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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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