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Project description
msServiceProfiler 工具介绍
概述
msServiceProfiler 是一款基于昇腾平台,支持MindIE Service框架和vLLM框架的服务化调优工具。
其性能采集与数据解析能力已嵌入昇腾CANN工具包,支持MindStudio Insight、Chrome Tracing、Grafana多个平台数据可视化。
目前,扩展能力服务化性能数据比对工具和vLLM服务化性能采集工具已在本仓库开源。
硬件环境
| 类型 | 配置参考 | 服务化性能数据比对工具 | vLLM服务化性能采集工具 |
|---|---|---|---|
| 服务器 | Atlas 800I A2 推理产品 | √ | √ |
| 推理卡 | Atlas 300I Duo 推理卡+Atlas 800 推理服务器(型号:3000) | √ |
特性清单
服务化性能数据比对工具
支持对使用msServiceProfiler工具采集的性能数据进行差异比对,通过比对快速识别可能存在的问题点。
️vLLM服务化性能采集工具
基于Ascend-vLLM,提供性能数据采集能力,结合msServiceProfiler的数据解析与可视化能力,可以vLLM服务化推理调试调优。
️服务化自动寻优工具
基于msServiceProfiler工具采集的性能数据,提供服务化参数自动寻优能力,可以对服务化的参数以及测试工具的参数进行寻优。
安装指南
目前工具支持源码下载,脚本调用。
源码下载
git clone https://gitee.com/ascend/msit.git
支持与帮助
🐛 Issue提交
💬 昇腾论坛
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