| Loop id | Source Location | Source Function | Level | Max Thread Time / Walltime 1x1 (%) | Max Thread Time / Walltime 1x2 (%) | Max Thread Time / Walltime 1x4 (%) | Max Thread Time / Walltime 1x8 (%) | Max Thread Time / Walltime 1x16 (%) | Max Thread Time / Walltime 1x24 (%) | Max Thread Time / Walltime 1x32 (%) | Max Thread Time / Walltime 1x40 (%) | Max Thread Time / Walltime 1x48 (%) | Max Thread Time / Walltime 1x56 (%) | Max Thread Time / Walltime 1x64 (%) | Exclusive Coverage 1x1 (%) | Exclusive Coverage 1x2 (%) | Exclusive Coverage 1x4 (%) | Exclusive Coverage 1x8 (%) | Exclusive Coverage 1x16 (%) | Exclusive Coverage 1x24 (%) | Exclusive Coverage 1x32 (%) | Exclusive Coverage 1x40 (%) | Exclusive Coverage 1x48 (%) | Exclusive Coverage 1x56 (%) | Exclusive Coverage 1x64 (%) | Inclusive Coverage 1x1 (%) | Inclusive Coverage 1x2 (%) | Inclusive Coverage 1x4 (%) | Inclusive Coverage 1x8 (%) | Inclusive Coverage 1x16 (%) | Inclusive Coverage 1x24 (%) | Inclusive Coverage 1x32 (%) | Inclusive Coverage 1x40 (%) | Inclusive Coverage 1x48 (%) | Inclusive Coverage 1x56 (%) | Inclusive Coverage 1x64 (%) | Max Exclusive Time Over Threads 1x1 (s) | Max Exclusive Time Over Threads 1x2 (s) | Max Exclusive Time Over Threads 1x4 (s) | Max Exclusive Time Over Threads 1x8 (s) | Max Exclusive Time Over Threads 1x16 (s) | Max Exclusive Time Over Threads 1x24 (s) | Max Exclusive Time Over Threads 1x32 (s) | Max Exclusive Time Over Threads 1x40 (s) | Max Exclusive Time Over Threads 1x48 (s) | Max Exclusive Time Over Threads 1x56 (s) | Max Exclusive Time Over Threads 1x64 (s) | Max Inclusive Time Over Threads 1x1 (s) | Max Inclusive Time Over Threads 1x2 (s) | Max Inclusive Time Over Threads 1x4 (s) | Max Inclusive Time Over Threads 1x8 (s) | Max Inclusive Time Over Threads 1x16 (s) | Max Inclusive Time Over Threads 1x24 (s) | Max Inclusive Time Over Threads 1x32 (s) | Max Inclusive Time Over Threads 1x40 (s) | Max Inclusive Time Over Threads 1x48 (s) | Max Inclusive Time Over Threads 1x56 (s) | Max Inclusive Time Over Threads 1x64 (s) | Exclusive Time w.r.t. Wall Time 1x1 (s) | Exclusive Time w.r.t. Wall Time 1x2 (s) | Exclusive Time w.r.t. Wall Time 1x4 (s) | Exclusive Time w.r.t. Wall Time 1x8 (s) | Exclusive Time w.r.t. Wall Time 1x16 (s) | Exclusive Time w.r.t. Wall Time 1x24 (s) | Exclusive Time w.r.t. Wall Time 1x32 (s) | Exclusive Time w.r.t. Wall Time 1x40 (s) | Exclusive Time w.r.t. Wall Time 1x48 (s) | Exclusive Time w.r.t. Wall Time 1x56 (s) | Exclusive Time w.r.t. Wall Time 1x64 (s) | Inclusive Time w.r.t. Wall Time 1x1 (s) | Inclusive Time w.r.t. Wall Time 1x2 (s) | Inclusive Time w.r.t. Wall Time 1x4 (s) | Inclusive Time w.r.t. Wall Time 1x8 (s) | Inclusive Time w.r.t. Wall Time 1x16 (s) | Inclusive Time w.r.t. Wall Time 1x24 (s) | Inclusive Time w.r.t. Wall Time 1x32 (s) | Inclusive Time w.r.t. Wall Time 1x40 (s) | Inclusive Time w.r.t. Wall Time 1x48 (s) | Inclusive Time w.r.t. Wall Time 1x56 (s) | Inclusive Time w.r.t. Wall Time 1x64 (s) | Nb Threads 1x1 | Nb Threads 1x2 | Nb Threads 1x4 | Nb Threads 1x8 | Nb Threads 1x16 | Nb Threads 1x24 | Nb Threads 1x32 | Nb Threads 1x40 | Nb Threads 1x48 | Nb Threads 1x56 | Nb Threads 1x64 | Vectorization Ratio (%) | Vector Length Use (%) | Speedup If No Scalar Integer | Speedup If FP Vectorized | Speedup If Fully Vectorized | Speedup If Perfect Load Balancing 1x1 | Speedup If Perfect Load Balancing 1x2 | Speedup If Perfect Load Balancing 1x4 | Speedup If Perfect Load Balancing 1x8 | Speedup If Perfect Load Balancing 1x16 | Speedup If Perfect Load Balancing 1x24 | Speedup If Perfect Load Balancing 1x32 | Speedup If Perfect Load Balancing 1x40 | Speedup If Perfect Load Balancing 1x48 | Speedup If Perfect Load Balancing 1x56 | Speedup If Perfect Load Balancing 1x64 | Stride 0 | Stride 1 | Stride n | Stride Unknown | Stride Indirect | Array Access Efficiency | (1x1) Efficiency | (1x1) Potential Speed-Up (%) | (1x2) Efficiency | (1x2) Potential Speed-Up (%) | (1x4) Efficiency | (1x4) Potential Speed-Up (%) | (1x8) Efficiency | (1x8) Potential Speed-Up (%) | (1x16) Efficiency | (1x16) Potential Speed-Up (%) | (1x24) Efficiency | (1x24) Potential Speed-Up (%) | (1x32) Efficiency | (1x32) Potential Speed-Up (%) | (1x40) Efficiency | (1x40) Potential Speed-Up (%) | (1x48) Efficiency | (1x48) Potential Speed-Up (%) | (1x56) Efficiency | (1x56) Potential Speed-Up (%) | (1x64) Efficiency | (1x64) Potential Speed-Up (%) |
