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mock cuda runtime api

Project description

The plt hook technology used refers to plthook

mock pytorch cuda runtime interface

  • update submodule
    git submodule update --init --recursive

  • build wheel package
    python setup.py sdist bdist_wheel

  • direct install
    pip install dist/*.whl

collect cuda operator call stack

  • find nvcc installed path
    which nvcc
  • replace nvcc with my nvcc
    mv /usr/local/bin/nvcc /usr/local/bin/nvcc_b
    chmod 777 tools/nvcc
    cp tools/nvcc /usr/local/bin/nvcc
  • build and install pytorch
  • build and install cuda_mock
  • import cuda_mock after import torch
  • run your torch train script
  • we will dump the stack into console

收集cuda 算子调用堆栈

  • 找到nvcc安装路径 which nvcc
  • 用我们的nvcc替换系统的nvcc(我们只是在编译选项加了-g
    mv /usr/local/bin/nvcc /usr/local/bin/nvcc_b
    chmod 777 tools/nvcc
    cp tools/nvcc /usr/local/bin/nvcc
  • 构建并且安装pytorch
  • 构建并且安装cuda_mock
  • 注意要在import torch之后import cuda_mock
  • 开始跑你的训练脚本
  • 我们将会把堆栈打印到控制台

收集统计xpu runtime 内存分配信息/xpu_wait调用堆栈

  • 打印xpu_malloc调用序列,统计实时内存使用情况以及历史使用的峰值内存,排查内存碎片问题

  • 打印xpu_wait调用堆栈,排查流水中断处问题

  • 注意要在import torch/import paddle之后import cuda_mock; cuda_mock.xpu_initialize()

  • 使用方法:

    import paddle
    import cuda_mock; cuda_mock.xpu_initialize() # 加入这一行
    
  • 关闭打印backtrace(获取backtrace性能下降比较严重)

    export HOOK_DISABLE_TRACE='xpuMemcpy=0,xpuSetDevice=0'
    

example

  • python test/test_import_mock.py

debug

  • export LOG_LEVEL=WARN,TRACE=INFO

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