利用region模式整体分析对比
图1 case 9

region模式支持多个函数或循环的插桩,可以将多个method在一个新的case中依次运行,示例中增加method 9,依次调用以下method:
- 1(parallel_matmult)
- 2(transpose_B_matmult)
- 4(block_transpose_B_matmult)
- 5(intrinsics_transpose_B_matmult)
- 6(kml_matmult_8192)
- 运行矩阵行列大小为8192的multi_method_matmult示例。
1
./matmul 8192 9
返回信息如下:
1 2 3 4 5 6 7 8
Size is 8192, Matrix multiplication method is: 9, Check correctness is: 0 Initialization time = 2.663596s Matrix multiplication time(parallel_matmult) = 524.732915s Matrix multiplication time(transpose_B_matmult) = 12.199910s Matrix multiplication time(block_transpose_B_matmult) = 3.940094s Matrix multiplication time(intrinsics_transpose_B_matmult) = 2.543300s Matrix multiplication time(kml_matmult) = 0.320360s Matrix multiplication time = 543.736720s
可以依次看到各个method所花的时间。
- 创建multi_method_matmult 8192 case的Roofline任务。
1
devkit tuner roofline -o multi_method_matmult_8192 -m region ./matmul 8192 9
返回信息如下:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
Note: 1. Roofline task is currently only supported on the 920 platform. 2. The application must be a binary file in ELF format, and read permissions are required to detect the format of the application. 3. Roofline task collection needs to ensure the application has finished running. 4. The estimated time of roofline collection is about 3 * application estimated time. 5. Roofline analysis is available only on physical machines. 6. You can learn about the roofline profiling method by looking at document /usr/local/devkit/tuner/docs/ROOFLINE_KNOW_HOW.MD RFCOLLECT: Start collection for ./matmul RFCOLLECT: Launch application to collect performance metrics of ./matmul Size is 8192, Matrix multiplication method is: 9, Check correctness is: 0 Initialization time = 2.712200s ROOFLINE_EVENTS are initialized. Matrix multiplication time(parallel_matmult) = 522.059154s Matrix multiplication time(transpose_B_matmult) = 10.515641s Matrix multiplication time(block_transpose_B_matmult) = 3.325110s Matrix multiplication time(intrinsics_transpose_B_matmult) = 2.258315s Matrix multiplication time(kml_matmult) = 0.287929s Matrix multiplication time = 538.468327s RFCOLLECT: Launch application to do binary instrumentation of ./matmul Size is 8192, Matrix multiplication method is: 9, Check correctness is: 0 Initialization time = 8.095281s Matrix multiplication time(parallel_matmult) = 348.475675s Matrix multiplication time(transpose_B_matmult) = 17.144564s Matrix multiplication time(block_transpose_B_matmult) = 3.646071s Matrix multiplication time(intrinsics_transpose_B_matmult) = 2.427023s Matrix multiplication time(kml_matmult) = 0.297098s Matrix multiplication time = 371.991296s RFCOLLECT: Launch benchmarks for measuring roofs RFCOLLECT: Processing all collected data RFCOLLECT: Result is captured at /matrix_multiplication/rfcollect-20240507-115538.json RFCOLLECT: Run "rfreport /matrix_multiplication/rfcollect-20240507-115538.json" to get report. Get roofline report ... The roofline json report: /matrix_multiplication/multi_method_matmult_8192.json The roofline html report: /matrix_multiplication/multi_method_matmult_8192.html
- 查看multi_method_matmult_8192报告。
可以将并行示例至KML示例的示例汇聚到一张图上,便捷地进行相关分析。
图2 multi_method_matmult_8192报告
父主题: 使用Roofline进行性能分析