| Run 1x6 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 6I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
|---|---|
| Run 1x72 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 72I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x96 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 96I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x120 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 120I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x128 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 128I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x144 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 144I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x168 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 168I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Run 1x192 | Number processes: 1Number nodes: 1Run Command: <executable> -m meta-llama-3.1-8b-instruct-Q8_0.gguf -no-cnv -t 192 -n 512 -p "what is a LLM?" --seed 0MPI Command: mpirun -n <number_processes> Dataset: Run Directory: /beegfs/hackathon/users/eoseret/qaas_runs_test/175-924-9259/intel/llama.cpp/run/oneview_runs/multicore/aocc_4/oneview_run_1759256241OMP_NUM_THREADS: 192I_MPI_PIN_ORDER: bunchOMP_DISPLAY_AFFINITY: TRUEOMP_PROC_BIND: spreadOMP_AFFINITY_FORMAT: 'OMP: pid %P tid %i thread %n bound to OS proc set {%A}'OMP_DISPLAY_ENV: TRUEI_MPI_PIN_DOMAIN: autoI_MPI_DEBUG: 4OMP_PLACES: threads |
| Loop id | Source Location | Source Function | Level | Max Thread Time / Walltime 1x6 (%) | Max Thread Time / Walltime 1x72 (%) | Max Thread Time / Walltime 1x96 (%) | Max Thread Time / Walltime 1x120 (%) | Max Thread Time / Walltime 1x128 (%) | Max Thread Time / Walltime 1x144 (%) | Max Thread Time / Walltime 1x168 (%) | Max Thread Time / Walltime 1x192 (%) | Exclusive Coverage 1x6 (%) | Exclusive Coverage 1x72 (%) | Exclusive Coverage 1x96 (%) | Exclusive Coverage 1x120 (%) | Exclusive Coverage 1x128 (%) | Exclusive Coverage 1x144 (%) | Exclusive Coverage 1x168 (%) | Exclusive Coverage 1x192 (%) | Inclusive Coverage 1x6 (%) | Inclusive Coverage 1x72 (%) | Inclusive Coverage 1x96 (%) | Inclusive Coverage 1x120 (%) | Inclusive Coverage 1x128 (%) | Inclusive Coverage 1x144 (%) | Inclusive Coverage 1x168 (%) | Inclusive Coverage 1x192 (%) | Max Exclusive Time Over Threads 1x6 (s) | Max Exclusive Time Over Threads 1x72 (s) | Max Exclusive Time Over Threads 1x96 (s) | Max Exclusive Time Over Threads 1x120 (s) | Max Exclusive Time Over Threads 1x128 (s) | Max Exclusive Time Over Threads 1x144 (s) | Max Exclusive Time Over Threads 1x168 (s) | Max Exclusive Time Over Threads 1x192 (s) | Max Inclusive Time Over Threads 1x6 (s) | Max Inclusive Time Over Threads 1x72 (s) | Max Inclusive Time Over Threads 1x96 (s) | Max Inclusive Time Over Threads 1x120 (s) | Max Inclusive Time Over Threads 1x128 (s) | Max Inclusive Time Over Threads 1x144 (s) | Max Inclusive Time Over Threads 1x168 (s) | Max Inclusive Time Over Threads 1x192 (s) | Exclusive Time w.r.t. Wall Time 1x6 (s) | Exclusive Time w.r.t. Wall Time 1x72 (s) | Exclusive Time w.r.t. Wall Time 1x96 (s) | Exclusive Time w.r.t. Wall Time 1x120 (s) | Exclusive Time w.r.t. Wall Time 1x128 (s) | Exclusive Time w.r.t. Wall Time 1x144 (s) | Exclusive Time w.r.t. Wall Time 1x168 (s) | Exclusive Time w.r.t. Wall Time 1x192 (s) | Inclusive Time w.r.t. Wall Time 1x6 (s) | Inclusive Time w.r.t. Wall Time 1x72 (s) | Inclusive Time w.r.t. Wall Time 1x96 (s) | Inclusive Time w.r.t. Wall Time 1x120 (s) | Inclusive Time w.r.t. Wall Time 1x128 (s) | Inclusive Time w.r.t. Wall Time 1x144 (s) | Inclusive Time w.r.t. Wall Time 1x168 (s) | Inclusive Time w.r.t. Wall Time 1x192 (s) | Nb Threads 1x6 | Nb Threads 1x72 | Nb Threads 1x96 | Nb Threads 1x120 | Nb Threads 1x128 | Nb Threads 1x144 | Nb Threads 1x168 | Nb Threads 1x192 | GFLOPS 1x6 | GFLOPS 1x72 | GFLOPS 1x96 | GFLOPS 1x120 | GFLOPS 1x128 | GFLOPS 1x144 | GFLOPS 1x168 | GFLOPS 1x192 | Vectorization Ratio (%) | Vector Length Use (%) | Speedup If No Scalar Integer | Speedup If FP Vectorized | Speedup If Fully Vectorized | Speedup If Perfect Load Balancing 1x6 | Speedup If Perfect Load Balancing 1x72 | Speedup If Perfect Load Balancing 1x96 | Speedup If Perfect Load Balancing 1x120 | Speedup If Perfect Load Balancing 1x128 | Speedup If Perfect Load Balancing 1x144 | Speedup If Perfect Load Balancing 1x168 | Speedup If Perfect Load Balancing 1x192 | Stride 0 | Stride 1 | Stride n | Stride Unknown | Stride Indirect | Array Access Efficiency | (1x6) Efficiency | (1x6) Potential Speed-Up (%) | (1x72) Efficiency | (1x72) Potential Speed-Up (%) | (1x96) Efficiency | (1x96) Potential Speed-Up (%) | (1x120) Efficiency | (1x120) Potential Speed-Up (%) | (1x128) Efficiency | (1x128) Potential Speed-Up (%) | (1x144) Efficiency | (1x144) Potential Speed-Up (%) | (1x168) Efficiency | (1x168) Potential Speed-Up (%) | (1x192) Efficiency | (1x192) Potential Speed-Up (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 548 | libggml-cpu.so - mmq.cpp:1570-1597 [...] | ggml_backend_amx_mul_mat(ggml_compute_params const*, ggml_tensor*)::$_1::operator()(int, int) const::{lambda()#1}::operator()() const | Single | 34.20 | 34.18 | 30.62 | 35.11 | 32.50 | 32.28 | 35.61 | 37.39 | 22.71 | 23.32 | 24.81 | 24.61 | 22.95 | 24.35 | 24.16 | 24.89 | 22.71 | 23.32 | 24.81 | 24.61 | 22.95 | 24.35 | 24.16 | 24.89 | 12.11 | 11.97 | 10.53 | 12.36 | 11.25 | 11.23 | 12.58 | 13.34 | 12.11 | 11.97 | 10.53 | 12.36 | 11.25 | 11.23 | 12.58 | 13.34 | 4.05 | 4.06 | 4.20 | 4.41 | 3.92 | 4.20 | 4.25 | 4.55 | 4.05 | 4.06 | 4.20 | 4.41 | 3.92 | 4.20 | 4.25 | 4.55 | 183 | 183 | 183 | 183 | 183 | 183 | 183 | 183 | 88.76 | 88.52 | 85.49 | 81.44 | 91.68 | 85.47 | 84.49 | 78.88 | NA | NA | NA | NA | NA | 2.94 | 2.87 | 2.44 | 2.72 | 2.79 | 2.59 | 2.86 | 2.83 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1 | 0.06 | 0.96 | 0.92 | 0.92 | 2.02 | 1.03 | 0 | 0.96 | 0.91 | 0.95 | 1.16 | 0.89 | 2.77 |
