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- r0: run_1_thread
- r1: run_2_threads
- r2: run_4_threads
- r3: run_8_threads
- r4: run_16_threads
- r5: run_32_threads
- r6: run_64_threads
| Metric | r0 | r1 | r2 | r3 | r4 | r5 | r6 |
|---|
| Total Time (s) | 182.54 | 120.25 | 89.61 | 73.13 | 64.80 | 60.94 | 60.53 |
| Max (Thread Active Time) (s) | 121.63 | 61.53 | 31.54 | 15.95 | 8.10 | 4.22 | 2.70 |
| Average Active Time (s) | 121.63 | 61.33 | 31.25 | 15.79 | 7.92 | 3.99 | 2.16 |
| Activity Ratio (%) | 66.6 | 51.0 | 34.9 | 21.6 | 12.2 | 6.55 | 3.57 |
| Average number of active threads | 0.666 | 1.020 | 1.395 | 1.727 | 1.955 | 2.097 | 2.285 |
| Affinity Stability (%) | 69.1 | 53.1 | 36.6 | 22.9 | 13.2 | 7.45 | 6.79 |
| GFLOPS | 44.8 E-3 | 48.2 E-3 | 70.8 E-3 | 0.140 | 0.205 | 0.260 | 0.593 |
| Time in analyzed loops (%) | 100.0 | 99.0 | 97.1 | 96.0 | 94.8 | 90.4 | 41.8 |
| Time in analyzed innermost loops (%) | 99.1 | 98.0 | 96.2 | 95.1 | 94.0 | 89.7 | 41.4 |
| Time in user code (%) | 100 | 99.0 | 97.1 | 96.0 | 94.8 | 90.4 | 41.8 |
| Compilation Options Score (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Array Access Efficiency (%) | 99.8 | 99.8 | 99.8 | 99.8 | 99.8 | 99.8 | 99.7 |
|
| Potential Speedups |  |
| Perfect Flow Complexity | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Perfect OpenMP/MPI/Pthread/TBB | 1.00 | 1.00 | 1.00 | 1.01 | 1.00 | 1.04 | 1.85 |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.01 | 1.04 | 1.05 | 1.08 | 1.17 | 2.98 |
| Scalability - Gap | 1.00 | 1.32 | 1.96 | 3.21 | 5.68 | 10.68 | 21.22 |
| No Scalar Integer | Potential Speedup | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| FP Vectorised | Potential Speedup | 1.47 | 1.46 | 1.45 | 1.44 | 1.43 | 1.39 | 1.12 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Fully Vectorised | Potential Speedup | 3.24 | 3.16 | 3.04 | 2.96 | 2.87 | 2.55 | 1.31 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Only FP Arithmetic | Potential Speedup | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| r0 | r1 | r2 | r3 | r4 | r5 | r6 |
| Experiment Name | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 | K-Means scalability acfl-Ofast 100000000 |
| Application | ./kmeans/kmeans-acfl-Ofast | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Timestamp | 2025-07-17 10:37:04 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Experiment Type | Sequential | OpenMP; | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 |
| Machine | ip-172-31-18-66 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Architecture | aarch64 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Micro Architecture | ARM_NEOVERSE_V1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Model Name | | | | | | | |
| Cache Size | | | | | | | |
| Number of Cores | | | | | | | |
| Maximal Frequency | 0 GHz | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| OS Version | Linux 6.8.0-1031-aws #33-Ubuntu SMP Fri Jun 20 17:58:11 UTC 2025 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Architecture used during static analysis | aarch64 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Micro Architecture used during static analysis | ARM_NEOVERSE_V1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Compilation Options |
kmeans-acfl-Ofast: Arm C/C++/Fortran Compiler version 24.10.1 (build number 4) (based on LLVM 19.1.0) /opt/arm/arm-linux-compiler-24.10.1_Ubuntu-20.04/llvm-bin/clang-19 --driver-mode=g++ -I . -MMD -MP -march=native -std=c++14 -g -fno-omit-frame-pointer -fopenmp -Ofast -grecord-command-line -c -o main.o main.cpp | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of processes observed | 1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of threads observed | 1 | 2 | 4 | 8 | 16 | 32 | 64 |
| Frequency Driver | NA | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Frequency Governor | NA | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Huge Pages | madvise | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Hyperthreading | off | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of sockets | 1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of cores per socket | 64 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| MAQAO version | 2025.1.1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| MAQAO build | f763b230967252184a5e61875ae92196728ac8f6::20250710-120157 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Comments | AWS Graviton 3 (Neoverse V1) CPU, 1-64 threads runs | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |