SDK doc updates (#1183)
* correcting usage example * rccl trace * Adding Navi power state limitation * Addressed feedback * kernel-rename * kokkos trace * more information on kookos tracing * Corecting tool library hardcoding * summary domains * Updating domain stats file * updating images * rocprofv3 default behavior update * Removing README from API documentation * Added missing description in Topics * Fixed wrong rendering of README in API document * Fixing Topics in API docs * Removing API doc for details/rccl.h * Addressed review comments
Este commit está contenido en:
@@ -7,7 +7,7 @@ myst:
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# ROCprofiler-SDK tool library
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The tool library utilizes APIs from `rocprofiler-sdk` and `rocprofiler-register` libraries for profiling and tracing HIP applications. This document provides information to help you design a tool by utilizing the `rocprofiler-sdk` and `rocprofiler-register` libraries efficiently. The command-line tool `rocprofv3` is also built on `librocprofiler-sdk-tool.so.0.4.0`, which uses these libraries.
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The tool library utilizes APIs from `rocprofiler-sdk` and `rocprofiler-register` libraries for profiling and tracing HIP applications. This document provides information to help you design a tool by utilizing the `rocprofiler-sdk` and `rocprofiler-register` libraries efficiently. The command-line tool `rocprofv3` is also built on `librocprofiler-sdk-tool.so.X.Y.Z`, which uses these libraries.
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## ROCm runtimes design
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@@ -383,4 +383,10 @@ ROCprofiler-SDK introduces a new command-line tool, `rocprofv3`, which is a more
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Timing Difference Between rocprofv3 and rocprofv1/v2
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========================================================
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Rocprofv3 has improved the accuracy of timing information by reducing the tool overhead required to collect data and reducing the interference to the timing of the kernel being measured. The result of this work is a reduction in variance of kernel times received for the same kernel execution and more accurate timing in general. These changes have not been backported (and will not be backported) to rocprofv1/v2, so there can be substantial (20%) differences in execution time reported by v1/v2 vs v3 for a single kernel execution. Over a large number of samples of the same kernel, the difference in average execution time is in the low single digit percentage time with a much tighter variance of results on rocprofv3. We have included testing in the test suite to verify the timing information outputted by rocprofv3 to ensure that the values we are returning are accurate.
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``rocprofv3`` has improved the accuracy of timing information by reducing the tool overhead required to collect data and reducing the interference to the timing of the kernel being measured. The result of this work is a reduction in variance of kernel times received for the same kernel execution and more accurate timing in general. These changes have not been backported (and will not be backported) to rocprofv1/v2, so there can be substantial (20%) differences in execution time reported by v1/v2 vs v3 for a single kernel execution. Over a large number of samples of the same kernel, the difference in average execution time is in the low single digit percentage time with a much tighter variance of results on rocprofv3. We have included testing in the test suite to verify the timing information outputted by rocprofv3 to ensure that the values we are returning are accurate.
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========================================================
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Default run of rocprofv3 and rocprofv1/v2
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========================================================
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``rocprofv3`` has a different default behavior than rocprofv1/v2 when being run without any option. The default behavior of rocprofv3 is to collect all available agents on the system and to output it in ``csv`` format. The default behavior of rocprofv1/v2 was to output the `kernel traces` in CSV format. In rocprofv3, kernel traces can be obtained by using ``--kernel-trace`` option.
