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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## 文本生成
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2026-02-06 17:05:08 +08:00
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| 模型 | 参数量 | 描述 | 使用场景 | 开源协议 |
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|------|--------|------|----------|---------|
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2026-03-25 16:05:00 +08:00
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| **Qwen3-0.6B** | 0.6B | 最新一代(safetensors / gguf / onnx) | 高级推理 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-02-06 17:05:08 +08:00
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| **MiniCPM4-0.5B** | 0.5B | 高效轻量级 | 边缘部署 | [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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2026-03-24 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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2026-03-05 21:57:03 +08:00
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| 模型 | 参数量 | 描述 | 开源协议 |
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2026-02-06 17:05:08 +08:00
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|------|--------|------|--------|---------|
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2026-03-05 21:57:03 +08:00
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| **Qwen2.5-VL-3B** | 3B | 图像理解 | [Qwen 研究许可协议](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct/blob/main/LICENSE) |
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| **Qwen2.5-VL-7B** | 7B | 图像理解 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-VL-2B** | 2B | 增强多模态 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-VL-4B** | 4B | 增强多模态 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-VL-8B** | 8B | 增强多模态 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-VL-32B** | 32B | 增强多模态 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-03-25 16:05:00 +08:00
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| **Qwen3.5-0.8B** | 0.8B | 原生多模态(safetensors / gguf / onnx 文本+图片,视频/音频显式拒绝) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3.5-2B** | 2B | 原生多模态(safetensors / gguf / onnx 文本+图片,视频/音频显式拒绝) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3.5-4B** | 4B | 原生多模态(safetensors / gguf / onnx 文本+图片,视频/音频显式拒绝) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3.5-9B** | 9B | 原生多模态(safetensors / gguf / onnx 文本+图片,视频/音频显式拒绝) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2** | 9B | Qwen3.5 同构蒸馏版本(safetensors / gguf / onnx 文本+图片,视频/音频显式拒绝) | [HF 页面许可证](https://huggingface.co/Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2) |
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2026-03-24 16:18:39 +08:00
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### Qwen3.5 GGUF 仓库来源(复用现有运行时)
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- Jackrong/Qwen3.5-4B-Claude-4.6-Opus-Reasoning-Distilled-v2-GGUF
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- Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2-GGUF
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- unsloth/Qwen3.5-0.8B-GGUF
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- unsloth/Qwen3.5-2B-GGUF
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- unsloth/Qwen3.5-4B-GGUF
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- lmstudio-community/Qwen3.5-0.8B-GGUF
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- lmstudio-community/Qwen3.5-2B-GGUF
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- lmstudio-community/Qwen3.5-4B-GGUF
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2026-02-06 16:13:50 +08:00
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## OCR
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2026-02-06 17:05:08 +08:00
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| 模型 | 语言 | 类型 | 优势 | 开源协议 |
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|------|------|------|------|---------|
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2026-03-17 21:35:54 +08:00
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| **PaddleOCR-VL** | 多语言 | 轻量级 | 通用文档 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **PaddleOCR-VL1.5** | 多语言 | 轻量级 | 通用文档 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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2026-02-06 17:05:08 +08:00
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| **Hunyuan-OCR** | 中文 | 深度学习 | 复杂布局 | [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 | 场景文字 | 自然图像 | [MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |
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2026-03-07 18:08:06 +08:00
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| **GLM-OCR** | 8 | 场景文字 | 复杂文档 | [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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2026-03-05 21:57:03 +08:00
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## 语音识别 (ASR)
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| 模型 | 参数量 | 语言 | 实时 | 速度 | 开源协议 |
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|------|--------|------|------|------|---------|
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| **Fun-ASR-Nano-2512** | 2512M | 中/英 | 是 | 快速 | 未标明 |
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| **GLM-ASR-Nano-2512** | 2512M | 中/英 | 是 | 快速 | [MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |
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| **Qwen3-ASR-0.6B** | 0.6B | 中/英 | 是 | 快速 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **Qwen3-ASR-1.7B** | 1.7B | 中/英 | 是 | 快速 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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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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2026-02-06 17:05:08 +08:00
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| 模型 | 参数量 | 类型 | 描述 | 开源协议 |
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|------|--------|------|------|---------|
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| **VoxCPM-0.5B** | 0.5B | 语音编解码器 | 神经音频编解码 | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **VoxCPM1.5** | - | 语音编解码器 | 增强语音生成 | [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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2026-02-06 17:05:08 +08:00
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| 模型 | 类型 | 描述 | 开源协议 |
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|------|------|------|---------|
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| **RMBG-2.0** | 背景移除 | 移除图像背景 | [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 16:13:50 +08:00
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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 16:13:50 +08:00
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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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2026-02-06 16:13:50 +08:00
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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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|------|------|-----------|
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2026-02-06 17:05:08 +08:00
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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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