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benchmarks.output.txt
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benchmarks.output.txt
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{'arch': 'x86_64', 'cpu': 'Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz', 'machine': 'ip-172-31-25-34', 'num_cpu': '2', 'os': 'Linux 6.8.0-1009-aws', 'ram': '8008640', 'python': '3.12', 'Cython': '', 'build': '', 'packaging': ''}
bench_linalg.Eindot.time_dot_a_b
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SKYLAKEX | 0.082836 | 0.0003525 | 1 |
| SAPPHIRERAPIDS | 0.0829839 | 0.0004295 | 1.00179 |
| COOPERLAKE | 0.083164 | 0.0003585 | 1.00396 |
| HASWELL | 0.135063 | 0.0006 | 1.63048 |
| SANDYBRIDGE | 0.238574 | 0.001325 | 2.88008 |
| NEHALEM | 0.440395 | 0.000825 | 5.31647 |
| ATOM | 0.440487 | 0.00035 | 5.31758 |
| COPPERMINE | 0.549932 | 0.001135 | 6.63881 |
| NORTHWOOD | 0.550725 | 0.00133 | 6.64838 |
| PENRYN | 0.551303 | 0.002 | 6.65536 |
| KATMAI | 0.551461 | 0.00137 | 6.65726 |
| CORE2 | 0.55171 | 0.00092 | 6.66027 |
| BANIAS | 0.551915 | 0.001075 | 6.66274 |
| DUNNINGTON | 0.551936 | 0.00164 | 6.663 |
| PRESCOTT | 0.552424 | 0.00198 | 6.66889 |
bench_linalg.Eindot.time_dot_d_dot_b_c
| arch | mean | spread | perf_ratios |
|:---------------|-----------:|----------:|--------------:|
| HASWELL | 0.00198691 | 3.865e-05 | 1 |
| COOPERLAKE | 0.00198849 | 8.1e-05 | 1.00079 |
| PENRYN | 0.00212366 | 4.865e-05 | 1.06882 |
| NORTHWOOD | 0.00213005 | 5.885e-05 | 1.07204 |
| KATMAI | 0.00213152 | 5.735e-05 | 1.07278 |
| CORE2 | 0.00213635 | 4.03e-05 | 1.07521 |
| NEHALEM | 0.00213898 | 6.935e-05 | 1.07654 |
| SAPPHIRERAPIDS | 0.00215896 | 3.94e-05 | 1.08659 |
| SANDYBRIDGE | 0.00217604 | 5.97e-05 | 1.09518 |
| DUNNINGTON | 0.00217912 | 4.335e-05 | 1.09673 |
| ATOM | 0.00217988 | 5.9e-05 | 1.09712 |
| PRESCOTT | 0.00218505 | 4.025e-05 | 1.09972 |
| BANIAS | 0.00218782 | 3.435e-05 | 1.10112 |
| COPPERMINE | 0.00220557 | 3.535e-05 | 1.11005 |
| SKYLAKEX | 0.00221213 | 2.165e-05 | 1.11335 |
bench_linalg.Eindot.time_dot_trans_a_at
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| COOPERLAKE | 0.0132552 | 4.95e-05 | 1 |
| SKYLAKEX | 0.0133616 | 9.5e-05 | 1.00803 |
| SAPPHIRERAPIDS | 0.0134479 | 8.2e-05 | 1.01454 |
| HASWELL | 0.0209228 | 0.000166 | 1.57846 |
| SANDYBRIDGE | 0.0334758 | 9.85e-05 | 2.52549 |
| NEHALEM | 0.0629589 | 0.000226 | 4.74976 |
| ATOM | 0.063213 | 0.000246 | 4.76893 |
| PENRYN | 0.0709426 | 0.000307 | 5.35207 |
| DUNNINGTON | 0.0709703 | 0.0003105 | 5.35416 |
| BANIAS | 0.0709873 | 0.000246 | 5.35545 |
| NORTHWOOD | 0.0710018 | 0.0003075 | 5.35654 |
| COPPERMINE | 0.071005 | 0.000176 | 5.35678 |
| CORE2 | 0.0712226 | 0.000189 | 5.3732 |
| PRESCOTT | 0.0712279 | 0.0003605 | 5.3736 |
| KATMAI | 0.0712839 | 0.0002345 | 5.37782 |
bench_linalg.Eindot.time_dot_trans_a_atc
| arch | mean | spread | perf_ratios |
|:---------------|----------:|---------:|--------------:|
| COOPERLAKE | 0.0224239 | 0.000687 | 1 |
| SAPPHIRERAPIDS | 0.0224494 | 0.000104 | 1.00114 |
| SKYLAKEX | 0.0225707 | 0.000197 | 1.00654 |
| HASWELL | 0.0340615 | 0.000131 | 1.51898 |
| SANDYBRIDGE | 0.0600217 | 0.000118 | 2.67668 |
| NEHALEM | 0.110703 | 0.00023 | 4.93682 |
| ATOM | 0.110859 | 0.000465 | 4.9438 |
| BANIAS | 0.138266 | 0.00052 | 6.16599 |
| PRESCOTT | 0.138483 | 0.00073 | 6.17568 |
| CORE2 | 0.138561 | 0.00099 | 6.17917 |
| COPPERMINE | 0.138727 | 0.00051 | 6.18655 |
| PENRYN | 0.138745 | 0.00088 | 6.18736 |
| KATMAI | 0.138782 | 0.00052 | 6.18903 |
| DUNNINGTON | 0.138987 | 0.000335 | 6.19814 |
| NORTHWOOD | 0.139269 | 0.00044 | 6.21075 |
bench_linalg.Eindot.time_dot_trans_at_a
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| COOPERLAKE | 0.0393114 | 0.000142 | 1 |
| SKYLAKEX | 0.0396884 | 0.000147 | 1.00959 |
| SAPPHIRERAPIDS | 0.0397424 | 0.0001265 | 1.01096 |
| HASWELL | 0.057218 | 0.0007845 | 1.45551 |
| SANDYBRIDGE | 0.0895107 | 0.0007305 | 2.27697 |
| ATOM | 0.157947 | 0.00048 | 4.01784 |
| NEHALEM | 0.160082 | 0.001665 | 4.07216 |
| NORTHWOOD | 0.192715 | 0.00154 | 4.90226 |
| DUNNINGTON | 0.192736 | 0.00095 | 4.90281 |
| BANIAS | 0.193279 | 0.00132 | 4.91662 |
| CORE2 | 0.193469 | 0.000785 | 4.92146 |
| PRESCOTT | 0.193625 | 0.0013 | 4.92542 |
| KATMAI | 0.193729 | 0.000805 | 4.92807 |
| PENRYN | 0.193955 | 0.001445 | 4.93381 |
| COPPERMINE | 0.19421 | 0.001425 | 4.9403 |
bench_linalg.Eindot.time_dot_trans_atc_a
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| COOPERLAKE | 0.0551921 | 0.000205 | 1 |
| SAPPHIRERAPIDS | 0.055287 | 0.0006505 | 1.00172 |
| SKYLAKEX | 0.0553661 | 0.000591 | 1.00315 |
| HASWELL | 0.0890198 | 0.0004905 | 1.61291 |
| SANDYBRIDGE | 0.159635 | 0.00092 | 2.89235 |
| ATOM | 0.295745 | 0.000365 | 5.35847 |
| NEHALEM | 0.296107 | 0.000275 | 5.36502 |
| KATMAI | 0.366007 | 0.00057 | 6.63151 |
| PENRYN | 0.366186 | 0.00041 | 6.63475 |
| COPPERMINE | 0.366931 | 0.00134 | 6.64824 |
| NORTHWOOD | 0.367185 | 0.0015 | 6.65286 |
| CORE2 | 0.367294 | 0.00124 | 6.65482 |
| DUNNINGTON | 0.367487 | 0.00058 | 6.65832 |
| BANIAS | 0.367595 | 0.000455 | 6.66028 |
| PRESCOTT | 0.367865 | 0.001795 | 6.66518 |
bench_linalg.Eindot.time_einsum_i_ij_j
| arch | mean | spread | perf_ratios |
|:---------------|----------:|---------:|--------------:|
| COOPERLAKE | 0.0103574 | 4.6e-05 | 1 |
| KATMAI | 0.0103863 | 3.85e-05 | 1.00279 |
| PENRYN | 0.0103904 | 2.7e-05 | 1.00318 |
