itrowbri 3bd7773cf7 Memory Allocation Tracking (#1142)
* Initial commit: Need to implement wrapper function to collect data and test that wrapper function is correctly replacing core HSA functions

* Attempted to implement wrapper implementation for hsa memory allocation functions. Need to modify generate record files and test if implementation is working as expected

* Debugging and implementing generateCSV function

* Memory allocation size and starting address outputted to csv and json file formats

* Formatting

* Initial setup for OTF2 and Perfetto generation

* Collecting agent id for memory_allocation and formatting

* Modified memory_allocation.cpp to set up code for AMD_EXT commands

* Support for memory_pool_allocate added

* Removed accidently added file

* Made flag optional and added more OTF2 and Perfetto code. Needs testing to ensure perfetto and OTF2 works

* Formatting

* Fixed perfetto and otf2 output

* Fixed flag issue due to incorrect buffer use

* Updated documentation

* Small cleaning and comments

* Added test for HSA memory allocation tracing

* Fixed summary test validation errors due to allocation tracing. Added type to location_base to create unique event ids for allocation due to OTF2 trace error

* Decreased lower limit of hip calls for test

* Modified summary tests to vary number of allocate requests

* Minor fixes to address comments. Still need to address OTF2 comments

* Fix docs and changed OTF2 to use enum for type specified in location_base construction

* Fixed schema error

* Added vmem command tracking. Need to add test

* Updated test to work with vmem command and updated generateCSV to output int instead of hex string.

* OTF2 enum update and mispelling fix

* CI does not support Virtual Memory API. Removed vmem test. Will add back if CI is modifed to suport vmem API

* Update CMakeLists.txt for memory allocation test

* Updated summary test

* Minor fixes to address comments

* Moved domain_type.hpp enum to before LAST

* Fixed compile errors and formatting

* Fixed stats summary domain name error

* Added rocprofv3 test

* Page migration test fix

* Undo page migration test changes. Failures do not appear to have to do with memory allocation
2024-11-18 20:22:14 -06:00
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2024-06-22 00:10:54 +05:30
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2023-11-14 10:58:33 -06:00

ROCprofiler-SDK: Application Profiling, Tracing, and Performance Analysis

Note

rocprofiler-sdk is currently considered a beta version and is subject to change in future releases

Overview

ROCProfiler-SDK is AMDs new and improved tooling infrastructure, providing a hardware-specific low-level performance analysis interface for profiling and tracing GPU compute applications. To see what's changed Click Here

Note

The published documentation is available at ROCprofiler-SDK documentation in an organized, easy-to-read format, with search and a table of contents. The documentation source files reside in the rocprofiler-sdk/source/docs folder of this repository. As with all ROCm projects, the documentation is open source. For more information on contributing to the documentation, see Contribute to ROCm documentation.

GPU Metrics

  • GPU hardware counters
  • HIP API tracing
  • HIP kernel tracing
  • HSA API tracing
  • HSA operation tracing
  • Marker(ROCTx) tracing
  • PC Sampling (Beta)

Tool Support

rocprofv3 is the command line tool built using the rocprofiler-sdk library and shipped with the ROCm stack. To see details on the command line options of rocprofv3, please see rocprofv3 user guide Click Here

Documentation

We make use of doxygen to generate API documentation automatically. The generated document can be found in the following path:

<ROCM_PATH>/share/html/rocprofiler-sdk

ROCM_PATH by default is /opt/rocm It can be set by the user in different locations if needed.

Build and Installation

git clone https://git@github.com:ROCm/rocprofiler-sdk.git rocprofiler-sdk-source
cmake                                         \
      -B rocprofiler-sdk-build                \
      -D ROCPROFILER_BUILD_TESTS=ON           \
      -D ROCPROFILER_BUILD_SAMPLES=ON         \
      -D CMAKE_INSTALL_PREFIX=/opt/rocm       \
       rocprofiler-sdk-source

cmake --build rocprofiler-sdk-build --target all --parallel 8

To install ROCprofiler, run:

cmake --build rocprofiler-sdk-build --target install

Please see the detailed section on build and installation here: Click Here

Support

Please report in the Github Issues.

Limitations

  • Individual XCC mode is not supported.

  • By default, PC sampling API is disabled. To use PC sampling. Setting the ROCPROFILER_PC_SAMPLING_BETA_ENABLED environment variable grants access to the PC Sampling experimental beta feature. This feature is still under development and may not be completely stable.

    • Risk Acknowledgment: By activating this environment variable, you acknowledge and accept the following potential risks:
      • Hardware Freeze: This beta feature could cause your hardware to freeze unexpectedly.
      • Need for Cold Restart: In the event of a hardware freeze, you may need to perform a cold restart (turning the hardware off and on) to restore normal operations. Please use this beta feature cautiously. It may affect your system's stability and performance. Proceed at your own risk.
  • At this point, We do not recommend stress-testing the beta implementation.

  • Correlation IDs provided by the PC sampling service are verified only for HIP API calls.

  • Timestamps in PC sampling records might not be 100% accurate.

  • Using PC sampling on multi-threaded applications might fail with HSA_STATUS_ERROR_EXCEPTION.Furthermore, if three or more threads launch operations to the same agent, and if PC sampling is enabled, the HSA_STATUS_ERROR_EXCEPTION might appear.

Warning

The latest mainline version of AQLprofile can be found at https://repo.radeon.com/rocm/misc/aqlprofile/. However, it's important to note that updates to the public AQLProfile may not occur as frequently as updates to the rocprofiler-sdk. This discrepancy could lead to a potential mismatch between the AQLprofile binary and the rocprofiler-sdk source.

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