|---|
| 2405 | libggml-cpu.so - kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c:131-131 | kai_run_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm | Innermost | 66.13 | 64.83 | 62.97 | 58.55 | 51.67 | 48.67 | 45.50 | 41.83 | 40.29 | 35.94 | 33.16 | 66.86 | 66.43 | 66.07 | 65.02 | 62.76 | 61.94 | 60.70 | 58.81 | 57.03 | 55.41 | 53.52 | 66.86 | 66.43 | 66.07 | 65.02 | 62.76 | 61.94 | 60.70 | 58.81 | 57.03 | 55.41 | 53.52 | 142.10 | 71.04 | 35.70 | 17.92 | 9.14 | 6.99 | 5.66 | 4.75 | 4.26 | 3.64 | 3.27 | 142.10 | 71.04 | 35.70 | 17.92 | 9.14 | 6.99 | 5.66 | 4.75 | 4.26 | 3.64 | 3.27 | 142.10 | 71.22 | 35.96 | 18.34 | 9.58 | 7.40 | 5.97 | 5.11 | 4.47 | 4.01 | 3.65 | 142.10 | 71.22 | 35.96 | 18.34 | 9.58 | 7.40 | 5.97 | 5.11 | 4.47 | 4.01 | 3.65 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 48 | 56 | 64 | 28.14 | 27.69 | 1 | 1.18 | 4.53 | 1 | 1 | 1.01 | 1 | 1.02 | 1.04 | 1.06 | 1.05 | 1.1 | 1.06 | 1.05 | 0 | 0 | 5 | 0 | 0 | 75.00 | 1 | 0 | 1 | 0.16 | 0.99 | 0.79 | 0.97 | 2.05 | 0.93 | 4.56 | 0.8 | 12.37 | 0.74 | 15.54 | 0.7 | 17.93 | 0.66 | 19.29 | 0.63 | 20.39 | 0.61 | 20.96 |
| 2288 | libggml-cpu.so - quants.c:2506-2590 [...] | ggml_vec_dot_q6_K_q8_K | Innermost | 24.10 | 23.50 | 23.03 | 21.24 | 18.76 | 15.98 | 14.47 | 12.75 | 11.62 | 10.70 | 9.63 | 24.36 | 24.11 | 23.90 | 23.36 | 22.55 | 20.50 | 19.61 | 18.29 | 17.25 | 16.28 | 15.48 | 24.36 | 24.11 | 23.90 | 23.36 | 22.55 | 20.50 | 19.61 | 18.29 | 17.25 | 16.28 | 15.48 | 51.78 | 25.75 | 13.06 | 6.50 | 3.32 | 2.29 | 1.80 | 1.45 | 1.23 | 1.09 | 0.95 | 51.78 | 25.75 | 13.06 | 6.50 | 3.32 | 2.29 | 1.80 | 1.45 | 1.23 | 1.09 | 0.95 | 51.78 | 25.85 | 13.01 | 6.59 | 3.44 | 2.45 | 1.93 | 1.59 | 1.35 | 1.18 | 1.06 | 51.78 | 25.85 | 13.01 | 6.59 | 3.44 | 2.45 | 1.93 | 1.59 | 1.35 | 1.18 | 1.06 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 48 | 56 | 64 | 50.56 | 33.98 | 1 | 1 | 2.57 | 1 | 1 | 1.02 | 1.01 | 1.03 | 1.03 | 1.04 | 1.03 | 1.05 | 1.07 | 1.06 | 2 | 0 | 1 | 19 | 0 | 55.68 | 1 | 0 | 1 | 0 | 1 | 0.11 | 0.98 | 0.42 | 0.94 | 1.34 | 0.88 | 2.44 | 0.84 | 3.16 | 0.81 | 3.4 | 0.8 | 3.5 | 0.78 | 3.51 | 0.77 | 3.62 |
| 2289 | libggml-cpu.so - quants.c:2492-2660 [...] | ggml_vec_dot_q6_K_q8_K | Outermost | 3.37 | 3.43 | 3.63 | 3.56 | 3.16 | 2.75 | 2.37 | 2.37 | 2.17 | 1.87 | 1.83 | 3.41 | 3.51 | 3.49 | 3.59 | 3.30 | 2.97 | 2.68 | 2.49 | 2.35 | 2.19 | 2.11 | 27.77 | 27.62 | 27.39 | 26.95 | 25.85 | 23.48 | 22.29 | 20.79 | 19.60 | 18.47 | 17.60 | 7.25 | 3.76 | 2.06 | 1.09 | 0.56 | 0.40 | 0.29 | 0.27 | 0.23 | 0.19 | 0.18 | 59.03 | 29.51 | 14.74 | 7.47 | 3.75 | 2.60 | 2.02 | 1.63 | 1.37 | 1.19 | 1.06 | 7.25 | 3.76 | 1.90 | 1.01 | 0.50 | 0.35 | 0.26 | 0.22 | 0.18 | 0.16 | 0.14 | 59.03 | 29.62 | 14.91 | 7.60 | 3.94 | 2.80 | 2.19 | 1.81 | 1.54 | 1.34 | 1.20 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 48 | 56 | 64 | 61.82 | 61.76 | 1.19 | 1.85 | 1 | 1 | 1 | 1.1 | 1.11 | 1.18 | 1.22 | 1.25 | 1.41 | 1.44 | 1.39 | 1.47 | 0 | 0 | 0 | 22 | 0 | 50.00 | 1 | 0 | 0.96 | 0.13 | 0.95 | 0.16 | 0.89 | 0.38 | 0.9 | 0.33 | 0.85 | 0.44 | 0.86 | 0.38 | 0.84 | 0.41 | 0.82 | 0.42 | 0.82 | 0.4 | 0.79 | 0.45 |
