Benchmarks 2024 11 19 TVM LLVM Os spike_rv64 - tum-ei-eda/muriscv-nn GitHub Wiki

Setup

Simulator

  • Spike (riscv-isa-sim ) (ISS, CPI=1)
    • Spike : 0bc176b3fca43560b9e8586cdbc41cfde073e17a
    • Spike PK : 7e9b671c0415dfd7b562ac934feb9380075d4aa2

Toolchains

Models

Frameworks

  • MLonMCU : develop

  • TVM : Nightly Pre-Build

Miscellaneous

  • Used -Os flag for compilation.
  • Benchmarks generated using MLonMCU deployment tool with minimal efforts.
  • Memory metrics are reported in Bytes

Results (Framework: tvm, Backend: tvmaot, Toolchain: llvm, Flags: -Os, Target: spike_rv64 )

Audio Wake Words (aww)

Cycles (Speedup) Total ROM (rel.) Total RAM (rel.) VLEN Layout Kernels Mode Arch Unroll Auto-Vectorization
28356244 ( 0.6x ) 102320 ( 1.214 ) 61360 ( 2.915 ) 0 NCHW TVM Fallback RV64GC 0 -
24009555 ( 0.7x ) 97374 ( 1.155 ) 61280 ( 2.911 ) 0 NHWC TVM Fallback RV64GC 0 -
5890684 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 128 NCHW TVM Fallback RV64GCV 0 Loop+SLP
5890684 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 256 NCHW TVM Fallback RV64GCV 0 Loop+SLP
5890684 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 512 NCHW TVM Fallback RV64GCV 0 Loop+SLP
5890684 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 1024 NCHW TVM Fallback RV64GCV 0 Loop+SLP
5890684 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 2048 NCHW TVM Fallback RV64GCV 0 Loop+SLP
5892549 ( 2.7x ) 101312 ( 1.202 ) 61288 ( 2.912 ) 4096 NCHW TVM Fallback RV64GCV 0 Loop+SLP
9587015 ( 1.6x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 128 NHWC TVM Fallback RV64GCV 0 Loop+SLP
7929015 ( 2.0x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 256 NHWC TVM Fallback RV64GCV 0 Loop+SLP
7100015 ( 2.2x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 512 NHWC TVM Fallback RV64GCV 0 Loop+SLP
6685515 ( 2.3x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 1024 NHWC TVM Fallback RV64GCV 0 Loop+SLP
6685515 ( 2.3x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 2048 NHWC TVM Fallback RV64GCV 0 Loop+SLP
6685515 ( 2.3x ) 98426 ( 1.167 ) 61280 ( 2.911 ) 4096 NHWC TVM Fallback RV64GCV 0 Loop+SLP
15705400 ( Base ) 84318 ( Base ) 21048 ( Base ) 0 NHWC muRISCV-NN Scalar RV64GC 0 -
15639321 ( 1.0x ) 83520 ( 0.991 ) 25512 ( 1.212 ) 0 NHWC muRISCV-NN Vector (Portable) RV64GC 0 -
7141242 ( 2.2x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 128 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
6265589 ( 2.5x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 256 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
5827885 ( 2.7x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 512 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
5610898 ( 2.8x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 1024 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
5610898 ( 2.8x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 2048 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
5614628 ( 2.8x ) 87406 ( 1.037 ) 21048 ( 1.0 ) 4096 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
6022685 ( 2.6x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 128 NHWC muRISCV-NN Vector RV64GCV 0 -
4888629 ( 3.2x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 256 NHWC muRISCV-NN Vector RV64GCV 0 -
4330333 ( 3.6x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 512 NHWC muRISCV-NN Vector RV64GCV 0 -
4291202 ( 3.7x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 1024 NHWC muRISCV-NN Vector RV64GCV 0 -
4291202 ( 3.7x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 2048 NHWC muRISCV-NN Vector RV64GCV 0 -
4293067 ( 3.7x ) 85608 ( 1.015 ) 25512 ( 1.212 ) 4096 NHWC muRISCV-NN Vector RV64GCV 0 -
8326382 ( 1.9x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 128 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
7450729 ( 2.1x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 256 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
7013025 ( 2.2x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 512 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
6796038 ( 2.3x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 1024 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
6796038 ( 2.3x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 2048 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
6799768 ( 2.3x ) 86178 ( 1.022 ) 25512 ( 1.212 ) 4096 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP

