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| Metric | r0 | r1 | r2 | r3 | r4 | r5 | r6 | r7 | r8 | r9 | r10 | r11 | r12 | r13 | r14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total Time (s) | 231.77 | 117.19 | 59.87 | 31.24 | 17.16 | 13.59 | 11.32 | 10.15 | 9.33 | 8.82 | 8.28 | 9.00 | 7.92 | 8.54 | 8.44 | |
| Max (Thread Active Time) (s) | 230.83 | 116.26 | 58.97 | 30.25 | 16.12 | 12.46 | 10.09 | 8.87 | 7.89 | 7.44 | 6.74 | 7.28 | 6.14 | 6.73 | 6.51 | |
| Average Active Time (s) | 230.83 | 116.10 | 58.72 | 29.99 | 15.83 | 12.17 | 9.82 | 8.57 | 7.61 | 7.10 | 6.41 | 6.99 | 5.79 | 6.32 | 6.18 | |
| Activity Ratio (%) | 99.6 | 99.4 | 99.2 | 98.5 | 96.9 | 95.5 | 93.8 | 92.3 | 90.1 | 89.5 | 86.7 | 86.2 | 82.4 | 82.7 | 81.7 | |
| Average number of active threads | 0.996 | 1.981 | 3.923 | 7.682 | 14.756 | 21.482 | 27.745 | 33.741 | 39.151 | 45.068 | 49.587 | 55.902 | 58.550 | 65.138 | 70.215 | |
| Affinity Stability (%) | 100.0 | 99.8 | 99.6 | 99.1 | 98.2 | 97.6 | 97.0 | 96.6 | 96.2 | 95.7 | 95.4 | 96.0 | 95.2 | 95.6 | 95.5 | |
| Time in analyzed loops (%) | 99.4 | 99.2 | 98.8 | 97.9 | 95.0 | 92.6 | 91.1 | 87.8 | 85.6 | 83.1 | 82.6 | 81.4 | 78.3 | 76.2 | 74.9 | |
| Time in analyzed innermost loops (%) | 98.1 | 97.9 | 97.4 | 96.6 | 93.7 | 91.4 | 90.0 | 86.7 | 84.5 | 82.1 | 81.6 | 80.5 | 77.3 | 75.3 | 74.0 | |
| Time in user code (%) | 99.6 | 99.4 | 99.1 | 98.2 | 95.3 | 93.1 | 91.5 | 88.2 | 85.9 | 83.7 | 83.0 | 83.0 | 78.9 | 77.5 | 76.5 | |
| Compilation Options Score (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |
| Array Access Efficiency (%) | 78.4 | 78.4 | 78.4 | 78.4 | 78.4 | 77.5 | 78.4 | 78.4 | 78.3 | 77.4 | 78.3 | 68.8 | 77.4 | 69.3 | 68.8 | |
| Potential Speedups | ||||||||||||||||
| Perfect Flow Complexity | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 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 | 1.01 | 1.04 | 1.06 | 1.07 | 1.11 | 1.12 | 1.16 | 1.17 | 1.14 | 1.20 | 1.25 | 1.22 | |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.00 | 1.01 | 1.02 | 1.06 | 1.09 | 1.12 | 1.17 | 1.20 | 1.24 | 1.26 | 1.25 | 1.33 | 1.36 | 1.37 | |
| Scalability - Gap | 1.00 | 1.01 | 1.03 | 1.08 | 1.18 | 1.41 | 1.56 | 1.75 | 1.93 | 2.13 | 2.29 | 2.80 | 2.73 | 3.24 | 3.50 | |
| No Scalar Integer | Potential Speedup | 1.18 | 1.18 | 1.18 | 1.17 | 1.17 | 1.16 | 1.16 | 1.15 | 1.15 | 1.14 | 1.14 | 1.16 | 1.13 | 1.14 | 1.14 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | |
| FP Vectorised | Potential Speedup | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.01 | 1.00 | 1.00 | 1.00 | 1.01 | 1.00 | 1.04 | 1.01 | 1.03 | 1.04 |
| Nb Loops to get 80% | 3 | 4 | 5 | 3 | 4 | 2 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 1 | 1 | |
| Fully Vectorised | Potential Speedup | 1.70 | 1.70 | 1.69 | 1.68 | 1.65 | 1.60 | 1.61 | 1.57 | 1.55 | 1.51 | 1.52 | 1.38 | 1.47 | 1.35 | 1.34 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | |
| Only FP Arithmetic | Potential Speedup | 3.34 | 3.33 | 3.31 | 3.23 | 3.02 | 2.68 | 2.79 | 2.62 | 2.51 | 2.29 | 2.38 | 1.54 | 2.12 | 1.51 | 1.48 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | |
| Source Object | Issue |
|---|---|
| ▼libllama.so | |
| ▼hashtable.h | |
| ○ | |
| ▼libggml-cpu.so | |
| ▼binary-ops.cpp | |
| ○ | |
| ▼traits.cpp | |
| ○ | |
| ▼kleidiai.cpp | |
| ○ | |
| ▼ggml-cpu.cpp | |
| ○ | |
| ▼ops.cpp | |
| ○ | |
| ▼vec.cpp | |
| ○ | |
| ▼ggml-cpu.c | |
| ○ | |
| ▼quants.c | |
| ○ | |
| ▼libggml-base.so | |
| ▼ggml.c | |
| ○ | |
| ▼exec | |
| ▼ | |
| ○ | -g is missing for some functions (possibly ones added by the compiler), it is needed to have more accurate reports. Other recommended flags are: -O2/-O3, -march=(target) |
| ○ | -O2, -O3 or -Ofast is missing. |
| ○ | -mcpu=native is missing. |
| r0 | r1 | r2 | r3 | r4 | r5 | r6 | r7 | r8 | r9 | r10 | r11 | r12 | r13 | r14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Application | /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-409-9406/llama.cpp/run/binaries/gcc_1/exec | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Timestamp | 2025-11-26 15:45:07 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Experiment Type | MPI; | MPI; OpenMP; | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 | same as r1 |
| Machine | ip-172-31-35-140.ec2.internal | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | 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 | 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_V2 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | 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 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| OS Version | Linux 6.1.158-178.288.amzn2023.aarch64 #1 SMP Mon Nov 3 18:38:05 UTC 2025 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | 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 | 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_V2 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Compilation Options | libggml-base.so: GNU C11 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -std=gnu11 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC libggml-cpu.so: GNU C11 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -std=gnu11 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC -fopenmp libllama.so: GNU C++17 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | exec: N/A libggml-base.so: GNU C11 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -std=gnu11 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC libggml-cpu.so: GNU C11 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -std=gnu11 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC -fopenmp libllama.so: GNU C++17 11.5.0 20240719 (Red Hat 11.5.0-5) -mcpu=neoverse-v2 -mlittle-endian -mabi=lp64 -g -O3 -O3 -O3 -funroll-loops -ffast-math -fno-omit-frame-pointer -fcf-protection=none -fno-finite-math-only -fPIC | same as r0 | 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 | 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 | 24 | 32 | 40 | 48 | 56 | 64 | 72 | 80 | 88 | 96 |
| Frequency Driver | NA | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | 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 | 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 | 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 | 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 | 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 | 96 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| MAQAO version | 2025.1.3 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| MAQAO build | b489783858807c9a72e0923fd7b399a22c81991c::20251024-122946 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |
| Comments | OV scalability run using gcc_1 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 | same as r0 |