| 1750 | libggml-cpu.so - ops.cpp:8793-8881 [...] | ggml_compute_forward_flash_attn_ext | InBetween | 1.34 | 1.26 | 1.30 | 1.32 | 1.13 | 1.04 | 1.00 | 0.84 | 0.85 | 0.94 | 0.76 | 1.36 | 1.26 | 1.26 | 1.25 | 1.19 | 0.98 | 0.92 | 0.91 | 0.85 | 0.76 | 0.73 | 1.58 | 1.51 | 1.44 | 1.49 | 1.40 | 1.21 | 1.17 | 1.15 | 1.12 | 1.04 | 1.07 | 2.88 | 1.38 | 0.74 | 0.41 | 0.20 | 0.15 | 0.13 | 0.09 | 0.09 | 0.09 | 0.07 | 3.35 | 1.61 | 0.83 | 0.47 | 0.23 | 0.17 | 0.15 | 0.13 | 0.12 | 0.12 | 0.10 | 2.88 | 1.36 | 0.69 | 0.35 | 0.18 | 0.12 | 0.09 | 0.08 | 0.07 | 0.05 | 0.05 | 3.35 | 1.62 | 0.79 | 0.42 | 0.21 | 0.14 | 0.12 | 0.10 | 0.09 | 0.08 | 0.07 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 47 | 51 | 64 | 15.14 | 37.61 | 4.04 | 1 | 1.86 | 1 | 1.03 | 1.08 | 1.18 | 1.17 | 1.4 | 1.54 | 1.36 | 1.52 | 1.84 | 1.76 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.06 | 0 | 1.05 | 0 | 1.02 | 0 | 0.99 | 0.01 | 1.03 | 0 | 0.99 | 0.01 | 0.92 | 0.08 | 0.9 | 0.08 | 0.94 | 0.05 | 0.9 | 0.07 |
| 910 | libggml-cpu.so - vec.cpp:385-387 [...] | ggml_vec_swiglu_f32 | Single | 0.83 | 0.93 | 1.02 | 0.93 | 1.47 | 1.18 | 1.65 | 1.45 | 1.94 | 1.53 | 1.57 | 0.84 | 0.93 | 0.97 | 0.89 | 1.02 | 0.78 | 0.71 | 0.65 | 0.61 | 0.59 | 0.53 | 0.84 | 0.93 | 0.97 | 0.89 | 1.02 | 0.78 | 0.71 | 0.65 | 0.61 | 0.59 | 0.53 | 1.78 | 1.01 | 0.58 | 0.28 | 0.26 | 0.17 | 0.21 | 0.16 | 0.20 | 0.16 | 0.16 | 1.78 | 1.01 | 0.58 | 0.28 | 0.26 | 0.17 | 0.21 | 0.16 | 0.20 | 0.16 | 0.16 | 1.78 | 1.00 | 0.53 | 0.25 | 0.16 | 0.09 | 0.07 | 0.06 | 0.05 | 0.04 | 0.04 | 1.78 | 1.00 | 0.53 | 0.25 | 0.16 | 0.09 | 0.07 | 0.06 | 0.05 | 0.04 | 0.04 | 1 | 2 | 4 | 8 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 70.45 | 81.46 | 1 | 1 | 1.24 | 1 | 1.02 | 1.11 | 1.16 | 1.78 | 1.33 | 1.62 | 1.31 | 1.63 | 1.21 | 1.25 | 0 | 0 | 0 | 3 | 0 | 50.00 | 1 | 0 | 0.89 | 0.1 | 0.84 | 0.15 | 0.88 | 0.1 | 0.72 | 0.29 | 0.79 | 0.16 | 0.79 | 0.15 | 0.78 | 0.14 | 0.77 | 0.14 | 0.74 | 0.15 | 0.76 | 0.13 |
| 2368 | libggml-cpu.so - kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c:96-258 [...] | kai_run_lhs_quant_pack_qsi8d32p4x8sb_f32_neon | Innermost | 0.37 | 0.31 | 0.36 | 0.70 | 1.10 | 1.29 | 1.81 | 1.98 | 2.31 | 2.07 | 2.43 | 0.37 | 0.29 | 0.34 | 0.35 | 0.31 | 0.25 | 0.27 | 0.25 | 0.26 | 0.20 | 0.22 | 0.37 | 0.29 | 0.34 | 0.35 | 0.31 | 0.25 | 0.27 | 0.25 | 0.26 | 0.20 | 0.22 | 0.79 | 0.34 | 0.20 | 0.22 | 0.20 | 0.19 | 0.22 | 0.23 | 0.24 | 0.21 | 0.24 | 0.79 | 0.34 | 0.20 | 0.22 | 0.20 | 0.19 | 0.22 | 0.23 | 0.24 | 0.21 | 0.24 | 0.79 | 0.32 | 0.19 | 0.10 | 0.05 | 0.03 | 0.03 | 0.02 | 0.02 | 0.01 | 0.01 | 0.79 | 0.32 | 0.19 | 0.10 | 0.05 | 0.03 | 0.03 | 0.02 | 0.02 | 0.01 | 0.01 | 1 | 2 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 77.23 | 48.22 | 1 | 1.12 | 2.08 | 1 | 1.08 | 1.12 | 1.12 | 1.09 | 1.12 | 1.18 | 1.17 | 1.14 | 1.23 | 1.18 | 1 | 0 | 1 | 3 | 0 | 65.00 | 1 | 0 | 1.25 | 0 | 1.06 | 0 | 1 | 0 | 1.04 | 0 | 1.09 | 0 | 0.93 | 0.02 | 0.91 | 0.02 | 0.8 | 0.05 | 0.99 | 0 | 0.83 | 0.04 |
| 2406 | libggml-cpu.so - kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c:131-131 | kai_run_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm | InBetween | 0.25 | 0.30 | 0.33 | 0.34 | 0.34 | 0.42 | 0.36 | 0.40 | 0.38 | 0.35 | 0.41 | 0.25 | 0.29 | 0.29 | 0.33 | 0.27 | 0.31 | 0.30 | 0.27 | 0.25 | 0.23 | 0.25 | 67.11 | 66.72 | 66.36 | 65.35 | 63.04 | 62.24 | 61.00 | 59.08 | 57.28 | 55.65 | 53.77 | 0.53 | 0.32 | 0.19 | 0.10 | 0.06 | 0.06 | 0.04 | 0.04 | 0.04 | 0.04 | 0.04 | 142.63 | 71.34 | 35.83 | 18.00 | 9.20 | 7.05 | 5.68 | 4.78 | 4.27 | 3.65 | 3.27 | 0.53 | 0.31 | 0.16 | 0.09 | 0.04 | 0.04 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 142.63 | 71.54 | 36.12 | 18.44 | 9.62 | 7.44 | 6.00 | 5.13 | 4.49 | 4.03 | 3.67 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 46 | 55 | 60 | 27.59 | 27.86 | 1 | 1 | 4 | 1 | 1.04 | 1.18 | 1.14 | 1.52 | 1.79 | 1.67 | 2.2 | 2.27 | 2.36 | 2.54 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 0.84 | 0.05 | 0.84 | 0.05 | 0.7 | 0.1 | 0.79 | 0.06 | 0.6 | 0.12 | 0.55 | 0.14 | 0.57 | 0.11 | 0.57 | 0.11 | 0.56 | 0.1 | 0.48 | 0.13 |