| PRESCOTT | 0.0103928 | 1.8e-05 | 1.00342 |
| CORE2 | 0.0103934 | 2.2e-05 | 1.00347 |
| COPPERMINE | 0.0103968 | 3.65e-05 | 1.0038 |
| SANDYBRIDGE | 0.0104011 | 4.9e-05 | 1.00422 |
| HASWELL | 0.0104068 | 4.85e-05 | 1.00477 |
| NEHALEM | 0.0104071 | 5.35e-05 | 1.0048 |
| ATOM | 0.0104085 | 3.3e-05 | 1.00493 |
| DUNNINGTON | 0.0104113 | 4.65e-05 | 1.00521 |
| NORTHWOOD | 0.0104187 | 3.2e-05 | 1.00592 |
| SKYLAKEX | 0.010425 | 3.3e-05 | 1.00652 |
| SAPPHIRERAPIDS | 0.0104307 | 2.35e-05 | 1.00708 |
| BANIAS | 0.0104479 | 3.45e-05 | 1.00873 |
bench_linalg.Eindot.time_einsum_ij_jk_a_b
| arch | mean | spread | perf_ratios |
|:---------------|--------:|---------:|--------------:|
| BANIAS | 1.49712 | 0.0176 | 1 |
| PRESCOTT | 1.49754 | 0.005 | 1.00028 |
| KATMAI | 1.50698 | 0.012 | 1.00658 |
| DUNNINGTON | 1.51371 | 0.0082 | 1.01108 |
| HASWELL | 1.5194 | 0.0106 | 1.01488 |
| NEHALEM | 1.5215 | 0.01065 | 1.01628 |
| CORE2 | 1.5228 | 0.0111 | 1.01715 |
| ATOM | 1.52674 | 0.00655 | 1.01978 |
| COOPERLAKE | 1.52858 | 0.01885 | 1.02101 |
| SANDYBRIDGE | 1.53095 | 0.01585 | 1.02259 |
| SAPPHIRERAPIDS | 1.53115 | 0.01435 | 1.02273 |
| NORTHWOOD | 1.53156 | 0.0196 | 1.023 |
| COPPERMINE | 1.53168 | 0.01415 | 1.02308 |
| PENRYN | 1.53249 | 0.0052 | 1.02362 |
| SKYLAKEX | 1.54602 | 0.0288 | 1.03266 |
bench_linalg.Eindot.time_einsum_ijk_jil_kl
| arch | mean | spread | perf_ratios |
|:---------------|---------:|---------:|--------------:|
| KATMAI | 0.963312 | 0.006425 | 1 |
| COOPERLAKE | 0.964244 | 0.007125 | 1.00097 |
| SKYLAKEX | 0.964508 | 0.006425 | 1.00124 |
| ATOM | 0.965022 | 0.00463 | 1.00177 |
| SANDYBRIDGE | 0.966986 | 0.007225 | 1.00381 |
| BANIAS | 0.967441 | 0.007205 | 1.00429 |
| COPPERMINE | 0.968185 | 0.0079 | 1.00506 |
| NORTHWOOD | 0.968231 | 0.0074 | 1.00511 |
| SAPPHIRERAPIDS | 0.969966 | 0.006255 | 1.00691 |
| NEHALEM | 0.970641 | 0.00738 | 1.00761 |
| CORE2 | 0.971152 | 0.00733 | 1.00814 |
| DUNNINGTON | 0.9721 | 0.008265 | 1.00912 |
| PRESCOTT | 0.973056 | 0.00728 | 1.01012 |
| HASWELL | 0.973919 | 0.007875 | 1.01101 |
| PENRYN | 0.974067 | 0.007715 | 1.01116 |
bench_linalg.Eindot.time_inner_trans_a_a
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SAPPHIRERAPIDS | 0.0133491 | 1.95e-05 | 1 |
| COOPERLAKE | 0.0133562 | 2.25e-05 | 1.00052 |
| SKYLAKEX | 0.0134555 | 6.4e-05 | 1.00797 |
| HASWELL | 0.020866 | 6.95e-05 | 1.56309 |
| SANDYBRIDGE | 0.0335156 | 8.75e-05 | 2.51069 |
| ATOM | 0.0629669 | 0.000227 | 4.71692 |
| NEHALEM | 0.0629691 | 0.000621 | 4.71709 |
| NORTHWOOD | 0.0710624 | 0.0002835 | 5.32337 |
| PRESCOTT | 0.0710732 | 0.000228 | 5.32417 |
| COPPERMINE | 0.071161 | 0.000375 | 5.33075 |
| KATMAI | 0.0712144 | 0.0003555 | 5.33475 |
| CORE2 | 0.0712204 | 0.000226 | 5.3352 |
| DUNNINGTON | 0.0712448 | 0.000235 | 5.33703 |
| BANIAS | 0.0712788 | 0.0006935 | 5.33957 |
| PENRYN | 0.0714098 | 0.0005465 | 5.34939 |
bench_linalg.Eindot.time_inner_trans_a_ac
| arch | mean | spread | perf_ratios |
|:---------------|----------:|---------:|--------------:|
| SAPPHIRERAPIDS | 0.0222212 | 9.25e-05 | 1 |
| SKYLAKEX | 0.0222945 | 0.000116 | 1.0033 |
| COOPERLAKE | 0.0226674 | 0.000241 | 1.02008 |
| HASWELL | 0.0338903 | 0.000115 | 1.52513 |
| SANDYBRIDGE | 0.0598267 | 0.000132 | 2.69232 |
| NEHALEM | 0.110188 | 0.000305 | 4.95867 |
| ATOM | 0.110814 | 0.000345 | 4.98688 |
| CORE2 | 0.136846 | 0.000245 | 6.15834 |
| DUNNINGTON | 0.13695 | 0.000355 | 6.16304 |
| KATMAI | 0.13697 | 0.00021 | 6.16393 |
| COPPERMINE | 0.136972 | 0.00023 | 6.16401 |
| BANIAS | 0.137026 | 0.00053 | 6.16646 |
| NORTHWOOD | 0.137052 | 0.000275 | 6.16763 |
| PRESCOTT | 0.137092 | 0.0003 | 6.16942 |
| PENRYN | 0.137133 | 0.000185 | 6.17125 |
bench_linalg.Eindot.time_matmul_a_b
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SKYLAKEX | 0.0818765 | 0.000289 | 1 |
| COOPERLAKE | 0.0821041 | 0.0003645 | 1.00278 |
| SAPPHIRERAPIDS | 0.0824305 | 0.000333 | 1.00677 |
| HASWELL | 0.134624 | 0.000525 | 1.64423 |
| SANDYBRIDGE | 0.237959 | 0.001315 | 2.90632 |
| ATOM | 0.438826 | 0.001155 | 5.35961 |
| NEHALEM | 0.438987 | 0.00038 | 5.36157 |
| KATMAI | 0.548216 | 0.00144 | 6.69564 |
| PENRYN | 0.548377 | 0.001025 | 6.69761 |
| COPPERMINE | 0.548721 | 0.001685 | 6.70181 |
| CORE2 | 0.549123 | 0.00234 | 6.70672 |
| PRESCOTT | 0.549851 | 0.00147 | 6.71562 |
| NORTHWOOD | 0.550417 | 0.00117 | 6.72253 |
| DUNNINGTON | 0.551492 | 0.001335 | 6.73566 |
| BANIAS | 0.551666 | 0.00176 | 6.73778 |
bench_linalg.Eindot.time_matmul_d_matmul_b_c
| arch | mean | spread | perf_ratios |
|:---------------|-----------:|----------:|--------------:|
| HASWELL | 0.00208022 | 3.835e-05 | 1 |
| NEHALEM | 0.00208044 | 3.86e-05 | 1.0001 |
| SKYLAKEX | 0.00208646 | 9.315e-05 | 1.003 |
| COOPERLAKE | 0.00208854 | 6.01e-05 | 1.004 |
| NORTHWOOD | 0.00209914 | 6.255e-05 | 1.0091 |
| SAPPHIRERAPIDS | 0.00211101 | 3.555e-05 | 1.0148 |
| KATMAI | 0.0021459 | 5.295e-05 | 1.03157 |
| ATOM | 0.00217228 | 5.28e-05 | 1.04425 |
| DUNNINGTON | 0.0021799 | 2.345e-05 | 1.04792 |
| PENRYN | 0.00219287 | 4.21e-05 | 1.05415 |
| BANIAS | 0.00219333 | 6.905e-05 | 1.05437 |
| CORE2 | 0.00219959 | 2.49e-05 | 1.05738 |
| COPPERMINE | 0.00222399 | 3.895e-05 | 1.06911 |
| PRESCOTT | 0.00225754 | 5.43e-05 | 1.08524 |
| SANDYBRIDGE | 0.00229956 | 3.995e-05 | 1.10544 |
bench_linalg.Eindot.time_matmul_trans_a_at
