Datatype selection option for roofline (#624)
Added command line option to specify which datatype(s) to capture into the roofline PDF(s).
All datatypes are still collected by roofline call if applicable, but only specific datatypes are plotted into PDF outputs. Will dump out all datatypes into one graph, but separate FP from Int into two graphs if needed. Will skip datatype and give error message if the datatype is not valid on a particular gpu arch.
Default is FP32
Reworked roofline calls and plotting to be general enough such that any new datatypes added into rocm-amdgpu-bench can easily be reflected in rocprof-compute with simple modifications in roofline_calc.py.
Adjusted ctest to reflect expected default pdf outputs from roofline.
---------
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
[ROCm/rocprofiler-compute commit: a492e92034]
This commit is contained in:
@@ -474,6 +474,9 @@ Roofline options
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Allows you to specify a device ID to collect performance data from when
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running a roofline benchmark on your system.
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``--roofline-data-type <datatype>``
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Allows you to specify datatypes that you want plotted in the roofline PDF output(s). Selecting more than one datatype will overlay the results onto the same plot. Default: FP32
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To distinguish different kernels in your ``.pdf`` roofline plot use
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``--kernel-names``. This will give each kernel a unique marker identifiable from
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the plot's key.
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@@ -507,8 +510,7 @@ successfully.
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$ ls workloads/vcopy/MI200/
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total 48
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-rw-r--r-- 1 auser agroup 13331 Mar 1 16:05 empirRoof_gpu-0_fp32_fp64.pdf
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-rw-r--r-- 1 auser agroup 13136 Mar 1 16:05 empirRoof_gpu-0_int8_fp16.pdf
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-rw-r--r-- 1 auser agroup 13331 Mar 1 16:05 empirRoof_gpu-0_FP32.pdf
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drwxr-xr-x 1 auser agroup 0 Mar 1 16:03 perfmon
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-rw-r--r-- 1 auser agroup 1101 Mar 1 16:03 pmc_perf.csv
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-rw-r--r-- 1 auser agroup 1715 Mar 1 16:05 roofline.csv
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@@ -517,11 +519,9 @@ successfully.
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.. note::
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ROCm Compute Profiler generates three roofline outputs to organize results and reduce
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clutter. One chart plots FP32/FP64 performance, one plots I8/FP16
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performance, and the other plots FP8 performance.
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ROCm Compute Profiler currently captures roofline profiling for all data types, but has the ability to reduce clutter in the PDF outputs by selecting datatype(s). Selecting multiple datatypes will overlay the results into the same PDF. If the user would like separate PDFs for each datatype off of the same workload run, the user can run the profiling command again with the single datatype as long as the roofline.csv still exists in the workload folder.
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The following image is a sample ``empirRoof_gpu-0_int8_fp16.pdf`` roofline
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The following image is a sample ``empirRoof_gpu-0_FP32.pdf`` roofline
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plot.
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.. image:: ../../data/profile/sample-roof-plot.jpg
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@@ -231,7 +231,7 @@ The following table lists ROCm Compute Profiler's basic operations, their
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* - :ref:`Standalone roofline analysis <standalone-roofline>`
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- ``profile``
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- ``--name``, ``--roof-only``, ``-- <profile_cmd>``
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- ``--name``, ``--roof-only``, ``--roofline-data-type <data_type>``, ``-- <profile_cmd>``
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* - :ref:`Import a workload to database <grafana-gui-import>`
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- ``database``
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