| 1282 | libggml-cpu.so - ops.cpp:4325-4326 | ggml_compute_forward_rms_norm | Innermost | 0.24 | 0.20 | 0.24 | 0.28 | 0.28 | 0.24 | 0.44 | 0.40 | 0.47 | 0.44 | 0.56 | 0.25 | 0.20 | 0.19 | 0.18 | 0.19 | 0.14 | 0.19 | 0.13 | 0.12 | 0.11 | 0.14 | 0.25 | 0.20 | 0.19 | 0.18 | 0.19 | 0.14 | 0.19 | 0.13 | 0.12 | 0.11 | 0.14 | 0.53 | 0.22 | 0.14 | 0.08 | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.53 | 0.22 | 0.14 | 0.08 | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.53 | 0.22 | 0.10 | 0.05 | 0.03 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.53 | 0.22 | 0.10 | 0.05 | 0.03 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 8 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 94.12 | 95.59 | 1 | 1 | 1.04 | 1 | 1.02 | 1.32 | 1.7 | 1.82 | 1.58 | 1.61 | 1.87 | 2 | 1.92 | 1.68 | 0 | 0 | 0 | 1 | 0 | 50.00 | 1 | 0 | 1.22 | 0 | 1.26 | 0 | 1.28 | 0 | 1.12 | 0 | 1.35 | 0 | 0.86 | 0.03 | 1.21 | 0 | 1.14 | 0 | 1.2 | 0 | 0.85 | 0.02 |
| 1757 | libggml-cpu.so - vec.h:411-458 | ggml_compute_forward_flash_attn_ext | Innermost | 0.22 | 0.26 | 0.21 | 0.29 | 0.28 | 0.31 | 0.36 | 0.53 | 0.38 | 0.35 | 0.46 | 0.22 | 0.24 | 0.18 | 0.24 | 0.20 | 0.23 | 0.25 | 0.25 | 0.27 | 0.28 | 0.33 | 0.22 | 0.24 | 0.18 | 0.24 | 0.20 | 0.23 | 0.25 | 0.25 | 0.27 | 0.28 | 0.33 | 0.47 | 0.29 | 0.12 | 0.09 | 0.05 | 0.05 | 0.05 | 0.06 | 0.04 | 0.04 | 0.04 | 0.47 | 0.29 | 0.12 | 0.09 | 0.05 | 0.05 | 0.05 | 0.06 | 0.04 | 0.04 | 0.04 | 0.47 | 0.26 | 0.10 | 0.07 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.47 | 0.26 | 0.10 | 0.07 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 1 | 2 | 4 | 8 | 16 | 24 | 31 | 39 | 46 | 51 | 64 | 100 | 100 | 1 | 1 | 1 | 1 | 1.13 | 1.25 | 1.38 | 1.72 | 1.82 | 2.01 | 3.1 | 2.09 | 1.84 | 2.36 | 0 | 0 | 0 | 4 | 0 | 50.00 | 1 | 0 | 0.9 | 0.02 | 1.19 | 0 | 0.87 | 0.03 | 0.94 | 0.01 | 0.71 | 0.07 | 0.6 | 0.1 | 0.54 | 0.11 | 0.46 | 0.15 | 0.41 | 0.16 | 0.32 | 0.22 |
| 903 | libggml-cpu.so - vec.cpp:231-262 | ggml_vec_dot_f16 | Single | 0.20 | 0.27 | 0.23 | 0.29 | 0.40 | 0.35 | 0.36 | 0.48 | 0.47 | 0.54 | 0.66 | 0.21 | 0.25 | 0.23 | 0.25 | 0.27 | 0.25 | 0.33 | 0.36 | 0.39 | 0.38 | 0.46 | 0.21 | 0.25 | 0.23 | 0.25 | 0.27 | 0.25 | 0.33 | 0.36 | 0.39 | 0.38 | 0.46 | 0.44 | 0.29 | 0.13 | 0.09 | 0.07 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.06 | 0.44 | 0.29 | 0.13 | 0.09 | 0.07 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.06 | 0.44 | 0.27 | 0.12 | 0.07 | 0.04 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.44 | 0.27 | 0.12 | 0.07 | 0.04 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 47 | 52 | 64 | 96 | 97 | 1 | 1 | 1 | 1 | 1.1 | 1.07 | 1.33 | 1.79 | 1.86 | 1.56 | 1.96 | 1.86 | 2.15 | 2.43 | 0 | 0 | 0 | 16 | 0 | 50.00 | 1 | 0 | 0.82 | 0.05 | 0.9 | 0.02 | 0.79 | 0.05 | 0.66 | 0.09 | 0.62 | 0.09 | 0.43 | 0.19 | 0.35 | 0.24 | 0.3 | 0.27 | 0.28 | 0.27 | 0.22 | 0.36 |
| 2388 | libggml-cpu.so - kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c:127-139 [...] | kai_run_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0 | Innermost | 0.15 | 0.35 | 0.74 | 1.21 | 1.78 | 2.65 | 2.81 | 3.17 | 3.35 | 3.50 | 3.96 | 0.16 | 0.18 | 0.20 | 0.17 | 0.14 | 0.15 | 0.12 | 0.12 | 0.11 | 0.10 | 0.10 | 0.16 | 0.18 | 0.20 | 0.17 | 0.14 | 0.15 | 0.12 | 0.12 | 0.11 | 0.10 | 0.10 | 0.33 | 0.38 | 0.42 | 0.37 | 0.31 | 0.38 | 0.35 | 0.36 | 0.35 | 0.35 | 0.39 | 0.33 | 0.38 | 0.42 | 0.37 | 0.31 | 0.38 | 0.35 | 0.36 | 0.35 | 0.35 | 0.39 | 0.33 | 0.19 | 0.11 | 0.05 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.33 | 0.19 | 0.11 | 0.05 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 25 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 50.00 | 1 | 0 | 0.86 | 0.02 | 0.78 | 0.04 | 0.87 | 0.02 | 0.99 | 0 | 0.79 | 0.03 | 0.85 | 0.02 | 0.81 | 0.02 | 0.81 | 0.02 | 0.8 | 0.02 | 0.72 | 0.03 |
