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Refactors thrust::unique_by_key to use cub::DeviceSelect::UniqueByKey #1245

Merged
merged 10 commits into from
Jan 5, 2024
Merged

Refactors thrust::unique_by_key to use cub::DeviceSelect::UniqueByKey #1245

merged 10 commits into from
Jan 5, 2024

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elstehle
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@elstehle elstehle commented Jan 3, 2024

Description

Closes #1210.

  • Refactors thrust::unique_by_key to use cub::DeviceSelect::UniqueByKey
  • Adds support for 64-bit offset types
  • Adds an overload to CUB's cub::DeviceSelect::UniqueByKey that takes an equality_op for key comparison

Checklist

  • New or existing tests cover these changes.
  • The documentation is up to date with these changes.

@elstehle elstehle requested review from a team as code owners January 3, 2024 19:45
@elstehle
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elstehle commented Jan 3, 2024

Benchmark results comparing signed 32-bit offset type (main implementation) versus unsigned 32-bit offset type (on this PR):

cub.bench.select.unique_by_key.base ## [0] Tesla V100-SXM2-32GB
KeyT{ct} ValueT{ct} OffsetT{ct} Elements{io} MaxSegSize Ref Time Ref Noise Cmp Time Cmp Noise Diff %Diff Status
I8 I8 I32 2^16 2^1 10.057 us 5.40% 9.860 us 6.25% -0.197 us -1.96% PASS
I8 I8 I32 2^20 2^1 18.044 us 3.00% 17.355 us 2.90% -0.689 us -3.82% FAIL
I8 I8 I32 2^24 2^1 157.127 us 1.02% 151.968 us 1.14% -5.159 us -3.28% FAIL
I8 I8 I32 2^28 2^1 2.365 ms 0.50% 2.290 ms 0.50% -74.898 us -3.17% FAIL
I8 I8 I32 2^16 2^4 9.614 us 5.21% 9.503 us 4.92% -0.111 us -1.16% PASS
I8 I8 I32 2^20 2^4 17.342 us 2.79% 17.054 us 3.21% -0.288 us -1.66% PASS
I8 I8 I32 2^24 2^4 126.826 us 0.70% 125.512 us 0.74% -1.314 us -1.04% FAIL
I8 I8 I32 2^28 2^4 1.864 ms 0.58% 1.837 ms 0.58% -26.748 us -1.43% FAIL
I8 I8 I32 2^16 2^8 9.553 us 5.06% 9.429 us 4.64% -0.124 us -1.30% PASS
I8 I8 I32 2^20 2^8 17.251 us 2.94% 16.951 us 3.20% -0.300 us -1.74% PASS
I8 I8 I32 2^24 2^8 122.352 us 0.68% 120.700 us 0.64% -1.652 us -1.35% FAIL
I8 I8 I32 2^28 2^8 1.772 ms 0.56% 1.753 ms 0.54% -19.442 us -1.10% FAIL
I8 I16 I32 2^16 2^1 10.281 us 4.20% 10.260 us 4.74% -0.020 us -0.20% PASS
I8 I16 I32 2^20 2^1 19.535 us 2.84% 19.157 us 3.06% -0.379 us -1.94% PASS
I8 I16 I32 2^24 2^1 171.162 us 1.19% 168.441 us 1.21% -2.720 us -1.59% FAIL
I8 I16 I32 2^28 2^1 2.620 ms 0.44% 2.554 ms 0.39% -66.229 us -2.53% FAIL
I8 I16 I32 2^16 2^4 9.971 us 5.33% 10.013 us 5.65% 0.042 us 0.42% PASS
I8 I16 I32 2^20 2^4 18.364 us 2.81% 18.328 us 2.86% -0.036 us -0.20% PASS
I8 I16 I32 2^24 2^4 135.349 us 0.91% 134.152 us 0.96% -1.197 us -0.88% PASS
I8 I16 I32 2^28 2^4 1.992 ms 0.67% 1.967 ms 0.68% -25.143 us -1.26% FAIL
I8 I16 I32 2^16 2^8 9.952 us 5.12% 9.976 us 5.38% 0.023 us 0.24% PASS
I8 I16 I32 2^20 2^8 18.323 us 3.04% 18.227 us 3.05% -0.096 us -0.52% PASS
I8 I16 I32 2^24 2^8 128.096 us 0.82% 126.663 us 0.84% -1.433 us -1.12% FAIL
I8 I16 I32 2^28 2^8 1.848 ms 0.66% 1.825 ms 0.67% -23.208 us -1.26% FAIL
I8 I32 I32 2^16 2^1 10.067 us 4.14% 9.969 us 4.73% -0.098 us -0.97% PASS
I8 I32 I32 2^20 2^1 23.760 us 3.85% 23.216 us 4.04% -0.545 us -2.29% PASS
I8 I32 I32 2^24 2^1 214.643 us 1.34% 210.627 us 1.29% -4.015 us -1.87% FAIL
I8 I32 I32 2^28 2^1 3.280 ms 1.17% 3.209 ms 1.13% -71.004 us -2.17% FAIL
I8 I32 I32 2^16 2^4 9.752 us 5.32% 9.694 us 5.35% -0.058 us -0.60% PASS
I8 I32 I32 2^20 2^4 22.090 us 3.20% 21.942 us 3.11% -0.148 us -0.67% PASS
I8 I32 I32 2^24 2^4 165.261 us 1.09% 163.803 us 1.15% -1.458 us -0.88% PASS
I8 I32 I32 2^28 2^4 2.435 ms 0.85% 2.417 ms 0.87% -18.137 us -0.74% PASS
I8 I32 I32 2^16 2^8 9.738 us 5.32% 9.668 us 5.34% -0.070 us -0.72% PASS
I8 I32 I32 2^20 2^8 21.834 us 3.04% 21.817 us 2.99% -0.017 us -0.08% PASS
I8 I32 I32 2^24 2^8 145.420 us 1.20% 143.695 us 1.22% -1.725 us -1.19% PASS
I8 I32 I32 2^28 2^8 2.074 ms 1.19% 2.056 ms 1.22% -18.449 us -0.89% PASS
I8 I64 I32 2^16 2^1 11.069 us 4.11% 10.928 us 4.58% -0.141 us -1.28% PASS
I8 I64 I32 2^20 2^1 31.928 us 3.38% 31.965 us 3.30% 0.037 us 0.12% PASS
I8 I64 I32 2^24 2^1 349.207 us 1.01% 344.007 us 0.96% -5.200 us -1.49% FAIL
I8 I64 I32 2^28 2^1 5.424 ms 1.04% 5.343 ms 0.99% -80.911 us -1.49% FAIL
I8 I64 I32 2^16 2^4 10.538 us 4.50% 10.508 us 4.45% -0.031 us -0.29% PASS
I8 I64 I32 2^20 2^4 29.695 us 3.05% 30.419 us 3.25% 0.724 us 2.44% PASS
I8 I64 I32 2^24 2^4 256.940 us 0.93% 256.404 us 0.97% -0.536 us -0.21% PASS
I8 I64 I32 2^28 2^4 3.895 ms 0.69% 3.883 ms 0.70% -12.401 us -0.32% PASS
I8 I64 I32 2^16 2^8 10.464 us 4.17% 10.626 us 4.79% 0.162 us 1.55% PASS
I8 I64 I32 2^20 2^8 29.793 us 3.04% 30.457 us 3.08% 0.665 us 2.23% PASS
I8 I64 I32 2^24 2^8 217.313 us 1.08% 215.825 us 1.11% -1.488 us -0.68% PASS
