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| Metric | r0 | r1 |
|---|
| Total Time (s) | 95.02 | 79.90 |
| Max (Thread Active Time) (s) | 32.78 | 16.23 |
| Average Active Time (s) | 32.23 | 15.71 |
| Activity Ratio (%) | 81.3 | 63.5 |
| Average number of active threads | 21.707 | 12.582 |
| Affinity Stability (%) | 97.4 | 95.8 |
| GFLOPS | 0.299 | 0.337 |
| Time in analyzed loops (%) | 87.1 | 74.2 |
| Time in analyzed innermost loops (%) | 86.6 | 70.4 |
| Time in user code (%) | 87.1 | 74.2 |
| Compilation Options Score (%) | 50.0 | 100 |
| Array Access Efficiency (%) | 96.7 | 93.5 |
|
| Potential Speedups |  |
| Perfect Flow Complexity | 1.00 | 1.00 |
| Perfect OpenMP/MPI/Pthread/TBB | 1.05 | 1.16 |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.17 | 1.39 |
| No Scalar Integer | Potential Speedup | 2.45 | 1.06 |
| Nb Loops to get 80% | 1 | 2 |
| FP Vectorised | Potential Speedup | 1.07 | 1.27 |
| Nb Loops to get 80% | 1 | 1 |
| Fully Vectorised | Potential Speedup | 2.90 | 1.64 |
| Nb Loops to get 80% | 1 | 2 |
| Only FP Arithmetic | Potential Speedup | 1.53 | 1.08 |
| Nb Loops to get 80% | 1 | 2 |
| Source Object | Issue |
| ▼kmeans-gcc-O3– | |
| ▼main.cpp– | |
| ○ | -mcpu=native is missing. |
| ○ | -funroll-loops is missing. |
| Source Object | Issue |
| ▼kmeans-acfl-Ofast– | |
| ▼main.cpp– | |
| ○ | |
| r0 | r1 |
| Experiment Name | K-Means scalability gcc-O3 100000000 | K-Means scalability acfl-Ofast 100000000 |
| Application | ./kmeans/kmeans-gcc-O3 | ./kmeans/kmeans-acfl-Ofast |
| Timestamp | 2025-08-18 11:52:33 | 2025-08-18 11:54:11 |
| Experiment Type | OpenMP; | same as r0 |
| Machine | ip-172-31-18-66 | same as r0 |
| Architecture | aarch64 | same as r0 |
| Micro Architecture | ARM_NEOVERSE_V1 | same as r0 |
| Model Name | | |
| Cache Size | | |
| Number of Cores | | |
| Maximal Frequency | 0 GHz | 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 |
| Architecture used during static analysis | aarch64 | same as r0 |
| Micro Architecture used during static analysis | ARM_NEOVERSE_V1 | same as r0 |
| Compilation Options |
kmeans-gcc-O3: GNU C++14 14.2.0 -mlittle-endian -mabi=lp64 -g -O3 -std=c++14 -fno-omit-frame-pointer -fopenmp | 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 |
| Number of processes observed | 1 | same as r0 |
| Number of threads observed | 64 | same as r0 |
| Frequency Driver | NA | same as r0 |
| Frequency Governor | NA | same as r0 |
| Huge Pages | madvise | same as r0 |
| Hyperthreading | off | same as r0 |
| Number of sockets | 1 | same as r0 |
| Number of cores per socket | 64 | same as r0 |
| MAQAO version | 2025.1.2 | same as r0 |
| MAQAO build | 3c12046452d68b38e394be5cd9e057265a89bbcf::20250812-175904 | same as r0 |
| Comments | K-MEANS SOA AWS Graviton 3 (Neoverse V1) CPU, 64 threads run, 250 iterations | same as r0 |