| 0 | libggml-cpu.so - ggml-cpu.c:3228-3229 [...] | ggml_cpu_fp32_to_fp16 | Single | 0.12 | 0.13 | 0.17 | 0.15 | 0.20 | 0.21 | 0.24 | 0.26 | 0.28 | 0.30 | 0.30 | 0.12 | 0.13 | 0.12 | 0.13 | 0.12 | 0.10 | 0.11 | 0.10 | 0.09 | 0.08 | 0.08 | 0.12 | 0.13 | 0.12 | 0.13 | 0.12 | 0.10 | 0.11 | 0.10 | 0.09 | 0.08 | 0.08 | 0.25 | 0.14 | 0.10 | 0.05 | 0.04 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.25 | 0.14 | 0.10 | 0.05 | 0.04 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.26 | 0.14 | 0.07 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.26 | 0.14 | 0.07 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 8 | 15 | 20 | 26 | 30 | 33 | 27 | 32 | 90.48 | 95.41 | 1 | 1 | 1.05 | 1 | 1.02 | 1.46 | 1.22 | 1.88 | 2.26 | 2.44 | 2.9 | 3.47 | 3 | 3.1 | 0 | 0 | 0 | 2 | 0 | 50.00 | 1 | 0 | 0.92 | 0.01 | 0.97 | 0 | 0.84 | 0.02 | 0.86 | 0.02 | 0.88 | 0.01 | 0.72 | 0.03 | 0.73 | 0.03 | 0.78 | 0.02 | 0.81 | 0.01 | 0.7 | 0.02 |
| 431 | libggml-cpu.so - binary-ops.cpp:10-32 [...] | ggml_compute_forward_add_non_quantized | Innermost | 0.10 | 0.10 | 0.18 | 0.20 | 0.20 | 0.24 | 0.28 | 0.48 | 0.33 | 0.59 | 0.41 | 0.10 | 0.09 | 0.13 | 0.13 | 0.12 | 0.09 | 0.10 | 0.13 | 0.10 | 0.12 | 0.10 | 0.10 | 0.09 | 0.13 | 0.13 | 0.12 | 0.09 | 0.10 | 0.13 | 0.10 | 0.12 | 0.10 | 0.21 | 0.11 | 0.10 | 0.06 | 0.04 | 0.03 | 0.04 | 0.05 | 0.04 | 0.06 | 0.04 | 0.21 | 0.11 | 0.10 | 0.06 | 0.04 | 0.03 | 0.04 | 0.05 | 0.04 | 0.06 | 0.04 | 0.22 | 0.10 | 0.07 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.22 | 0.10 | 0.07 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 8 | 16 | 16 | 15 | 16 | 15 | 16 | 16 | 0 | 12.5 | 1 | 1 | 10.67 | 1 | 1.1 | 1.4 | 1.71 | 2 | 2.49 | 1.94 | 2.23 | 1.62 | 2.29 | 1.71 | 0 | 0 | 0 | 3 | 0 | 50.00 | 1 | 0 | 1.07 | 0 | 0.74 | 0.03 | 0.75 | 0.03 | 0.72 | 0.03 | 0.87 | 0.01 | 0.72 | 0.03 | 0.48 | 0.07 | 0.58 | 0.04 | 0.44 | 0.07 | 0.49 | 0.05 |
| 2389 | libggml-cpu.so - kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c:115-118 | kai_run_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0 | Innermost | 0.10 | 0.18 | 0.33 | 0.44 | 1.38 | 1.46 | 2.05 | 1.85 | 2.41 | 2.37 | 2.28 | 0.10 | 0.09 | 0.09 | 0.06 | 0.11 | 0.08 | 0.09 | 0.07 | 0.08 | 0.07 | 0.06 | 0.10 | 0.09 | 0.09 | 0.06 | 0.11 | 0.08 | 0.09 | 0.07 | 0.08 | 0.07 | 0.06 | 0.21 | 0.20 | 0.19 | 0.14 | 0.25 | 0.21 | 0.25 | 0.21 | 0.25 | 0.24 | 0.23 | 0.21 | 0.20 | 0.19 | 0.14 | 0.25 | 0.21 | 0.25 | 0.21 | 0.25 | 0.24 | 0.23 | 0.21 | 0.10 | 0.05 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.21 | 0.10 | 0.05 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 15.63 | 1 | 1 | 10.35 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 25.00 | 1 | 0 | 1.05 | 0 | 1.12 | 0 | 1.51 | 0 | 0.81 | 0.02 | 0.91 | 0.01 | 0.74 | 0.02 | 0.88 | 0.01 | 0.72 | 0.02 | 0.75 | 0.02 | 0.8 | 0.01 |
| 65 | libggml-cpu.so - ggml-cpu.c:1183-1194 [...] | ggml_compute_forward_mul_mat | Innermost | 0.10 | 0.09 | 0.11 | 0.18 | 0.20 | 0.24 | 0.16 | 0.22 | 0.19 | 0.15 | 0.15 | 0.10 | 0.08 | 0.11 | 0.12 | 0.09 | 0.10 | 0.07 | 0.09 | 0.08 | 0.07 | 0.07 | 0.10 | 0.08 | 0.11 | 0.12 | 0.09 | 0.10 | 0.07 | 0.09 | 0.08 | 0.07 | 0.07 | 0.21 | 0.09 | 0.07 | 0.05 | 0.04 | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.21 | 0.09 | 0.07 | 0.05 | 0.04 | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.21 | 0.09 | 0.06 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.21 | 0.09 | 0.06 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 1 | 2 | 4 | 8 | 13 | 23 | 23 | 32 | 32 | 31 | 35 | 0 | 25 | 1 | 1 | 4 | 1 | 1.09 | 1.08 | 1.69 | 2.17 | 3.04 | 2.3 | 2.81 | 2.51 | 1.86 | 2.14 | 1 | 0 | 0 | 0 | 0 | 100.00 | 1 | 0 | 1.2 | 0 | 0.86 | 0.02 | 0.79 | 0.03 | 0.94 | 0.01 | 0.72 | 0.03 | 0.94 | 0 | 0.65 | 0.03 | 0.72 | 0.02 | 0.72 | 0.02 | 0.73 | 0.02 |
