### What this PR does / why we need it?
1. Provide accuracy test report for development branch release.
2. Models and datasets for accuracy test：
| Model | datasets |
|---------------------------- | --------------------------- |
| Qwen2.5-7B-Instruct | ceval-val, gsm8k, mmlu |
| Qwen3-8B | ceval-val, gsm8k, mmlu |
| Llama-3.1-8B-Instruct | ceval-val, gsm8k, mmlu |
| Qwen2.5-VL-7B-Instruct | mmmu_val |
### Does this PR introduce _any_ user-facing change?
This PR will display the accuracy test report of the release versionin
docs/source/developer_guide/accuracy_report。
Qwen2.5-7B-Instruct.md
Qwen3-8B.md
Llama-3.1-8B-Instruct.md
Qwen2.5-VL-7B-Instruct .md
Signed-off-by: hfadzxy <starmoon_zhang@163.com>
### What this PR does / why we need it?
The purpose of this PR is to add benchmark scripts for npu, developers
can easily run performance tests on their own machines with one line of
code .
---------
Signed-off-by: wangli <wangli858794774@gmail.com>
