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| Metric | r0 | r1 | r2 | r3 | r4 | r5 | r6 | r7 | r8 | r9 | r10 | r11 | r12 | r13 | r14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total Time (s) | 18.79 | 10.53 | 6.39 | 4.33 | 3.32 | 3.06 | 2.90 | 2.81 | 2.75 | 2.73 | 2.68 | 2.65 | 2.64 | 2.65 | 2.65 | |
| Max (Thread Active Time) (s) | 17.29 | 9.08 | 4.88 | 2.79 | 1.85 | 1.58 | 1.31 | 1.24 | 1.22 | 1.18 | 1.08 | 1.12 | 1.05 | 1.11 | 1.00 | |
| Average Active Time (s) | 17.29 | 8.76 | 4.45 | 2.32 | 1.26 | 0.97 | 0.80 | 0.70 | 0.63 | 0.58 | 0.54 | 0.51 | 0.48 | 0.47 | 0.46 | |
| Activity Ratio (%) | 92.0 | 91.1 | 88.4 | 84.4 | 78.1 | 73.9 | 70.5 | 68.4 | 66.2 | 63.9 | 61.6 | 60.8 | 57.7 | 58.1 | 57.2 | |
| Average number of active threads | 0.920 | 1.664 | 2.784 | 4.283 | 6.086 | 7.578 | 8.777 | 10.018 | 11.066 | 11.945 | 12.829 | 13.971 | 14.480 | 15.666 | 16.798 | |
| Affinity Stability (%) | 99.9 | 89.3 | 87.4 | 84.0 | 80.0 | 77.6 | 75.6 | 73.6 | 72.3 | 70.3 | 69.4 | 68.2 | 66.7 | 66.5 | 65.2 | |
| Time in analyzed loops (%) | 98.4 | 97.1 | 95.2 | 91.1 | 84.5 | 79.2 | 76.5 | 70.7 | 67.2 | 64.2 | 64.1 | 59.6 | 56.8 | 55.4 | 52.2 | |
| Time in analyzed innermost loops (%) | 95.5 | 94.7 | 93.1 | 88.1 | 82.1 | 78.1 | 75.0 | 69.3 | 65.7 | 62.8 | 62.8 | 59.2 | 55.4 | 54.1 | 50.6 | |
| Time in user code (%) | 98.6 | 97.5 | 95.6 | 91.7 | 84.9 | 79.6 | 76.8 | 71.1 | 67.5 | 64.5 | 64.4 | 59.8 | 57.1 | 55.7 | 52.6 | |
| Compilation Options Score (%) | 99.8 | 99.7 | 99.7 | 99.7 | 99.7 | 99.6 | 99.4 | 99.5 | 99.5 | 99.2 | 99.3 | 99.3 | 99.4 | 99.0 | 99.1 | |
| Array Access Efficiency (%) | 73.7 | 73.6 | 73.8 | 73.8 | 73.7 | 73.8 | 74.0 | 73.9 | 74.1 | 74.1 | 74.0 | 73.9 | 73.8 | 74.0 | 73.8 | |
| 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 | 1.00 | 1.01 | 1.01 | 1.01 | 1.01 | 1.02 | 1.00 | 1.02 | 1.02 | 1.04 | 1.05 | 1.08 | |
| Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution | 1.00 | 1.05 | 1.13 | 1.29 | 1.70 | 2.03 | 2.11 | 2.45 | 2.81 | 3.10 | 3.09 | 3.62 | 3.80 | 4.17 | 4.03 | |
| Scalability - Gap | 1.00 | 1.12 | 1.36 | 1.84 | 2.83 | 3.91 | 4.94 | 5.99 | 7.04 | 8.14 | 9.13 | 10.16 | 11.26 | 12.39 | 13.56 | |
| No Scalar Integer | Potential Speedup | 1.01 | 1.01 | 1.01 | 1.02 | 1.01 | 1.00 | 1.01 | 1.01 | 1.01 | 1.01 | 1.01 | 1.00 | 1.01 | 1.00 | 1.01 |
| Nb Loops to get 80% | 3 | 2 | 2 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 3 | 3 | |
| FP Vectorised | Potential Speedup | 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 |
| Nb Loops to get 80% | 4 | 3 | 3 | 3 | 3 | 3 | 2 | 3 | 1 | 2 | 2 | 2 | 2 | 1 | 2 | |
| Fully Vectorised | Potential Speedup | 1.78 | 1.76 | 1.73 | 1.68 | 1.60 | 1.54 | 1.52 | 1.47 | 1.44 | 1.41 | 1.41 | 1.34 | 1.34 | 1.33 | 1.30 |
| Nb Loops to get 80% | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| Only FP Arithmetic | Potential Speedup | 4.26 | 4.07 | 3.81 | 3.44 | 2.88 | 2.57 | 2.48 | 2.20 | 2.09 | 1.99 | 1.97 | 1.83 | 1.76 | 1.74 | 1.65 |
| Nb Loops to get 80% | 3 | 3 | 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| Source Object | Issue |
|---|---|
| ▼libllama.so | |
| ▼hashtable.h | |
| ○ | -mcpu=native is missing. |
| ▼llama-model.cpp | |
| ○ | -mcpu=native is missing. |
| ▼llama-kv-cache.cpp | |
| ○ | -mcpu=native is missing. |
| ▼llama-vocab.cpp | |
| ○ | -mcpu=native is missing. |