| 541 | libggml-cpu.so - binary-ops.cpp:18-32 [...] | ggml_compute_forward_mul | Innermost | 0.09 | 0.13 | 0.16 | 0.16 | 0.20 | 0.24 | 0.40 | 0.31 | 0.47 | 0.35 | 0.35 | 0.09 | 0.11 | 0.14 | 0.15 | 0.16 | 0.11 | 0.11 | 0.10 | 0.11 | 0.07 | 0.08 | 0.09 | 0.11 | 0.14 | 0.15 | 0.16 | 0.11 | 0.11 | 0.10 | 0.11 | 0.07 | 0.08 | 0.19 | 0.14 | 0.09 | 0.05 | 0.04 | 0.04 | 0.05 | 0.04 | 0.05 | 0.04 | 0.04 | 0.19 | 0.14 | 0.09 | 0.05 | 0.04 | 0.04 | 0.05 | 0.04 | 0.05 | 0.04 | 0.04 | 0.19 | 0.12 | 0.08 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.19 | 0.12 | 0.08 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 8 | 16 | 15 | 16 | 16 | 16 | 14 | 16 | 0 | 11.84 | 1 | 1 | 10.67 | 1 | 1.19 | 1.2 | 1.25 | 1.53 | 1.84 | 2.5 | 1.78 | 2.29 | 1.88 | 1.78 | 0 | 0 | 0 | 3 | 0 | 50.00 | 1 | 0 | 0.78 | 0.02 | 0.61 | 0.05 | 0.56 | 0.06 | 0.48 | 0.08 | 0.59 | 0.04 | 0.52 | 0.05 | 0.52 | 0.05 | 0.46 | 0.06 | 0.61 | 0.03 | 0.5 | 0.04 |
| 1437 | libggml-cpu.so - ops.cpp:6446-6456 [...] | ggml_compute_forward_rope_f32(ggml_compute_params const*, ggml_tensor*, bool) | Innermost | 0.08 | 0.08 | 0.13 | 0.13 | 0.14 | 0.14 | 0.16 | 0.22 | 0.24 | 0.25 | 0.20 | 0.08 | 0.08 | 0.11 | 0.09 | 0.07 | 0.07 | 0.07 | 0.09 | 0.08 | 0.07 | 0.09 | 0.08 | 0.08 | 0.11 | 0.09 | 0.07 | 0.07 | 0.07 | 0.09 | 0.08 | 0.07 | 0.09 | 0.17 | 0.09 | 0.08 | 0.04 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.17 | 0.09 | 0.08 | 0.04 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.17 | 0.09 | 0.06 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.17 | 0.09 | 0.06 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 8 | 13 | 18 | 21 | 27 | 32 | 29 | 37 | 35.29 | 19.85 | 1.2 | 1.5 | 4.99 | 1 | 1.06 | 1.25 | 1.56 | 2.1 | 2.12 | 2 | 2.5 | 3.2 | 2.96 | 2.31 | 2 | 0 | 0 | 1 | 0 | 83.33 | 1 | 0 | 0.97 | 0 | 0.68 | 0.04 | 0.78 | 0.02 | 1 | 0 | 0.88 | 0.01 | 0.71 | 0.02 | 0.54 | 0.04 | 0.57 | 0.03 | 0.58 | 0.03 | 0.44 | 0.05 |
| 69 | libggml-cpu.so - ggml-cpu.c:1163-1198 [...] | ggml_compute_forward_mul_mat | InBetween | 0.06 | 0.05 | 0.10 | 0.11 | 0.11 | 0.10 | 0.12 | 0.13 | 0.14 | 0.15 | 0.05 | 0.06 | 0.05 | 0.08 | 0.07 | 0.06 | 0.06 | 0.04 | 0.05 | 0.05 | 0.03 | 0.02 | 0.16 | 0.13 | 0.19 | 0.19 | 0.15 | 0.16 | 0.11 | 0.15 | 0.14 | 0.11 | 0.09 | 0.13 | 0.06 | 0.05 | 0.04 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.34 | 0.14 | 0.13 | 0.06 | 0.06 | 0.03 | 0.02 | 0.03 | 0.03 | 0.02 | 0.02 | 0.13 | 0.05 | 0.04 | 0.02 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 0.14 | 0.11 | 0.05 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1 | 2 | 4 | 7 | 12 | 20 | 16 | 20 | 24 | 17 | 16 | 0 | 24.36 | 1 | 1 | 2 | 1 | 1.2 | 1.29 | 1.69 | 1.85 | 1.94 | 2.29 | 2.07 | 2.06 | 2.12 | 1 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.29 | 0 | 0.75 | 0.02 | 0.87 | 0.01 | 0.94 | 0 | 0.76 | 0.01 | 1.11 | 0 | 0.79 | 0.01 | 0.65 | 0.02 | 0.93 | 0 | 1.38 | 0 |
| 2387 | libggml-cpu.so - kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c:107-154 [...] | kai_run_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0 | Outermost | 0.04 | 0.06 | 0.13 | 0.21 | 0.31 | 0.66 | 0.36 | 0.79 | 0.76 | 0.79 | 0.71 | 0.04 | 0.03 | 0.03 | 0.03 | 0.02 | 0.04 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.29 | 0.30 | 0.32 | 0.26 | 0.27 | 0.26 | 0.23 | 0.21 | 0.21 | 0.19 | 0.18 | 0.08 | 0.07 | 0.08 | 0.06 | 0.05 | 0.10 | 0.04 | 0.09 | 0.08 | 0.08 | 0.07 | 0.62 | 0.65 | 0.68 | 0.57 | 0.62 | 0.69 | 0.65 | 0.66 | 0.69 | 0.68 | 0.69 | 0.08 | 0.04 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.62 | 0.33 | 0.17 | 0.07 | 0.04 | 0.03 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 22.92 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.14 | 0 | 1.05 | 0 | 1.2 | 0 | 1.37 | 0 | 0.77 | 0.01 | 1.6 | 0 | 0.79 | 0.01 | 0.87 | 0 | 0.86 | 0 | 0.97 | 0 |
| 1285 | libggml-cpu.so - vec.h:646-653 | ggml_compute_forward_rms_norm | Innermost | 0.02 | 0.03 | 0.04 | 0.05 | 0.03 | 0.07 | 0.08 | 0.09 | 0.09 | 0.20 | 0.10 | 0.02 | 0.03 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.03 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.04 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.04 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.03 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.03 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 2 | 4 | 6 | 7 | 10 | 9 | 5 | 3 | 10 | 8 | 100 | 100 | 1 | 1 | 1 | 1 | 1.27 | 1.43 | 1.64 | 1 | 1.67 | 1.8 | 1.67 | 1.5 | 2.35 | 1.6 | 0 | 0 | 0 | 2 | 0 | 50.00 | 1 | 0 | 0.72 | 0.01 | 0.56 | 0.01 | 0.71 | 0.01 | 1.07 | 0 | 0.61 | 0.01 | 0.72 | 0 | 1.18 | 0 | 1.74 | 0 | 0.4 | 0.01 | 0.68 | 0 |
