msservice-advisor 0.0.1a7

MindStudio Service Profiler Advisor

MindStudio Service Profiling Advisor

介绍

• 基本功能 根据当前的 benchmark 输出结果以及 service 的 config.json 配置，分析提高 TFTT / Throughput 等的优化点

• 安装

  pip install msservice-advisor
  

• 执行 mindie benchmark，输出结果的 instance 文件夹

• 执行调参建议

  msservice_advisor -i ../instance/
  # msservice_advisor_logger - INFO - <think>
  # msservice_advisor_logger - INFO - num_mem_size_checker
  # msservice_advisor_logger - INFO - check_input_tokens
  # ...
  # msservice_advisor_logger - INFO - find_best_batch_size
  # msservice_advisor_logger - INFO - ==decode==
  # msservice_advisor_logger - INFO - ==prefill==
  # msservice_advisor_logger - INFO - </think>
  # msservice_advisor_logger - INFO -
  # msservice_advisor_logger - INFO - <answer>
  # msservice_advisor_logger - INFO - [config] maxBatchSize
  # msservice_advisor_logger - INFO - [action] set bigger
  # msservice_advisor_logger - INFO - [reason] 目前batch样本太小，建议调大点试试
  # msservice_advisor_logger - INFO -
  # msservice_advisor_logger - INFO - [config] maxPrefillBatchSize
  # msservice_advisor_logger - INFO - [action] set bigger
  # msservice_advisor_logger - INFO - [reason] 目前batch样本太小，建议调大点试试
  # msservice_advisor_logger - INFO -
  # msservice_advisor_logger - INFO - </answer>
  

• 参数

  参数	说明
  -i, --instance_path	benchamrk 输出的 instance 路径
  -s, --service_config_path	mindie service config.json path, 默认值为环境变量中的 MIES_INSTALL_PATH
  -t, --target	调参指标, 可选值：ttft, firsttokentime, throughput
  -m, --target_metrics	调参指标的具体项，可选值：average,max,min,P75,P90,SLO_P90,P99,N
  --show	指定是否显示拟合曲线的 matplotlib 绘图
  -l, --log_level	日志级别，可选值 debug, info, warning, error