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SAPPHIRERAPIDS | 0.012938 | 9.3e-05 | 1 |
| COOPERLAKE | 0.0130068 | 0.000101 | 1.00531 |
| SKYLAKEX | 0.013051 | 0.000116 | 1.00873 |
| HASWELL | 0.0204392 | 0.000114 | 1.57977 |
| SANDYBRIDGE | 0.033129 | 7.25e-05 | 2.56059 |
| ATOM | 0.0626092 | 0.0002385 | 4.83916 |
| NEHALEM | 0.0626385 | 0.0002285 | 4.84142 |
| COPPERMINE | 0.0703332 | 0.0001075 | 5.43615 |
| CORE2 | 0.0705905 | 0.000319 | 5.45604 |
| BANIAS | 0.0706856 | 0.000327 | 5.46339 |
| PENRYN | 0.0707083 | 0.0002475 | 5.46515 |
| DUNNINGTON | 0.0707102 | 0.0002165 | 5.46529 |
| KATMAI | 0.0707318 | 0.000351 | 5.46696 |
| PRESCOTT | 0.0707523 | 0.0005985 | 5.46855 |
| NORTHWOOD | 0.0708166 | 0.000196 | 5.47352 |
bench_linalg.Eindot.time_matmul_trans_a_atc
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SAPPHIRERAPIDS | 0.0223962 | 3.6e-05 | 1 |
| SKYLAKEX | 0.0225009 | 0.000197 | 1.00468 |
| COOPERLAKE | 0.0225307 | 0.000217 | 1.00601 |
| HASWELL | 0.0340632 | 0.0001405 | 1.52094 |
| SANDYBRIDGE | 0.0599502 | 0.000228 | 2.6768 |
| ATOM | 0.110464 | 0.000255 | 4.93228 |
| NEHALEM | 0.110501 | 0.000125 | 4.93394 |
| BANIAS | 0.137683 | 0.00033 | 6.14763 |
| KATMAI | 0.137702 | 0.00055 | 6.14846 |
| PRESCOTT | 0.137852 | 0.000445 | 6.15516 |
| NORTHWOOD | 0.137987 | 0.000265 | 6.16118 |
| CORE2 | 0.138167 | 0.000825 | 6.16923 |
| DUNNINGTON | 0.138684 | 0.000585 | 6.19231 |
| COPPERMINE | 0.13877 | 0.000475 | 6.19616 |
| PENRYN | 0.138793 | 0.000405 | 6.19718 |
bench_linalg.Eindot.time_matmul_trans_at_a
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SKYLAKEX | 0.0364809 | 0.0001645 | 1 |
| COOPERLAKE | 0.0366229 | 0.0001995 | 1.00389 |
| SAPPHIRERAPIDS | 0.0367327 | 0.000284 | 1.0069 |
| HASWELL | 0.0538468 | 0.000107 | 1.47603 |
| SANDYBRIDGE | 0.087483 | 0.000982 | 2.39805 |
| ATOM | 0.154641 | 0.00072 | 4.23896 |
| NEHALEM | 0.154901 | 0.00089 | 4.2461 |
| PENRYN | 0.189336 | 0.00177 | 5.19 |
| KATMAI | 0.189798 | 0.00102 | 5.20267 |
| COPPERMINE | 0.190057 | 0.001645 | 5.20978 |
| DUNNINGTON | 0.190456 | 0.00086 | 5.2207 |
| CORE2 | 0.190502 | 0.00144 | 5.22198 |
| NORTHWOOD | 0.190703 | 0.00128 | 5.22749 |
| BANIAS | 0.190985 | 0.00123 | 5.23521 |
| PRESCOTT | 0.191139 | 0.00134 | 5.23942 |
bench_linalg.Eindot.time_matmul_trans_atc_a
| arch | mean | spread | perf_ratios |
|:---------------|----------:|---------:|--------------:|
| COOPERLAKE | 0.053302 | 0.000219 | 1 |
| SAPPHIRERAPIDS | 0.053562 | 0.000497 | 1.00488 |
| SKYLAKEX | 0.0536066 | 0.000481 | 1.00571 |
| HASWELL | 0.0865644 | 0.000455 | 1.62404 |
| SANDYBRIDGE | 0.157204 | 0.00089 | 2.94931 |
| ATOM | 0.293363 | 0.000595 | 5.50378 |
| NEHALEM | 0.29394 | 0.00042 | 5.51462 |
| BANIAS | 0.363131 | 0.000535 | 6.8127 |
| CORE2 | 0.363397 | 0.00058 | 6.81769 |
| NORTHWOOD | 0.364233 | 0.000885 | 6.83338 |
| PRESCOTT | 0.364242 | 0.0008 | 6.83356 |
| KATMAI | 0.364405 | 0.00147 | 6.83661 |
| COPPERMINE | 0.364917 | 0.000605 | 6.84622 |
| PENRYN | 0.364963 | 0.00039 | 6.84708 |
| DUNNINGTON | 0.36509 | 0.00031 | 6.84946 |
bench_linalg.Eindot.time_tensordot_a_b_axes_1_0_0_1
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| COOPERLAKE | 0.0361984 | 0.0001255 | 1 |
| SKYLAKEX | 0.0362832 | 0.000162 | 1.00234 |
| SAPPHIRERAPIDS | 0.0362952 | 0.00019 | 1.00268 |
| HASWELL | 0.0423294 | 0.0002 | 1.16937 |
| SANDYBRIDGE | 0.0546994 | 0.0001675 | 1.5111 |
| ATOM | 0.0806803 | 0.0004465 | 2.22884 |
| NEHALEM | 0.0808842 | 0.0004795 | 2.23447 |
| KATMAI | 0.0944183 | 0.000121 | 2.60836 |
| PENRYN | 0.0945729 | 0.000334 | 2.61263 |
| CORE2 | 0.0946966 | 0.000359 | 2.61604 |
| COPPERMINE | 0.0947463 | 0.0002305 | 2.61742 |
| BANIAS | 0.0947508 | 0.0001735 | 2.61754 |
| PRESCOTT | 0.0947528 | 0.000246 | 2.6176 |
| NORTHWOOD | 0.094964 | 0.00021 | 2.62343 |
| DUNNINGTON | 0.0949835 | 0.000529 | 2.62397 |
('bench_linalg.Einsum.time_einsum_contig_contig', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| PRESCOTT | 0.000108058 | 4.6e-07 | 1 |
| DUNNINGTON | 0.000108199 | 6.45e-07 | 1.00131 |
| COOPERLAKE | 0.000108258 | 3e-07 | 1.00186 |
| KATMAI | 0.000108269 | 6.55e-07 | 1.00195 |
| HASWELL | 0.000108701 | 5.05e-07 | 1.00595 |
| PENRYN | 0.000108712 | 3.5e-07 | 1.00606 |
| BANIAS | 0.000108767 | 8.15e-07 | 1.00656 |
| ATOM | 0.000108842 | 6.4e-07 | 1.00726 |
| SKYLAKEX | 0.000108883 | 2.45e-07 | 1.00764 |
| CORE2 | 0.000108888 | 1.025e-06 | 1.00768 |
| SANDYBRIDGE | 0.000108994 | 7.05e-07 | 1.00867 |
| COPPERMINE | 0.000109249 | 9.5e-07 | 1.01102 |
| SAPPHIRERAPIDS | 0.000109443 | 6.8e-07 | 1.01282 |
| NORTHWOOD | 0.000109625 | 1.285e-06 | 1.0145 |
| NEHALEM | 0.000109937 | 7.85e-07 | 1.01739 |
('bench_linalg.Einsum.time_einsum_contig_contig', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| PRESCOTT | 0.000193225 | 4.565e-06 | 1 |
| NORTHWOOD | 0.000194481 | 2.73e-06 | 1.0065 |
| CORE2 | 0.000194803 | 2.79e-06 | 1.00817 |
| HASWELL | 0.000195199 | 3.77e-06 | 1.01022 |
| DUNNINGTON | 0.000195229 | 2.72e-06 | 1.01037 |
| COOPERLAKE | 0.000195282 | 4.185e-06 | 1.01065 |
| SKYLAKEX | 0.000195494 | 2.295e-06 | 1.01175 |
| SAPPHIRERAPIDS | 0.000195884 | 1.45e-06 | 1.01376 |
| PENRYN | 0.000196152 | 2.775e-06 | 1.01515 |
| COPPERMINE | 0.000196621 | 2.59e-06 | 1.01758 |
| ATOM | 0.000196781 | 2.375e-06 | 1.0184 |
| NEHALEM | 0.000196996 | 2.65e-06 | 1.01952 |
| KATMAI | 0.000197721 | 4.11e-06 | 1.02327 |
| BANIAS | 0.000197936 | 1.78e-06 | 1.02438 |
