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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) | 179.66 | 118.01 | 87.23 | 71.90 | 64.09 | 60.45 | 59.07 |
| Max (Thread Active Time) (s) | 118.47 | 59.22 | 29.63 | 14.84 | 7.43 | 3.76 | 1.93 |
| Average Active Time (s) | 118.47 | 59.20 | 29.62 | 14.82 | 7.42 | 3.73 | 1.86 |
| Activity Ratio (%) | 65.9 | 65.8 | 65.7 | 65.3 | 64.8 | 63.7 | 50.3 |
| Average number of active threads | 0.659 | 1.003 | 1.358 | 1.649 | 1.852 | 1.976 | 2.018 |
| Affinity Stability (%) | 68.5 | 68.4 | 68.4 | 68.2 | 67.7 | 67.0 | 71.4 |
| GFLOPS | 16.9 E-3 | 16.6 E-3 | 21.9 E-3 | 32.1 E-3 | 53.2 E-3 | 97.1 E-3 | 0.205 |
| Time in analyzed loops (%) | 100.0 | 100.0 | 99.9 | 99.9 | 99.9 | 99.8 | 76.8 |
| Time in analyzed innermost loops (%) | 93.9 | 93.9 | 94.0 | 93.9 | 94.1 | 94.1 | 72.4 |
| Time in user code (%) | 100 | 100.0 | 99.9 | 99.9 | 99.9 | 99.8 | 76.8 |
| Compilation Options Score (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Array Access Efficiency (%) | 100.0 | 100.0 | 100.0 | 99.9 | 99.7 | 98.7 | 95.6 |
|
| 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 | 1.00 | 1.00 | 1.00 | 1.19 |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.01 | 1.35 |
| Scalability - Gap | 1.00 | 1.31 | 1.94 | 3.20 | 5.71 | 10.77 | 21.04 |
| No Scalar Integer | Potential Speedup | 1.05 | 1.05 | 1.05 | 1.05 | 1.05 | 1.06 | 1.06 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 2 |
| FP Vectorised | Potential Speedup | 1.84 | 1.84 | 1.84 | 1.84 | 1.83 | 1.81 | 1.49 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Fully Vectorised | Potential Speedup | 4.38 | 4.37 | 4.37 | 4.36 | 4.36 | 4.36 | 2.46 |
| Nb Loops to get 80% | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| Only FP Arithmetic | Potential Speedup | 1.05 | 1.05 | 1.05 | 1.05 | 1.05 | 1.06 | 1.07 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 2 | 2 |
| 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 | 2025-08-12 14:09:04 | 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 6.14.0-1010-aws #10~24.04.1-Ubuntu SMP Fri Jul 18 20:39:43 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 -Wall -std=c++14 -g -fno-omit-frame-pointer -fopenmp -Ofast -grecord-command-line -march=native -mcpu=native -c -o main.o main.cpp GNU C17 14.2.0 -mlittle-endian -mabi=lp64 -g -g -g -O2 -O2 -O2 -fbuilding-libgcc -fno-stack-protector -fPIC | 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 | 2025.1.2 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| MAQAO build | 7076967d3502a2d74409cf402702d5c5c2847726::20250729-175200 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Comments | K-MEANS SOA 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 |