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@@ -0,0 +1,2 @@
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"Name","Calls","TotalDurationNs","AverageNs","Percentage","MinNs","MaxNs","StdDev"
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"HIP_API",13,458514859,35270373.769231,100.00,2300,352276613,99315857.546240
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|
@@ -0,0 +1,22 @@
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"Domain","Function","Process_Id","Thread_Id","Correlation_Id","Start_Timestamp","End_Timestamp"
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"RCCL_API","ncclGetVersion",1834151,1834151,416,18413845573432,18413845577374
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"RCCL_API","ncclGetUniqueId",1834151,1834151,1116,18413961300878,18413963267869
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"RCCL_API","ncclGetUniqueId",1834151,1834151,1481,18414166449182,18414166720831
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"RCCL_API","ncclGroupStart",1834151,1834151,1482,18414166723772,18414166726834
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"RCCL_API","ncclGroupEnd",1834151,1834151,1490,18414166823575,18414380520973
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"RCCL_API","ncclCommInitAll",1834151,1834151,1477,18414166402665,18414380522536
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89098,18414380660695,18414380661652
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"RCCL_API","ncclAllReduce",1834151,1834151,89097,18414380653860,18414380693574
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89108,18414380694631,18414380694659
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"RCCL_API","ncclAllReduce",1834151,1834151,89107,18414380694212,18414380704722
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89117,18414380706650,18414380706677
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"RCCL_API","ncclAllReduce",1834151,1834151,89116,18414380705574,18414380715055
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89126,18414380715749,18414380715774
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"RCCL_API","ncclAllReduce",1834151,1834151,89125,18414380715463,18414380723944
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89135,18414380724688,18414380724715
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"RCCL_API","ncclAllReduce",1834151,1834151,89134,18414380724395,18414380732209
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89154,18414380746383,18414380746411
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89157,18414380749863,18414380749889
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89160,18414380751671,18414380751696
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89163,18414380753326,18414380753353
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"RCCL_API","ncclCommGetAsyncError",1834151,1834151,89166,18414380755128,18414380755154
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@@ -173,7 +173,7 @@ To use ``rocprofv3`` for application tracing, run:
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.. code-block:: bash
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rocprofv3 <tracing_option> -- <app_relative_path>
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rocprofv3 <tracing_option> -- <application_path>
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HIP trace
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+++++++++++
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@@ -184,7 +184,7 @@ To trace HIP runtime APIs, use:
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.. code-block:: bash
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rocprofv3 --hip-trace -- < app_relative_path >
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rocprofv3 --hip-trace -- <application_path>
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The above command generates a ``hip_api_trace.csv`` file prefixed with the process ID.
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@@ -203,7 +203,7 @@ To trace HIP compile time APIs, use:
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.. code-block:: shell
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rocprofv3 --hip-compiler-trace -- < app_relative_path >
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rocprofv3 --hip-compiler-trace -- <application_path>
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The above command generates a ``hip_api_trace.csv`` file prefixed with the process ID.
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@@ -229,7 +229,7 @@ HSA trace contains the start and end time of HSA runtime API calls and their asy
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.. code-block:: bash
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rocprofv3 --hsa-trace -- < app_relative_path >
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rocprofv3 --hsa-trace -- <application_path>
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The above command generates a ``hsa_api_trace.csv`` file prefixed with process ID. Note that the contents of this file have been truncated for demonstration purposes.
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@@ -295,7 +295,7 @@ To trace the API calls enclosed within the range, use:
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.. code-block:: bash
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rocprofv3 --marker-trace -- < app_relative_path >
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rocprofv3 --marker-trace -- <application_path>
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Running the preceding command generates a ``marker_api_trace.csv`` file prefixed with the process ID.
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@@ -312,6 +312,74 @@ Here are the contents of ``marker_api_trace.csv`` file:
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For the description of the fields in the output file, see :ref:`output-file-fields`.
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Kernel Rename
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++++++++++++++
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To rename kernels with their enclosing roctxRangePush/roctxRangePop message. Known as --roctx-rename in earlier rocprof versions.
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See how to use ``--kernel-rename`` option with help of below code snippet:
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.. code-block:: bash
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#include <rocprofiler-sdk-roctx/roctx.h>
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roctxRangePush("HIP_Kernel-1");
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// Launching kernel from host
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hipLaunchKernelGGL(matrixTranspose, dim3(WIDTH/THREADS_PER_BLOCK_X, WIDTH/THREADS_PER_BLOCK_Y), dim3(THREADS_PER_BLOCK_X, THREADS_PER_BLOCK_Y), 0,0,gpuTransposeMatrix,gpuMatrix, WIDTH);
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// Memory transfer from device to host
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roctxRangePush("hipMemCpy-DeviceToHost");
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hipMemcpy(TransposeMatrix, gpuTransposeMatrix, NUM * sizeof(float), hipMemcpyDeviceToHost);
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roctxRangePop(); // for "hipMemcpy"
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roctxRangePop(); // for "hipLaunchKernel"
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roctxRangeStop(rangeId);
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To rename the kernel , use:
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.. code-block:: bash
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rocprofv3 --marker-trace --kernel-rename -- <application_path>
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The above command generates a ``marker-trace`` file prefixed with the process ID.
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.. code-block:: shell
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$ cat 210_marker_api_trace.csv
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"Domain","Function","Process_Id","Thread_Id","Correlation_Id","Start_Timestamp","End_Timestamp"
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"MARKER_CORE_API","roctxGetThreadId",315155,315155,2,58378843928406,58378843930247
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"MARKER_CONTROL_API","roctxProfilerPause",315155,315155,3,58378844627184,58378844627502
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"MARKER_CONTROL_API","roctxProfilerResume",315155,315155,4,58378844638601,58378844639267
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"MARKER_CORE_API","pre-kernel-launch",315155,315155,5,58378844641787,58378844641787
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"MARKER_CORE_API","post-kernel-launch",315155,315155,6,58378844936586,58378844936586
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"MARKER_CORE_API","memCopyDth",315155,315155,7,58378844938371,58378851383270
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"MARKER_CORE_API","HIP_Kernel-1",315155,315155,1,58378526575735,58378851384485
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Kokkos Trace
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++++++++++++++
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rocprofv3 has a built-in `Kokkos Tools library <https://github.com/kokkos/kokkos-tools>`_ support to trace Kokkos API calls. `Kokkos <https://github.com/kokkos/kokkos>`_ is a C++ library for writing performance portable applications. It is used in many scientific applications to write performance portable code that can run on CPUs, GPUs, and other accelerators.
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rocprofv3 loads a built-in Kokkos tools library which emits roctx ranges with the labels passed through the API, e.g. Kokkos::parallel_for(“MyParallelForLabel”, …); will internally calls for roctxRangePush and enables the kernel renaming option so that the highly templated kernel names are replaced by the Kokkos labels.
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To enable built-in marker support, use the ``kokkos-trace`` option. Internally this option enables ``marker-trace`` and ``kernel-rename``.:
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.. code-block:: bash
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rocprofv3 --kokkos-trace -- <application_path>
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The above command generates a ``marker-trace`` file prefixed with the process ID.
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.. code-block:: shell
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$ cat 210_marker_api_trace.csv
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"Domain","Function","Process_Id","Thread_Id","Correlation_Id","Start_Timestamp","End_Timestamp"
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"MARKER_CORE_API","Kokkos::Initialization Complete",4069256,4069256,1,56728499773965,56728499773965
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"MARKER_CORE_API","Kokkos::Impl::CombinedFunctorReducer<CountFunctor, Kokkos::Impl::FunctorAnalysis<Kokkos::Impl::FunctorPatternInterface::REDUCE, Kokkos::RangePolicy<Kokkos::Serial>, CountFunctor, long int>::Reducer, void>",4069256,4069256,2,56728501756088,56728501764241
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"MARKER_CORE_API","Kokkos::parallel_reduce: fence due to result being value, not view",4069256,4069256,4,56728501767957,56728501769600
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"MARKER_CORE_API","Kokkos::Finalization Complete",4069256,4069256,6,56728502054554,56728502054554
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Kernel trace
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++++++++++++++
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@@ -319,7 +387,7 @@ To trace kernel dispatch traces, use:
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.. code-block:: shell
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rocprofv3 --kernel-trace -- < app_relative_path >
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rocprofv3 --kernel-trace -- <application_path>
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The above command generates a ``kernel_trace.csv`` file prefixed with the process ID.
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@@ -343,7 +411,7 @@ To trace memory moves across the application, use:
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.. code-block:: shell
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rocprofv3 –-memory-copy-trace -- < app_relative_path >
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rocprofv3 –-memory-copy-trace -- <application_path>
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The above command generates a ``memory_copy_trace.csv`` file prefixed with the process ID.
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@@ -400,7 +468,7 @@ memory operations (copies and scratch).
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.. code-block:: shell
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rocprofv3 –-runtime-trace -- < app_relative_path >
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rocprofv3 –-runtime-trace -- <application_path>
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Running the above command generates ``hip_api_trace.csv``, ``kernel_trace.csv``, ``memory_copy_trace.csv``, ``scratch_memory_trace.csv``, ``memory_allocation_trace.csv``, and ``marker_api_trace.csv`` (if ``ROCTx`` APIs are specified in the application) files prefixed with the process ID.
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@@ -411,7 +479,7 @@ This is an all-inclusive option to collect all the above-mentioned traces.
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.. code-block:: shell
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rocprofv3 –-sys-trace -- < app_relative_path >
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rocprofv3 –-sys-trace -- <application_path>
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Running the above command generates ``hip_api_trace.csv``, ``hsa_api_trace.csv``, ``kernel_trace.csv``, ``memory_copy_trace.csv``, ``memory_allocation_trace.csv``, and ``marker_api_trace.csv`` (if ``ROCTx`` APIs are specified in the application) files prefixed with the process ID.
