[Doc] Update accuracy reports for v0.10.1rc1 (#2755)

The accuracy results running on NPU Altlas A2 have changed, updating
reports for: All models (Qwen3-30B-A3B, Qwen2.5-VL-7B-Instruct,
Qwen3-8B-Base, DeepSeek-V2-Lite)

  - [Workflow run][1]
  
[1]:
https://github.com/vllm-project/vllm-ascend/actions/runs/17459225764
- vLLM version: v0.10.1.1
- vLLM main:
2b30afa442

Signed-off-by: vllm-ascend-ci <vllm-ascend-ci@users.noreply.github.com>
Co-authored-by: vllm-ascend-ci <vllm-ascend-ci@users.noreply.github.com>
This commit is contained in:
vllm-ascend-ci
2025-09-04 22:17:17 +08:00
committed by GitHub
parent f86596a66c
commit 3a2a7d88db
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# deepseek-ai/DeepSeek-V2-Lite
- **vLLM Version**: vLLM: 0.10.1.1 ([1da94e6](https://github.com/vllm-project/vllm/commit/1da94e6)), **vLLM Ascend Version**: v0.10.1rc1 ([7e16b4a](https://github.com/vllm-project/vllm-ascend/commit/7e16b4a))
- **Software Environment**: **CANN**: 8.2.RC1, **PyTorch**: 2.7.1, **torch-npu**: 2.7.1.dev20250724
- **Hardware Environment**: Atlas A2 Series
- **Parallel mode**: TP2
- **Execution mode**: ACLGraph
**Command**:
```bash
export MODEL_ARGS='pretrained=deepseek-ai/DeepSeek-V2-Lite,tensor_parallel_size=2,dtype=auto,trust_remote_code=True,max_model_len=4096,enforce_eager=True'
lm_eval --model vllm --model_args $MODEL_ARGS --tasks gsm8k \
--batch_size auto
```
| Task | Metric | Value | Stderr |
|-----------------------|-------------|----------:|-------:|
| gsm8k | exact_match,strict-match | ✅0.3813 | ± 0.0134 |
| gsm8k | exact_match,flexible-extract | ✅0.3836 | ± 0.0134 |

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# Qwen/Qwen2.5-VL-7B-Instruct
- **vLLM Version**: vLLM: 0.10.1.1 ([1da94e6](https://github.com/vllm-project/vllm/commit/1da94e6)), **vLLM Ascend Version**: v0.10.1rc1 ([7e16b4a](https://github.com/vllm-project/vllm-ascend/commit/7e16b4a))
- **Software Environment**: **CANN**: 8.2.RC1, **PyTorch**: 2.7.1, **torch-npu**: 2.7.1.dev20250724
- **Hardware Environment**: Atlas A2 Series
- **Parallel mode**: TP1
- **Execution mode**: ACLGraph
**Command**:
```bash
export MODEL_ARGS='pretrained=Qwen/Qwen2.5-VL-7B-Instruct,tensor_parallel_size=1,dtype=auto,trust_remote_code=False,max_model_len=8192'
lm_eval --model vllm-vlm --model_args $MODEL_ARGS --tasks mmmu_val \
--apply_chat_template True --fewshot_as_multiturn True --batch_size auto
```
| Task | Metric | Value | Stderr |
|-----------------------|-------------|----------:|-------:|
| mmmu_val | acc,none | ✅0.52 | ± 0.0162 |

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# Qwen/Qwen3-30B-A3B
- **vLLM Version**: vLLM: 0.10.1.1 ([1da94e6](https://github.com/vllm-project/vllm/commit/1da94e6)), **vLLM Ascend Version**: v0.10.1rc1 ([7e16b4a](https://github.com/vllm-project/vllm-ascend/commit/7e16b4a))
- **Software Environment**: **CANN**: 8.2.RC1, **PyTorch**: 2.7.1, **torch-npu**: 2.7.1.dev20250724
- **Hardware Environment**: Atlas A2 Series
- **Parallel mode**: TP2 + EP
- **Execution mode**: ACLGraph
**Command**:
```bash
export MODEL_ARGS='pretrained=Qwen/Qwen3-30B-A3B,tensor_parallel_size=2,dtype=auto,trust_remote_code=False,max_model_len=4096,gpu_memory_utilization=0.6,enable_expert_parallel=True'
lm_eval --model vllm --model_args $MODEL_ARGS --tasks gsm8k,ceval-valid \
--num_fewshot 5 --batch_size auto
```
| Task | Metric | Value | Stderr |
|-----------------------|-------------|----------:|-------:|
| gsm8k | exact_match,strict-match | ✅0.8923 | ± 0.0085 |
| gsm8k | exact_match,flexible-extract | ✅0.8506 | ± 0.0098 |
| ceval-valid | acc,none | ✅0.8358 | ± 0.0099 |

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# Qwen/Qwen3-8B-Base
- **vLLM Version**: vLLM: 0.10.1.1 ([1da94e6](https://github.com/vllm-project/vllm/commit/1da94e6)), **vLLM Ascend Version**: v0.10.1rc1 ([7e16b4a](https://github.com/vllm-project/vllm-ascend/commit/7e16b4a))
- **Software Environment**: **CANN**: 8.2.RC1, **PyTorch**: 2.7.1, **torch-npu**: 2.7.1.dev20250724
- **Hardware Environment**: Atlas A2 Series
- **Parallel mode**: TP1
- **Execution mode**: ACLGraph
**Command**:
```bash
export MODEL_ARGS='pretrained=Qwen/Qwen3-8B-Base,tensor_parallel_size=1,dtype=auto,trust_remote_code=False,max_model_len=4096'
lm_eval --model vllm --model_args $MODEL_ARGS --tasks gsm8k,ceval-valid \
--apply_chat_template True --fewshot_as_multiturn True --num_fewshot 5 --batch_size auto
```
| Task | Metric | Value | Stderr |
|-----------------------|-------------|----------:|-------:|
| gsm8k | exact_match,strict-match | ✅0.8271 | ± 0.0104 |
| gsm8k | exact_match,flexible-extract | ✅0.8294 | ± 0.0104 |
| ceval-valid | acc,none | ✅0.815 | ± 0.0103 |

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:::{toctree}
:caption: Accuracy Report
:maxdepth: 1
DeepSeek-V2-Lite
Qwen2.5-VL-7B-Instruct
Qwen3-30B-A3B
Qwen3-8B-Base
:::