[Design update] Update Design of Judge Model and GEdit Bench in design doc#214
[Design update] Update Design of Judge Model and GEdit Bench in design doc#214SJTUyh wants to merge 4 commits intoAISBench:masterfrom
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Summary of ChangesHello, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! 此拉取请求主要更新了AISBench的设计文档,详细阐述了新增的裁判模型评估能力和GEdit基准测试支持。这些更新旨在扩展平台的评估范围,使其能够更全面地衡量大型语言模型和多模态模型的性能,特别是在文本正确性判断和图片编辑质量评估方面。文档的更新涵盖了从特性需求到系统架构、数据流、实现原理及兼容性分析等多个方面,为理解和使用这些新功能提供了全面的指导。 Highlights
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| 4. 查看评估结果,与OpenCompass结果对比 | ||
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| #### 场景2:多模态模型全面评估 | ||
| #### 场景2:多模态生成类模型全面评估 |
| - 目前多模态生成类模型的开源服务化框架(vllm omni)还不成熟,当前工具只适配了基于昇腾NPU的Qwen-Image-Edit模型后端 | ||
| - GEdit评估需要两阶段裁判模型推理:SC(语义一致性)评估和PQ(感知质量)评估 | ||
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| ### 2.3.1硬件限制 |
| - 预期结果:使用环境变量的API Key(优先级更高) | ||
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| # 6.Use Case三至六实现 | ||
| # 6.Use Case三至七实现 |
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| - `EncodingTimeCalculator.calculate()`: 计算encoding阶段耗时 | ||
| - `TraceReplayCalculator.replay()`: 流量负载复现 | ||
| - `TraceReplayCalculator.replay()`: 流量负载复 |
| - GEdit评估依赖LMM裁判模型进行SC和PQ评估 | ||
| - 裁判模型需要具备图片理解能力(如Qwen2.5-VL-7B) | ||
| - 裁判模型推理与被测模型推理解耦,可部署在不同硬件平台 | ||
| - 裁判模型推理结果通过judger(裁判)标识,与常规评估结果区分现 |
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PR Type / PR类型
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Fixes #(issue ID / issue 编号) / Relates to #(issue ID / issue 编号)
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Update Design of Judge Model and GEdit Bench in design doc
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Update Design of Judge Model and GEdit Bench in design doc
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/gemini review/gemini summary/gemini help/readthedocs build