| SANDYBRIDGE | 0.000198112 | 3.045e-06 | 1.02529 |
('bench_linalg.Einsum.time_einsum_contig_outstride0', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|---------:|--------------:|
| NORTHWOOD | 0.000112087 | 9.55e-07 | 1 |
| BANIAS | 0.000112255 | 6.15e-07 | 1.0015 |
| PRESCOTT | 0.000112302 | 8.8e-07 | 1.00192 |
| COPPERMINE | 0.000112332 | 6.7e-07 | 1.00218 |
| PENRYN | 0.00011251 | 8.75e-07 | 1.00377 |
| SAPPHIRERAPIDS | 0.00011264 | 5.95e-07 | 1.00493 |
| COOPERLAKE | 0.000112711 | 5.55e-07 | 1.00556 |
| DUNNINGTON | 0.000112757 | 8.25e-07 | 1.00598 |
| HASWELL | 0.000112797 | 9.1e-07 | 1.00633 |
| SANDYBRIDGE | 0.000113071 | 4.9e-07 | 1.00878 |
| CORE2 | 0.000113228 | 7.35e-07 | 1.01018 |
| KATMAI | 0.000113249 | 5.8e-07 | 1.01037 |
| NEHALEM | 0.000113262 | 6.1e-07 | 1.01048 |
| ATOM | 0.000113919 | 7.05e-07 | 1.01634 |
| SKYLAKEX | 0.000114094 | 1.01e-06 | 1.0179 |
('bench_linalg.Einsum.time_einsum_contig_outstride0', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| DUNNINGTON | 0.000197515 | 9.85e-07 | 1 |
| CORE2 | 0.000197804 | 1.585e-06 | 1.00147 |
| NORTHWOOD | 0.000197915 | 1.955e-06 | 1.00203 |
| BANIAS | 0.000198154 | 5.35e-07 | 1.00324 |
| SANDYBRIDGE | 0.000198338 | 7.55e-07 | 1.00417 |
| ATOM | 0.000198365 | 1.155e-06 | 1.00431 |
| PENRYN | 0.000198369 | 1.22e-06 | 1.00433 |
| PRESCOTT | 0.000198735 | 1.495e-06 | 1.00618 |
| KATMAI | 0.000199115 | 1.48e-06 | 1.0081 |
| COOPERLAKE | 0.000199422 | 1.615e-06 | 1.00966 |
| HASWELL | 0.000199448 | 1.395e-06 | 1.00979 |
| NEHALEM | 0.000199535 | 1.35e-06 | 1.01023 |
| SAPPHIRERAPIDS | 0.000199607 | 1.425e-06 | 1.0106 |
| COPPERMINE | 0.000199938 | 1.56e-06 | 1.01227 |
| SKYLAKEX | 0.000200731 | 3.255e-06 | 1.01629 |
('bench_linalg.Einsum.time_einsum_mul', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| ATOM | 0.000742574 | 2.461e-05 | 1 |
| PRESCOTT | 0.000747874 | 3.302e-05 | 1.00714 |
| NEHALEM | 0.000749751 | 3.6475e-05 | 1.00966 |
| SAPPHIRERAPIDS | 0.000751418 | 3.6275e-05 | 1.01191 |
| CORE2 | 0.000751918 | 3.5155e-05 | 1.01258 |
| DUNNINGTON | 0.000751941 | 2.8955e-05 | 1.01261 |
| COOPERLAKE | 0.000754057 | 4.142e-05 | 1.01546 |
| SKYLAKEX | 0.000754308 | 3.5355e-05 | 1.0158 |
| HASWELL | 0.000754779 | 3.269e-05 | 1.01644 |
| COPPERMINE | 0.000754919 | 3.8125e-05 | 1.01663 |
| BANIAS | 0.000755152 | 3.54e-05 | 1.01694 |
| SANDYBRIDGE | 0.000755868 | 3.4155e-05 | 1.0179 |
| NORTHWOOD | 0.000759358 | 2.98e-05 | 1.0226 |
| PENRYN | 0.000761912 | 3.6795e-05 | 1.02604 |
| KATMAI | 0.000764084 | 2.673e-05 | 1.02897 |
('bench_linalg.Einsum.time_einsum_mul', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| HASWELL | 0.000588565 | 2.744e-05 | 1 |
| COOPERLAKE | 0.000589146 | 2.744e-05 | 1.00099 |
| KATMAI | 0.000592284 | 2.696e-05 | 1.00632 |
| CORE2 | 0.000593061 | 3.0795e-05 | 1.00764 |
| SANDYBRIDGE | 0.00059413 | 2.3545e-05 | 1.00946 |
| PRESCOTT | 0.000594269 | 3.1795e-05 | 1.00969 |
| DUNNINGTON | 0.000596381 | 2.752e-05 | 1.01328 |
| NEHALEM | 0.000596409 | 2.768e-05 | 1.01333 |
| ATOM | 0.000597397 | 2.669e-05 | 1.01501 |
| COPPERMINE | 0.00059752 | 2.5645e-05 | 1.01521 |
| NORTHWOOD | 0.000598162 | 2.5695e-05 | 1.0163 |
| SKYLAKEX | 0.000599013 | 3.0625e-05 | 1.01775 |
| PENRYN | 0.000599675 | 2.729e-05 | 1.01888 |
| SAPPHIRERAPIDS | 0.000600567 | 2.676e-05 | 1.02039 |
| BANIAS | 0.000603639 | 2.512e-05 | 1.02561 |
('bench_linalg.Einsum.time_einsum_multiply', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COOPERLAKE | 4.97366e-05 | 7.645e-07 | 1 |
| DUNNINGTON | 5.0022e-05 | 4.415e-07 | 1.00574 |
| SANDYBRIDGE | 5.00632e-05 | 7.575e-07 | 1.00656 |
| BANIAS | 5.01231e-05 | 3.94e-07 | 1.00777 |
| NORTHWOOD | 5.01267e-05 | 2.35e-07 | 1.00784 |
| PRESCOTT | 5.01602e-05 | 8.11e-07 | 1.00852 |
| ATOM | 5.02314e-05 | 7.82e-07 | 1.00995 |
| PENRYN | 5.03112e-05 | 4.22e-07 | 1.01155 |
| COPPERMINE | 5.03138e-05 | 5.115e-07 | 1.0116 |
| HASWELL | 5.03427e-05 | 2.8e-07 | 1.01218 |
| SKYLAKEX | 5.03835e-05 | 4.05e-07 | 1.01301 |
| SAPPHIRERAPIDS | 5.06814e-05 | 6.765e-07 | 1.01899 |
| NEHALEM | 5.08302e-05 | 4.835e-07 | 1.02199 |
| KATMAI | 5.09054e-05 | 3.975e-07 | 1.0235 |
| CORE2 | 5.12196e-05 | 6.285e-07 | 1.02982 |
('bench_linalg.Einsum.time_einsum_multiply', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| NORTHWOOD | 5.56586e-05 | 7.895e-07 | 1 |
| COPPERMINE | 5.63809e-05 | 5.32e-07 | 1.01298 |
| COOPERLAKE | 5.64684e-05 | 6.045e-07 | 1.01455 |
| KATMAI | 5.66692e-05 | 4.845e-07 | 1.01816 |
| PENRYN | 5.66991e-05 | 5.54e-07 | 1.0187 |
| DUNNINGTON | 5.69233e-05 | 4.575e-07 | 1.02272 |
| SANDYBRIDGE | 5.6925e-05 | 3.475e-07 | 1.02275 |
| HASWELL | 5.69528e-05 | 4.805e-07 | 1.02325 |
| SKYLAKEX | 5.69612e-05 | 2.43e-07 | 1.0234 |
| PRESCOTT | 5.71059e-05 | 3.5e-07 | 1.026 |
| BANIAS | 5.71844e-05 | 5.365e-07 | 1.02741 |
| SAPPHIRERAPIDS | 5.72388e-05 | 7.14e-07 | 1.02839 |
| ATOM | 5.74742e-05 | 3.74e-07 | 1.03262 |
| CORE2 | 5.75764e-05 | 4.13e-07 | 1.03446 |
| NEHALEM | 5.77186e-05 | 5.13e-07 | 1.03701 |
('bench_linalg.Einsum.time_einsum_noncon_contig_contig', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COOPERLAKE | 2.45415e-05 | 7e-08 | 1 |
| BANIAS | 2.47685e-05 | 6.45e-08 | 1.00925 |
| NORTHWOOD | 2.48375e-05 | 7.3e-08 | 1.01206 |
| DUNNINGTON | 2.49388e-05 | 5.55e-08 | 1.01619 |
| SKYLAKEX | 2.49888e-05 | 9.15e-08 | 1.01823 |