I8 I64 I32 2^28 2^8 3.187 ms 1.17% 3.171 ms 1.18% -15.855 us -0.50% PASS
I8 I128 I32 2^16 2^1 11.882 us 4.36% 11.849 us 4.54% -0.033 us -0.28% PASS
I8 I128 I32 2^20 2^1 49.580 us 2.03% 48.339 us 2.06% -1.241 us -2.50% FAIL
I8 I128 I32 2^24 2^1 623.619 us 0.72% 616.787 us 0.67% -6.832 us -1.10% FAIL
I8 I128 I32 2^28 2^1 9.813 ms 0.92% 9.707 ms 0.91% -105.700 us -1.08% FAIL
I8 I128 I32 2^16 2^4 11.494 us 3.91% 11.552 us 4.24% 0.058 us 0.50% PASS
I8 I128 I32 2^20 2^4 42.239 us 1.97% 41.954 us 2.06% -0.286 us -0.68% PASS
I8 I128 I32 2^24 2^4 454.921 us 0.68% 453.654 us 0.65% -1.268 us -0.28% PASS
I8 I128 I32 2^28 2^4 7.062 ms 0.59% 7.042 ms 0.59% -19.539 us -0.28% PASS
I8 I128 I32 2^16 2^8 11.445 us 3.80% 11.470 us 4.12% 0.025 us 0.22% PASS
I8 I128 I32 2^20 2^8 40.887 us 1.88% 40.701 us 1.97% -0.186 us -0.45% PASS
I8 I128 I32 2^24 2^8 375.544 us 0.83% 374.180 us 0.84% -1.363 us -0.36% PASS
I8 I128 I32 2^28 2^8 5.727 ms 0.98% 5.717 ms 0.97% -9.446 us -0.16% PASS
I8 F32 I32 2^16 2^1 10.208 us 4.11% 9.927 us 5.20% -0.281 us -2.75% PASS
I8 F32 I32 2^20 2^1 23.867 us 3.83% 23.199 us 4.04% -0.668 us -2.80% PASS
I8 F32 I32 2^24 2^1 214.554 us 1.34% 210.493 us 1.32% -4.062 us -1.89% FAIL
I8 F32 I32 2^28 2^1 3.279 ms 1.17% 3.209 ms 1.13% -70.533 us -2.15% FAIL
I8 F32 I32 2^16 2^4 9.728 us 5.33% 9.636 us 5.29% -0.092 us -0.95% PASS
I8 F32 I32 2^20 2^4 22.106 us 3.14% 21.946 us 3.13% -0.161 us -0.73% PASS
I8 F32 I32 2^24 2^4 165.248 us 1.07% 163.692 us 1.08% -1.556 us -0.94% PASS
I8 F32 I32 2^28 2^4 2.436 ms 0.85% 2.417 ms 0.85% -18.377 us -0.75% PASS
I8 F32 I32 2^16 2^8 9.696 us 5.33% 9.626 us 5.27% -0.070 us -0.72% PASS
I8 F32 I32 2^20 2^8 21.858 us 2.96% 21.767 us 2.95% -0.090 us -0.41% PASS
I8 F32 I32 2^24 2^8 145.463 us 1.19% 143.643 us 1.19% -1.820 us -1.25% FAIL
I8 F32 I32 2^28 2^8 2.074 ms 1.20% 2.056 ms 1.22% -18.496 us -0.89% PASS
I8 F64 I32 2^16 2^1 10.970 us 4.48% 11.035 us 8.25% 0.065 us 0.59% PASS
I8 F64 I32 2^20 2^1 31.910 us 3.32% 31.942 us 4.31% 0.032 us 0.10% PASS
I8 F64 I32 2^24 2^1 348.750 us 1.00% 344.179 us 1.08% -4.571 us -1.31% FAIL
I8 F64 I32 2^28 2^1 5.424 ms 1.04% 5.343 ms 0.99% -80.890 us -1.49% FAIL
I8 F64 I32 2^16 2^4 10.599 us 4.69% 10.749 us 9.52% 0.150 us 1.41% PASS
I8 F64 I32 2^20 2^4 29.763 us 3.04% 30.407 us 4.42% 0.644 us 2.16% PASS
I8 F64 I32 2^24 2^4 257.404 us 0.91% 257.005 us 0.94% -0.399 us -0.15% PASS
I8 F64 I32 2^28 2^4 3.895 ms 0.69% 3.883 ms 0.71% -11.808 us -0.30% PASS
I8 F64 I32 2^16 2^8 10.562 us 4.57% 10.620 us 9.75% 0.059 us 0.56% PASS
I8 F64 I32 2^20 2^8 29.863 us 3.00% 30.505 us 4.32% 0.643 us 2.15% PASS
I8 F64 I32 2^24 2^8 217.527 us 1.07% 215.529 us 1.15% -1.999 us -0.92% PASS
I8 F64 I32 2^28 2^8 3.187 ms 1.17% 3.171 ms 1.17% -15.820 us -0.50% PASS
I8 C64 I32 2^16 2^1 11.079 us 4.15% 11.189 us 9.04% 0.110 us 0.99% PASS
I8 C64 I32 2^20 2^1 32.034 us 3.32% 32.015 us 4.14% -0.019 us -0.06% PASS
I8 C64 I32 2^24 2^1 348.868 us 1.00% 344.217 us 1.08% -4.651 us -1.33% FAIL
I8 C64 I32 2^28 2^1 5.426 ms 1.04% 5.344 ms 0.99% -82.169 us -1.51% FAIL
I8 C64 I32 2^16 2^4 10.564 us 4.59% 10.850 us 9.52% 0.286 us 2.71% PASS
I8 C64 I32 2^20 2^4 29.762 us 3.01% 30.347 us 4.34% 0.586 us 1.97% PASS
I8 C64 I32 2^24 2^4 257.480 us 0.92% 256.906 us 0.93% -0.574 us -0.22% PASS
I8 C64 I32 2^28 2^4 3.898 ms 0.69% 3.884 ms 0.70% -14.524 us -0.37% PASS
I8 C64 I32 2^16 2^8 10.469 us 4.25% 10.607 us 9.84% 0.138 us 1.32% PASS
I8 C64 I32 2^20 2^8 29.766 us 2.95% 30.435 us 4.11% 0.669 us 2.25% PASS
I8 C64 I32 2^24 2^8 217.340 us 1.07% 215.858 us 1.17% -1.482 us -0.68% PASS
I8 C64 I32 2^28 2^8 3.186 ms 1.16% 3.172 ms 1.18% -14.326 us -0.45% PASS
I16 I8 I32 2^16 2^1 10.286 us 4.17% 10.173 us 9.67% -0.113 us -1.10% PASS
I16 I8 I32 2^20 2^1 19.808 us 2.86% 19.481 us 5.62% -0.327 us -1.65% PASS
I16 I8 I32 2^24 2^1 173.206 us 1.12% 168.740 us 1.37% -4.466 us -2.58% FAIL
I16 I8 I32 2^28 2^1 2.642 ms 0.37% 2.575 ms 0.34% -67.945 us -2.57% FAIL
I16 I8 I32 2^16 2^4 10.040 us 4.70% 10.003 us 10.50% -0.038 us -0.38% PASS
I16 I8 I32 2^20 2^4 18.541 us 2.66% 18.436 us 5.62% -0.105 us -0.57% PASS
I16 I8 I32 2^24 2^4 137.730 us 0.85% 135.809 us 1.15% -1.921 us -1.39% FAIL
I16 I8 I32 2^28 2^4 2.018 ms 0.65% 1.986 ms 0.66% -32.069 us -1.59% FAIL
I16 I8 I32 2^16 2^8 9.997 us 4.86% 9.975 us 10.64% -0.022 us -0.22% PASS
I16 I8 I32 2^20 2^8 18.530 us 2.84% 18.335 us 5.84% -0.195 us -1.05% PASS
I16 I8 I32 2^24 2^8 130.041 us 0.82% 128.010 us 1.09% -2.031 us -1.56% FAIL
I16 I8 I32 2^28 2^8 1.876 ms 0.63% 1.844 ms 0.65% -31.859 us -1.70% FAIL
I16 I16 I32 2^16 2^1 10.215 us 4.08% 9.949 us 10.21% -0.266 us -2.60% PASS
I16 I16 I32 2^20 2^1 22.010 us 3.41% 21.538 us 5.42% -0.472 us -2.15% PASS
I16 I16 I32 2^24 2^1 195.625 us 1.63% 193.263 us 1.73% -2.362 us -1.21% PASS
I16 I16 I32 2^28 2^1 2.870 ms 0.96% 2.825 ms 0.95% -44.969 us -1.57% FAIL