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@@ -422,19 +490,45 @@ This option collects scratch memory operation's traces. Scratch is an address sp
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.. code-block:: shell
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rocprofv3 --scratch-memory-trace -- < app_relative_path >
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rocprofv3 --scratch-memory-trace -- <application_path>
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Stats
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++++++++
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RCCL trace
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++++++++++++
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`RCCL <https://github.com/ROCm/rccl>`_ (pronounced "Rickle") is a stand-alone library of standard collective communication routines for GPUs. This option traces those communication routines.
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.. code-block:: shell
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rocprofv3 --rccl-trace -- <application_path>
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The above command generates a ``rccl_api_trace`` file prefixed with the process ID.
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.. code-block:: shell
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$ cat 197_rccl_api_trace.csv
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Here are the contents of ``rccl_api_trace.csv`` file:
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.. csv-table:: RCCL trace
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:file: /data/rccl_trace.csv
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:widths: 10,10,10,10,10,20,20
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:header-rows: 1
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Post-processing tracing options
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++++++++++++++++++++++++++++++++
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1. Stats
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+++++++++
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This option collects statistics for the enabled tracing types. For example, to collect statistics of HIP APIs, when HIP trace is enabled.
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A higher percentage in statistics can help user focus on the API/function that has taken the most time:
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.. code-block:: shell
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rocprofv3 --stats --hip-trace -- < app_relative_path >
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rocprofv3 --stats --hip-trace -- <application_path>
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The above command generates a ``hip_api_stats.csv`` and ``hip_api_trace`` file prefixed with the process ID.
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The above command generates a ``hip_api_stats.csv``, ``domain_stats.csv`` and ``hip_api_trace.csv`` file prefixed with the process ID.
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.. code-block:: shell
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@@ -447,8 +541,60 @@ Here are the contents of ``hip_api_stats.csv`` file:
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:widths: 10,10,20,20,10,10,10,10
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:header-rows: 1
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Here are the contents of ``domain_stats.csv`` file:
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.. csv-table:: Domain stats
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:file: /data/hip_domain_stats.csv
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:widths: 10,10,20,20,10,10,10,10
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:header-rows: 1
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For the description of the fields in the output file, see :ref:`output-file-fields`.
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2. Summary
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+++++++++++
|
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Output single summary of tracing data at the conclusion of the profiling session
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.. code-block:: shell
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||||
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rocprofv3 -S --hip-trace -- <application_path>
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||||
.. image:: /data/rocprofv3_summary.png
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||||
|
||||
|
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2.1 Summary per domain
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||||
++++++++++++++++++++++
|
||||
|
||||
Outputs the summary of each tracing domain at the end of profiling session.
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|
||||
.. code-block:: shell
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||||
|
||||
rocprofv3 -D --hsa-trace --hip-trace -- <application_path>
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||||
|
||||
The above command generates a ``hip_trace.csv``, ``hsa_trace.csv`` file prefixed with the process ID along with the summary of each domain at the terminal.
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|
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2.2 Summary groups
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||||
+++++++++++++++++++
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||||
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||||
Users can create a summary of multiple domains by specifying the domain names in the command line. The summary groups are separated by a pipe (|) symbol.