| NEHALEM | 2.50422e-05 | 1.275e-07 | 1.0204 |
| PRESCOTT | 2.51567e-05 | 4.55e-08 | 1.02507 |
| COPPERMINE | 2.51644e-05 | 6.2e-08 | 1.02538 |
| KATMAI | 2.52604e-05 | 5.5e-08 | 1.02929 |
| ATOM | 2.52959e-05 | 7.85e-08 | 1.03074 |
| HASWELL | 2.53274e-05 | 3.9e-08 | 1.03202 |
| SAPPHIRERAPIDS | 2.53527e-05 | 4e-08 | 1.03306 |
| PENRYN | 2.53822e-05 | 7.85e-08 | 1.03426 |
| SANDYBRIDGE | 2.5519e-05 | 5.15e-08 | 1.03983 |
| CORE2 | 2.55298e-05 | 8.85e-08 | 1.04027 |
('bench_linalg.Einsum.time_einsum_noncon_contig_contig', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COOPERLAKE | 2.52218e-05 | 6.1e-08 | 1 |
| NORTHWOOD | 2.53304e-05 | 1.085e-07 | 1.00431 |
| BANIAS | 2.54769e-05 | 5.2e-08 | 1.01011 |
| DUNNINGTON | 2.56162e-05 | 1.21e-07 | 1.01564 |
| SKYLAKEX | 2.56169e-05 | 3.8e-08 | 1.01567 |
| NEHALEM | 2.56467e-05 | 7.2e-08 | 1.01685 |
| COPPERMINE | 2.57779e-05 | 8.75e-08 | 1.02205 |
| PRESCOTT | 2.57826e-05 | 1.15e-07 | 1.02224 |
| HASWELL | 2.58465e-05 | 7.3e-08 | 1.02477 |
| PENRYN | 2.59479e-05 | 2.8e-08 | 1.02879 |
| KATMAI | 2.60164e-05 | 1.045e-07 | 1.03151 |
| SAPPHIRERAPIDS | 2.60615e-05 | 1.56e-07 | 1.03329 |
| ATOM | 2.6077e-05 | 1.465e-07 | 1.03391 |
| SANDYBRIDGE | 2.61269e-05 | 1.345e-07 | 1.03589 |
| CORE2 | 2.62499e-05 | 7.15e-08 | 1.04076 |
('bench_linalg.Einsum.time_einsum_noncon_contig_outstride0', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 1.85335e-05 | 8.2e-08 | 1 |
| COOPERLAKE | 1.8548e-05 | 6.9e-08 | 1.00078 |
| PRESCOTT | 1.85849e-05 | 1.085e-07 | 1.00278 |
| HASWELL | 1.85918e-05 | 1e-07 | 1.00315 |
| PENRYN | 1.86223e-05 | 5.85e-08 | 1.00479 |
| NEHALEM | 1.8668e-05 | 3.35e-08 | 1.00726 |
| ATOM | 1.87008e-05 | 1.01e-07 | 1.00903 |
| SANDYBRIDGE | 1.87057e-05 | 1.09e-07 | 1.00929 |
| BANIAS | 1.87398e-05 | 5.3e-08 | 1.01113 |
| SAPPHIRERAPIDS | 1.87461e-05 | 1.04e-07 | 1.01147 |
| NORTHWOOD | 1.87751e-05 | 5.3e-08 | 1.01304 |
| DUNNINGTON | 1.88751e-05 | 7.3e-08 | 1.01844 |
| CORE2 | 1.89541e-05 | 1.645e-07 | 1.0227 |
| SKYLAKEX | 1.90339e-05 | 8.2e-08 | 1.027 |
| KATMAI | 1.9296e-05 | 9.45e-08 | 1.04114 |
('bench_linalg.Einsum.time_einsum_noncon_contig_outstride0', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 1.86657e-05 | 1.15e-07 | 1 |
| COOPERLAKE | 1.87656e-05 | 6.25e-08 | 1.00535 |
| PRESCOTT | 1.88672e-05 | 8.4e-08 | 1.0108 |
| SAPPHIRERAPIDS | 1.89632e-05 | 1.4e-07 | 1.01594 |
| SANDYBRIDGE | 1.89687e-05 | 1.135e-07 | 1.01623 |
| HASWELL | 1.89948e-05 | 1.245e-07 | 1.01763 |
| PENRYN | 1.90096e-05 | 2.055e-07 | 1.01842 |
| BANIAS | 1.90935e-05 | 7.45e-08 | 1.02291 |
| NEHALEM | 1.91184e-05 | 1.02e-07 | 1.02425 |
| DUNNINGTON | 1.91635e-05 | 8.6e-08 | 1.02667 |
| NORTHWOOD | 1.91674e-05 | 1.37e-07 | 1.02688 |
| SKYLAKEX | 1.92007e-05 | 8e-08 | 1.02866 |
| CORE2 | 1.92217e-05 | 1.115e-07 | 1.02978 |
| ATOM | 1.92322e-05 | 1.26e-07 | 1.03035 |
| KATMAI | 1.95781e-05 | 9.45e-08 | 1.04888 |
('bench_linalg.Einsum.time_einsum_noncon_mul', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| PRESCOTT | 2.59412e-05 | 4.2e-08 | 1 |
| COOPERLAKE | 2.60076e-05 | 2.615e-07 | 1.00256 |
| BANIAS | 2.61398e-05 | 1.16e-07 | 1.00766 |
| SAPPHIRERAPIDS | 2.61523e-05 | 1.71e-07 | 1.00814 |
| NORTHWOOD | 2.61603e-05 | 1.23e-07 | 1.00845 |
| HASWELL | 2.61734e-05 | 2.465e-07 | 1.00895 |
| COPPERMINE | 2.61744e-05 | 2.565e-07 | 1.00899 |
| SANDYBRIDGE | 2.6176e-05 | 1.28e-07 | 1.00905 |
| PENRYN | 2.62214e-05 | 2.8e-07 | 1.0108 |
| DUNNINGTON | 2.62506e-05 | 2.125e-07 | 1.01193 |
| CORE2 | 2.6293e-05 | 2.74e-07 | 1.01356 |
| SKYLAKEX | 2.64763e-05 | 5.05e-08 | 1.02063 |
| NEHALEM | 2.65758e-05 | 1.18e-07 | 1.02446 |
| ATOM | 2.67023e-05 | 8.15e-08 | 1.02934 |
| KATMAI | 2.70066e-05 | 3.155e-07 | 1.04107 |
('bench_linalg.Einsum.time_einsum_noncon_mul', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| SANDYBRIDGE | 2.46111e-05 | 1.145e-07 | 1 |
| COOPERLAKE | 2.46127e-05 | 3.05e-07 | 1.00007 |
| SAPPHIRERAPIDS | 2.47082e-05 | 9.7e-08 | 1.00395 |
| HASWELL | 2.47349e-05 | 1.44e-07 | 1.00503 |
| PENRYN | 2.47505e-05 | 1.905e-07 | 1.00566 |
| COPPERMINE | 2.47565e-05 | 2.46e-07 | 1.00591 |
| NORTHWOOD | 2.48623e-05 | 2.09e-07 | 1.01021 |
| BANIAS | 2.4892e-05 | 2.1e-07 | 1.01141 |
| PRESCOTT | 2.49343e-05 | 2.95e-07 | 1.01314 |
| CORE2 | 2.49578e-05 | 1.785e-07 | 1.01409 |
| NEHALEM | 2.49731e-05 | 1.08e-07 | 1.01471 |
| SKYLAKEX | 2.51203e-05 | 1.885e-07 | 1.02069 |
| DUNNINGTON | 2.51998e-05 | 1.64e-07 | 1.02392 |
| ATOM | 2.53259e-05 | 1.405e-07 | 1.02905 |
| KATMAI | 2.55963e-05 | 1.94e-07 | 1.04003 |
('bench_linalg.Einsum.time_einsum_noncon_multiply', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| BANIAS | 6.54071e-05 | 1.6285e-06 | 1 |
| COPPERMINE | 6.66706e-05 | 1.006e-06 | 1.01932 |
| SANDYBRIDGE | 6.671e-05 | 1.034e-06 | 1.01992 |
| COOPERLAKE | 6.68717e-05 | 8.08e-07 | 1.02239 |
| KATMAI | 6.69567e-05 | 6.835e-07 | 1.02369 |
| PRESCOTT | 6.70565e-05 | 8.665e-07 | 1.02522 |
| PENRYN | 6.70785e-05 | 3.17e-07 | 1.02555 |
| NEHALEM | 6.71205e-05 | 5.5e-07 | 1.0262 |
| NORTHWOOD | 6.7219e-05 | 5.255e-07 | 1.0277 |
| HASWELL | 6.72282e-05 | 5.78e-07 | 1.02784 |
| CORE2 | 6.72291e-05 | 7.545e-07 | 1.02786 |
| SAPPHIRERAPIDS | 6.7356e-05 | 1.507e-06 | 1.0298 |
| SKYLAKEX | 6.73652e-05 | 1.269e-06 | 1.02994 |
| ATOM | 6.73929e-05 | 6.945e-07 | 1.03036 |
| DUNNINGTON | 6.76532e-05 | 7.05e-07 | 1.03434 |