I16 I16 I32 2^16 2^4 9.854 us 5.12% 9.715 us 10.57% -0.139 us -1.41% PASS
I16 I16 I32 2^20 2^4 20.478 us 2.85% 20.314 us 5.26% -0.164 us -0.80% PASS
I16 I16 I32 2^24 2^4 150.622 us 1.06% 148.255 us 1.27% -2.367 us -1.57% FAIL
I16 I16 I32 2^28 2^4 2.171 ms 0.82% 2.144 ms 0.78% -26.684 us -1.23% FAIL
I16 I16 I32 2^16 2^8 9.792 us 5.26% 9.577 us 10.66% -0.214 us -2.19% PASS
I16 I16 I32 2^20 2^8 20.420 us 2.84% 20.240 us 5.27% -0.180 us -0.88% PASS
I16 I16 I32 2^24 2^8 139.932 us 0.93% 136.960 us 1.15% -2.973 us -2.12% FAIL
I16 I16 I32 2^28 2^8 1.942 ms 0.81% 1.903 ms 0.84% -38.842 us -2.00% FAIL
I16 I32 I32 2^16 2^1 10.540 us 4.54% 10.231 us 10.13% -0.309 us -2.93% PASS
I16 I32 I32 2^20 2^1 25.746 us 3.18% 25.192 us 4.64% -0.555 us -2.15% PASS
I16 I32 I32 2^24 2^1 250.452 us 1.25% 247.196 us 1.34% -3.256 us -1.30% FAIL
I16 I32 I32 2^28 2^1 3.853 ms 1.17% 3.783 ms 1.16% -69.755 us -1.81% FAIL
I16 I32 I32 2^16 2^4 9.971 us 4.79% 9.996 us 10.39% 0.025 us 0.25% PASS
I16 I32 I32 2^20 2^4 23.789 us 2.70% 23.825 us 4.58% 0.036 us 0.15% PASS
I16 I32 I32 2^24 2^4 186.962 us 1.08% 185.169 us 1.10% -1.793 us -0.96% PASS
I16 I32 I32 2^28 2^4 2.773 ms 0.84% 2.747 ms 0.84% -25.942 us -0.94% FAIL
I16 I32 I32 2^16 2^8 9.955 us 4.85% 9.991 us 10.48% 0.036 us 0.36% PASS
I16 I32 I32 2^20 2^8 23.912 us 2.69% 23.844 us 4.42% -0.067 us -0.28% PASS
I16 I32 I32 2^24 2^8 161.087 us 1.15% 159.484 us 1.22% -1.603 us -0.99% PASS
I16 I32 I32 2^28 2^8 2.306 ms 1.28% 2.285 ms 1.29% -21.115 us -0.92% PASS
I16 I64 I32 2^16 2^1 11.271 us 4.32% 11.049 us 9.32% -0.222 us -1.97% PASS
I16 I64 I32 2^20 2^1 34.989 us 3.39% 33.876 us 4.16% -1.113 us -3.18% PASS
I16 I64 I32 2^24 2^1 387.706 us 0.97% 381.364 us 1.00% -6.342 us -1.64% FAIL
I16 I64 I32 2^28 2^1 6.031 ms 1.05% 5.944 ms 1.02% -86.846 us -1.44% FAIL
I16 I64 I32 2^16 2^4 10.807 us 4.84% 10.725 us 9.63% -0.082 us -0.76% PASS
I16 I64 I32 2^20 2^4 32.068 us 3.04% 31.376 us 4.15% -0.693 us -2.16% PASS
I16 I64 I32 2^24 2^4 282.455 us 0.86% 281.063 us 0.88% -1.392 us -0.49% PASS
I16 I64 I32 2^28 2^4 4.290 ms 0.65% 4.277 ms 0.66% -12.592 us -0.29% PASS
I16 I64 I32 2^16 2^8 10.738 us 4.90% 10.609 us 9.37% -0.129 us -1.20% PASS
I16 I64 I32 2^20 2^8 32.463 us 2.81% 31.770 us 3.94% -0.693 us -2.13% PASS
I16 I64 I32 2^24 2^8 236.311 us 1.06% 234.075 us 1.18% -2.236 us -0.95% PASS
I16 I64 I32 2^28 2^8 3.478 ms 1.14% 3.463 ms 1.15% -14.261 us -0.41% PASS
I16 I128 I32 2^16 2^1 12.332 us 4.07% 11.794 us 8.78% -0.538 us -4.36% FAIL
I16 I128 I32 2^20 2^1 53.019 us 2.08% 51.509 us 2.50% -1.510 us -2.85% FAIL
I16 I128 I32 2^24 2^1 661.315 us 0.71% 654.374 us 0.70% -6.941 us -1.05% FAIL
I16 I128 I32 2^28 2^1 10.410 ms 0.94% 10.314 ms 0.93% -96.288 us -0.92% PASS
I16 I128 I32 2^16 2^4 11.899 us 4.48% 11.794 us 9.34% -0.106 us -0.89% PASS
I16 I128 I32 2^20 2^4 44.298 us 2.05% 43.549 us 2.94% -0.749 us -1.69% PASS
I16 I128 I32 2^24 2^4 483.959 us 0.67% 481.727 us 0.69% -2.231 us -0.46% PASS
I16 I128 I32 2^28 2^4 7.512 ms 0.61% 7.487 ms 0.59% -24.804 us -0.33% PASS
I16 I128 I32 2^16 2^8 11.618 us 4.33% 11.487 us 8.89% -0.131 us -1.13% PASS
I16 I128 I32 2^20 2^8 42.822 us 1.95% 41.940 us 2.64% -0.881 us -2.06% FAIL
I16 I128 I32 2^24 2^8 396.814 us 0.84% 395.973 us 0.86% -0.841 us -0.21% PASS
I16 I128 I32 2^28 2^8 6.060 ms 0.98% 6.050 ms 0.98% -9.574 us -0.16% PASS
I16 F32 I32 2^16 2^1 10.354 us 3.89% 10.197 us 10.12% -0.157 us -1.52% PASS
I16 F32 I32 2^20 2^1 25.684 us 3.12% 25.385 us 4.65% -0.300 us -1.17% PASS
I16 F32 I32 2^24 2^1 250.483 us 1.25% 247.274 us 1.29% -3.210 us -1.28% FAIL
I16 F32 I32 2^28 2^1 3.853 ms 1.17% 3.784 ms 1.16% -69.406 us -1.80% FAIL
I16 F32 I32 2^16 2^4 9.977 us 4.74% 10.028 us 10.53% 0.051 us 0.51% PASS
I16 F32 I32 2^20 2^4 23.780 us 2.73% 23.899 us 4.74% 0.119 us 0.50% PASS
I16 F32 I32 2^24 2^4 187.045 us 1.03% 185.419 us 1.13% -1.626 us -0.87% PASS
I16 F32 I32 2^28 2^4 2.773 ms 0.84% 2.747 ms 0.85% -25.447 us -0.92% FAIL
I16 F32 I32 2^16 2^8 9.922 us 4.94% 9.995 us 10.39% 0.074 us 0.75% PASS
I16 F32 I32 2^20 2^8 23.908 us 2.70% 23.954 us 4.89% 0.046 us 0.19% PASS
I16 F32 I32 2^24 2^8 161.187 us 1.14% 159.628 us 1.21% -1.559 us -0.97% PASS
I16 F32 I32 2^28 2^8 2.306 ms 1.29% 2.285 ms 1.29% -21.067 us -0.91% PASS
I16 F64 I32 2^16 2^1 11.192 us 4.32% 11.255 us 9.14% 0.063 us 0.56% PASS
I16 F64 I32 2^20 2^1 35.059 us 3.38% 34.054 us 4.13% -1.005 us -2.87% PASS
I16 F64 I32 2^24 2^1 387.770 us 0.98% 381.397 us 0.98% -6.373 us -1.64% FAIL
I16 F64 I32 2^28 2^1 6.031 ms 1.05% 5.944 ms 1.02% -86.658 us -1.44% FAIL
I16 F64 I32 2^16 2^4 10.875 us 4.70% 10.786 us 9.87% -0.088 us -0.81% PASS
I16 F64 I32 2^20 2^4 32.184 us 2.85% 31.426 us 4.13% -0.759 us -2.36% PASS
I16 F64 I32 2^24 2^4 282.552 us 0.86% 281.340 us 0.92% -1.212 us -0.43% PASS
I16 F64 I32 2^28 2^4 4.290 ms 0.65% 4.277 ms 0.65% -12.922 us -0.30% PASS