| 1442 | libggml-cpu.so - ops.cpp:6220-6245 [...] | ggml_compute_forward_rope_f32(ggml_compute_params const*, ggml_tensor*, bool) | Innermost | 0.02 | 0.08 | 0.10 | 0.20 | 0.48 | 0.45 | 0.56 | 0.57 | 0.61 | 0.59 | 0.71 | 0.02 | 0.05 | 0.07 | 0.15 | 0.31 | 0.40 | 0.46 | 0.52 | 0.60 | 0.58 | 0.64 | 0.02 | 0.05 | 0.07 | 0.15 | 0.31 | 0.40 | 0.46 | 0.52 | 0.60 | 0.58 | 0.64 | 0.04 | 0.08 | 0.06 | 0.06 | 0.09 | 0.06 | 0.07 | 0.06 | 0.07 | 0.06 | 0.07 | 0.04 | 0.08 | 0.06 | 0.06 | 0.09 | 0.06 | 0.07 | 0.06 | 0.07 | 0.06 | 0.07 | 0.04 | 0.06 | 0.04 | 0.04 | 0.05 | 0.05 | 0.04 | 0.05 | 0.05 | 0.04 | 0.04 | 0.04 | 0.06 | 0.04 | 0.04 | 0.05 | 0.05 | 0.04 | 0.05 | 0.05 | 0.04 | 0.04 | 1 | 2 | 4 | 8 | 16 | 24 | 32 | 40 | 48 | 56 | 64 | 0 | 12.26 | 1 | 1.64 | 8.73 | 1 | 1.48 | 1.47 | 1.43 | 1.89 | 1.5 | 1.74 | 1.62 | 1.58 | 1.67 | 1.87 | 2 | 0 | 0 | 1 | 0 | 83.33 | 1 | 0 | 0.3 | 0.04 | 0.23 | 0.05 | 0.1 | 0.14 | 0.05 | 0.3 | 0.03 | 0.39 | 0.02 | 0.45 | 0.02 | 0.51 | 0.02 | 0.59 | 0.01 | 0.57 | 0.01 | 0.63 |
| 64 | libggml-cpu.so - ggml-cpu.c:1125-1395 [...] | ggml_compute_forward_mul_mat | Innermost | 0.02 | 0.03 | 0.06 | 0.05 | 0.06 | 0.07 | 0.12 | 0.04 | 0.05 | 0.15 | 0.10 | 0.02 | 0.02 | 0.04 | 0.03 | 0.03 | 0.02 | 0.04 | 0.01 | 0.01 | 0.03 | 0.02 | 0.02 | 0.02 | 0.04 | 0.03 | 0.03 | 0.02 | 0.04 | 0.01 | 0.01 | 0.03 | 0.02 | 0.04 | 0.03 | 0.04 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.03 | 0.04 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.02 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.02 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 2 | 4 | 5 | 11 | 9 | 14 | 8 | 5 | 13 | 15 | 0 | 23.86 | 1 | 1 | 2 | 1 | 1.33 | 1.75 | 1.25 | 1.47 | 1.8 | 2.1 | 1 | 1 | 2.17 | 1.76 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 0.77 | 0 | 0.43 | 0.02 | 0.57 | 0.01 | 0.44 | 0.02 | 0.64 | 0.01 | 0.31 | 0.02 | 0.77 | 0 | 1.22 | 0 | 0.33 | 0.02 | 0.35 | 0.01 |
| 1744 | libggml-cpu.so - vec.h:282-725 [...] | ggml_compute_forward_flash_attn_ext | InBetween | 0.01 | 0.06 | 0.04 | 0.05 | 0.08 | 0.07 | 0.08 | 0.13 | 0.09 | 0.15 | 0.10 | 0.01 | 0.06 | 0.03 | 0.02 | 0.03 | 0.04 | 0.02 | 0.03 | 0.04 | 0.02 | 0.03 | 1.60 | 1.60 | 1.49 | 1.53 | 1.44 | 1.27 | 1.20 | 1.20 | 1.18 | 1.08 | 1.12 | 0.03 | 0.06 | 0.03 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 3.40 | 1.73 | 0.85 | 0.46 | 0.25 | 0.17 | 0.16 | 0.12 | 0.13 | 0.12 | 0.10 | 0.03 | 0.06 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.40 | 1.72 | 0.81 | 0.43 | 0.22 | 0.15 | 0.12 | 0.10 | 0.09 | 0.08 | 0.08 | 1 | 2 | 4 | 5 | 9 | 13 | 10 | 14 | 22 | 14 | 22 | 4.26 | 30.35 | 40.28 | 1.01 | 1.61 | 1 | 1.04 | 1.43 | 1.5 | 1.93 | 1.37 | 1.54 | 2 | 1.91 | 2.62 | 1.76 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 0.2 | 0.05 | 0.35 | 0.02 | 0.49 | 0.01 | 0.34 | 0.02 | 0.24 | 0.03 | 0.35 | 0.02 | 0.21 | 0.03 | 0.19 | 0.03 | 0.27 | 0.02 | 0.17 | 0.03 |
| 86 | libggml-cpu.so - ggml-cpu.c:533-2897 [...] | ggml_graph_compute_thread | Outermost | 0.01 | 0.01 | 0.05 | 0.05 | 0.08 | 0.07 | 0.12 | 0.13 | 0.19 | 0.15 | 0.41 | 0.01 | 0.00 | 0.01 | 0.03 | 0.03 | 0.02 | 0.04 | 0.03 | 0.06 | 0.08 | 0.16 | 0.01 | 0.00 | 0.01 | 0.03 | 0.03 | 0.02 | 0.04 | 0.03 | 0.06 | 0.08 | 0.16 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.04 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.04 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 1 | 1 | 1 | 5 | 9 | 8 | 16 | 14 | 28 | 34 | 48 | 0 | 19.42 | 1 | 1 | 10.67 | 1 | 1 | 1 | 1.36 | 1.8 | 1.6 | 2.18 | 2.21 | 2.87 | 1.82 | 3.17 | NA | NA | NA | NA | NA | 0.00 | 1 | 0 | 1.49 | 0 | 0.49 | 0.01 | 0.27 | 0.02 | 0.19 | 0.03 | 0.27 | 0.01 | 0.12 | 0.03 | 0.14 | 0.03 | 0.07 | 0.06 | 0.05 | 0.08 | 0.02 | 0.16 |