| 713 | libggml-cpu.so - mmq.cpp:520-2488 [...] | ggml_backend_amx_mul_mat(ggml_compute_params const*, ggml_tensor*)::$_2::operator()(int, int) const::{lambda()#1}::operator()() const | InBetween | 0.13 | 0.13 | 0.16 | 0.13 | 0.13 | 0.13 | 0.11 | 0.11 | 0.10 | 0.09 | 0.10 | 0.09 | 0.10 | 0.09 | 0.08 | 0.09 | 0.11 | 0.10 | 0.11 | 0.10 | 0.11 | 0.10 | 0.09 | 0.09 | 0.04 | 0.05 | 0.05 | 0.04 | 0.05 | 0.05 | 0.04 | 0.04 | 0.05 | 0.05 | 0.06 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 150 | 150 | 148 | 149 | 148 | 149 | 149 | 149 | 283.33 | 300.14 | 280.83 | 301.08 | 272.32 | 305.97 | 333.06 | 313.19 | NA | NA | NA | NA | NA | 2.13 | 2.22 | 2.5 | 2.21 | 2.03 | 2.3 | 2.16 | 2.02 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.05 | 0 | 0.99 | 0 | 1.06 | 0 | 0.98 | 0 | 1.1 | 0 | 1.17 | 0 | 1.09 | 0 |
| 1232 | libggml-cpu.so - vec.cpp:311-316 | ggml_vec_dot_f16 | Single | 0.30 | 0.41 | 0.33 | 0.47 | 0.33 | 0.46 | 0.62 | 0.64 | 0.06 | 0.09 | 0.07 | 0.12 | 0.07 | 0.10 | 0.13 | 0.12 | 0.06 | 0.09 | 0.07 | 0.12 | 0.07 | 0.10 | 0.13 | 0.12 | 0.11 | 0.14 | 0.12 | 0.17 | 0.12 | 0.16 | 0.22 | 0.23 | 0.11 | 0.14 | 0.12 | 0.17 | 0.12 | 0.16 | 0.22 | 0.23 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 32 | 32 | 32 | 32 | 32 | 33 | 32 | 32 | 2190.04 | 1541.04 | 1843.41 | 1058.52 | 2007.16 | 1309.84 | 947.92 | 965.18 | NA | NA | NA | NA | NA | 1.57 | 1.65 | 1.57 | 1.33 | 1.63 | 1.67 | 1.63 | 1.72 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 0.77 | 0.02 | 0.92 | 0.01 | 0.55 | 0.05 | 0.96 | 0 | 0.69 | 0.03 | 0.5 | 0.06 | 0.51 | 0.06 |
| 2304 | libggml-cpu.so - vec.h:491-497 | ggml_compute_forward_flash_attn_ext | Innermost | 0.27 | 0.37 | 0.31 | 0.41 | 0.36 | 0.42 | 0.58 | 0.52 | 0.06 | 0.08 | 0.07 | 0.10 | 0.06 | 0.09 | 0.11 | 0.11 | 0.06 | 0.08 | 0.07 | 0.10 | 0.06 | 0.09 | 0.11 | 0.11 | 0.10 | 0.13 | 0.10 | 0.14 | 0.13 | 0.15 | 0.20 | 0.19 | 0.10 | 0.13 | 0.10 | 0.14 | 0.13 | 0.15 | 0.20 | 0.19 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 32 | 33 | 32 | 33 | 32 | 32 | 33 | 32 | 720.81 | 812.54 | 942.54 | 879.23 | 810.42 | 868.95 | 846.71 | 830.17 | NA | NA | NA | NA | NA | 1.61 | 1.66 | 1.61 | 1.4 | 2.01 | 1.51 | 1.87 | 1.49 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 0.74 | 0.02 | 0.92 | 0.01 | 0.56 | 0.04 | 0.96 | 0 | 0.63 | 0.04 | 0.53 | 0.05 | 0.48 | 0.06 |
| 2015 | libggml-cpu.so - ops.cpp:6220-6245 [...] | ggml_compute_forward_rope_f32(ggml_compute_params const*, ggml_tensor*, bool) | Innermost | 0.10 | 0.09 | 0.16 | 0.11 | 0.13 | 0.10 | 0.10 | 0.17 | 0.04 | 0.04 | 0.04 | 0.04 | 0.05 | 0.04 | 0.05 | 0.05 | 0.04 | 0.04 | 0.04 | 0.04 | 0.05 | 0.04 | 0.05 | 0.05 | 0.04 | 0.03 | 0.05 | 0.04 | 0.04 | 0.04 | 0.04 | 0.06 | 0.04 | 0.03 | 0.05 | 0.04 | 0.04 | 0.04 | 0.04 | 0.06 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 192 | 192 | 192 | 192 | 192 | 192 | 192 | 192 | 482.69 | 559.49 | 523.88 | 540.25 | 486.45 | 533.24 | 475.37 | 413.02 | 0 | 6.25 | 1 | 1.12 | 4 | 4.65 | 4.52 | 7.76 | 5.95 | 5.9 | 4.83 | 4.45 | 6.66 | 1 | 2 | 0 | 0 | 0 | 100.00 | 1 | 0 | 1.15 | 0 | 1.08 | -0 | 1.14 | 0 | 1 | 0 | 1.06 | -0 | 0.97 | 0 | 0.85 | 0.01 |
