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# Ascend plugin for vLLM | ||
This plugin allows you to use Ascend as a backend for vLLM. | ||
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## Contents | ||
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- [Quick Start](./quick_start.md) | ||
- [Installation](./installation.md) | ||
- Usage | ||
- [Running vLLM with Ascend](./usage/running_vllm_with_ascend.md) | ||
- [Feature Support](./usage/feature_support.md) | ||
- [Supported Models](./usage/supported_models.md) |
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# Quick Start | ||
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## Prerequisites | ||
### Support Devices | ||
- Atlas A2 Training series (Atlas 800T A2, Atlas 900 A2 PoD, Atlas 200T A2 Box16, Atlas 300T A2) | ||
- Atlas 800I A2 Inference series (Atlas 800I A2) | ||
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### Dependencies | ||
| Requirement | Supported version | Recommended version | Note | | ||
|-------------|-------------------| ----------- |------------------------------------------| | ||
| vLLM | main | main | Required for vllm-ascend | | ||
| Python | >= 3.9 | [3.10](https://www.python.org/downloads/) | Required for vllm | | ||
| CANN | >= 8.0.RC2 | [8.0.RC3](https://www.hiascend.com/developer/download/community/result?module=cann&cann=8.0.0.beta1) | Required for vllm-ascend and torch-npu | | ||
| torch-npu | >= 2.4.0 | [2.5.1rc1](https://gitee.com/ascend/pytorch/releases/tag/v6.0.0.alpha001-pytorch2.5.1) | Required for vllm-ascend | | ||
| torch | >= 2.4.0 | [2.5.1](https://github.com/pytorch/pytorch/releases/tag/v2.5.1) | Required for torch-npu and vllm | | ||
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Find more about how to setup your environment in [here](docs/environment.md). |
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# Feature Support | ||
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| Feature | Supported | Note | | ||
|---------|-----------|------| | ||
| Chunked Prefill | ✗ | Plan in 2025 Q1 | | ||
| Automatic Prefix Caching | ✅ | Imporve performance in 2025 Q1 | | ||
| LoRA | ✗ | Plan in 2025 Q1 | | ||
| Prompt adapter | ✅ || | ||
| Speculative decoding | ✅ | Impore accuracy in 2025 Q1| | ||
| Pooling | ✗ | Plan in 2025 Q1 | | ||
| Enc-dec | ✗ | Plan in 2025 Q1 | | ||
| Multi Modality | ✅ (LLaVA/Qwen2-vl/Qwen2-audio/internVL)| Add more model support in 2025 Q1 | | ||
| LogProbs | ✅ || | ||
| Prompt logProbs | ✅ || | ||
| Async output | ✅ || | ||
| Multi step scheduler | ✅ || | ||
| Best of | ✅ || | ||
| Beam search | ✅ || | ||
| Guided Decoding | ✗ | Plan in 2025 Q1 | |
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# Running VLLM with Ascend |
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# Supported Models | ||
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| Model | Supported | Note | | ||
|---------|-----------|------| | ||
| Qwen 2.5 | ✅ || | ||
| Mistral | | Need test | | ||
| DeepSeek v2.5 | |Need test | | ||
| LLama3.1/3.2 | ✅ || | ||
| Gemma-2 | |Need test| | ||
| baichuan | |Need test| | ||
| minicpm | |Need test| | ||
| internlm | ✅ || | ||
| ChatGLM | ✅ || | ||
| InternVL 2.5 | ✅ || | ||
| Qwen2-VL | ✅ || | ||
| GLM-4v | |Need test| | ||
| Molomo | ✅ || | ||
| LLaVA 1.5 | ✅ || | ||
| Mllama | |Need test| | ||
| LLaVA-Next | |Need test| | ||
| LLaVA-Next-Video | |Need test| | ||
| Phi-3-Vison/Phi-3.5-Vison | |Need test| | ||
| Ultravox | |Need test| | ||
| Qwen2-Audio | ✅ || |