I16 F64 I32 2^16 2^8 10.751 us 4.89% 10.619 us 9.43% -0.131 us -1.22% PASS
I16 F64 I32 2^20 2^8 32.423 us 2.85% 31.773 us 3.90% -0.650 us -2.01% PASS
I16 F64 I32 2^24 2^8 236.280 us 1.03% 234.241 us 1.22% -2.039 us -0.86% PASS
I16 F64 I32 2^28 2^8 3.478 ms 1.14% 3.463 ms 1.15% -14.372 us -0.41% PASS
I16 C64 I32 2^16 2^1 11.151 us 3.69% 10.937 us 9.31% -0.214 us -1.92% PASS
I16 C64 I32 2^20 2^1 34.958 us 3.38% 33.835 us 4.16% -1.123 us -3.21% PASS
I16 C64 I32 2^24 2^1 387.713 us 0.96% 381.318 us 0.97% -6.395 us -1.65% FAIL
I16 C64 I32 2^28 2^1 6.033 ms 1.05% 5.945 ms 1.02% -87.353 us -1.45% FAIL
I16 C64 I32 2^16 2^4 10.831 us 4.79% 10.695 us 9.46% -0.137 us -1.26% PASS
I16 C64 I32 2^20 2^4 31.994 us 3.04% 31.317 us 4.09% -0.677 us -2.12% PASS
I16 C64 I32 2^24 2^4 282.787 us 0.85% 281.318 us 0.93% -1.469 us -0.52% PASS
I16 C64 I32 2^28 2^4 4.293 ms 0.65% 4.278 ms 0.65% -14.965 us -0.35% PASS
I16 C64 I32 2^16 2^8 10.739 us 4.89% 10.668 us 9.66% -0.070 us -0.66% PASS
I16 C64 I32 2^20 2^8 32.463 us 2.68% 31.842 us 4.06% -0.621 us -1.91% PASS
I16 C64 I32 2^24 2^8 235.705 us 1.06% 234.256 us 1.13% -1.449 us -0.61% PASS
I16 C64 I32 2^28 2^8 3.478 ms 1.14% 3.464 ms 1.14% -14.885 us -0.43% PASS
I32 I8 I32 2^16 2^1 10.177 us 3.64% 10.005 us 10.17% -0.171 us -1.68% PASS
I32 I8 I32 2^20 2^1 24.161 us 3.70% 23.631 us 5.21% -0.529 us -2.19% PASS
I32 I8 I32 2^24 2^1 216.987 us 1.29% 212.019 us 1.34% -4.968 us -2.29% FAIL
I32 I8 I32 2^28 2^1 3.296 ms 1.12% 3.231 ms 1.09% -64.827 us -1.97% FAIL
I32 I8 I32 2^16 2^4 9.757 us 5.31% 9.747 us 10.43% -0.009 us -0.09% PASS
I32 I8 I32 2^20 2^4 22.108 us 2.79% 22.119 us 4.89% 0.011 us 0.05% PASS
I32 I8 I32 2^24 2^4 167.038 us 1.14% 165.470 us 1.30% -1.568 us -0.94% PASS
I32 I8 I32 2^28 2^4 2.460 ms 0.85% 2.441 ms 0.87% -19.137 us -0.78% PASS
I32 I8 I32 2^16 2^8 9.726 us 5.33% 9.732 us 10.73% 0.006 us 0.06% PASS
I32 I8 I32 2^20 2^8 21.986 us 2.77% 22.235 us 4.93% 0.250 us 1.14% PASS
I32 I8 I32 2^24 2^8 146.803 us 1.18% 144.812 us 1.27% -1.991 us -1.36% FAIL
I32 I8 I32 2^28 2^8 2.079 ms 1.26% 2.061 ms 1.28% -18.020 us -0.87% PASS
I32 I16 I32 2^16 2^1 10.246 us 3.70% 10.107 us 9.76% -0.139 us -1.35% PASS
I32 I16 I32 2^20 2^1 25.660 us 3.10% 25.387 us 4.78% -0.273 us -1.06% PASS
I32 I16 I32 2^24 2^1 252.667 us 1.20% 247.202 us 1.29% -5.466 us -2.16% FAIL
I32 I16 I32 2^28 2^1 3.863 ms 1.16% 3.796 ms 1.14% -67.287 us -1.74% FAIL
I32 I16 I32 2^16 2^4 9.907 us 5.04% 9.967 us 10.22% 0.060 us 0.61% PASS
I32 I16 I32 2^20 2^4 23.809 us 2.83% 23.758 us 4.77% -0.050 us -0.21% PASS
I32 I16 I32 2^24 2^4 187.832 us 1.05% 185.463 us 1.11% -2.369 us -1.26% FAIL
I32 I16 I32 2^28 2^4 2.793 ms 0.83% 2.759 ms 0.82% -34.097 us -1.22% FAIL
I32 I16 I32 2^16 2^8 9.890 us 5.09% 9.898 us 10.11% 0.008 us 0.08% PASS
I32 I16 I32 2^20 2^8 23.938 us 2.80% 23.796 us 4.67% -0.143 us -0.60% PASS
I32 I16 I32 2^24 2^8 161.324 us 1.21% 159.101 us 1.20% -2.222 us -1.38% FAIL
I32 I16 I32 2^28 2^8 2.309 ms 1.35% 2.283 ms 1.32% -26.085 us -1.13% PASS
I32 I32 I32 2^16 2^1 10.351 us 3.74% 10.212 us 9.40% -0.139 us -1.34% PASS
I32 I32 I32 2^20 2^1 29.999 us 2.83% 28.817 us 3.73% -1.182 us -3.94% FAIL
I32 I32 I32 2^24 2^1 322.683 us 1.13% 315.345 us 1.18% -7.338 us -2.27% FAIL
I32 I32 I32 2^28 2^1 5.049 ms 1.21% 4.922 ms 1.15% -126.941 us -2.51% FAIL
I32 I32 I32 2^16 2^4 10.092 us 4.41% 10.089 us 10.10% -0.003 us -0.03% PASS
I32 I32 I32 2^20 2^4 27.117 us 2.77% 26.536 us 3.90% -0.581 us -2.14% PASS
I32 I32 I32 2^24 2^4 238.684 us 0.83% 228.955 us 0.97% -9.729 us -4.08% FAIL
I32 I32 I32 2^28 2^4 3.663 ms 0.55% 3.659 ms 0.56% -4.560 us -0.12% PASS
I32 I32 I32 2^16 2^8 10.052 us 4.64% 10.057 us 10.01% 0.006 us 0.06% PASS
I32 I32 I32 2^20 2^8 27.094 us 2.37% 26.797 us 3.85% -0.297 us -1.10% PASS
I32 I32 I32 2^24 2^8 194.752 us 1.07% 191.097 us 1.25% -3.656 us -1.88% FAIL
I32 I32 I32 2^28 2^8 2.840 ms 1.14% 2.829 ms 1.15% -11.083 us -0.39% PASS
I32 I64 I32 2^16 2^1 11.282 us 3.28% 11.282 us 8.89% -0.000 us -0.00% PASS
I32 I64 I32 2^20 2^1 39.345 us 2.80% 38.427 us 3.41% -0.918 us -2.33% PASS
I32 I64 I32 2^24 2^1 460.116 us 0.91% 451.462 us 0.88% -8.653 us -1.88% FAIL
I32 I64 I32 2^28 2^1 7.187 ms 1.08% 7.056 ms 1.05% -130.851 us -1.82% FAIL
I32 I64 I32 2^16 2^4 10.794 us 4.93% 10.850 us 9.45% 0.056 us 0.51% PASS
I32 I64 I32 2^20 2^4 34.367 us 2.54% 34.182 us 3.55% -0.185 us -0.54% PASS
I32 I64 I32 2^24 2^4 328.056 us 0.78% 327.710 us 0.75% -0.345 us -0.11% PASS
I32 I64 I32 2^28 2^4 5.026 ms 0.63% 5.021 ms 0.63% -5.465 us -0.11% PASS
I32 I64 I32 2^16 2^8 10.720 us 4.93% 10.815 us 9.81% 0.095 us 0.88% PASS
I32 I64 I32 2^20 2^8 34.554 us 2.44% 34.455 us 3.38% -0.099 us -0.29% PASS
I32 I64 I32 2^24 2^8 270.591 us 0.95% 270.484 us 0.97% -0.107 us -0.04% PASS
I32 I64 I32 2^28 2^8 4.049 ms 1.06% 4.042 ms 1.06% -6.659 us -0.16% PASS