('bench_linalg.Einsum.time_einsum_noncon_multiply', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| PRESCOTT | 8.90667e-05 | 9.695e-07 | 1 |
| COPPERMINE | 8.92697e-05 | 9.72e-07 | 1.00228 |
| COOPERLAKE | 8.93431e-05 | 1.055e-06 | 1.0031 |
| SANDYBRIDGE | 8.94484e-05 | 1.1015e-06 | 1.00429 |
| NORTHWOOD | 8.95832e-05 | 9.3e-07 | 1.0058 |
| BANIAS | 8.95965e-05 | 1.126e-06 | 1.00595 |
| DUNNINGTON | 8.96486e-05 | 1.1015e-06 | 1.00653 |
| CORE2 | 8.97234e-05 | 6.48e-07 | 1.00737 |
| PENRYN | 9.00448e-05 | 1.481e-06 | 1.01098 |
| SAPPHIRERAPIDS | 9.01804e-05 | 7.565e-07 | 1.0125 |
| NEHALEM | 9.05881e-05 | 1.506e-06 | 1.01708 |
| HASWELL | 9.08146e-05 | 9.73e-07 | 1.01962 |
| SKYLAKEX | 9.09029e-05 | 5.46e-07 | 1.02062 |
| ATOM | 9.09721e-05 | 4.245e-07 | 1.02139 |
| KATMAI | 9.10787e-05 | 8.005e-07 | 1.02259 |
('bench_linalg.Einsum.time_einsum_noncon_outer', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|-----------:|-----------:|--------------:|
| ATOM | 0.00262598 | 8.445e-05 | 1 |
| PENRYN | 0.00263662 | 0.0001364 | 1.00405 |
| NEHALEM | 0.00264777 | 6.455e-05 | 1.0083 |
| HASWELL | 0.00266381 | 9.895e-05 | 1.01441 |
| SKYLAKEX | 0.00268032 | 0.0001911 | 1.0207 |
| SAPPHIRERAPIDS | 0.00268095 | 9.52e-05 | 1.02093 |
| NORTHWOOD | 0.00268221 | 0.00014055 | 1.02141 |
| CORE2 | 0.00269765 | 6.57e-05 | 1.02729 |
| PRESCOTT | 0.00271142 | 0.0001251 | 1.03254 |
| COPPERMINE | 0.00272874 | 0.0001359 | 1.03913 |
| DUNNINGTON | 0.0027343 | 0.0001443 | 1.04125 |
| SANDYBRIDGE | 0.00280563 | 0.0001437 | 1.06841 |
| BANIAS | 0.00282867 | 0.00012625 | 1.07719 |
| COOPERLAKE | 0.00293519 | 0.00012445 | 1.11775 |
| KATMAI | 0.00304582 | 0.0001641 | 1.15988 |
('bench_linalg.Einsum.time_einsum_noncon_outer', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|-----------:|-----------:|--------------:|
| PENRYN | 0.00592042 | 0.00026975 | 1 |
| ATOM | 0.00593202 | 0.0003044 | 1.00196 |
| CORE2 | 0.00597742 | 0.00030465 | 1.00963 |
| PRESCOTT | 0.00602242 | 0.00032445 | 1.01723 |
| SAPPHIRERAPIDS | 0.00604453 | 0.0003146 | 1.02096 |
| NORTHWOOD | 0.00604579 | 0.0002995 | 1.02118 |
| NEHALEM | 0.00606244 | 0.0003109 | 1.02399 |
| HASWELL | 0.00606267 | 0.0002283 | 1.02403 |
| COPPERMINE | 0.00607582 | 0.0002697 | 1.02625 |
| KATMAI | 0.00608206 | 0.0003221 | 1.0273 |
| DUNNINGTON | 0.00609611 | 0.00045965 | 1.02967 |
| SKYLAKEX | 0.00612655 | 0.000343 | 1.03482 |
| SANDYBRIDGE | 0.0061341 | 0.000355 | 1.03609 |
| BANIAS | 0.00618965 | 0.0003589 | 1.04548 |
| COOPERLAKE | 0.00619879 | 0.00031715 | 1.04702 |
('bench_linalg.Einsum.time_einsum_noncon_sum_mul', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| SAPPHIRERAPIDS | 6.53289e-05 | 6.655e-07 | 1 |
| COPPERMINE | 6.55379e-05 | 2.07e-07 | 1.0032 |
| COOPERLAKE | 6.5781e-05 | 8.225e-07 | 1.00692 |
| HASWELL | 6.58085e-05 | 9.925e-07 | 1.00734 |
| SANDYBRIDGE | 6.59852e-05 | 1.192e-06 | 1.01005 |
| BANIAS | 6.60084e-05 | 7.485e-07 | 1.0104 |
| PRESCOTT | 6.60225e-05 | 1.087e-06 | 1.01062 |
| NORTHWOOD | 6.61585e-05 | 1.0895e-06 | 1.0127 |
| SKYLAKEX | 6.63478e-05 | 3.185e-07 | 1.0156 |
| PENRYN | 6.65002e-05 | 6.52e-07 | 1.01793 |
| NEHALEM | 6.65294e-05 | 9.895e-07 | 1.01838 |
| DUNNINGTON | 6.67073e-05 | 1.489e-06 | 1.0211 |
| ATOM | 6.72905e-05 | 8.995e-07 | 1.03003 |
| KATMAI | 6.79251e-05 | 9.175e-07 | 1.03974 |
| CORE2 | 6.86312e-05 | 8.035e-07 | 1.05055 |
('bench_linalg.Einsum.time_einsum_noncon_sum_mul', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| PENRYN | 4.37581e-05 | 3.68e-07 | 1 |
| BANIAS | 4.40014e-05 | 3.05e-07 | 1.00556 |
| SAPPHIRERAPIDS | 4.42144e-05 | 1.775e-07 | 1.01043 |
| ATOM | 4.42816e-05 | 1.495e-07 | 1.01196 |
| COPPERMINE | 4.43238e-05 | 5.165e-07 | 1.01293 |
| NORTHWOOD | 4.44768e-05 | 4.74e-07 | 1.01642 |
| SKYLAKEX | 4.44798e-05 | 4.115e-07 | 1.01649 |
| KATMAI | 4.45555e-05 | 3.565e-07 | 1.01822 |
| PRESCOTT | 4.46152e-05 | 6.205e-07 | 1.01959 |
| SANDYBRIDGE | 4.46306e-05 | 8.155e-07 | 1.01994 |
| DUNNINGTON | 4.46927e-05 | 7.315e-07 | 1.02136 |
| HASWELL | 4.48433e-05 | 5.185e-07 | 1.0248 |
| COOPERLAKE | 4.49208e-05 | 6.43e-07 | 1.02657 |
| CORE2 | 4.49537e-05 | 3.145e-07 | 1.02732 |
| NEHALEM | 4.49673e-05 | 4.27e-07 | 1.02763 |
('bench_linalg.Einsum.time_einsum_noncon_sum_mul2', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|-----------:|--------------:|
| COOPERLAKE | 6.59696e-05 | 5.43e-07 | 1 |
| PRESCOTT | 6.60336e-05 | 1.086e-06 | 1.00097 |
| SAPPHIRERAPIDS | 6.62951e-05 | 6.86e-07 | 1.00493 |
| SANDYBRIDGE | 6.68799e-05 | 1.4645e-06 | 1.0138 |
| BANIAS | 6.69621e-05 | 7.31e-07 | 1.01504 |
| SKYLAKEX | 6.71278e-05 | 1.1125e-06 | 1.01756 |
| COPPERMINE | 6.71813e-05 | 6.385e-07 | 1.01837 |
| NORTHWOOD | 6.74276e-05 | 7.09e-07 | 1.0221 |
| ATOM | 6.7639e-05 | 8.215e-07 | 1.02531 |
| DUNNINGTON | 6.7745e-05 | 7.565e-07 | 1.02691 |
| HASWELL | 6.77492e-05 | 1.344e-06 | 1.02698 |
| CORE2 | 6.7972e-05 | 1.0035e-06 | 1.03035 |
| PENRYN | 6.81146e-05 | 9.425e-07 | 1.03252 |
| KATMAI | 6.85457e-05 | 5.92e-07 | 1.03905 |
| NEHALEM | 6.90653e-05 | 1.066e-06 | 1.04693 |
('bench_linalg.Einsum.time_einsum_noncon_sum_mul2', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COOPERLAKE | 4.42005e-05 | 5.305e-07 | 1 |
| COPPERMINE | 4.42487e-05 | 2.215e-07 | 1.00109 |
| NEHALEM | 4.42694e-05 | 6.065e-07 | 1.00156 |
| CORE2 | 4.44659e-05 | 6.175e-07 | 1.006 |
| ATOM | 4.44854e-05 | 3.94e-07 | 1.00645 |
| DUNNINGTON | 4.45191e-05 | 2.18e-07 | 1.00721 |
