AI/rocm-systems
2
0
フォーク 0
コード イシュー プルリクエスト Actions パッケージ プロジェクト リリース Wiki アクティビティ

[rocprofiler-compute] Analysis Database Schema Improvements (v1.2.0) (#2526)

ソースを参照 
* Analysis database v1.2.0

* `pc_sampling` and `roofline_data` tables should relate to `kernel` table instead of `workload` table

* Remove `kernel_name` fields in `pc_sampling` and `roofline_data` table

* Add kernel existence check for roofline data to prevent KeyError (#2536)

* Initial plan

* Add kernel existence check for roofline data to prevent KeyError

Co-authored-by: vedithal-amd <191402304+vedithal-amd@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: vedithal-amd <191402304+vedithal-amd@users.noreply.github.com>

* Optimize analysis performance

* Refactor database schema: separate metric definitions from kernels

Reorganize the database ORM to decouple metric definitions from kernel
objects. This improves the schema design by:

- Rename Metric -> MetricDefinition and Value -> MetricValue for clarity
- Move metric definitions from kernel-level to workload-level, since
  metric definitions are shared across kernels
- Update relationships: MetricDefinition belongs to Workload,
  MetricValue
  references both MetricDefinition and Kernel
- Refactor metric_view to join through the new schema structure
- Update test fixtures to use renamed table and class names
- Update documentation with new example output using nbody workload
- Regenerate database schema and views diagrams

* Add min amd max aggregation in kernel_view

* Add primary key id from tables into the view

---------

Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: vedithal-amd <191402304+vedithal-amd@users.noreply.github.com>
このコミットが含まれているのは:
vedithal-amd
2026-01-19 15:25:43 -05:00
committed by GitHub
親 88f07baa92
コミット 0254181f42
7個のファイルの変更、201行の追加、140行の削除
Patchファイルをダウンロード Diffファイルをダウンロード すべてのファイルを展開 すべてのファイルを折り畳む
projects/rocprofiler-compute/docs/data/analyze/analysis_data_dump_schema.png
バイナリ
ファイルの表示
バイナリファイルは表示されません。
並べて表示 スワイプ オーバーレイ

変更前

幅:  |  高さ:  |  サイズ: 185 KiB

変更後

幅:  |  高さ:  |  サイズ: 254 KiB

projects/rocprofiler-compute/docs/data/analyze/analysis_data_dump_views.png
バイナリ
ファイルの表示
バイナリファイルは表示されません。
並べて表示 スワイプ オーバーレイ