|
||||
To create a summary for ``MEMORY_COPY`` domains, use:
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||||
|
||||
.. code-block:: shell
|
||||
|
||||
rocprofv3 --summary-groups MEMORY_COPY --sys-trace -- <application_path>
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||||
|
||||
.. image:: /data/rocprofv3_memcpy_summary.png
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||||
|
||||
|
||||
To create a summary for ``MEMORY_COPY`` and ``HIP_API`` domains, use:
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||||
|
||||
.. code-block:: shell
|
||||
|
||||
rocprofv3 --summary-groups 'MEMORY_COPY|HIP_API' --sys-trace -- <application_path>
|
||||
|
||||
.. image:: /data/rocprofv3_hip_memcpy_summary.png
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||||
|
||||
|
||||
Kernel profiling
|
||||
-------------------
|
||||
|
||||
@@ -540,7 +686,7 @@ Properties
|
||||
{
|
||||
"jobs": [
|
||||
{
|
||||
"pmc": ["SQ_WAVES", "GRBM_COUNT", "GUI_ACTIVE"]
|
||||
"pmc": ["SQ_WAVES", "GRBM_COUNT", "GRBM_GUI_ACTIVE"]
|
||||
},
|
||||
{
|
||||
"pmc": ["FETCH_SIZE", "WRITE_SIZE"],
|
||||
@@ -564,7 +710,7 @@ Properties
|
||||
- pmc:
|
||||
- SQ_WAVES
|
||||
- GRBM_COUNT
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||||
- GUI_ACTIVE
|
||||
- GRBM_GUI_ACTIVE
|
||||
- 'TCC_HIT[1]'
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||||
- 'TCC_HIT[2]'
|
||||
- pmc:
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||||
@@ -581,7 +727,7 @@ To supply the counters via ``command-line`` options, use:
|
||||
|
||||
.. code-block:: shell
|
||||
|
||||
rocprofv3 --pmc SQ_WAVES GRBM_COUNT GRBM_GUI_ACTIVE -- <app_relative_path>
|
||||
rocprofv3 --pmc SQ_WAVES GRBM_COUNT GRBM_GUI_ACTIVE -- <application_path>
|
||||
|
||||
.. note::
|
||||
1. Please note that more than 1 counters should be separated by a space or a comma.
|
||||
@@ -594,7 +740,7 @@ To supply the input file for kernel profiling, use:
|
||||
|
||||
.. code-block:: shell
|
||||
|
||||
rocprofv3 -i input.txt -- <app_relative_path>
|
||||
rocprofv3 -i input.txt -- <application_path>
|
||||
|
||||
Running the above command generates a ``./pmc_n/counter_collection.csv`` file prefixed with the process ID. For each ``pmc`` row, a directory ``pmc_n`` containing a ``counter_collection.csv`` file is generated, where n = 1 for the first row and so on.
|
||||
|
||||
@@ -666,7 +812,7 @@ To collect counters for the kernels matching the filters specified in the preced
|
||||
|
||||
.. code-block:: shell
|
||||
|
||||
rocprofv3 -i input.yml -- <app_relative_path>
|
||||
rocprofv3 -i input.yml -- <application_path>
|
||||
|
||||
$ cat pass_1/312_counter_collection.csv
|
||||
"Correlation_Id","Dispatch_Id","Agent_Id","Queue_Id","Process_Id","Thread_Id","Grid_Size","Kernel_Name","Workgroup_Size","LDS_Block_Size","Scratch_Size","VGPR_Count","SGPR_Count","Counter_Name","Counter_Value","Start_Timestamp","End_Timestamp"
|
||||
|
||||
@@ -139,7 +139,8 @@ FILE_PATTERNS = *.h \
|
||||
*.tcc \
|
||||
conf.py
|
||||
RECURSIVE = YES
|
||||
EXCLUDE =
|
||||
EXCLUDE = @SOURCE_DIR@/README.md \
|
||||
@SOURCE_DIR@/include/rocprofiler-sdk/rccl/details/rccl.h
|
||||
EXCLUDE_SYMLINKS = YES
|
||||
EXCLUDE_PATTERNS = */.git/* \
|
||||
@SOURCE_DIR@/**/tests/* \
|
||||
@@ -266,7 +267,7 @@ LATEX_CMD_NAME = latex
|
||||
MAKEINDEX_CMD_NAME = makeindex
|
||||
LATEX_MAKEINDEX_CMD = makeindex
|
||||
COMPACT_LATEX = NO
|
||||
PAPER_TYPE =
|
||||
PAPER_TYPE = a4
|
||||
EXTRA_PACKAGES = float
|
||||
LATEX_HEADER =
|
||||
LATEX_FOOTER =
|
||||
@@ -332,7 +333,8 @@ MACRO_EXPANSION = YES
|
||||
EXPAND_ONLY_PREDEF = NO
|
||||
SEARCH_INCLUDES = NO
|
||||
INCLUDE_PATH = @SOURCE_DIR@/source/include
|
||||
INCLUDE_FILE_PATTERNS = *.h
|
||||
INCLUDE_FILE_PATTERNS = *.h \
|
||||
*.hpp
|
||||
PREDEFINED = "ROCPROFILER_API=" \
|
||||
"ROCPROFILER_EXPORT=" \
|
||||
"ROCPROFILER_IMPORT=" \
|
||||
|
||||
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Block a user