| SANDYBRIDGE | 4.452e-05 | 3.415e-07 | 1.00723 |
| NORTHWOOD | 4.45788e-05 | 1.445e-07 | 1.00856 |
| PENRYN | 4.46087e-05 | 5.44e-07 | 1.00924 |
| HASWELL | 4.46239e-05 | 4.87e-07 | 1.00958 |
| BANIAS | 4.47117e-05 | 2.43e-07 | 1.01157 |
| PRESCOTT | 4.47215e-05 | 3.69e-07 | 1.01179 |
| SAPPHIRERAPIDS | 4.47238e-05 | 2.875e-07 | 1.01184 |
| KATMAI | 4.50902e-05 | 6.195e-07 | 1.02013 |
| SKYLAKEX | 4.52474e-05 | 7.21e-07 | 1.02369 |
('bench_linalg.Einsum.time_einsum_outer', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| CORE2 | 0.014618 | 0.0004305 | 1 |
| SAPPHIRERAPIDS | 0.0147287 | 8.65e-05 | 1.00757 |
| NEHALEM | 0.0148545 | 0.000335 | 1.01618 |
| PENRYN | 0.0148821 | 0.000449 | 1.01807 |
| HASWELL | 0.0150106 | 0.000204 | 1.02686 |
| SKYLAKEX | 0.0150119 | 0.0002 | 1.02695 |
| KATMAI | 0.0150285 | 0.0001335 | 1.02808 |
| DUNNINGTON | 0.0151091 | 0.0001605 | 1.03359 |
| PRESCOTT | 0.0151609 | 0.0002935 | 1.03714 |
| BANIAS | 0.0152045 | 0.0002335 | 1.04012 |
| ATOM | 0.0152602 | 0.000212 | 1.04393 |
| COPPERMINE | 0.0152713 | 0.000247 | 1.04469 |
| COOPERLAKE | 0.0153252 | 0.0002445 | 1.04838 |
| NORTHWOOD | 0.0154 | 7.5e-05 | 1.0535 |
| SANDYBRIDGE | 0.0155216 | 0.000164 | 1.06181 |
('bench_linalg.Einsum.time_einsum_outer', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| PENRYN | 0.0281359 | 0.0002595 | 1 |
| CORE2 | 0.0283422 | 0.00023 | 1.00733 |
| DUNNINGTON | 0.0283849 | 9.1e-05 | 1.00885 |
| HASWELL | 0.0284206 | 0.000137 | 1.01012 |
| PRESCOTT | 0.0284494 | 0.000394 | 1.01114 |
| KATMAI | 0.0284527 | 0.0001335 | 1.01126 |
| SAPPHIRERAPIDS | 0.0285115 | 0.000148 | 1.01335 |
| NORTHWOOD | 0.0285294 | 0.000142 | 1.01399 |
| ATOM | 0.0285455 | 0.000366 | 1.01456 |
| SKYLAKEX | 0.0286026 | 0.0002055 | 1.01659 |
| COOPERLAKE | 0.0287198 | 0.0001465 | 1.02075 |
| NEHALEM | 0.0287338 | 0.000244 | 1.02125 |
| COPPERMINE | 0.0287517 | 0.000447 | 1.02189 |
| BANIAS | 0.0288637 | 0.0002015 | 1.02587 |
| SANDYBRIDGE | 0.0290013 | 0.000157 | 1.03076 |
('bench_linalg.Einsum.time_einsum_sum_mul', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 3.94375e-05 | 2.425e-07 | 1 |
| BANIAS | 3.96173e-05 | 3.99e-07 | 1.00456 |
| PRESCOTT | 3.96571e-05 | 2.75e-07 | 1.00557 |
| PENRYN | 3.9666e-05 | 3.075e-07 | 1.00579 |
| SKYLAKEX | 3.96908e-05 | 3.22e-07 | 1.00642 |
| NEHALEM | 3.98346e-05 | 1.115e-07 | 1.01007 |
| SANDYBRIDGE | 3.98442e-05 | 2.305e-07 | 1.01031 |
| CORE2 | 3.98781e-05 | 1.6e-07 | 1.01117 |
| NORTHWOOD | 3.99089e-05 | 4.305e-07 | 1.01195 |
| HASWELL | 3.99104e-05 | 2.04e-07 | 1.01199 |
| SAPPHIRERAPIDS | 3.99167e-05 | 5.535e-07 | 1.01215 |
| COOPERLAKE | 4.00045e-05 | 2.69e-07 | 1.01438 |
| DUNNINGTON | 4.03086e-05 | 2.82e-07 | 1.02209 |
| KATMAI | 4.05584e-05 | 3.96e-07 | 1.02842 |
| ATOM | 4.06705e-05 | 4.47e-07 | 1.03127 |
('bench_linalg.Einsum.time_einsum_sum_mul', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 3.46207e-05 | 2.315e-07 | 1 |
| COOPERLAKE | 3.4744e-05 | 3.245e-07 | 1.00356 |
| BANIAS | 3.48003e-05 | 2.355e-07 | 1.00519 |
| SANDYBRIDGE | 3.48997e-05 | 2.715e-07 | 1.00806 |
| HASWELL | 3.49141e-05 | 3.11e-07 | 1.00847 |
| PENRYN | 3.50133e-05 | 2.695e-07 | 1.01134 |
| NORTHWOOD | 3.5039e-05 | 1.675e-07 | 1.01208 |
| DUNNINGTON | 3.52393e-05 | 2.015e-07 | 1.01787 |
| PRESCOTT | 3.52895e-05 | 3.47e-07 | 1.01932 |
| SKYLAKEX | 3.53571e-05 | 1.765e-07 | 1.02127 |
| SAPPHIRERAPIDS | 3.53921e-05 | 3.965e-07 | 1.02228 |
| CORE2 | 3.54088e-05 | 2.845e-07 | 1.02276 |
| ATOM | 3.54608e-05 | 3.26e-07 | 1.02426 |
| NEHALEM | 3.55189e-05 | 1.64e-07 | 1.02594 |
| KATMAI | 3.57055e-05 | 3.59e-07 | 1.03133 |
('bench_linalg.Einsum.time_einsum_sum_mul2', "<class 'numpy.float32'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 4.01032e-05 | 8.825e-07 | 1 |
| SANDYBRIDGE | 4.03226e-05 | 2.59e-07 | 1.00547 |
| SKYLAKEX | 4.03632e-05 | 1.53e-07 | 1.00648 |
| PRESCOTT | 4.03805e-05 | 5.46e-07 | 1.00691 |
| COOPERLAKE | 4.04574e-05 | 5.13e-07 | 1.00883 |
| PENRYN | 4.04786e-05 | 2.295e-07 | 1.00936 |
| ATOM | 4.06604e-05 | 4.53e-07 | 1.01389 |
| CORE2 | 4.07163e-05 | 7.015e-07 | 1.01529 |
| DUNNINGTON | 4.074e-05 | 4.145e-07 | 1.01588 |
| SAPPHIRERAPIDS | 4.07404e-05 | 3.21e-07 | 1.01589 |
| BANIAS | 4.07956e-05 | 7.345e-07 | 1.01727 |
| NORTHWOOD | 4.09112e-05 | 6.635e-07 | 1.02015 |
| KATMAI | 4.09241e-05 | 1.23e-06 | 1.02047 |
| HASWELL | 4.0946e-05 | 7.65e-07 | 1.02101 |
| NEHALEM | 4.10341e-05 | 8.825e-07 | 1.02321 |
('bench_linalg.Einsum.time_einsum_sum_mul2', "<class 'numpy.float64'>")
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 3.48883e-05 | 2.64e-07 | 1 |
| CORE2 | 3.51127e-05 | 3.355e-07 | 1.00643 |
| SAPPHIRERAPIDS | 3.51358e-05 | 3.12e-07 | 1.0071 |
| BANIAS | 3.51511e-05 | 2.61e-07 | 1.00753 |
| NORTHWOOD | 3.51866e-05 | 1.775e-07 | 1.00855 |
| PRESCOTT | 3.52563e-05 | 3.785e-07 | 1.01055 |
| HASWELL | 3.52858e-05 | 4.775e-07 | 1.0114 |
| SANDYBRIDGE | 3.52888e-05 | 2.74e-07 | 1.01148 |
| DUNNINGTON | 3.53921e-05 | 2.61e-07 | 1.01444 |
| PENRYN | 3.54255e-05 | 9.5e-08 | 1.0154 |
| COOPERLAKE | 3.54417e-05 | 4.615e-07 | 1.01586 |
| SKYLAKEX | 3.55949e-05 | 2.915e-07 | 1.02025 |
| NEHALEM | 3.57062e-05 | 2.82e-07 | 1.02344 |
| ATOM | 3.5842e-05 | 4.6e-07 | 1.02734 |
| KATMAI | 3.60917e-05 | 3.59e-07 | 1.03449 |
('bench_linalg.LinAlgTransposeVdot.time_transpose', '(32, 32)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| CORE2 | 7.47905e-07 | 3.75e-10 | 1 |
