pytorch/benchmarks/cpp
Hao Lu 938bab0bfd [PyTorch] Add int version of vectorized PrefixSum to Benchmark (#67865)
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/67865

- Add int version of vectorized PrefixSum
- Use unaligned load/store instructions
- Add exclusive scan version. "exclusive" means that the i-th input element is not included in the i-th sum. For details see https://en.cppreference.com/w/cpp/algorithm/exclusive_scan

Test Plan:
```
buck build mode/opt-clang //caffe2/benchmarks/cpp/tensorexpr:tensorexpr_bench
OMP_NUM_THREADS=1 numactl -m 0 -C 5 \
./buck-out/opt/gen/caffe2/benchmarks/cpp/tensorexpr/tensorexpr_bench --benchmark_filter=PrefixSumBench
```

For full benchmark results, see P465274613

```
PrefixSumBench/LocalInt/64                            57 ns         56 ns   12414048 GB/s=9.06239G/s
PrefixSumBench/LocalInt/256                          221 ns        221 ns    3160853 GB/s=9.28635G/s
PrefixSumBench/LocalInt/1024                         818 ns        817 ns     857922 GB/s=10.0235G/s
PrefixSumBench/LocalInt/4096                        3211 ns       3210 ns     217614 GB/s=10.2093G/s
PrefixSumBench/LocalInt/16384                      12806 ns      12804 ns      54805 GB/s=10.2364G/s
PrefixSumBench/LocalInt/65536                      51115 ns      51079 ns      13741 GB/s=10.2643G/s
PrefixSumBench/LocalInt/262144                    205974 ns     205912 ns       3401 GB/s=10.1847G/s
PrefixSumBench/LocalInt/1048576                   829523 ns     828859 ns        845 GB/s=10.1207G/s
PrefixSumBench/LocalIntAVX2/64                        45 ns         45 ns   15568113 GB/s=11.3549G/s
PrefixSumBench/LocalIntAVX2/256                      208 ns        208 ns    3371174 GB/s=9.86913G/s
PrefixSumBench/LocalIntAVX2/1024                     893 ns        892 ns     783154 GB/s=9.18629G/s
PrefixSumBench/LocalIntAVX2/4096                    3618 ns       3613 ns     193834 GB/s=9.06838G/s
PrefixSumBench/LocalIntAVX2/16384                  14416 ns      14411 ns      48564 GB/s=9.09543G/s
PrefixSumBench/LocalIntAVX2/65536                  57650 ns      57617 ns      12156 GB/s=9.09952G/s
PrefixSumBench/LocalIntAVX2/262144                230855 ns     230612 ns       3035 GB/s=9.09386G/s
PrefixSumBench/LocalIntAVX2/1048576               924265 ns     923777 ns        758 GB/s=9.08077G/s
PrefixSumBench/LocalIntAVX512/64                      23 ns         23 ns   24876551 GB/s=22.0697G/s
PrefixSumBench/LocalIntAVX512/256                     95 ns         95 ns    7387386 GB/s=21.556G/s
PrefixSumBench/LocalIntAVX512/1024                   435 ns        435 ns    1609682 GB/s=18.8425G/s
PrefixSumBench/LocalIntAVX512/4096                  1815 ns       1815 ns     385462 GB/s=18.0561G/s
PrefixSumBench/LocalIntAVX512/16384                 7479 ns       7476 ns      93660 GB/s=17.5335G/s
PrefixSumBench/LocalIntAVX512/65536                30171 ns      29879 ns      23430 GB/s=17.5468G/s
PrefixSumBench/LocalIntAVX512/262144              125805 ns     125631 ns       5570 GB/s=16.6929G/s
PrefixSumBench/LocalIntAVX512/1048576             504216 ns     503983 ns       1384 GB/s=16.6446G/s
PrefixSumBench/ExclusiveScanIntAVX512/64              23 ns         23 ns   30058295
PrefixSumBench/ExclusiveScanIntAVX512/256            101 ns        101 ns    7398498
PrefixSumBench/ExclusiveScanIntAVX512/1024           435 ns        434 ns    1403877
PrefixSumBench/ExclusiveScanIntAVX512/4096          1979 ns       1978 ns     354016
PrefixSumBench/ExclusiveScanIntAVX512/16384         7828 ns       7819 ns      89551
PrefixSumBench/ExclusiveScanIntAVX512/65536        31206 ns      31192 ns      22408
PrefixSumBench/ExclusiveScanIntAVX512/262144      130106 ns     130023 ns       5388
PrefixSumBench/ExclusiveScanIntAVX512/1048576     525515 ns     524976 ns       1244
```

Reviewed By: navahgar, swolchok

Differential Revision: D32011740

fbshipit-source-id: 7962de710bd588291dd6bf0c719f579c55f7c063
2021-11-04 14:00:19 -07:00
..
nvfuser Compile without -Wno-unused-variable (take 2) (#66041) 2021-10-04 20:39:39 -07:00
tensorexpr [PyTorch] Add int version of vectorized PrefixSum to Benchmark (#67865) 2021-11-04 14:00:19 -07:00
CMakeLists.txt CPU Convolution benchmark harness for some popular models (#56455) 2021-04-22 22:14:36 -07:00
convolution.cpp Disable avoid-non-const-global-variables lint check (#62008) 2021-07-22 18:04:40 -07:00