2026-02-06 16:13:50 +08:00
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# 支持的模型
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aha 支持多个领域的最先进 AI 模型集合。
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2026-03-31 18:59:57 +08:00
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```shell
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Available models:
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Model ID Owner type Download
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--------------------------------------------------------------------------------
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LiquidAI/LFM2-1.2B LiquidAI llm ✔
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LiquidAI/LFM2.5-1.2B-Instruct LiquidAI llm ✔
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LiquidAI/LFM2.5-VL-1.6B LiquidAI vlm ✔
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LiquidAI/LFM2-VL-1.6B LiquidAI vlm ✔
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OpenBMB/MiniCPM4-0.5B OpenBMB llm ✔
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Qwen/Qwen2.5-VL-3B-Instruct Qwen vlm ✔
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Qwen/Qwen2.5-VL-7B-Instruct Qwen vlm
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2026-04-03 14:15:10 +08:00
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Qwen/Qwen3-0.6B Qwen llm ✔
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2026-04-03 20:43:51 +08:00
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Qwen/Qwen3-1.7B Qwen llm
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Qwen/Qwen3-4B Qwen llm
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2026-03-31 18:59:57 +08:00
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Qwen/Qwen3.5-0.8B Qwen vlm ✔
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Qwen/Qwen3.5-2B Qwen vlm
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Qwen/Qwen3.5-4B Qwen vlm
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Qwen/Qwen3.5-9B Qwen vlm
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qwen3.5-gguf none vlm
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Qwen/Qwen3-ASR-0.6B Qwen asr ✔
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Qwen/Qwen3-ASR-1.7B Qwen asr
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Qwen/Qwen3-VL-2B-Instruct Qwen vlm ✔
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Qwen/Qwen3-VL-4B-Instruct Qwen vlm
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Qwen/Qwen3-VL-8B-Instruct Qwen vlm
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Qwen/Qwen3-VL-32B-Instruct Qwen vlm
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deepseek-ai/DeepSeek-OCR deepseek-ai ocr ✔
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deepseek-ai/DeepSeek-OCR-2 deepseek-ai ocr
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Tencent-Hunyuan/HunyuanOCR Tencent-Hunyuan ocr ✔
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PaddlePaddle/PaddleOCR-VL PaddlePaddle ocr ✔
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PaddlePaddle/PaddleOCR-VL-1.5 PaddlePaddle ocr
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AI-ModelScope/RMBG-2.0 AI-ModelScope image ✔
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OpenBMB/VoxCPM-0.5B OpenBMB tts ✔
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OpenBMB/VoxCPM1.5 OpenBMB tts ✔
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ZhipuAI/GLM-ASR-Nano-2512 ZhipuAI asr ✔
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FunAudioLLM/Fun-ASR-Nano-2512 FunAudioLLM asr ✔
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ZhipuAI/GLM-OCR ZhipuAI ocr ✔
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```
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2026-02-06 16:13:50 +08:00
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## 文本生成
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2026-03-31 18:45:01 +08:00
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| 模型 | 参数量 | 模型id | 开源协议 |
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|------|--------|------|---------|
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2026-04-03 20:43:51 +08:00
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| **Qwen3-0.6B** | 0.6B | Qwen/Qwen3-0.6B <br> Qwen/Qwen3-1.7B <br> Qwen/Qwen3-4B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-03-31 18:45:01 +08:00
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| **MiniCPM4-0.5B** | 0.5B | OpenBMB/MiniCPM4-0.5B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **LFM2-1.2B** | 1.2B | LiquidAI/LFM2-1.2B | [lfm1.0](https://huggingface.co/LiquidAI/LFM2-1.2B/blob/main/LICENSE) |
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| **LFM2.5-1.2B-Instruct** | 1.2B | LiquidAI/LFM2.5-1.2B-Instruct | [lfm1.0](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct/blob/main/LICENSE) |
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2026-02-06 16:13:50 +08:00
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2026-03-24 16:18:39 +08:00
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## Embedding
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| 模型 | 参数量 | 描述 | 开源协议 |
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|------|--------|------|---------|
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2026-03-25 16:05:00 +08:00
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| **Qwen3-Embedding-0.6B** | 0.6B | 文本向量(safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-Embedding-4B** | 4B | 文本向量(safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-Embedding-8B** | 8B | 文本向量(safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-03-26 13:40:24 +08:00
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| **all-MiniLM-L6-v2** | 22M | sentence-transformers 文本向量(safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2/blob/main/LICENSE) |
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2026-03-24 16:18:39 +08:00
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## Reranker
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| 模型 | 参数量 | 描述 | 开源协议 |
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|------|--------|------|---------|
