Benchmarks 2024 11 26 TVM LLVM Os spike_rv32 - tum-ei-eda/muriscv-nn GitHub Wiki
Setup
Simulator
- Spike (
riscv-isa-sim) (ISS, CPI=1)- Spike :
eb0a3e2b0a7c57522928be39de95cd9f8c6dc636 - Spike PK :
fix-gcc14-rvv
- Spike :
Toolchains
-
RISC-V GCC:
- Scalar:
riscv32-unknown-elf-gcc (g8b4bb54e6c4) 14.2.1 20241118 - Vector:
riscv32-unknown-elf-gcc (g8b4bb54e6c4) 14.2.1 20241118 - Packed: Self compiled using patches found in https://github.com/riscv-collab/riscv-gcc/pull/258 and https://github.com/riscvarchive/riscv-binutils-gdb/pull/257
- Scalar:
-
LLVM/Clang:
clang version 18.1.8 (https://github.com/llvm/llvm-project.git 3b5b5c1ec4a3095ab096dd780e84d7ab81f3d7ff)- Linker: lld (TODO)
Models
-
MLPerfTiny Benchmark
-
TODO: others!
Frameworks
-
MLonMCU :
develop -
TVM :
Nightly Pre-Build
Miscellaneous
- Used
-Osflag 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_rv32 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
29352385.0 ( 0.5x ) |
112074 ( 1.208 ) |
59444 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
24905657.0 ( 0.6x ) |
105418 ( 1.136 ) |
59444 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
6062412.0 ( 2.5x ) |
108746 ( 1.172 ) |
59444 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5953622.0 ( 2.5x ) |
108430 ( 1.168 ) |
59444 ( 3.094 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5950021.0 ( 2.6x ) |
108382 ( 1.168 ) |
59444 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5998841.0 ( 2.5x ) |
108514 ( 1.169 ) |
59444 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5998041.0 ( 2.5x ) |
108472 ( 1.169 ) |
59444 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6062500.0 ( 2.5x ) |
108806 ( 1.172 ) |
59444 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
10045091.0 ( 1.5x ) |
105956 ( 1.142 ) |
59444 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8397190.0 ( 1.8x ) |
106016 ( 1.142 ) |
59444 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7578215.0 ( 2.0x ) |
105982 ( 1.142 ) |
59444 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7608739.0 ( 2.0x ) |
114746 ( 1.236 ) |
59444 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7618909.0 ( 2.0x ) |
114736 ( 1.236 ) |
59444 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7642767.0 ( 2.0x ) |
114770 ( 1.237 ) |
59444 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
15175868.0 ( Base ) |
92800 ( Base ) |
19212 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
14592937.0 ( 1.0x ) |
91906 ( 0.99 ) |
23676 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
7274038.0 ( 2.1x ) |
95848 ( 1.033 ) |
19284 ( 1.004 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6431759.0 ( 2.4x ) |
95916 ( 1.034 ) |
19212 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6010703.0 ( 2.5x ) |
95916 ( 1.034 ) |
19212 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5800175.0 ( 2.6x ) |
95916 ( 1.034 ) |
19212 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5803566.0 ( 2.6x ) |
95916 ( 1.034 ) |
19212 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5806957.0 ( 2.6x ) |
95916 ( 1.034 ) |
19212 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5126075.0 ( 3.0x ) |
93856 ( 1.011 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3997232.0 ( 3.8x ) |
93830 ( 1.011 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3438954.0 ( 4.4x ) |
93830 ( 1.011 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3397966.0 ( 4.5x ) |
93830 ( 1.011 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3401357.0 ( 4.5x ) |
93830 ( 1.011 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3404748.0 ( 4.5x ) |
93830 ( 1.011 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8112710.0 ( 1.9x ) |
94632 ( 1.02 ) |
23748 ( 1.236 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6968615.0 ( 2.2x ) |
94660 ( 1.02 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6547559.0 ( 2.3x ) |
94660 ( 1.02 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6337031.0 ( 2.4x ) |
94660 ( 1.02 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6340422.0 ( 2.4x ) |
94660 ( 1.02 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6343813.0 ( 2.4x ) |
94660 ( 1.02 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Image Classification (resnet)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
124501936.0 ( 0.5x ) |
221284 ( 1.578 ) |
108356 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
101622289.0 ( 0.6x ) |
211726 ( 1.509 ) |
108356 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
25170952.0 ( 2.2x ) |
217408 ( 1.55 ) |
108356 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25155888.0 ( 2.2x ) |
217348 ( 1.55 ) |
108356 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25019744.0 ( 2.3x ) |
216940 ( 1.547 ) |
108356 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25022616.0 ( 2.3x ) |
216942 ( 1.547 ) |
108356 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25034376.0 ( 2.3x ) |
217018 ( 1.547 ) |
108356 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25171042.0 ( 2.2x ) |
217480 ( 1.551 ) |
108356 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
37232958.0 ( 1.5x ) |
212500 ( 1.515 ) |
108356 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29613469.0 ( 1.9x ) |
212748 ( 1.517 ) |
108356 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28405908.0 ( 2.0x ) |
212998 ( 1.519 ) |
108356 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28177354.0 ( 2.0x ) |
214364 ( 1.528 ) |
108356 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28187524.0 ( 2.0x ) |
214352 ( 1.528 ) |
108356 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28211384.0 ( 2.0x ) |
214394 ( 1.529 ) |
108356 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
56369537.0 ( Base ) |
140264 ( Base ) |
55516 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
72416104.0 ( 0.8x ) |
139562 ( 0.995 ) |
55516 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
26154394.0 ( 2.2x ) |
143788 ( 1.025 ) |
55588 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
18289639.0 ( 3.1x ) |
143986 ( 1.027 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14603103.0 ( 3.9x ) |
