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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_48_threads
- r7: run_64_threads
| Metric | r0 | r1 | r2 | r3 | r4 | r5 | r6 | r7 |
|---|
| Total Time (s) | 194.85 | 102.00 | 55.62 | 32.37 | 20.95 | 14.97 | 13.04 | 12.10 |
| Max (Thread Active Time) (s) | 194.51 | 101.77 | 55.45 | 32.30 | 20.80 | 14.89 | 12.96 | 12.02 |
| Average Active Time (s) | 194.51 | 97.27 | 48.70 | 24.35 | 12.36 | 6.13 | 4.10 | 3.08 |
| Activity Ratio (%) | 99.8 | 95.4 | 87.6 | 75.2 | 59.0 | 41.0 | 31.5 | 25.5 |
| Average number of active threads | 0.998 | 1.907 | 3.502 | 6.018 | 9.443 | 13.102 | 15.091 | 16.306 |
| Affinity Stability (%) | 100.0 | 99.8 | 99.4 | 98.9 | 98.2 | 97.4 | 96.9 | 96.7 |
| GFLOPS | 4.517 | 8.599 | 15.824 | 26.987 | 41.505 | 57.564 | 66.303 | 71.980 |
| Time in analyzed loops (%) | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 99.9 | 99.8 | 99.8 |
| Time in analyzed innermost loops (%) | 78.8 | 78.7 | 78.6 | 79.1 | 78.6 | 78.8 | 78.8 | 78.6 |
| Time in user code (%) | 100 | 100.0 | 100.0 | 100.0 | 100.0 | 99.9 | 99.8 | 99.8 |
| Compilation Options Score (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Array Access Efficiency (%) | 25.0 | 25.0 | 25.0 | 25.0 | 25.0 | 25.0 | 25.0 | 25.0 |
|
| Potential Speedups |  |
| Perfect Flow Complexity | 1.00 | 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 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.05 | 1.14 | 1.33 | 1.68 | 2.43 | 3.16 | 3.91 |
| Scalability - Gap | 1.00 | 1.05 | 1.14 | 1.33 | 1.72 | 2.46 | 3.21 | 3.98 |
| No Scalar Integer | Potential Speedup | 1.15 | 1.15 | 1.16 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| FP Vectorised | Potential Speedup | 1.63 | 1.63 | 1.63 | 1.63 | 1.63 | 1.63 | 1.63 | 1.63 |
| Nb Loops to get 80% | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| Fully Vectorised | Potential Speedup | 4.63 | 4.63 | 4.63 | 4.62 | 4.62 | 4.61 | 4.60 | 4.59 |
| Nb Loops to get 80% | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| Only FP Arithmetic | Potential Speedup | 1.17 | 1.17 | 1.17 | 1.17 | 1.17 | 1.17 | 1.17 | 1.17 |
| Nb Loops to get 80% | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| Source Object | Issue |
| ▼kmeans-gcc-O3-funroll-soa– | |
| ▼main_soa.cpp– | |
| ○ | |
| r0 | r1 | r2 | r3 | r4 | r5 | r6 | r7 |
| Experiment Name | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 | K-Means scalability gcc-O3-funroll-soa 100000000 |
| Application | ./kmeans/kmeans-gcc-O3-funroll-soa | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Timestamp | 2025-07-07 10:52:53 | same as r0 | 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 | 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 | same as r0 |
| Architecture | aarch64 | same as r0 | 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 | 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 | same as r0 |
| OS Version | Linux 6.8.0-1030-aws #32-Ubuntu SMP Wed May 28 19:33:40 UTC 2025 | same as r0 | 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 | 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 | same as r0 |
| Compilation Options |
kmeans-gcc-O3-funroll-soa: GNU C++14 14.2.0 -mlittle-endian -mabi=lp64 -mcpu=neoverse-v1+sm4+crc+aes+sha3 -g -O3 -std=c++14 -fno-omit-frame-pointer -fopenmp -funroll-loops | same as r0 | 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 | same as r0 |
| Number of threads observed | 1 | 2 | 4 | 8 | 16 | 32 | 48 | 64 |
| Frequency Driver | NA | same as r0 | 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 | same as r0 |
| Huge Pages | madvise | same as r0 | 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 | 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 | 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 | 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 | same as r0 |
| MAQAO build | d6222087d529d549c11e227a1cd513200c205d3a::20250704-175912 | same as r0 | 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 | same as r0 |