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2026-03-25 16:05:00 +08:00
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| **Qwen3-Reranker-0.6B** | 0.6B | 文本重排(embedding-similarity 基线,safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-Reranker-4B** | 4B | 文本重排(embedding-similarity 基线,safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-Reranker-8B** | 8B | 文本重排(embedding-similarity 基线,safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-03-24 16:18:39 +08:00
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2026-02-06 16:13:50 +08:00
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## 视觉与多模态
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2026-03-31 18:45:01 +08:00
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| 模型 | 参数量 | 模型id | 开源协议 |
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|------|--------|------|---------|
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| **Qwen2.5-VL** | 3B <br> 7B | Qwen/Qwen2.5-VL-3B-Instruct <br> Qwen/Qwen2.5-VL-7B-Instruct | [Qwen 研究许可协议](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct/blob/main/LICENSE) <br> [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-VL** | 2B <br> 4B <br> 8B <br> 32B | Qwen/Qwen3-VL-2B-Instruct <br> Qwen/Qwen3-VL-4B-Instruct <br> Qwen/Qwen3-VL-8B-Instruct <br> Qwen/Qwen3-VL-32B-Instruct | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3.5** | 0.8B <br> 2B <br> 4B <br> 9B | Qwen/Qwen3.5-0.8B <br> Qwen/Qwen3.5-2B <br> Qwen/Qwen3.5-4B <br> Qwen/Qwen3.5-9B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **LFM2.5-VL-1.6B** | 1.6B | LiquidAI/LFM2.5-VL-1.6B | [lfm1.0](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct/blob/main/LICENSE) |
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| **LFM2-VL-1.6B** | 1.6B | LiquidAI/LFM2-VL-1.6B | [lfm1.0](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct/blob/main/LICENSE) |
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2026-02-06 16:13:50 +08:00
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## OCR
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2026-03-31 18:45:01 +08:00
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| 模型 | 语言 | 模型id | 开源协议 |
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|------|------|------|---------|
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| **PaddleOCR-VL** | 多语言 | PaddlePaddle/PaddleOCR-VL <br> PaddlePaddle/PaddleOCR-VL-1.5 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Hunyuan-OCR** | 中文 | Tencent-Hunyuan/HunyuanOCR | [腾讯混元社区许可协议](https://huggingface.co/tencent/HunyuanOCR/blob/main/LICENSE) |
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| **DeepSeek-OCR** | 多语言 | deepseek-ai/DeepSeek-OCR <br> deepseek-ai/DeepSeek-OCR-2 | [MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |
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| **GLM-OCR** | 8 | ZhipuAI/GLM-OCR | [MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |
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2026-02-06 16:13:50 +08:00
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2026-03-26 17:42:58 +08:00
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GLM-OCR 本地制品格式:`safetensors`、`gguf`、`onnx`
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2026-03-05 21:57:03 +08:00
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## 语音识别 (ASR)
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2026-03-31 18:45:01 +08:00
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| 模型 | 参数量 | 语言 | 模型id | 开源协议 |
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|------|--------|------|-----|---------|
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| **Fun-ASR-Nano-2512** | - | 中/英 | FunAudioLLM/Fun-ASR-Nano-2512 | 未标明 |
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| **GLM-ASR-Nano-2512** | - | 中/英 | ZhipuAI/GLM-ASR-Nano-2512 | [MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |
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| **Qwen3-ASR** | 0.6B <br> 1.7B | 中/英 | Qwen/Qwen3-ASR-0.6B <br> Qwen/Qwen3-ASR-1.7B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-03-05 21:57:03 +08:00
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2026-02-06 17:05:08 +08:00
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## 语音生成
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2026-02-06 16:13:50 +08:00
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2026-03-31 18:45:01 +08:00
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| 模型 | 版本 | 模型id | 开源协议 |
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|------|--------|------|------|
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| **VoxCPM** | 1<br>1.5 | OpenBMB/VoxCPM-0.5B <br> OpenBMB/VoxCPM1.5 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-02-06 16:13:50 +08:00
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2026-02-06 17:05:08 +08:00
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## 图像处理
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2026-02-06 16:13:50 +08:00
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2026-03-31 18:45:01 +08:00
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| 模型 | 类型 | 模型id | 开源协议 |
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| **RMBG-2.0** | 背景移除 | AI-ModelScope/RMBG-2.0 | [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/deed.zh-hans) |
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2026-02-06 16:13:50 +08:00
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## 模型来源
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模型来源:
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- [Hugging Face](https://huggingface.co) - 主模型中心
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- [ModelScope](https://modelscope.cn) - 中文模型中心
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2026-03-24 16:18:39 +08:00
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## 已收录仓库(当前运行时暂未直接接入)
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以下仓库已纳入项目模型目录,但当前 `aha` 运行时尚不能直接推理:
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### MLX / 特定格式变体
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- Jackrong/MLX-Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-v2-4bit
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- Jackrong/MLX-Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2-4bit
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- Jackrong/MLX-Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2-6bit
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- Jackrong/MLX-Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2-8bit
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- Jackrong/MLX-Qwen3.5-4B-Claude-4.6-Opus-Reasoning-Distilled-v2-4bit
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- Jackrong/MLX-Qwen3.5-4B-Claude-4.6-Opus-Reasoning-Distilled-v2-6bit
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- Jackrong/MLX-Qwen3.5-4B-Claude-4.6-Opus-Reasoning-Distilled-v2-8bit
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### Embedding 模型
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- google/embeddinggemma-300m
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- ggml-org/embeddinggemma-300M-GGUF
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- onnx-community/embeddinggemma-300m-ONNX
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- unsloth/embeddinggemma-300m-GGUF
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- onnx-community/Qwen3-Embedding-0.6B-ONNX
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- Qwen/Qwen3-Embedding-0.6B-GGUF
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- onnx-community/Qwen3-Embedding-4B-ONNX
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- Qwen/Qwen3-Embedding-4B-GGUF
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- Qwen/Qwen3-Embedding-8B-GGUF
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- onnx-community/Qwen3-Embedding-8B-ONNX
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- perplexity-ai/pplx-embed-v1-0.6b
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- nomic-ai/nomic-embed-text-v2-moe
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- nomic-ai/nomic-embed-text-v2-moe-GGUF
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- jinaai/jina-embeddings-v5-text-small
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- jinaai/jina-embeddings-v5-text-nano
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- jinaai/jina-embeddings-v5-text-small-text-matching
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- jinaai/jina-embeddings-v5-text-small-text-matching-GGUF
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- sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
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### Reranker 模型
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- BAAI/bge-reranker-v2-m3
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- ggml-org/Qwen3-Reranker-0.6B-Q8_0-GGUF
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### ONNX 仓库
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- onnx-community/GLM-OCR-ONNX
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- onnx-community/Qwen3-Reranker-0.6B-ONNX
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- onnx-community/Qwen3.5-2B-ONNX
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- onnx-community/Qwen3.5-4B-ONNX
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- onnx-community/Qwen3.5-0.8B-ONNX
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- onnx-community/Qwen3-VL-2B-Instruct-ONNX
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- onnx-community/ONNX_Qwen3-Embedding-0.6B
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- onnx-community/Nanbeige4.1-3B-ONNX
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- onnx-community/Qwen3-Embedding-8B-ONNX
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- onnx-community/Qwen3-Embedding-4B-ONNX
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- onnx-community/bge-reranker-v2-m3-ONNX
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- onnx-community/all-MiniLM-L6-v2-ONNX
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2026-02-06 16:13:50 +08:00
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## 添加新模型
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参见 [开发指南](./development.zh-CN.md) 了解添加新模型集成的说明。
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2026-02-06 17:05:08 +08:00
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## 许可证合规
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2026-02-06 16:13:50 +08:00
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2026-02-06 17:05:08 +08:00
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**重要提示**:每个模型都有自己的许可证。在生产环境使用前请查看模型许可证。一些关键注意事项:
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- **Apache 2.0**: 宽松许可,支持商业使用
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- **MIT**: 宽松许可,支持商业使用
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- **Qwen 研究许可协议**: 研究用途,可能有使用限制
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- **腾讯混元社区许可协议**: 自定义许可,请查看条款
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- **CC BY-NC 4.0**: 仅限非商业用途
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2026-02-06 17:05:08 +08:00
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在生产环境部署前,请务必验证许可证条款。
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2026-02-06 17:05:08 +08:00
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## 模型更新
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2026-03-05 21:57:03 +08:00
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模型不定期更新。
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## 性能基准
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CPU (M1 Pro) 上的近似推理速度:
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| 模型 | 任务 | Tokens/秒 |
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| Qwen3-0.6B | 文本 | 40-50 |
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| Qwen2.5-VL-3B | 视觉 | 20-30 |
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| Qwen3-ASR-0.6B | ASR | 200-500x |
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| VoxCPM-0.5B | TTS | 实时 |
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2026-02-06 16:13:50 +08:00
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*基准测试因硬件和输入大小而异。*
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