Image Classification (resnet)

Cycles (Speedup) Total ROM (rel.) Total RAM (rel.) VLEN Layout Kernels Mode Arch Unroll Auto-Vectorization
123430646 ( 0.5x ) 210352 ( 1.596 ) 110208 ( 1.921 ) 0 NCHW TVM Fallback RV64GC 0 -
100169350 ( 0.6x ) 203596 ( 1.545 ) 110208 ( 1.921 ) 0 NHWC TVM Fallback RV64GC 0 -
24209027 ( 2.3x ) 209640 ( 1.59 ) 110208 ( 1.921 ) 128 NCHW TVM Fallback RV64GCV 0 Loop+SLP
24209027 ( 2.3x ) 209640 ( 1.59 ) 110208 ( 1.921 ) 256 NCHW TVM Fallback RV64GCV 0 Loop+SLP
24209029 ( 2.3x ) 209644 ( 1.59 ) 110208 ( 1.921 ) 512 NCHW TVM Fallback RV64GCV 0 Loop+SLP
24209026 ( 2.3x ) 209638 ( 1.59 ) 110208 ( 1.921 ) 1024 NCHW TVM Fallback RV64GCV 0 Loop+SLP
24209028 ( 2.3x ) 209642 ( 1.59 ) 110208 ( 1.921 ) 2048 NCHW TVM Fallback RV64GCV 0 Loop+SLP
24210891 ( 2.3x ) 209638 ( 1.59 ) 110208 ( 1.921 ) 4096 NCHW TVM Fallback RV64GCV 0 Loop+SLP
35938110 ( 1.6x ) 204448 ( 1.551 ) 110208 ( 1.921 ) 128 NHWC TVM Fallback RV64GCV 0 Loop+SLP
26886720 ( 2.1x ) 204460 ( 1.551 ) 110208 ( 1.921 ) 256 NHWC TVM Fallback RV64GCV 0 Loop+SLP
24622014 ( 2.3x ) 204448 ( 1.551 ) 110208 ( 1.921 ) 512 NHWC TVM Fallback RV64GCV 0 Loop+SLP
24177790 ( 2.3x ) 204448 ( 1.551 ) 110208 ( 1.921 ) 1024 NHWC TVM Fallback RV64GCV 0 Loop+SLP
24177792 ( 2.3x ) 204460 ( 1.551 ) 110208 ( 1.921 ) 2048 NHWC TVM Fallback RV64GCV 0 Loop+SLP
24177792 ( 2.3x ) 204460 ( 1.551 ) 110208 ( 1.921 ) 4096 NHWC TVM Fallback RV64GCV 0 Loop+SLP
55742014 ( Base ) 131818 ( Base ) 57368 ( Base ) 0 NHWC muRISCV-NN Scalar RV64GC 0 -
71526755 ( 0.8x ) 131210 ( 0.995 ) 57368 ( 1.0 ) 0 NHWC muRISCV-NN Vector (Portable) RV64GC 0 -
25746948 ( 2.2x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 128 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
17783799 ( 3.1x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 256 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
14051179 ( 4.0x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 512 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
12352622 ( 4.5x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 1024 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
11525047 ( 4.8x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 2048 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
10904832 ( 5.1x ) 135698 ( 1.029 ) 57368 ( 1.0 ) 4096 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
15256232 ( 3.7x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 128 NHWC muRISCV-NN Vector RV64GCV 0 -
9673032 ( 5.8x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 256 NHWC muRISCV-NN Vector RV64GCV 0 -
7127192 ( 7.8x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 512 NHWC muRISCV-NN Vector RV64GCV 0 -
5885064 ( 9.5x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 1024 NHWC muRISCV-NN Vector RV64GCV 0 -
4958665 ( 11.2x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 2048 NHWC muRISCV-NN Vector RV64GCV 0 -
4711438 ( 11.8x ) 133748 ( 1.015 ) 57368 ( 1.0 ) 4096 NHWC muRISCV-NN Vector RV64GCV 0 -
19808593 ( 2.8x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 128 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
13516612 ( 4.1x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 256 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
10567352 ( 5.3x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 512 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
9225659 ( 6.0x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 1024 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
8570299 ( 6.5x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 2048 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
8082509 ( 6.9x ) 134406 ( 1.02 ) 57368 ( 1.0 ) 4096 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP

Anomaly Detection (toycar)

Cycles (Speedup) Total ROM (rel.) Total RAM (rel.) VLEN Layout Kernels Mode Arch Unroll Auto-Vectorization
3197040 ( 0.5x ) 576294 ( 1.857 ) 7400 ( 1.121 ) 0 NCHW TVM Fallback RV64GC 0 -
3197040 ( 0.5x ) 576294 ( 1.857 ) 7400 ( 1.121 ) 0 NHWC TVM Fallback RV64GC 0 -
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 128 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 256 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 512 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 1024 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 2048 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 4096 NCHW TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 128 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 256 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 512 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 1024 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 2048 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1036307 ( 1.6x ) 575490 ( 1.855 ) 7400 ( 1.121 ) 4096 NHWC TVM Fallback RV64GCV 0 Loop+SLP
1667784 ( Base ) 310310 ( Base ) 6600 ( Base ) 0 NHWC muRISCV-NN Scalar RV64GC 0 -
1667785 ( 1.0x ) 310314 ( 1.0 ) 6600 ( 1.0 ) 0 NHWC muRISCV-NN Vector (Portable) RV64GC 0 -
628314 ( 2.7x ) 311064 ( 1.002 ) 6600 ( 1.0 ) 128 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
510872 ( 3.3x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 256 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
452153 ( 3.7x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 512 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
422791 ( 3.9x ) 311058 ( 1.002 ) 6600 ( 1.0 ) 1024 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
408112 ( 4.1x ) 311060 ( 1.002 ) 6600 ( 1.0 ) 2048 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
406274 ( 4.1x ) 311064 ( 1.002 ) 6600 ( 1.0 ) 4096 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
620215 ( 2.7x ) 311778 ( 1.005 ) 6600 ( 1.0 ) 128 NHWC muRISCV-NN Vector RV64GCV 0 -
501847 ( 3.3x ) 311778 ( 1.005 ) 6600 ( 1.0 ) 256 NHWC muRISCV-NN Vector RV64GCV 0 -
442664 ( 3.8x ) 311780 ( 1.005 ) 6600 ( 1.0 ) 512 NHWC muRISCV-NN Vector RV64GCV 0 -
413407 ( 4.0x ) 311778 ( 1.005 ) 6600 ( 1.0 ) 1024 NHWC muRISCV-NN Vector RV64GCV 0 -
409721 ( 4.1x ) 311774 ( 1.005 ) 6600 ( 1.0 ) 2048 NHWC muRISCV-NN Vector RV64GCV 0 -
407839 ( 4.1x ) 311778 ( 1.005 ) 6600 ( 1.0 ) 4096 NHWC muRISCV-NN Vector RV64GCV 0 -
628313 ( 2.7x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 128 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
510873 ( 3.3x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 256 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
452152 ( 3.7x ) 311060 ( 1.002 ) 6600 ( 1.0 ) 512 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
422793 ( 3.9x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 1024 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
408112 ( 4.1x ) 311060 ( 1.002 ) 6600 ( 1.0 ) 2048 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
406273 ( 4.1x ) 311062 ( 1.002 ) 6600 ( 1.0 ) 4096 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP

Visual Wake Words (vww)

Cycles (Speedup) Total ROM (rel.) Total RAM (rel.) VLEN Layout Kernels Mode Arch Unroll Auto-Vectorization
81861280 ( 0.5x ) 534244 ( 1.684 ) 182968 ( 2.091 ) 0 NCHW TVM Fallback RV64GC 0 -
69691432 ( 0.6x ) 516610 ( 1.628 ) 182808 ( 2.089 ) 0 NHWC TVM Fallback RV64GC 0 -
18260565 ( 2.4x ) 529644 ( 1.669 ) 182832 ( 2.089 ) 128 NCHW TVM Fallback RV64GCV 0 Loop+SLP
18260564 ( 2.4x ) 529642 ( 1.669 ) 182832 ( 2.089 ) 256 NCHW TVM Fallback RV64GCV 0 Loop+SLP
18260567 ( 2.4x ) 529648 ( 1.669 ) 182832 ( 2.089 ) 512 NCHW TVM Fallback RV64GCV 0 Loop+SLP
18260565 ( 2.4x ) 529644 ( 1.669 ) 182832 ( 2.089 ) 1024 NCHW TVM Fallback RV64GCV 0 Loop+SLP
18260566 ( 2.4x ) 529646 ( 1.669 ) 182832 ( 2.089 ) 2048 NCHW TVM Fallback RV64GCV 0 Loop+SLP
18262431 ( 2.4x ) 529646 ( 1.669 ) 182832 ( 2.089 ) 4096 NCHW TVM Fallback RV64GCV 0 Loop+SLP
28854120 ( 1.5x ) 519384 ( 1.637 ) 182808 ( 2.089 ) 128 NHWC TVM Fallback RV64GCV 0 Loop+SLP
24202201 ( 1.8x ) 519386 ( 1.637 ) 182808 ( 2.089 ) 256 NHWC TVM Fallback RV64GCV 0 Loop+SLP
21996047 ( 2.0x ) 519382 ( 1.637 ) 182808 ( 2.089 ) 512 NHWC TVM Fallback RV64GCV 0 Loop+SLP
21070381 ( 2.1x ) 519386 ( 1.637 ) 182808 ( 2.089 ) 1024 NHWC TVM Fallback RV64GCV 0 Loop+SLP
20704331 ( 2.1x ) 519382 ( 1.637 ) 182808 ( 2.089 ) 2048 NHWC TVM Fallback RV64GCV 0 Loop+SLP
20678262 ( 2.1x ) 519384 ( 1.637 ) 182808 ( 2.089 ) 4096 NHWC TVM Fallback RV64GCV 0 Loop+SLP
44077978 ( Base ) 317300 ( Base ) 87504 ( Base ) 0 NHWC muRISCV-NN Scalar RV64GC 0 -
45004790 ( 1.0x ) 316622 ( 0.998 ) 87504 ( 1.0 ) 0 NHWC muRISCV-NN Vector (Portable) RV64GC 0 -
18469687 ( 2.4x ) 321314 ( 1.013 ) 87504 ( 1.0 ) 128 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
15492695 ( 2.8x ) 321312 ( 1.013 ) 87504 ( 1.0 ) 256 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
14066536 ( 3.1x ) 321318 ( 1.013 ) 87504 ( 1.0 ) 512 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
13542329 ( 3.3x ) 321316 ( 1.013 ) 87504 ( 1.0 ) 1024 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
13328581 ( 3.3x ) 321314 ( 1.013 ) 87504 ( 1.0 ) 2048 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
13312112 ( 3.3x ) 321312 ( 1.013 ) 87504 ( 1.0 ) 4096 NHWC muRISCV-NN Scalar RV64GCV 0 Loop+SLP
13478670 ( 3.3x ) 319542 ( 1.007 ) 87504 ( 1.0 ) 128 NHWC muRISCV-NN Vector RV64GCV 0 -
10157614 ( 4.3x ) 319544 ( 1.007 ) 87504 ( 1.0 ) 256 NHWC muRISCV-NN Vector RV64GCV 0 -
8866158 ( 5.0x ) 319544 ( 1.007 ) 87504 ( 1.0 ) 512 NHWC muRISCV-NN Vector RV64GCV 0 -
8364019 ( 5.3x ) 319542 ( 1.007 ) 87504 ( 1.0 ) 1024 NHWC muRISCV-NN Vector RV64GCV 0 -
8316243 ( 5.3x ) 319540 ( 1.007 ) 87504 ( 1.0 ) 2048 NHWC muRISCV-NN Vector RV64GCV 0 -
8318109 ( 5.3x ) 319544 ( 1.007 ) 87504 ( 1.0 ) 4096 NHWC muRISCV-NN Vector RV64GCV 0 -
21997037 ( 2.0x ) 320114 ( 1.009 ) 87504 ( 1.0 ) 128 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
19098381 ( 2.3x ) 320112 ( 1.009 ) 87504 ( 1.0 ) 256 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
17711389 ( 2.5x ) 320114 ( 1.009 ) 87504 ( 1.0 ) 512 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
17187182 ( 2.6x ) 320112 ( 1.009 ) 87504 ( 1.0 ) 1024 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
16971570 ( 2.6x ) 320114 ( 1.009 ) 87504 ( 1.0 ) 2048 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP
16956966 ( 2.6x ) 320114 ( 1.009 ) 87504 ( 1.0 ) 4096 NHWC muRISCV-NN Vector (Portable) RV64GCV 0 Loop+SLP

Original data

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