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47 changes: 46 additions & 1 deletion README.md
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Expand Up @@ -39,7 +39,7 @@ By using vLLM Ascend plugin, popular open-source models, including Transformer-l
| 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 required |
| torch | >= 2.4.0 | [2.5.1](https://github.com/pytorch/pytorch/releases/tag/v2.5.1) | Required for torch-npu and vllm |

Find more about how to setup your environment in [here](docs/environment.md).

Expand Down Expand Up @@ -92,6 +92,51 @@ docker build -t vllm-ascend-dev-image -f ./Dockerfile .

See [Building and Testing](./CONTRIBUTING.md) for more details, which is a step-by-step guide to help you set up development environment, build and test.

## Feature Support Matrix
| 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 |

## Model Support Matrix

The list here is a subset of the supported models. See [supported_models](docs/supported_models.md) for more details:
| 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 | ✅ ||

## Contributing
We welcome and value any contributions and collaborations:
- Please let us know if you encounter a bug by [filing an issue](https://github.com/vllm-project/vllm-ascend/issues).
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It will be replaced in followup PR