I32 I128 I32 2^16 2^1 12.312 us 3.50% 12.018 us 4.72% -0.294 us -2.39% PASS
I32 I128 I32 2^20 2^1 57.526 us 1.77% 55.804 us 1.65% -1.722 us -2.99% FAIL
I32 I128 I32 2^24 2^1 731.570 us 0.66% 723.621 us 0.63% -7.950 us -1.09% FAIL
I32 I128 I32 2^28 2^1 11.535 ms 0.98% 11.411 ms 0.96% -123.378 us -1.07% FAIL
I32 I128 I32 2^16 2^4 11.886 us 4.46% 11.846 us 8.78% -0.040 us -0.34% PASS
I32 I128 I32 2^20 2^4 47.142 us 1.88% 46.111 us 2.63% -1.031 us -2.19% FAIL
I32 I128 I32 2^24 2^4 528.952 us 0.63% 527.327 us 0.66% -1.625 us -0.31% PASS
I32 I128 I32 2^28 2^4 8.247 ms 0.59% 8.236 ms 0.59% -10.456 us -0.13% PASS
I32 I128 I32 2^16 2^8 11.694 us 4.44% 11.836 us 9.01% 0.142 us 1.21% PASS
I32 I128 I32 2^20 2^8 45.329 us 1.86% 44.205 us 2.73% -1.124 us -2.48% FAIL
I32 I128 I32 2^24 2^8 433.252 us 0.74% 432.005 us 0.76% -1.246 us -0.29% PASS
I32 I128 I32 2^28 2^8 6.648 ms 0.95% 6.642 ms 0.96% -5.967 us -0.09% PASS
I32 F32 I32 2^16 2^1 10.408 us 4.17% 10.265 us 9.89% -0.143 us -1.37% PASS
I32 F32 I32 2^20 2^1 29.954 us 2.78% 28.745 us 3.88% -1.209 us -4.04% FAIL
I32 F32 I32 2^24 2^1 322.472 us 1.11% 315.236 us 1.17% -7.236 us -2.24% FAIL
I32 F32 I32 2^28 2^1 5.049 ms 1.20% 4.922 ms 1.15% -127.059 us -2.52% FAIL
I32 F32 I32 2^16 2^4 9.993 us 4.72% 9.959 us 10.29% -0.034 us -0.34% PASS
I32 F32 I32 2^20 2^4 27.077 us 2.74% 26.446 us 3.98% -0.631 us -2.33% PASS
I32 F32 I32 2^24 2^4 238.666 us 0.88% 228.825 us 0.95% -9.841 us -4.12% FAIL
I32 F32 I32 2^28 2^4 3.663 ms 0.54% 3.659 ms 0.56% -4.452 us -0.12% PASS
I32 F32 I32 2^16 2^8 9.937 us 4.96% 9.921 us 10.62% -0.015 us -0.16% PASS
I32 F32 I32 2^20 2^8 27.032 us 2.38% 26.646 us 3.72% -0.386 us -1.43% PASS
I32 F32 I32 2^24 2^8 194.776 us 1.08% 191.026 us 1.17% -3.751 us -1.93% FAIL
I32 F32 I32 2^28 2^8 2.840 ms 1.14% 2.829 ms 1.15% -11.257 us -0.40% PASS
I32 F64 I32 2^16 2^1 11.304 us 3.73% 11.136 us 8.98% -0.168 us -1.48% PASS
I32 F64 I32 2^20 2^1 39.265 us 2.77% 38.370 us 3.38% -0.895 us -2.28% PASS
I32 F64 I32 2^24 2^1 460.186 us 0.89% 451.421 us 0.88% -8.765 us -1.90% FAIL
I32 F64 I32 2^28 2^1 7.187 ms 1.08% 7.056 ms 1.05% -130.672 us -1.82% FAIL
I32 F64 I32 2^16 2^4 10.971 us 4.64% 10.843 us 10.04% -0.128 us -1.17% PASS
I32 F64 I32 2^20 2^4 34.420 us 2.58% 34.161 us 3.66% -0.258 us -0.75% PASS
I32 F64 I32 2^24 2^4 328.129 us 0.78% 327.820 us 0.80% -0.309 us -0.09% PASS
I32 F64 I32 2^28 2^4 5.027 ms 0.63% 5.021 ms 0.63% -5.854 us -0.12% PASS
I32 F64 I32 2^16 2^8 10.797 us 4.92% 10.834 us 9.45% 0.038 us 0.35% PASS
I32 F64 I32 2^20 2^8 34.592 us 2.40% 34.465 us 3.60% -0.127 us -0.37% PASS
I32 F64 I32 2^24 2^8 270.804 us 0.95% 270.332 us 1.04% -0.472 us -0.17% PASS
I32 F64 I32 2^28 2^8 4.049 ms 1.06% 4.042 ms 1.06% -6.608 us -0.16% PASS
I32 C64 I32 2^16 2^1 11.260 us 3.49% 11.313 us 8.96% 0.053 us 0.47% PASS
I32 C64 I32 2^20 2^1 39.173 us 2.63% 38.343 us 3.36% -0.830 us -2.12% PASS
I32 C64 I32 2^24 2^1 460.166 us 0.90% 451.568 us 0.88% -8.598 us -1.87% FAIL
I32 C64 I32 2^28 2^1 7.188 ms 1.08% 7.056 ms 1.05% -131.673 us -1.83% FAIL
I32 C64 I32 2^16 2^4 11.035 us 4.51% 10.883 us 9.30% -0.152 us -1.38% PASS
I32 C64 I32 2^20 2^4 34.392 us 2.56% 34.157 us 3.58% -0.234 us -0.68% PASS
I32 C64 I32 2^24 2^4 328.351 us 0.78% 327.790 us 0.85% -0.560 us -0.17% PASS
I32 C64 I32 2^28 2^4 5.028 ms 0.63% 5.021 ms 0.63% -7.033 us -0.14% PASS
I32 C64 I32 2^16 2^8 10.734 us 4.92% 10.774 us 9.38% 0.041 us 0.38% PASS
I32 C64 I32 2^20 2^8 34.565 us 2.41% 34.449 us 3.64% -0.116 us -0.34% PASS
I32 C64 I32 2^24 2^8 270.535 us 0.94% 270.496 us 1.03% -0.039 us -0.01% PASS
I32 C64 I32 2^28 2^8 4.049 ms 1.06% 4.042 ms 1.07% -7.360 us -0.18% PASS
I64 I8 I32 2^16 2^1 11.680 us 4.43% 11.464 us 8.69% -0.216 us -1.85% PASS
I64 I8 I32 2^20 2^1 33.791 us 2.92% 33.917 us 4.14% 0.126 us 0.37% PASS
I64 I8 I32 2^24 2^1 378.004 us 1.27% 369.982 us 1.12% -8.022 us -2.12% FAIL
I64 I8 I32 2^28 2^1 5.864 ms 0.79% 5.767 ms 0.77% -97.041 us -1.65% FAIL
I64 I8 I32 2^16 2^4 11.454 us 3.85% 11.469 us 8.73% 0.015 us 0.13% PASS
I64 I8 I32 2^20 2^4 31.783 us 2.18% 32.355 us 3.83% 0.572 us 1.80% PASS
I64 I8 I32 2^24 2^4 285.782 us 0.86% 285.379 us 0.92% -0.403 us -0.14% PASS
I64 I8 I32 2^28 2^4 4.363 ms 0.54% 4.337 ms 0.54% -26.212 us -0.60% FAIL
I64 I8 I32 2^16 2^8 11.440 us 3.74% 11.395 us 8.18% -0.045 us -0.39% PASS
I64 I8 I32 2^20 2^8 31.877 us 2.02% 32.329 us 3.64% 0.453 us 1.42% PASS
I64 I8 I32 2^24 2^8 254.301 us 0.72% 253.001 us 0.88% -1.300 us -0.51% PASS
I64 I8 I32 2^28 2^8 3.828 ms 0.65% 3.798 ms 0.66% -29.710 us -0.78% FAIL
I64 I16 I32 2^16 2^1 11.753 us 4.48% 11.659 us 8.94% -0.094 us -0.80% PASS
I64 I16 I32 2^20 2^1 35.568 us 2.38% 35.015 us 3.33% -0.553 us -1.55% PASS
I64 I16 I32 2^24 2^1 407.992 us 1.03% 400.689 us 1.02% -7.302 us -1.79% FAIL
I64 I16 I32 2^28 2^1 6.357 ms 0.91% 6.262 ms 0.88% -94.801 us -1.49% FAIL