| 1760 | libggml-cpu.so - vec.h:646-653 | ggml_compute_forward_flash_attn_ext | Innermost | 0.01 | 0.03 | 0.03 | 0.02 | 0.03 | 0.07 | 0.04 | 0.09 | 0.09 | 0.05 | 0.10 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.04 | 0.02 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | 0.01 | 0.04 | 0.02 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | 0.02 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 2 | 4 | 3 | 4 | 5 | 4 | 6 | 12 | 12 | 10 | 100 | 100 | 1 | 1 | 1 | 1 | 1.56 | 2 | 1 | 1 | 1.43 | 1 | 1.71 | 1.85 | 1 | 1.67 | 0 | 0 | 0 | 2 | 0 | 50.00 | 1 | 0 | 0.33 | 0.01 | 0.49 | 0.01 | 0.97 | 0 | 0.71 | 0 | 0.39 | 0.01 | 0.67 | 0 | 0.38 | 0.01 | 0.2 | 0.02 | 0.21 | 0.01 | 0.21 | 0.01 |
| 531 | libggml-base.so - ggml-quants.c:2563-2565 | quantize_row_q8_K_ref | Innermost | 0.00 | 0.00 | 0.02 | 0.03 | 0.03 | 0.03 | 0.04 | 0.04 | 0.05 | 0.05 | 0.05 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 1 | 3 | 3 | 1 | 4 | 1 | 1 | 4 | 1 | 4 | 0 | 9.38 | 1 | 1 | 10.67 | 1 | 1 | 1.2 | 1.5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 75.00 | 1 | 0 | 1.99 | 0 | 0.39 | 0.01 | 0.49 | 0 | 1.88 | 0 | 0.46 | 0 | 1.8 | 0 | 1.77 | 0 | 0.43 | 0 | 1.72 | 0 | 0.43 | 0 |
| 1748 | libggml-cpu.so - ops.cpp:8885-8886 [...] | ggml_compute_forward_flash_attn_ext | Innermost | 0.00 | 0.02 | 0.01 | 0.02 | 0.03 | 0.03 | 0.00 | 0.04 | 0.05 | 0.00 | 0.05 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.02 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 2 | 2 | 3 | 3 | 3 | 0 | 3 | 1 | 0 | 3 | 85.71 | 89.29 | 1 | 1 | 1 | 1 | 1.6 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 50.00 | 1 | 0 | 0.2 | 0.01 | 0.49 | 0 | 0.32 | 0 | 0.31 | 0 | 0.3 | 0 | | | 0.29 | 0 | 0.87 | 0 | | | 0.28 | 0 |
| 390 | libggml-cpu.so - traits.cpp:13-17 [...] | ggml_cpu_extra_compute_forward | Single | 0.00 | 0.00 | 0.02 | 0.02 | 0.06 | 0.03 | 0.08 | 0.13 | 0.05 | 0.05 | 0.10 | 0.00 | 0.00 | 0.01 | 0.00 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 2 | 2 | 2 | 5 | 5 | 5 | 10 | 7 | 9 | 9 | 0 | 25 | 1 | 1 | 4 | 0 | 1 | 1.33 | 1 | 1.43 | 1 | 1.67 | 2.14 | 1 | 1 | 1.8 | 0 | 0 | 1 | 2 | 0 | 62.19 | | | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |
| 1434 | libggml-cpu.so - ops.cpp:6210-6484 [...] | ggml_compute_forward_rope_f32(ggml_compute_params const*, ggml_tensor*, bool) | Outermost | 0.00 | 0.01 | 0.00 | 0.05 | 0.03 | 0.07 | 0.12 | 0.09 | 0.14 | 0.10 | 0.10 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.03 | 0.00 | 0.15 | 0.00 | 0.28 | 0.42 | 0.51 | 0.60 | 0.68 | 0.76 | 0.73 | 0.82 | 0.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.00 | 0.14 | 0.00 | 0.12 | 0.08 | 0.08 | 0.08 | 0.07 | 0.08 | 0.08 | 0.08 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.16 | 0.00 | 0.08 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.05 | 0.06 | 0 | 1 | 0 | 1 | 5 | 7 | 7 | 6 | 9 | 19 | 17 | 7.69 | 21.07 | 5.05 | 1.7 | 6.85 | 0 | 1 | 0 | 1 | 1 | 1.75 | 2.33 | 1.5 | 1.93 | 1.73 | 1.79 | NA | NA | NA | NA | NA | 0.00 | | | 1 | 0 | | | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |
| 1433 | libggml-cpu.so - ops.cpp:6210-6409 [...] | ggml_compute_forward_rope_f32(ggml_compute_params const*, ggml_tensor*, bool) | InBetween | 0.00 | 0.00 | 0.01 | 0.05 | 0.08 | 0.14 | 0.12 | 0.18 | 0.14 | 0.20 | 0.15 | 0.00 | 0.00 | 0.00 | 0.03 | 0.02 | 0.04 | 0.05 | 0.05 | 0.06 | 0.05 | 0.07 | 0.00 | 0.06 | 0.07 | 0.18 | 0.34 | 0.43 | 0.51 | 0.57 | 0.67 | 0.62 | 0.71 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.00 | 0.09 | 0.02 | 0.07 | 0.07 | 0.07 | 0.07 | 0.08 | 0.07 | 0.06 | 0.07 | 0.00 | 0.01 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0 | 2 | 1 | 7 | 7 | 11 | 19 | 22 | 28 | 23 | 34 | 0 | 20.94 | 5.47 | 1.45 | 5.76 | 0 | 1 | 1 | 1.75 | 1.91 | 2.32 | 1.97 | 2.75 | 2.05 | 2.87 | 2.04 | NA | NA | NA | NA | NA | 0.00 | | | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |