth/Qwen3-30B-A3B)                    |
|                          | 32 B      | [链接](https://huggingface.co/unsloth/Qwen3-32B)                        |
|                          | 235B-A22B | [链接](https://huggingface.co/unsloth/Qwen3-235B-A22B)                  |
| **Qwen 2.5 Omni**        | 3 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-3B)                  |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-Omni-7B)                  |
| **Qwen 2.5 VL**          | 3 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-3B-Instruct)           |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-7B-Instruct)           |
|                          | 32 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-32B-Instruct)          |
|                          | 72 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-VL-72B-Instruct)          |
| **Qwen 2.5**             | 0.5 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-Instruct)            |
|                          | 1.5 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-Instruct)            |
|                          | 3 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-Instruct)              |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-Instruct)              |
|                          | 14 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-Instruct)             |
|                          | 32 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-Instruct)             |
|                          | 72 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-Instruct)             |
| **Qwen 2.5 Coder 128 K** | 0.5 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-0.5B-Instruct-128K) |
|                          | 1.5 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-1.5B-Instruct-128K) |
|                          | 3 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-3B-Instruct-128K)   |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-128K)   |
|                          | 14 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-14B-Instruct-128K)  |
|                          | 32 B      | [链接](https://huggingface.co/unsloth/Qwen2.5-Coder-32B-Instruct-128K)  |
| **QwQ**                  | 32 B      | [链接](https://huggingface.co/unsloth/QwQ-32B)                          |
| **QVQ（预览）**              | 72 B      | —                                                                     |
| **Qwen 2（聊天）**           | 1.5 B     | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-Instruct)              |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2-7B-Instruct)                |
|                          | 72 B      | [链接](https://huggingface.co/unsloth/Qwen2-72B-Instruct)               |
| **Qwen 2 VL**            | 2 B       | [链接](https://huggingface.co/unsloth/Qwen2-VL-2B-Instruct)             |
|                          | 7 B       | [链接](https://huggingface.co/unsloth/Qwen2-VL-7B-Instruct)             |
|                          | 72 B      | [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**   | 推理增强版     | [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 ft）     | [链接](https://huggingface.co/unsloth/orpheus-3b-0.1-ft)         |
| Orpheus-3B（v0.1 pt）     | [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（语音转文本） | [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**   | 0.6 B             | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base)           | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base-unsloth-bnb-4bit)                |
|              | 1.7 B             | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base)           | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base-unsloth-bnb-4bit)                |
|              | 4 B               | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base)             | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base-unsloth-bnb-4bit)                  |
|              | 8 B               | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base)             | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base-unsloth-bnb-4bit)                  |
|              | 14 B              | [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** | 70 B              | [链接](https://huggingface.co/unsloth/Llama-3.3-70B)             | —                                                         |
| **Llama 3.2** | 1 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-1B)              | —                                                         |
|               | 3 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-3B)              | —                                                         |
|               | 11 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision)      | —                                                         |
|               | 90 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision)      | —                                                         |
| **Llama 3.1** | 8 B               | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B)         | —                                                         |
|               | 70 B              | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B)        | —                                                         |
| **Llama 3**   | 8 B               | [链接](https://huggingface.co/unsloth/llama-3-8b)                | [链接](https://huggingface.co/unsloth/llama-3-8b-bnb-4bit)  |
| **Llama 2**   | 7 B               | [链接](https://huggingface.co/unsloth/llama-2-7b)                | [链接](https://huggingface.co/unsloth/llama-2-7b-bnb-4bit)  |
|               | 13 B              | [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**   | 0.6 B   | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base)    | [链接](https://huggingface.co/unsloth/Qwen3-0.6B-Base-unsloth-bnb-4bit)    |
|              | 1.7 B   | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base)    | [链接](https://huggingface.co/unsloth/Qwen3-1.7B-Base-unsloth-bnb-4bit)    |
|              | 4 B     | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base)      | [链接](https://huggingface.co/unsloth/Qwen3-4B-Base-unsloth-bnb-4bit)      |
|              | 8 B     | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base)      | [链接](https://huggingface.co/unsloth/Qwen3-8B-Base-unsloth-bnb-4bit)      |
|              | 14 B    | [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** | 0.5 B   | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B)       | [链接](https://huggingface.co/unsloth/Qwen2.5-0.5B-bnb-4bit)               |
|              | 1.5 B   | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B)       | [链接](https://huggingface.co/unsloth/Qwen2.5-1.5B-bnb-4bit)               |
|              | 3 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-3B)         | [链接](https://huggingface.co/unsloth/Qwen2.5-3B-bnb-4bit)                 |
|              | 7 B     | [链接](https://huggingface.co/unsloth/Qwen2.5-7B)         | [链接](https://huggingface.co/unsloth/Qwen2.5-7B-bnb-4bit)                 |
|              | 14 B    | [链接](https://huggingface.co/unsloth/Qwen2.5-14B)        | [链接](https://huggingface.co/unsloth/Qwen2.5-14B-bnb-4bit)                |
|              | 32 B    | [链接](https://huggingface.co/unsloth/Qwen2.5-32B)        | [链接](https://huggingface.co/unsloth/Qwen2.5-32B-bnb-4bit)                |
|              | 72 B    | [链接](https://huggingface.co/unsloth/Qwen2.5-72B)        | [链接](https://huggingface.co/unsloth/Qwen2.5-72B-bnb-4bit)                |
| **Qwen 2**   | 1.5 B   | [链接](https://huggingface.co/unsloth/Qwen2-1.5B)         | [链接](https://huggingface.co/unsloth/Qwen2-1.5B-bnb-4bit)                 |
|              | 7 B     | [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** | 70 B              | [链接](https://huggingface.co/unsloth/Llama-3.3-70B)             | —                                                         |