| COOPERLAKE | 7.50587e-07 | 1.015e-09 | 1.00359 |
| SANDYBRIDGE | 7.5072e-07 | 1.045e-09 | 1.00376 |
| NEHALEM | 7.50818e-07 | 7.4e-10 | 1.00389 |
| BANIAS | 7.53278e-07 | 4.45e-10 | 1.00718 |
| PRESCOTT | 7.53962e-07 | 1.07e-09 | 1.0081 |
| SKYLAKEX | 7.54712e-07 | 7.7e-10 | 1.0091 |
| DUNNINGTON | 7.55233e-07 | 5.1e-10 | 1.0098 |
| SAPPHIRERAPIDS | 7.56304e-07 | 8.75e-10 | 1.01123 |
| PENRYN | 7.57605e-07 | 1.855e-09 | 1.01297 |
| HASWELL | 7.66833e-07 | 3.415e-09 | 1.02531 |
| ATOM | 7.70071e-07 | 3.075e-09 | 1.02964 |
| COPPERMINE | 7.71842e-07 | 4.465e-09 | 1.03201 |
| NORTHWOOD | 7.75144e-07 | 3.04e-09 | 1.03642 |
| KATMAI | 7.9314e-07 | 1.825e-09 | 1.06048 |
('bench_linalg.LinAlgTransposeVdot.time_transpose', '(64, 64)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| SANDYBRIDGE | 7.52849e-07 | 8.85e-10 | 1 |
| COOPERLAKE | 7.53478e-07 | 2.3e-10 | 1.00084 |
| PRESCOTT | 7.5388e-07 | 1.06e-09 | 1.00137 |
| NEHALEM | 7.54412e-07 | 7.3e-10 | 1.00208 |
| DUNNINGTON | 7.55065e-07 | 8.8e-10 | 1.00294 |
| CORE2 | 7.55672e-07 | 1.285e-09 | 1.00375 |
| SAPPHIRERAPIDS | 7.60209e-07 | 1.125e-09 | 1.00978 |
| BANIAS | 7.61657e-07 | 2.47e-09 | 1.0117 |
| SKYLAKEX | 7.63307e-07 | 3.015e-09 | 1.01389 |
| PENRYN | 7.64879e-07 | 1.18e-09 | 1.01598 |
| HASWELL | 7.71305e-07 | 2.75e-09 | 1.02451 |
| ATOM | 7.78192e-07 | 4.91e-09 | 1.03366 |
| COPPERMINE | 7.82473e-07 | 3.145e-09 | 1.03935 |
| NORTHWOOD | 7.8575e-07 | 4.285e-09 | 1.0437 |
| KATMAI | 7.98171e-07 | 1.78e-09 | 1.0602 |
('bench_linalg.LinAlgTransposeVdot.time_transpose', '(128, 128)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| CORE2 | 7.50327e-07 | 1.575e-09 | 1 |
| SANDYBRIDGE | 7.51461e-07 | 1.125e-09 | 1.00151 |
| COOPERLAKE | 7.53147e-07 | 1.86e-09 | 1.00376 |
| NEHALEM | 7.53285e-07 | 1.04e-09 | 1.00394 |
| PRESCOTT | 7.53498e-07 | 3.1e-10 | 1.00423 |
| DUNNINGTON | 7.54869e-07 | 1.725e-09 | 1.00605 |
| SAPPHIRERAPIDS | 7.55479e-07 | 7.65e-10 | 1.00687 |
| BANIAS | 7.58772e-07 | 1.785e-09 | 1.01126 |
| PENRYN | 7.62592e-07 | 1.01e-09 | 1.01635 |
| SKYLAKEX | 7.63776e-07 | 3.625e-09 | 1.01792 |
| HASWELL | 7.65061e-07 | 3.35e-10 | 1.01964 |
| ATOM | 7.7469e-07 | 1.275e-09 | 1.03247 |
| NORTHWOOD | 7.77221e-07 | 2.99e-09 | 1.03584 |
| COPPERMINE | 7.78648e-07 | 6.085e-09 | 1.03775 |
| KATMAI | 7.95553e-07 | 1.045e-09 | 1.06028 |
('bench_linalg.LinAlgTransposeVdot.time_vdot', '(32, 32)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| NEHALEM | 1.88024e-06 | 9.25e-09 | 1 |
| HASWELL | 1.88139e-06 | 1.23e-08 | 1.00061 |
| BANIAS | 1.88607e-06 | 5.95e-09 | 1.0031 |
| SANDYBRIDGE | 1.89387e-06 | 6.2e-09 | 1.00725 |
| COOPERLAKE | 1.90363e-06 | 1.64e-08 | 1.01244 |
| NORTHWOOD | 1.9056e-06 | 1.745e-08 | 1.01349 |
| SKYLAKEX | 1.90795e-06 | 7.7e-09 | 1.01474 |
| CORE2 | 1.90998e-06 | 4.4e-09 | 1.01582 |
| ATOM | 1.91271e-06 | 4.05e-09 | 1.01727 |
| PRESCOTT | 1.91332e-06 | 6.9e-09 | 1.01759 |
| SAPPHIRERAPIDS | 1.91999e-06 | 5.9e-09 | 1.02114 |
| DUNNINGTON | 1.92021e-06 | 8.5e-09 | 1.02126 |
| COPPERMINE | 1.92728e-06 | 7.5e-09 | 1.02502 |
| PENRYN | 1.94248e-06 | 5.35e-09 | 1.0331 |
| KATMAI | 2.03661e-06 | 7.8e-09 | 1.08317 |
('bench_linalg.LinAlgTransposeVdot.time_vdot', '(64, 64)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| COPPERMINE | 5.40753e-06 | 9.7e-09 | 1 |
| NORTHWOOD | 5.40792e-06 | 1.255e-08 | 1.00007 |
| DUNNINGTON | 5.40844e-06 | 6.8e-09 | 1.00017 |
| BANIAS | 5.40982e-06 | 1.415e-08 | 1.00042 |
| SANDYBRIDGE | 5.41036e-06 | 1.88e-08 | 1.00052 |
| SAPPHIRERAPIDS | 5.41428e-06 | 1.095e-08 | 1.00125 |
| PRESCOTT | 5.41502e-06 | 1.21e-08 | 1.00139 |
| HASWELL | 5.41759e-06 | 8e-09 | 1.00186 |
| CORE2 | 5.43073e-06 | 1.895e-08 | 1.00429 |
| NEHALEM | 5.43091e-06 | 9.75e-09 | 1.00432 |
| SKYLAKEX | 5.43098e-06 | 7.65e-09 | 1.00434 |
| ATOM | 5.43483e-06 | 1.44e-08 | 1.00505 |
| PENRYN | 5.44116e-06 | 1.29e-08 | 1.00622 |
| COOPERLAKE | 5.44947e-06 | 4.9e-09 | 1.00776 |
| KATMAI | 5.54647e-06 | 8.3e-09 | 1.02569 |
('bench_linalg.LinAlgTransposeVdot.time_vdot', '(128, 128)')
| arch | mean | spread | perf_ratios |
|:---------------|------------:|----------:|--------------:|
| NEHALEM | 2.20915e-06 | 1.42e-08 | 1 |
| BANIAS | 2.22064e-06 | 8.45e-09 | 1.0052 |
| PRESCOTT | 2.22356e-06 | 1.675e-08 | 1.00652 |
| NORTHWOOD | 2.22514e-06 | 8.75e-09 | 1.00724 |
| SKYLAKEX | 2.22838e-06 | 8.95e-09 | 1.0087 |
| HASWELL | 2.23232e-06 | 1.16e-08 | 1.01049 |
| COOPERLAKE | 2.2339e-06 | 1.33e-08 | 1.0112 |
| COPPERMINE | 2.2369e-06 | 7.4e-09 | 1.01256 |
| SAPPHIRERAPIDS | 2.24058e-06 | 9.6e-09 | 1.01423 |
| PENRYN | 2.24171e-06 | 1.18e-08 | 1.01474 |
| SANDYBRIDGE | 2.24439e-06 | 1.03e-08 | 1.01595 |
| ATOM | 2.24551e-06 | 8.85e-09 | 1.01646 |
| CORE2 | 2.25068e-06 | 7.45e-09 | 1.0188 |
| DUNNINGTON | 2.25265e-06 | 2e-08 | 1.01969 |
| KATMAI | 2.35788e-06 | 8.65e-09 | 1.06733 |
('bench_linalg.Linalg.time_det', "'complex128'")
| arch | mean | spread | perf_ratios |
|:---------------|----------:|----------:|--------------:|
| SAPPHIRERAPIDS | 0.0697488 | 0.000453 | 1 |
| SKYLAKEX | 0.0697672 | 0.0002295 | 1.00026 |
| COOPERLAKE | 0.0698812 | 0.000151 | 1.0019 |
| HASWELL | 0.100271 | 0.000125 | 1.4376 |
| SANDYBRIDGE | 0.291114 | 0.00131 | 4.17375 |
| NEHALEM | 0.3088 | 0.001495 | 4.42732 |
| ATOM | 0.310011 | 0.00031 | 4.44469 |
| CORE2 | 0.347862 | 0.002455 | 4.98735 |