| 2294 | libggml-cpu.so - ops.cpp:8759-8881 [...] | ggml_compute_forward_flash_attn_ext | InBetween | 0.17 | 0.20 | 0.17 | 0.17 | 0.22 | 0.20 | 0.24 | 0.14 | 0.04 | 0.04 | 0.04 | 0.03 | 0.04 | 0.04 | 0.04 | 0.03 | 0.09 | 0.11 | 0.10 | 0.13 | 0.10 | 0.13 | 0.15 | 0.15 | 0.06 | 0.07 | 0.06 | 0.06 | 0.07 | 0.07 | 0.09 | 0.05 | 0.15 | 0.18 | 0.14 | 0.19 | 0.16 | 0.20 | 0.28 | 0.21 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 34 | 32 | 35 | 33 | 32 | 32 | 32 | 33 | 1302.84 | 1654.93 | 1643.70 | 1872.04 | 1381.67 | 1862.23 | 1687.78 | 1936.61 | 18.59 | 12.3 | 2.43 | 1.6 | 9.79 | 1.72 | 1.93 | 1.85 | 1.79 | 2.02 | 1.94 | 2.19 | 1.53 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.03 | -0 | 1.06 | -0 | 1.09 | -0 | 1.01 | -0 | 1.04 | -0 | 0.97 | 0 | 1.12 | -0 |
| 399 | libggml-cpu.so - mmq.cpp:303-1392 [...] | void parallel_for<(anonymous namespace)::convert_B_packed_format<block_q8_0, 32>(void*, block_q8_0 const*, int, int)::{lambda(int, int)#1}>(int, (anonymous namespace)::convert_B_packed_format<block_q8_0, 32>(void*, block_q8_0 const*, int,... | Innermost | 0.68 | 0.19 | 0.16 | 0.17 | 0.17 | 0.16 | 0.13 | 0.14 | 0.04 | 0.08 | 0.08 | 0.08 | 0.11 | 0.09 | 0.09 | 0.11 | 0.04 | 0.08 | 0.08 | 0.08 | 0.11 | 0.09 | 0.09 | 0.11 | 0.24 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.05 | 0.05 | 0.24 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.05 | 0.05 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 6 | 69 | 90 | 112 | 128 | 125 | 146 | 172 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 90.91 | 38.76 | 1.47 | 1 | 1.41 | 1.23 | 1.68 | 1.92 | 2.4 | 2.18 | 2.45 | 2.29 | 2.26 | 23 | 0 | 0 | 9 | 0 | 85.94 | 1 | 0 | 0.44 | 0.05 | 0.46 | 0.04 | 0.42 | 0.05 | 0.34 | 0.07 | 0.42 | 0.05 | 0.42 | 0.05 | 0.31 | 0.08 |
| 117 | libggml-cpu.so - ggml-cpu.c:533-2891 [...] | ggml_graph_compute_thread | Single | 0.08 | 0.07 | 0.07 | 0.06 | 0.07 | 0.07 | 0.06 | 0.07 | 0.03 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 118 | 111 | 117 | 119 | 119 | 113 | 115 | 119 | 11.56 | 7.40 | 8.46 | 18.74 | 4.46 | 12.77 | 13.77 | 7.06 | 0 | 9.58 | 1 | 1 | 14.77 | 4.12 | 3.47 | 2.95 | 2.7 | 3.07 | 3.16 | 2.61 | 3.08 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.09 | -0 | 0.88 | 0 | 0.99 | 0 | 0.9 | 0 | 0.98 | 0 | 1 | 0 | 0.91 | 0 |
| 3150 | libggml-cpu.so - quants.c:298-355 [...] | quantize_row_q8_0 | Single | 0.86 | 0.81 | 0.71 | 0.94 | 0.72 | 0.65 | 0.79 | 0.88 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.31 | 0.28 | 0.25 | 0.33 | 0.25 | 0.22 | 0.28 | 0.31 | 0.31 | 0.28 | 0.25 | 0.33 | 0.25 | 0.22 | 0.28 | 0.31 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 857.46 | 927.61 | 1078.10 | 803.62 | 1056.65 | 1181.65 | 951.08 | 845.67 | 60.7 | 29.66 | 1 | 1.31 | 2.68 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 0 | 0 | 0 | 100.00 | 1 | 0 | 1.08 | -0 | 1.26 | -0 | 0.94 | 0 | 1.24 | -0 | 1.38 | -0 | 1.11 | -0 | 0.99 | 0 |
