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@@ -7,6 +7,7 @@ Available models:
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Model ID Owner type Download
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sentence-transformers/all-MiniLM-L6-v2 sentence-transformers embedding ✔
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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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@@ -14,9 +15,9 @@ 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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Qwen/Qwen3-0.6B Qwen llm ✔
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Qwen/Qwen3-1.7B Qwen llm
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Qwen/Qwen3-4B Qwen llm
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Qwen/Qwen3-0.6B Qwen llm ✔
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Qwen/Qwen3-1.7B Qwen llm ✔
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Qwen/Qwen3-4B Qwen llm ✔
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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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@@ -24,6 +25,12 @@ 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-Embedding-0.6B Qwen embedding ✔
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Qwen/Qwen3-Embedding-4B Qwen embedding
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Qwen/Qwen3-Embedding-8B Qwen embedding
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Qwen/Qwen3-Reranker-0.6B Qwen reranker ✔
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Qwen/Qwen3-Reranker-4B Qwen reranker
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Qwen/Qwen3-Reranker-8B Qwen reranker
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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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@@ -53,20 +60,16 @@ ZhipuAI/GLM-OCR ZhipuAI ocr ✔
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## Embedding
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| Model | Parameters | Description | License |
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| Model | Parameters | Model Id | License |
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|-------|-----------|-------------|---------|
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| **Qwen3-Embedding-0.6B** | 0.6B | Text embedding (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 | Text embedding (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 | Text embedding (safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **all-MiniLM-L6-v2** | 22M | Sentence-transformers embedding (safetensors / gguf / onnx) | [Apache 2.0](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2/blob/main/LICENSE) |
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| **Qwen3-Embedding** | 0.6B <br> 4B <br> 8B| Qwen/Qwen3-Embedding-0.6B <br> Qwen/Qwen3-Embedding-4B <br> Qwen/Qwen3-Embedding-8B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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| **all-MiniLM-L6-v2** | 91M | sentence-transformers/all-MiniLM-L6-v2 | [Apache 2.0](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2/blob/main/LICENSE) |
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## Reranker
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| Model | Parameters | Description | License |
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| Model | Parameters | Model Id | License |
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|-------|-----------|-------------|---------|
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| **Qwen3-Reranker-0.6B** | 0.6B | Text reranking (embedding-similarity baseline, 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 | Text reranking (embedding-similarity baseline, 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 | Text reranking (embedding-similarity baseline, 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** | 0.6B <br> 4B <br> 8B| Qwen/Qwen3-Reranker-0.6B <br> Qwen/Qwen3-Reranker-4B <br> Qwen/Qwen3-Reranker-8B | [Apache 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
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## Vision & Multimodal
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@@ -88,8 +91,6 @@ ZhipuAI/GLM-OCR ZhipuAI ocr ✔
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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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GLM-OCR local artifacts: `safetensors`, `gguf`, `onnx`
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## Speech Recognition (ASR)
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| Model | Parameters | Language | Model Id | License |
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@@ -117,57 +118,6 @@ Models are sourced from:
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- [Hugging Face](https://huggingface.co) - Primary model hub
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- [ModelScope](https://modelscope.cn) - Chinese model hub
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## Registered Repositories (Not Runtime-Integrated Yet)
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The following repositories are now cataloged for future integration, but are **not** directly runnable in current `aha` runtime yet:
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### MLX / Format-Specific Variants
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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 Models
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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 Models
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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 Repositories
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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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## Adding New Models
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See [Development Guide](./development.md) for instructions on adding new model integrations.
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