変更前

幅:  |  高さ:  |  サイズ: 34 KiB

変更後

幅:  |  高さ:  |  サイズ: 240 KiB

projects/rocprofiler-compute/docs/how-to/analyze/cli.rst
+39 -29
ファイルの表示
@@ -15,7 +15,7 @@ This section provides an overview of ROCm Compute Profiler's CLI analysis featur
* :ref:`Metric customization <cli-analysis-options>`: Isolate a subset of built-in metrics or build your own profiling configuration.
* :ref:`Filtering <cli-analysis-options>`: Hone in on a particular kernel, GPU ID, or dispatch ID via post-process filtering.
* :ref:`Per-kernel roofline analysis <per-kernel-roofline>`: Detailed arithmetic intensity and performance analysis for individual kernels.
Run ``rocprof-compute analyze -h`` for more details.
@@ -534,36 +534,46 @@ Analysis database example
.. code-block:: shell-session
$ rocprof-compute analyze --verbose --db test -p workloads/vmem/MI300X_A1 -p workloads/vmem1/MI300X_A1
$ rocprof-compute analyze --verbose --output-name test --output-format db -p workloads/nbody/MI300X_A1 -p workloads/nbody1/MI300X_A1
DEBUG Execution mode = analyze
__ _
_ __ ___ ___ _ __ _ __ ___ / _| ___ ___ _ __ ___ _ __ _ _| |_ ___
| '__/ _ \ / __| '_ \| '__/ _ \| |_ _____ / __/ _ \| '_ ` _ \| '_ \| | | | __/ _ \
| | | (_) | (__| |_) | | | (_) | _|_____| (_| (_) | | | | | | |_) | |_| | || __/
|_| \___/ \___| .__/|_| \___/|_| \___\___/|_| |_| |_| .__/ \__,_|\__\___|
|_| |_|
__ _
_ __ ___ ___ _ __ _ __ ___ / _| ___ ___ _ __ ___ _ __ _ _| |_ ___
| '__/ _ \ / __| '_ \| '__/ _ \| |_ _____ / __/ _ \| '_ ` _ \| '_ \| | | | __/ _ \
| | | (_) | (__| |_) | | | (_) | _|_____| (_| (_) | | | | | | |_) | |_| | || __/
|_| \___/ \___| .__/|_| \___/|_| \___\___/|_| |_| |_| .__/ \__,_|\__\___|
|_| |_|
INFO Analysis mode = db
DEBUG [omnisoc init]
DEBUG [omnisoc init]
DEBUG [analysis] prepping to do some analysis
INFO [analysis] deriving rocprofiler-compute metrics...
WARNING Roofline ceilings not found for /app/projects/rocprofiler-compute/workloads/vmem/MI300X_A1.
WARNING Roofline ceilings not found for /app/projects/rocprofiler-compute/workloads/vmem1/MI300X_A1.
WARNING PC sampling data not found for /app/projects/rocprofiler-compute/workloads/vmem/MI300X_A1.
WARNING PC sampling data not found for /app/projects/rocprofiler-compute/workloads/vmem1/MI300X_A1.
DEBUG Collected dispatch data
DEBUG Applied analysis mode filters
DEBUG Calculated dispatch data
DEBUG Collected metrics data
WARNING Failed to evaluate expression for 3.1.39 - Value: to_round((to_avg(
INFO Analysis mode = db
INFO ed45b0b189
DEBUG [omnisoc init]
INFO ed45b0b189
DEBUG [omnisoc init]
DEBUG [analysis] prepping to do some analysis
INFO [analysis] deriving rocprofiler-compute metrics...
DEBUG Collected roofline ceilings
WARNING PC sampling data not found for /app/projects/rocprofiler-compute/workloads/nbody/MI300X_A1.
WARNING PC sampling data not found for /app/projects/rocprofiler-compute/workloads/nbody1/MI300X_A1.
DEBUG Collected dispatch data
DEBUG Applied analysis mode filters
DEBUG Calculated dispatch data
DEBUG Collected metrics data
WARNING Failed to evaluate expression for 3.1.39 - Value: to_round((to_avg(
(pmc_df.get("pmc_perf_ACCUM") / pmc_df.get("SQC_ICACHE_REQ")).where((pmc_df.get("SQC_ICACHE_REQ") != 0), None)) * 100), 0) - unsupported operand type(s) for /: 'NoneType' and 'float'
WARNING Failed to evaluate expression for 3.1.39 - Value: to_round((to_avg(
WARNING Failed to evaluate expression for 3.1.39 - Value: to_round((to_avg(
(pmc_df.get("pmc_perf_ACCUM") / pmc_df.get("SQC_ICACHE_REQ")).where((pmc_df.get("SQC_ICACHE_REQ") != 0), None)) * 100), 0) - unsupported operand type(s) for /: 'NoneType' and 'float'
DEBUG Calculated metric values
DEBUG Calculated roofline data points
DEBUG [analysis] generating analysis
DEBUG SQLite database initialized with name: test.db
DEBUG Initialized database: test.db
DEBUG Completed writing database
DEBUG Calculating expressions for kernel: _ZN12rocrand_impl6system6detail17trampoline_kernelINS_4host33static_block_size_config_providerILj256EEEjLb0ELNS3_11target_archE942EZNS3_25xorwow_generator_templateINS0_13device_systemENS3_23default_config_providerIL16rocrand_rng_type401EEEE4initEvEUlT_DpT0_E_JPN14rocrand_device13xorwow_engineEjjyyEEEvT3_DpT4_
DEBUG Calculating expressions for kernel: _ZN12rocrand_impl6system6detail17trampoline_kernelINS_4host23default_config_providerIL16rocrand_rng_type401EEEfLb0ELNS3_11target_archE942EZZNS3_25xorwow_generator_templateINS0_13device_systemES6_E8generateIfNS3_20uniform_distributionIfjEEEE14rocrand_statusPT_mT0_ENKUlSF_E_clISt17integral_constantIbLb0EEEEDaSF_EUlSF_DpT0_E_JPN14rocrand_device13xorwow_engineEjPfmSD_EEEvT3_DpT4_
DEBUG Calculating expressions for kernel: void bodyForce_block<256>(HIP_vector_type<float, 4u> const*, HIP_vector_type<float, 4u>*, float, int)
DEBUG Calculating expressions for kernel: _ZN12rocrand_impl6system6detail17trampoline_kernelINS_4host33static_block_size_config_providerILj256EEEjLb0ELNS3_11target_archE942EZNS3_25xorwow_generator_templateINS0_13device_systemENS3_23default_config_providerIL16rocrand_rng_type401EEEE4initEvEUlT_DpT0_E_JPN14rocrand_device13xorwow_engineEjjyyEEEvT3_DpT4_
DEBUG Calculating expressions for kernel: _ZN12rocrand_impl6system6detail17trampoline_kernelINS_4host23default_config_providerIL16rocrand_rng_type401EEEfLb0ELNS3_11target_archE942EZZNS3_25xorwow_generator_templateINS0_13device_systemES6_E8generateIfNS3_20uniform_distributionIfjEEEE14rocrand_statusPT_mT0_ENKUlSF_E_clISt17integral_constantIbLb0EEEEDaSF_EUlSF_DpT0_E_JPN14rocrand_device13xorwow_engineEjPfmSD_EEEvT3_DpT4_
DEBUG Calculating expressions for kernel: void bodyForce_block<256>(HIP_vector_type<float, 4u> const*, HIP_vector_type<float, 4u>*, float, int)
DEBUG Calculated metric values
DEBUG Calculated roofline data points
DEBUG [analysis] generating analysis
DEBUG SQLite database initialized with name: test.db
DEBUG Initialized database: test.db
INFO ed45b0b189
INFO ed45b0b189
DEBUG Completed writing database
WARNING Created file: test.db