I64 I16 I32 2^16 2^4 11.531 us 4.03% 11.506 us 8.60% -0.025 us -0.21% PASS
I64 I16 I32 2^20 2^4 32.961 us 2.17% 32.380 us 3.15% -0.581 us -1.76% PASS
I64 I16 I32 2^24 2^4 305.738 us 0.90% 302.898 us 0.91% -2.840 us -0.93% FAIL
I64 I16 I32 2^28 2^4 4.664 ms 0.55% 4.635 ms 0.56% -28.454 us -0.61% FAIL
I64 I16 I32 2^16 2^8 11.415 us 3.57% 11.515 us 8.93% 0.100 us 0.88% PASS
I64 I16 I32 2^20 2^8 33.179 us 2.10% 32.742 us 3.08% -0.437 us -1.32% PASS
I64 I16 I32 2^24 2^8 266.720 us 0.89% 264.194 us 0.93% -2.526 us -0.95% FAIL
I64 I16 I32 2^28 2^8 4.003 ms 0.74% 3.971 ms 0.76% -31.386 us -0.78% FAIL
I64 I32 I32 2^16 2^1 12.023 us 4.06% 11.923 us 8.48% -0.100 us -0.83% PASS
I64 I32 I32 2^20 2^1 39.074 us 1.81% 38.314 us 3.20% -0.760 us -1.94% FAIL
I64 I32 I32 2^24 2^1 472.729 us 0.87% 464.099 us 0.87% -8.630 us -1.83% FAIL
I64 I32 I32 2^28 2^1 7.409 ms 0.97% 7.289 ms 0.95% -120.098 us -1.62% FAIL
I64 I32 I32 2^16 2^4 11.866 us 4.48% 11.612 us 8.58% -0.254 us -2.14% PASS
I64 I32 I32 2^20 2^4 35.435 us 1.78% 34.784 us 2.92% -0.651 us -1.84% FAIL
I64 I32 I32 2^24 2^4 339.983 us 0.76% 338.209 us 0.74% -1.775 us -0.52% PASS
I64 I32 I32 2^28 2^4 5.222 ms 0.57% 5.200 ms 0.56% -22.618 us -0.43% PASS
I64 I32 I32 2^16 2^8 11.852 us 4.51% 11.623 us 8.85% -0.229 us -1.93% PASS
I64 I32 I32 2^20 2^8 35.533 us 1.68% 35.059 us 2.80% -0.474 us -1.33% PASS
I64 I32 I32 2^24 2^8 289.277 us 0.87% 287.317 us 0.94% -1.961 us -0.68% PASS
I64 I32 I32 2^28 2^8 4.356 ms 0.84% 4.339 ms 0.84% -17.215 us -0.40% PASS
I64 I64 I32 2^16 2^1 12.521 us 3.72% 12.351 us 7.99% -0.170 us -1.36% PASS
I64 I64 I32 2^20 2^1 47.055 us 1.53% 45.806 us 2.26% -1.249 us -2.65% FAIL
I64 I64 I32 2^24 2^1 603.516 us 0.74% 592.252 us 0.75% -11.264 us -1.87% FAIL
I64 I64 I32 2^28 2^1 9.572 ms 1.01% 9.407 ms 0.99% -165.693 us -1.73% FAIL
I64 I64 I32 2^16 2^4 12.263 us 3.46% 12.032 us 8.94% -0.231 us -1.89% PASS
I64 I64 I32 2^20 2^4 41.036 us 1.60% 40.496 us 2.81% -0.540 us -1.32% PASS
I64 I64 I32 2^24 2^4 430.068 us 0.67% 427.556 us 0.68% -2.513 us -0.58% PASS
I64 I64 I32 2^28 2^4 7.010 ms 0.50% 7.010 ms 0.50% -0.328 us -0.00% PASS
I64 I64 I32 2^16 2^8 12.173 us 3.69% 12.033 us 8.70% -0.140 us -1.15% PASS
I64 I64 I32 2^20 2^8 40.693 us 1.57% 40.120 us 2.83% -0.573 us -1.41% PASS
I64 I64 I32 2^24 2^8 360.794 us 0.81% 358.193 us 0.84% -2.601 us -0.72% PASS
I64 I64 I32 2^28 2^8 5.480 ms 0.94% 5.471 ms 0.95% -9.210 us -0.17% PASS
I64 I128 I32 2^16 2^1 13.506 us 3.32% 13.364 us 7.58% -0.142 us -1.05% PASS
I64 I128 I32 2^20 2^1 65.663 us 1.55% 63.841 us 2.00% -1.823 us -2.78% FAIL
I64 I128 I32 2^24 2^1 871.958 us 0.57% 862.269 us 0.57% -9.689 us -1.11% FAIL
I64 I128 I32 2^28 2^1 13.797 ms 0.99% 13.647 ms 0.96% -149.739 us -1.09% FAIL
I64 I128 I32 2^16 2^4 13.246 us 3.48% 13.310 us 7.87% 0.064 us 0.48% PASS
I64 I128 I32 2^20 2^4 53.308 us 1.81% 52.603 us 2.24% -0.704 us -1.32% PASS
I64 I128 I32 2^24 2^4 634.502 us 0.50% 634.185 us 0.53% -0.317 us -0.05% PASS
I64 I128 I32 2^28 2^4 9.938 ms 0.57% 9.935 ms 0.58% -2.733 us -0.03% PASS
I64 I128 I32 2^16 2^8 13.171 us 3.62% 13.151 us 7.54% -0.020 us -0.15% PASS
I64 I128 I32 2^20 2^8 50.854 us 1.77% 49.721 us 2.32% -1.134 us -2.23% FAIL
I64 I128 I32 2^24 2^8 520.067 us 0.64% 519.489 us 0.67% -0.577 us -0.11% PASS
I64 I128 I32 2^28 2^8 8.034 ms 0.92% 8.027 ms 0.90% -6.647 us -0.08% PASS
I64 F32 I32 2^16 2^1 12.228 us 3.73% 12.757 us 8.56% 0.530 us 4.33% FAIL
I64 F32 I32 2^20 2^1 39.164 us 1.80% 37.911 us 3.13% -1.253 us -3.20% FAIL
I64 F32 I32 2^24 2^1 472.675 us 0.86% 463.945 us 0.85% -8.731 us -1.85% FAIL
I64 F32 I32 2^28 2^1 7.409 ms 0.98% 7.289 ms 0.95% -120.493 us -1.63% FAIL
I64 F32 I32 2^16 2^4 11.911 us 4.41% 11.634 us 8.76% -0.277 us -2.33% PASS
I64 F32 I32 2^20 2^4 35.525 us 1.80% 34.814 us 3.10% -0.711 us -2.00% FAIL
I64 F32 I32 2^24 2^4 340.012 us 0.79% 338.106 us 0.84% -1.906 us -0.56% PASS
I64 F32 I32 2^28 2^4 5.223 ms 0.56% 5.199 ms 0.57% -23.456 us -0.45% PASS
I64 F32 I32 2^16 2^8 11.924 us 4.37% 11.615 us 8.65% -0.309 us -2.59% PASS
I64 F32 I32 2^20 2^8 35.574 us 1.68% 35.070 us 3.09% -0.504 us -1.42% PASS
I64 F32 I32 2^24 2^8 289.303 us 0.86% 287.236 us 0.87% -2.067 us -0.71% PASS
I64 F32 I32 2^28 2^8 4.357 ms 0.84% 4.339 ms 0.84% -17.422 us -0.40% PASS
I64 F64 I32 2^16 2^1 12.556 us 3.81% 12.391 us 7.96% -0.165 us -1.31% PASS
I64 F64 I32 2^20 2^1 47.128 us 1.54% 45.964 us 2.33% -1.164 us -2.47% FAIL
I64 F64 I32 2^24 2^1 603.400 us 0.75% 592.291 us 0.73% -11.109 us -1.84% FAIL
I64 F64 I32 2^28 2^1 9.572 ms 1.01% 9.407 ms 0.99% -165.423 us -1.73% FAIL
I64 F64 I32 2^16 2^4 12.165 us 3.70% 12.131 us 8.17% -0.033 us -0.27% PASS
I64 F64 I32 2^20 2^4 40.948 us 1.61% 40.575 us 2.62% -0.372 us -0.91% PASS
I64 F64 I32 2^24 2^4 430.025 us 0.67% 427.436 us 0.70% -2.589 us -0.60% PASS
I64 F64 I32 2^28 2^4 7.010 ms 0.50% 7.010 ms 0.50% -0.112 us -0.00% PASS
I64 F64 I32 2^16 2^8 12.166 us 3.69% 12.091 us 3.98% -0.075 us -0.62% PASS
I64 F64 I32 2^20 2^8 40.677 us 1.57% 40.034 us 1.49% -0.643 us -1.58% FAIL
I64 F64 I32 2^24 2^8 360.904 us 0.81% 358.153 us 0.80% -2.751 us -0.76% PASS
I64 F64 I32 2^28 2^8 5.480 ms 0.95% 5.471 ms 0.94% -8.888 us -0.16% PASS
I64 C64 I32 2^16 2^1 12.460 us 3.61% 12.124 us 4.04% -0.336 us -2.70% PASS
I64 C64 I32 2^20 2^1 47.018 us 1.51% 46.018 us 1.39% -1.000 us -2.13% FAIL
I64 C64 I32 2^24 2^1 603.064 us 0.75% 592.228 us 0.71% -10.836 us -1.80% FAIL
I64 C64 I32 2^28 2^1 9.567 ms 1.02% 9.407 ms 0.99% -159.671 us -1.67% FAIL
I64 C64 I32 2^16 2^4 12.168 us 3.72% 11.957 us 4.37% -0.211 us -1.73% PASS
I64 C64 I32 2^20 2^4 40.953 us 1.61% 40.460 us 1.50% -0.493 us -1.20% PASS
I64 C64 I32 2^24 2^4 429.724 us 0.68% 427.357 us 0.65% -2.367 us -0.55% PASS
I64 C64 I32 2^28 2^4 7.009 ms 0.50% 7.010 ms 0.50% 0.870 us 0.01% PASS
I64 C64 I32 2^16 2^8 12.058 us 4.03% 12.102 us 8.69% 0.044 us 0.36% PASS
I64 C64 I32 2^20 2^8 40.634 us 1.56% 40.148 us 2.75% -0.486 us -1.20% PASS
I64 C64 I32 2^24 2^8 360.499 us 0.82% 359.257 us 0.85% -1.242 us -0.34% PASS
I64 C64 I32 2^28 2^8 5.477 ms 0.95% 5.471 ms 0.95% -5.717 us -0.10% PASS
I128 I8 I32 2^16 2^1 13.396 us 3.84% 13.492 us 7.26% 0.096 us 0.72% PASS
I128 I8 I32 2^20 2^1 54.423 us 1.73% 54.557 us 2.40% 0.134 us 0.25% PASS
I128 I8 I32 2^24 2^1 704.903 us 0.75% 702.722 us 0.74% -2.181 us -0.31% PASS
I128 I8 I32 2^28 2^1 11.125 ms 0.63% 11.075 ms 0.63% -50.538 us -0.45% PASS
I128 I8 I32 2^16 2^4 13.251 us 3.78% 13.366 us 7.77% 0.115 us 0.87% PASS
I128 I8 I32 2^20 2^4 49.249 us 1.47% 49.634 us 2.35% 0.385 us 0.78% PASS
I128 I8 I32 2^24 2^4 571.938 us 0.50% 569.138 us 0.51% -2.800 us -0.49% PASS
I128 I8 I32 2^28 2^4 8.939 ms 0.50% 8.887 ms 0.50% -52.543 us -0.59% FAIL
I128 I8 I32 2^16 2^8 13.267 us 3.72% 13.434 us 7.56% 0.167 us 1.26% PASS
I128 I8 I32 2^20 2^8 47.756 us 1.33% 48.457 us 2.22% 0.701 us 1.47% FAIL
I128 I8 I32 2^24 2^8 529.196 us 0.50% 525.320 us 0.54% -3.876 us -0.73% FAIL
I128 I8 I32 2^28 2^8 8.230 ms 0.50% 8.174 ms 0.50% -55.173 us -0.67% FAIL
I128 I16 I32 2^16 2^1 13.471 us 3.73% 13.410 us 8.11% -0.060 us -0.45% PASS
I128 I16 I32 2^20 2^1 58.687 us 1.73% 55.890 us 2.29% -2.797 us -4.77% FAIL
I128 I16 I32 2^24 2^1 774.531 us 0.62% 712.377 us 0.66% -62.154 us -8.02% FAIL
I128 I16 I32 2^28 2^1 12.227 ms 0.50% 11.233 ms 0.81% -994.090 us -8.13% FAIL
I128 I16 I32 2^16 2^4 13.351 us 3.61% 13.374 us 8.30% 0.023 us 0.17% PASS
I128 I16 I32 2^20 2^4 52.919 us 1.53% 50.443 us 2.42% -2.477 us -4.68% FAIL
I128 I16 I32 2^24 2^4 633.834 us 0.50% 573.598 us 0.58% -60.236 us -9.50% FAIL
I128 I16 I32 2^28 2^4 9.949 ms 0.50% 8.930 ms 0.50% -1019.515 us -10.25% FAIL
I128 I16 I32 2^16 2^8 13.269 us 3.73% 13.366 us 7.47% 0.097 us 0.73% PASS
I128 I16 I32 2^20 2^8 51.095 us 1.42% 49.340 us 2.49% -1.755 us -3.44% FAIL
I128 I16 I32 2^24 2^8 586.871 us 0.50% 514.162 us 0.62% -72.709 us -12.39% FAIL
I128 I16 I32 2^28 2^8 9.177 ms 0.50% 7.958 ms 0.52% -1218.174 us -13.27% FAIL
I128 I32 I32 2^16 2^1 13.558 us 3.63% 13.582 us 7.22% 0.024 us 0.18% PASS
I128 I32 I32 2^20 2^1 59.647 us 1.68% 58.863 us 2.11% -0.784 us -1.31% PASS
I128 I32 I32 2^24 2^1 792.701 us 0.79% 788.959 us 0.80% -3.742 us -0.47% PASS
I128 I32 I32 2^28 2^1 12.515 ms 0.89% 12.455 ms 0.91% -59.535 us -0.48% PASS
I128 I32 I32 2^16 2^4 13.526 us 3.43% 13.673 us 7.40% 0.148 us 1.09% PASS
I128 I32 I32 2^20 2^4 52.774 us 1.46% 52.186 us 1.91% -0.589 us -1.12% PASS
I128 I32 I32 2^24 2^4 614.252 us 0.52% 611.616 us 0.52% -2.636 us -0.43% PASS
I128 I32 I32 2^28 2^4 9.627 ms 0.50% 9.566 ms 0.50% -60.342 us -0.63% FAIL
I128 I32 I32 2^16 2^8 13.546 us 3.42% 13.618 us 7.56% 0.071 us 0.53% PASS
I128 I32 I32 2^20 2^8 50.911 us 1.30% 50.422 us 2.12% -0.489 us -0.96% PASS
I128 I32 I32 2^24 2^8 552.750 us 0.50% 548.387 us 0.50% -4.362 us -0.79% FAIL
I128 I32 I32 2^28 2^8 8.594 ms 0.50% 8.530 ms 0.50% -64.851 us -0.75% FAIL
I128 I64 I32 2^16 2^1 14.326 us 4.23% 14.181 us 7.86% -0.146 us -1.02% PASS
I128 I64 I32 2^20 2^1 66.806 us 1.40% 66.182 us 1.87% -0.624 us -0.93% PASS
I128 I64 I32 2^24 2^1 912.552 us 0.68% 909.574 us 0.68% -2.978 us -0.33% PASS
I128 I64 I32 2^28 2^1 14.465 ms 0.98% 14.423 ms 0.99% -42.016 us -0.29% PASS
I128 I64 I32 2^16 2^4 14.220 us 3.81% 14.167 us 7.50% -0.054 us -0.38% PASS
I128 I64 I32 2^20 2^4 57.391 us 1.32% 56.728 us 1.85% -0.663 us -1.16% PASS
I128 I64 I32 2^24 2^4 683.042 us 0.53% 679.586 us 0.52% -3.456 us -0.51% PASS
I128 I64 I32 2^28 2^4 10.705 ms 0.50% 10.663 ms 0.50% -41.936 us -0.39% PASS
I128 I64 I32 2^16 2^8 14.155 us 3.77% 14.122 us 7.74% -0.032 us -0.23% PASS
I128 I64 I32 2^20 2^8 54.668 us 1.27% 53.628 us 1.92% -1.041 us -1.90% FAIL