| ▼llama-impl.cpp | |
| ○ | -mcpu=native is missing. |
| ▼llama-arch.cpp | |
| ○ | -mcpu=native is missing. |
| ▼hashtable_policy.h | |
| ○ | -mcpu=native is missing. |
| ▼vector.tcc | |
| ○ | -mcpu=native is missing. |
| ▼unicode.cpp | |
| ○ | -mcpu=native is missing. |
| ▼stl_pair.h | |
| ○ | -mcpu=native is missing. |
| ▼std_function.h | |
| ○ | -mcpu=native is missing. |
| ▼libggml-cpu.so | |
| ▼vec.cpp | |
| ○ | |
| ▼traits.cpp | |
| ○ | |
| ▼kernels.cpp | |
| ○ | |
| ▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c | |
| ○ | |
| ▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c | |
| ○ | |
| ▼kleidiai.cpp | |
| ○ | |
| ▼ops.cpp | |
| ○ | |
| ▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c | |
| ○ | |
| ▼binary-ops.cpp | |
| ○ | |
| ▼ggml-cpu.c | |
| ○ | |
| ▼quants.c | |
| ○ | |
| ▼libggml-base.so | |
| ▼ggml-quants.c | |
| ○ | -mcpu=native is missing. |
| ▼ggml.c | |
| ○ | -mcpu=native is missing. |
| ▼stl_construct.h | |
| ○ | -mcpu=native is missing. |
| ▼gguf.cpp | |
| ○ | -mcpu=native is missing. |
| ▼ggml-threading.cpp | |
| ○ | -mcpu=native is missing. |
| ▼[vdso] | |
| ▼ | |
| ○ | -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. |
| ▼exec | |
| ▼basic_string.h | |
| ○ | -mcpu=native is missing. |
| ▼stl_uninitialized.h | |
| ○ | -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/176-399-5611/llama.cpp/run/oneview_runs/defaults/orig/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 | 2025-11-24 14:59:42 | 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-cpu.so: Arm Toolchain for Linux 21.1 clang version 21.1.1 (https://github.com/arm/arm-toolchain.git 8406e267866a1511ab7f7d56ef7361208c0d44ae) /opt/arm/arm-toolchain-for-linux/bin/clang-21 -frtlib-add-rpath -fveclib=ArmPL -mllvm -gvn-add-phi-translation=1 -mllvm -store-to-load-forwarding-conflict-detection=0 -D GGML_BACKEND_BUILD -D GGML_BACKEND_SHARED -D GGML_SCHED_MAX_COPIES=4 -D GGML_SHARED -D GGML_USE_CPU_KLEIDIAI -D GGML_USE_CPU_REPACK -D GGML_USE_LLAMAFILE -D GGML_USE_OPENMP -D _GNU_SOURCE -D _XOPEN_SOURCE=600 -D ggml_cpu_EXPORTS -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/llama.cpp/ggml/src/.. -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/llama.cpp/ggml/src/. -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/llama.cpp/ggml/src/ggml-cpu -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai/ukernels -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai/ukernels/matmul -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/build/_deps/kleidiai_download-src/kai/ukernels/matmul/pack -I /home/eoseret/Tools/QaaS/qaas_runs/ip-172-31-35-140.ec2.internal/176-399-5611/llama.cpp/build/llama.cpp/ggml/src/../include -O3 -g -fno-omit-frame-pointer -fcf-protection=none -no-pie -grecord-command-line -O3 -D NDEBUG -std=gnu11 -fPIC -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wunreachable-code-break -Wunreachable-code-return -Wdouble-promotion -mcpu=native+dotprod+i8mm+sve+nosme -fopenmp=libomp -mcpu=native+dotprod+i8mm+sve+nosme -MD -MT ggml/src/CMakeFiles/ggml-cpu.dir/__/__/_deps/kleidiai_download-src/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c.o -MF 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| 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 armclang | 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 |