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- r0: run_1_thread
- r1: run_2_threads
- r2: run_4_threads
- r3: run_8_threads
- r4: run_10_threads
| Metric | r0 | r1 | r2 | r3 | r4 |
|---|
| Total Time (s) | 346.75 | 220.36 | 156.77 | 126.85 | 119.08 |
| Max (Thread Active Time) (s) | 345.17 | 176.46 | 92.12 | 51.66 | 41.77 |
| Average Active Time (s) | 345.17 | 155.32 | 76.36 | 42.49 | 34.25 |
| Activity Ratio (%) | 99.5 | 87.6 | 82.5 | 81.9 | 81.6 |
| Average number of active threads | 0.995 | 1.410 | 1.948 | 2.680 | 2.877 |
| Affinity Stability (%) | 75.2 | 75.5 | 76.6 | 78.8 | 79.0 |
| GFLOPS | 2.935 | 4.703 | 6.815 | 8.784 | 9.752 |
| Time in analyzed loops (%) | 100.0 | 98.7 | 97.4 | 90.5 | 92.7 |
| Time in analyzed innermost loops (%) | 99.0 | 97.7 | 96.5 | 89.6 | 91.7 |
| Time in user code (%) | 100 | 98.7 | 97.4 | 90.5 | 92.7 |
| Compilation Options Score (%) | 75.0 | 75.0 | 75.0 | 75.0 | 75.0 |
| Array Access Efficiency (%) | 100 | 100 | 100 | 100 | 100 |
|
| Potential Speedups |  |
| Perfect Flow Complexity | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Perfect OpenMP/MPI/Pthread/TBB | 1.00 | 1.03 | 1.03 | 1.11 | 1.15 |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.15 | 1.24 | 1.34 | 1.32 |
| Scalability - Gap | 1.00 | 1.27 | 1.81 | 2.93 | 3.43 |
| No Scalar Integer | Potential Speedup | 1.18 | 1.18 | 1.18 | 1.16 | 1.17 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 |
| FP Vectorised | Potential Speedup | 2.16 | 2.13 | 2.10 | 1.94 | 1.99 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 |
| Fully Vectorised | Potential Speedup | 5.02 | 4.77 | 4.55 | 3.63 | 3.87 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 |
| Only FP Arithmetic | Potential Speedup | 1.25 | 1.25 | 1.25 | 1.23 | 1.23 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 |
| Source Object | Issue |
| ▼kmeans-gcc-Ofast– | |
| ▼main.cpp– | |
| ○ | -funroll-loops is missing. |
| Source Object | Issue |
| ▼kmeans-gcc-Ofast– | |
| ▼main.cpp– | |
| ○ | -funroll-loops is missing. |
| Source Object | Issue |
| ▼kmeans-gcc-Ofast– | |
| ▼main.cpp– | |
| ○ | -funroll-loops is missing. |
| Source Object | Issue |
| ▼kmeans-gcc-Ofast– | |
| ▼main.cpp– | |
| ○ | -funroll-loops is missing. |
| Source Object | Issue |
| ▼kmeans-gcc-Ofast– | |
| ▼main.cpp– | |
| ○ | -funroll-loops is missing. |
| r0 | r1 | r2 | r3 | r4 |
| Experiment Name | K-Means scalability gcc-Ofast 100000000 | K-Means scalability gcc-Ofast 100000000 | K-Means scalability gcc-Ofast 100000000 | K-Means scalability gcc-Ofast 100000000 | K-Means scalability gcc-Ofast 100000000 |
| Application | ./kmeans/kmeans-gcc-Ofast | same as r0 | same as r0 | same as r0 | same as r0 |
| Timestamp | 2025-08-12 12:47:34 | 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 |
| Machine | otterfall | same as r0 | same as r0 | same as r0 | same as r0 |
| Architecture | x86_64 | same as r0 | same as r0 | same as r0 | same as r0 |
| Micro Architecture | SKYLAKE | same as r0 | same as r0 | same as r0 | same as r0 |
| Model Name | Intel(R) Xeon(R) Silver 4210R CPU @ 2.40GHz | same as r0 | same as r0 | same as r0 | same as r0 |
| Cache Size | 14080 KB | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of Cores | 10 | same as r0 | same as r0 | same as r0 | same as r0 |
| Maximal Frequency | 2.4 GHz | same as r0 | same as r0 | same as r0 | same as r0 |
| OS Version | Linux 6.15.3-arch1-1 #1 SMP PREEMPT_DYNAMIC Thu, 19 Jun 2025 14:41:19 +0000 | same as r0 | same as r0 | same as r0 | same as r0 |
| Architecture used during static analysis | x86_64 | same as r0 | same as r0 | same as r0 | same as r0 |
| Micro Architecture used during static analysis | SKYLAKE | same as r0 | same as r0 | same as r0 | same as r0 |
| Compilation Options |
kmeans-gcc-Ofast: GNU C++14 13.3.1 20241125 -march=cascadelake -mtune=cascadelake -g -Ofast -std=c++14 -fno-omit-frame-pointer -fopenmp | 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 |
| Number of threads observed | 1 | 2 | 4 | 8 | 10 |
| Frequency Driver | intel_pstate | same as r0 | same as r0 | same as r0 | same as r0 |
| Frequency Governor | powersave | same as r0 | same as r0 | same as r0 | same as r0 |
| Huge Pages | always | 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 |
| Number of sockets | 1 | same as r0 | same as r0 | same as r0 | same as r0 |
| Number of cores per socket | 10 | 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 |
| MAQAO build | 7076967d3502a2d74409cf402702d5c5c2847726::20250729-175200 | same as r0 | same as r0 | same as r0 | same as r0 |
| Comments | Intel Xeon 4210R (Cascade Lake CPU), 1-10 threads runs | same as r0 | same as r0 | same as r0 | same as r0 |