I128 I64 I32 2^24 2^8 592.776 us 0.50% 592.804 us 0.52% 0.029 us 0.00% PASS
I128 I64 I32 2^28 2^8 9.244 ms 0.59% 9.195 ms 0.59% -48.660 us -0.53% PASS
I128 I128 I32 2^16 2^1 15.340 us 4.12% 15.064 us 7.33% -0.276 us -1.80% PASS
I128 I128 I32 2^20 2^1 102.534 us 0.87% 82.357 us 1.36% -20.178 us -19.68% FAIL
I128 I128 I32 2^24 2^1 1.519 ms 0.58% 1.160 ms 0.53% -359.399 us -23.65% FAIL
I128 I128 I32 2^28 2^1 24.243 ms 1.32% 18.419 ms 0.97% -5824.412 us -24.03% FAIL
I128 I128 I32 2^16 2^4 15.202 us 5.21% 14.912 us 7.33% -0.291 us -1.91% PASS
I128 I128 I32 2^20 2^4 78.316 us 1.40% 69.069 us 1.96% -9.247 us -11.81% FAIL
I128 I128 I32 2^24 2^4 1.066 ms 0.46% 848.330 us 0.50% -217.621 us -20.42% FAIL
I128 I128 I32 2^28 2^4 16.857 ms 0.50% 13.251 ms 0.57% -3605.921 us -21.39% FAIL
I128 I128 I32 2^16 2^8 15.154 us 4.05% 14.942 us 7.13% -0.212 us -1.40% PASS
I128 I128 I32 2^20 2^8 75.502 us 1.13% 63.023 us 1.94% -12.478 us -16.53% FAIL
I128 I128 I32 2^24 2^8 995.774 us 0.49% 714.795 us 0.54% -280.979 us -28.22% FAIL
I128 I128 I32 2^28 2^8 15.712 ms 0.50% 11.044 ms 0.76% -4667.906 us -29.71% FAIL
I128 F32 I32 2^16 2^1 13.574 us 3.74% 13.723 us 7.43% 0.149 us 1.10% PASS
I128 F32 I32 2^20 2^1 59.681 us 1.68% 58.949 us 1.84% -0.733 us -1.23% PASS
I128 F32 I32 2^24 2^1 792.577 us 0.80% 788.937 us 0.80% -3.640 us -0.46% PASS
I128 F32 I32 2^28 2^1 12.515 ms 0.89% 12.455 ms 0.90% -60.023 us -0.48% PASS
I128 F32 I32 2^16 2^4 13.498 us 3.35% 13.727 us 7.84% 0.228 us 1.69% PASS
I128 F32 I32 2^20 2^4 52.725 us 1.45% 52.231 us 2.05% -0.494 us -0.94% PASS
I128 F32 I32 2^24 2^4 614.056 us 0.53% 611.573 us 0.51% -2.483 us -0.40% PASS
I128 F32 I32 2^28 2^4 9.627 ms 0.50% 9.566 ms 0.50% -61.168 us -0.64% FAIL
I128 F32 I32 2^16 2^8 13.473 us 3.27% 13.660 us 6.07% 0.187 us 1.39% PASS
I128 F32 I32 2^20 2^8 50.865 us 1.33% 50.392 us 2.12% -0.474 us -0.93% PASS
I128 F32 I32 2^24 2^8 551.757 us 0.50% 548.297 us 0.50% -3.460 us -0.63% FAIL
I128 F32 I32 2^28 2^8 8.594 ms 0.50% 8.530 ms 0.50% -64.423 us -0.75% FAIL
I128 F64 I32 2^16 2^1 14.297 us 4.25% 14.139 us 7.43% -0.158 us -1.11% PASS
I128 F64 I32 2^20 2^1 66.691 us 1.43% 66.174 us 1.88% -0.518 us -0.78% PASS
I128 F64 I32 2^24 2^1 912.388 us 0.67% 909.510 us 0.68% -2.878 us -0.32% PASS
I128 F64 I32 2^28 2^1 14.464 ms 0.98% 14.422 ms 0.99% -41.904 us -0.29% PASS
I128 F64 I32 2^16 2^4 14.209 us 3.83% 14.107 us 8.12% -0.102 us -0.72% PASS
I128 F64 I32 2^20 2^4 57.421 us 1.35% 56.720 us 1.91% -0.700 us -1.22% PASS
I128 F64 I32 2^24 2^4 683.250 us 0.53% 679.718 us 0.51% -3.531 us -0.52% FAIL
I128 F64 I32 2^28 2^4 10.706 ms 0.50% 10.663 ms 0.50% -42.222 us -0.39% PASS
I128 F64 I32 2^16 2^8 14.176 us 3.74% 14.069 us 7.21% -0.107 us -0.76% PASS
I128 F64 I32 2^20 2^8 54.711 us 1.26% 53.555 us 1.71% -1.157 us -2.11% FAIL
I128 F64 I32 2^24 2^8 592.826 us 0.50% 592.772 us 0.50% -0.055 us -0.01% PASS
I128 F64 I32 2^28 2^8 9.244 ms 0.59% 9.195 ms 0.59% -49.344 us -0.53% PASS
I128 C64 I32 2^16 2^1 14.289 us 4.31% 14.178 us 7.71% -0.111 us -0.78% PASS
I128 C64 I32 2^20 2^1 66.629 us 1.43% 66.150 us 1.88% -0.479 us -0.72% PASS
I128 C64 I32 2^24 2^1 912.011 us 0.67% 910.094 us 0.68% -1.917 us -0.21% PASS
I128 C64 I32 2^28 2^1 14.460 ms 0.97% 14.421 ms 0.99% -39.005 us -0.27% PASS
I128 C64 I32 2^16 2^4 14.104 us 3.84% 14.165 us 7.20% 0.061 us 0.43% PASS
I128 C64 I32 2^20 2^4 57.191 us 1.36% 56.750 us 1.93% -0.441 us -0.77% PASS
I128 C64 I32 2^24 2^4 680.848 us 0.53% 679.677 us 0.53% -1.171 us -0.17% PASS
I128 C64 I32 2^28 2^4 10.672 ms 0.50% 10.662 ms 0.50% -10.604 us -0.10% PASS
I128 C64 I32 2^16 2^8 14.024 us 3.88% 14.251 us 7.15% 0.227 us 1.62% PASS
I128 C64 I32 2^20 2^8 54.339 us 1.28% 53.726 us 1.89% -0.613 us -1.13% PASS
I128 C64 I32 2^24 2^8 589.151 us 0.50% 592.761 us 0.51% 3.610 us 0.61% FAIL
I128 C64 I32 2^28 2^8 9.189 ms 0.60% 9.194 ms 0.60% 4.680 us 0.05% PASS

gevtushenko
gevtushenko approved these changes Jan 4, 2024
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A few minor notes in addition to conversion warnings.

cub/cub/device/dispatch/dispatch_unique_by_key.cuh Outdated Show resolved Hide resolved
cub/cub/device/device_select.cuh Show resolved Hide resolved
@elstehle elstehle merged commit 50ce545 into NVIDIA:main Jan 5, 2024
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@bernhardmgruber bernhardmgruber mentioned this pull request Jul 8, 2024
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@gevtushenko gevtushenko gevtushenko approved these changes

@alliepiper alliepiper Awaiting requested review from alliepiper alliepiper is a code owner automatically assigned from NVIDIA/cccl-codeowners

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Refactor thrust::unique_by_key to use cub::DeviceSelect::UniqueByKey
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@elstehle @gevtushenko