| 2292 | libggml-cpu.so - ops.cpp:8885-8886 [...] | ggml_compute_forward_flash_attn_ext | Innermost | 0.06 | 0.06 | 0.06 | 0.07 | 0.06 | 0.09 | 0.10 | 0.06 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.04 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.04 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 27 | 21 | 24 | 31 | 27 | 28 | 25 | 25 | 0.00 | 0.00 | 0.82 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0 | 6.25 | 1.33 | 1 | 16 | 2.12 | 2.21 | 2.09 | 1.99 | 2.3 | 1.91 | 2.46 | 2.27 | 0 | 2 | 0 | 0 | 1 | 66.67 | 1 | 0 | 1.36 | -0 | 1.12 | -0 | 0.66 | 0 | 1.1 | -0 | 0.59 | 0.01 | 0.73 | 0 | 1.18 | -0 |
| 914 | libggml-cpu.so - binary-ops.cpp:18-32 [...] | ggml_compute_forward_mul | Innermost | 0.65 | 0.39 | 0.52 | 0.67 | 0.64 | 0.68 | 0.51 | 0.39 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.23 | 0.14 | 0.18 | 0.24 | 0.22 | 0.23 | 0.18 | 0.14 | 0.23 | 0.14 | 0.18 | 0.24 | 0.22 | 0.23 | 0.18 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 101.64 | 178.15 | 134.40 | 103.06 | 109.55 | 103.33 | 135.12 | 173.78 | 0 | 6.25 | 1 | 1.06 | 16 | 6.85 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 0 | 3 | 0 | 0 | 0 | 100.00 | 1 | 0 | 1.76 | -0 | 1.32 | -0 | 1.01 | -0 | 1.08 | -0 | 1.02 | -0 | 1.33 | -0 | 1.71 | -0 |
| 1240 | libggml-cpu.so - vec.h:1084-1115 [...] | ggml_vec_swiglu_f32 | Single | 0.45 | 0.47 | 0.36 | 0.50 | 0.51 | 0.43 | 0.35 | 0.43 | 0.01 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.16 | 0.17 | 0.13 | 0.18 | 0.17 | 0.15 | 0.13 | 0.16 | 0.16 | 0.17 | 0.13 | 0.18 | 0.17 | 0.15 | 0.13 | 0.16 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 5668.05 | 5557.40 | 7240.47 | 5574.80 | 5577.50 | 6530.58 | 7849.38 | 6134.25 | 98 | 98.13 | 1 | 1 | 1 | 6.59 | 6.6 | 6.48 | 7 | 7 | 7 | 7 | 6.78 | 0.5 | 0 | 0 | 3 | 0 | 56.25 | 1 | 0 | 0.98 | 0 | 1.28 | -0 | 0.99 | 0 | 0.98 | 0 | 1.15 | -0 | 1.38 | -0 | 1.08 | -0 |
| 3069 | exec - sampling.cpp:125-126 [...] | common_sampler::set_logits(llama_context*, int) | Single | 0.25 | 0.27 | 0.29 | 0.26 | 0.20 | 0.30 | 0.16 | 0.22 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.09 | 0.10 | 0.10 | 0.09 | 0.07 | 0.10 | 0.06 | 0.08 | 0.09 | 0.10 | 0.10 | 0.09 | 0.07 | 0.10 | 0.06 | 0.08 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 6.25 | 3 | 1 | 16 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 8 | 0 | 0 | 80.00 | 1 | 0 | 0.96 | 0 | 0.91 | 0 | 1.01 | -0 | 1.3 | -0 | 0.87 | 0 | 1.67 | -0 | 1.15 | -0 |
| 826 | libggml-cpu.so - binary-ops.cpp:10-32 [...] | ggml_compute_forward_add_non_quantized | Innermost | 0.14 | 0.24 | 0.22 | 0.27 | 0.29 | 0.19 | 0.27 | 0.32 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.09 | 0.07 | 0.09 | 0.10 | 0.06 | 0.09 | 0.12 | 0.05 | 0.09 | 0.07 | 0.09 | 0.10 | 0.06 | 0.09 | 0.12 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 539.03 | 320.53 | 363.98 | 287.69 | 273.01 | 421.53 | 288.88 | 238.72 | 0 | 6.25 | 1 | 1.06 | 16 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 100.00 | 1 | 0 | 0.59 | 0 | 0.68 | 0 | 0.53 | 0 | 0.51 | 0 | 0.78 | 0 | 0.54 | 0 | 0.44 | 0 |