| **Llama 3.2** | 1 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-1B)              | —                                                         |
|               | 3 B               | [链接](https://huggingface.co/unsloth/Llama-3.2-3B)              | —                                                         |
|               | 11 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-11B-Vision)      | —                                                         |
|               | 90 B 视觉           | [链接](https://huggingface.co/unsloth/Llama-3.2-90B-Vision)      | —                                                         |
| **Llama 3.1** | 8 B               | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-8B)         | —                                                         |
|               | 70 B              | [链接](https://huggingface.co/unsloth/Meta-Llama-3.1-70B)        | —                                                         |
| **Llama 3**   | 8 B               | [链接](https://huggingface.co/unsloth/llama-3-8b)                | [链接](https://huggingface.co/unsloth/llama-3-8b-bnb-4bit)  |
| **Llama 2**   | 7 B               | [链接](https://huggingface.co/unsloth/llama-2-7b)                | [链接](https://huggingface.co/unsloth/llama-2-7b-bnb-4bit)  |
|               | 13 B              | [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** | 1 B  | [链接](https://huggingface.co/unsloth/gemma-3-1b-pt)  | [链接](https://huggingface.co/unsloth/gemma-3-1b-pt-unsloth-bnb-4bit)  |
|             | 4 B  | [链接](https://huggingface.co/unsloth/gemma-3-4b-pt)  | [链接](https://huggingface.co/unsloth/gemma-3-4b-pt-unsloth-bnb-4bit)  |
|             | 12 B | [链接](https://huggingface.co/unsloth/gemma-3-12b-pt) | [链接](https://huggingface.co/unsloth/gemma-3-12b-pt-unsloth-bnb-4bit) |
|             | 27 B | [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** | 2 B  | [链接](https://huggingface.co/unsloth/gemma-2-2b)     | —                                                                    |
|             | 9 B  | [链接](https://huggingface.co/unsloth/gemma-2-9b)     | —                                                                    |
|             | 27 B | [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**  | 1.1 B（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" %}
你可以使用我们提供的 FP8 上传版本进行训练或服务/部署。

与 FP8 Block 相比，FP8 Dynamic 训练速度略快、VRAM 占用更低，但精度会有轻微损失。

| 模型                    | 变体                                                                                                                                                                                                                                                                                                                                                                                                                                                            | FP8（动态 / 分块）                                                                                                                                               |
| --------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Qwen3                 | Coder-Next                                                                                                                                                                                                                                                                                                                                                                                                                                                    | [动态](https://huggingface.co/unsloth/Qwen3-Coder-Next-FP8-Dynamic) · [分块](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) · [分块](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) · [分块](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) · [分块](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) · [分块](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) · [分块](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) · [分块](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) · [分块](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) · [分块](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 思考                                                                                                                                                                                                                                                                                                                                                                                                                                                         | [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 思考                                                                                                                                                                                                                                                                                                                                                                                                                                                    | [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 思考                                                                                                                                                                                                                                                                                                                                                                                                                                                  | [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 思考                                                                                                                                                                                                                                                                                                                                                                                                                                                         | [FP8](https://huggingface.co/unsloth/Qwen3-VL-4B-Thinking-FP8)                                                                                             |
|                       | 8B 指令                                                                                                                                                                                                                                                                                                                                                                                                                                                         | [FP8](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-FP8)                                                                                             |
|                       | 8B 思考                                                                                                                                                                                                                                                                                                                                                                                                                                                         | [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**           | <p>270M-it torchao<br>270m — <a href="https://huggingface.co/unsloth/gemma-3-270m-it-FP8-Dynamic">FP8</a><br>1B — <a href="https://huggingface.co/unsloth/gemma-3-1b-it-FP8-Dynamic">FP8</a><br>4B — <a href="https://huggingface.co/unsloth/gemma-3-4b-it-FP8-Dynamic">FP8</a><br>12B — <a href="https://huggingface.co/unsloth/gemma-3-12B-it-FP8-Dynamic">FP8</a><br>27B — <a href="https://huggingface.co/unsloth/gemma-3-27b-it-FP8-Dynamic">FP8</a></p> | [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=<question>
```

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.