143986 ( 1.027 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
12923675.0 ( 4.4x ) |
143986 ( 1.027 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
12107866.0 ( 4.7x ) |
143986 ( 1.027 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
11496857.0 ( 4.9x ) |
143986 ( 1.027 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15258029.0 ( 3.7x ) |
142010 ( 1.012 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9674870.0 ( 5.8x ) |
142138 ( 1.013 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
7129032.0 ( 7.9x ) |
142138 ( 1.013 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5886904.0 ( 9.6x ) |
142138 ( 1.013 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4962031.0 ( 11.4x ) |
142138 ( 1.013 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4716330.0 ( 12.0x ) |
142138 ( 1.013 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
20453340.0 ( 2.8x ) |
142456 ( 1.016 ) |
55588 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
14358057.0 ( 3.9x ) |
142654 ( 1.017 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
11500961.0 ( 4.9x ) |
142654 ( 1.017 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
10199389.0 ( 5.5x ) |
142654 ( 1.017 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
9567900.0 ( 5.9x ) |
142654 ( 1.017 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
9095131.0 ( 6.2x ) |
142654 ( 1.017 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Anomaly Detection (toycar)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
3199919.0 ( 0.5x ) |
583712 ( 1.837 ) |
5548 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
3199919.0 ( 0.5x ) |
583712 ( 1.837 ) |
5548 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
1043749.0 ( 1.6x ) |
582890 ( 1.834 ) |
5548 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1043512.0 ( 1.6x ) |
582730 ( 1.834 ) |
5548 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1043749.0 ( 1.6x ) |
582890 ( 1.834 ) |
5548 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1043512.0 ( 1.6x ) |
582730 ( 1.834 ) |
5548 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1011667.0 ( 1.7x ) |
583598 ( 1.837 ) |
5548 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1719800.0 ( Base ) |
317776 ( Base ) |
4748 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1719799.0 ( 1.0x ) |
317774 ( 1.0 ) |
4748 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
629246.0 ( 2.7x ) |
318386 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
515327.0 ( 3.3x ) |
318392 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
458368.0 ( 3.8x ) |
318394 ( 1.002 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
429887.0 ( 4.0x ) |
318392 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
415648.0 ( 4.1x ) |
318394 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
413863.0 ( 4.2x ) |
318392 ( 1.002 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
618596.0 ( 2.8x ) |
319154 ( 1.004 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
501916.0 ( 3.4x ) |
319156 ( 1.004 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
443576.0 ( 3.9x ) |
319156 ( 1.004 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
414731.0 ( 4.1x ) |
319162 ( 1.004 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
411100.0 ( 4.2x ) |
319166 ( 1.004 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
409242.0 ( 4.2x ) |
319156 ( 1.004 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
629245.0 ( 2.7x ) |
318384 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
515327.0 ( 3.3x ) |
318392 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
458367.0 ( 3.8x ) |
318392 ( 1.002 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
429888.0 ( 4.0x ) |
318394 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
415648.0 ( 4.1x ) |
318394 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
413862.0 ( 4.2x ) |
318388 ( 1.002 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Visual Wake Words (vww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
84665066.0 ( 0.5x ) |
547952 ( 1.683 ) |
180952 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
72595771.0 ( 0.6x ) |
525892 ( 1.615 ) |
180952 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
18324281.0 ( 2.5x ) |
537750 ( 1.652 ) |
180952 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18256876.0 ( 2.5x ) |
537196 ( 1.65 ) |
180952 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18229025.0 ( 2.5x ) |
537036 ( 1.649 ) |
180952 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17943620.0 ( 2.5x ) |
536246 ( 1.647 ) |
180952 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17983142.0 ( 2.5x ) |
536428 ( 1.648 ) |
180952 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18345322.0 ( 2.5x ) |
537898 ( 1.652 ) |
180952 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
30922641.0 ( 1.5x ) |
527206 ( 1.619 ) |
180952 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
26038427.0 ( 1.7x ) |
527038 ( 1.619 ) |
180952 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
24005335.0 ( 1.9x ) |
527548 ( 1.62 ) |
180952 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
23462157.0 ( 1.9x ) |
539900 ( 1.658 ) |
180952 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
23450001.0 ( 1.9x ) |
558972 ( 1.717 ) |
180952 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
23566926.0 ( 1.9x ) |
566904 ( 1.741 ) |
180952 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
45298332.0 ( Base ) |
325598 ( Base ) |
85648 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
45106025.0 ( 1.0x ) |
324836 ( 0.998 ) |
85648 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
19674527.0 ( 2.3x ) |
329680 ( 1.013 ) |
85864 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16808164.0 ( 2.7x ) |
329924 ( 1.013 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15434981.0 ( 2.9x ) |
329928 ( 1.013 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14930740.0 ( 3.0x ) |
329924 ( 1.013 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14727610.0 ( 3.1x ) |
329918 ( 1.013 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14713567.0 ( 3.1x ) |
329928 ( 1.013 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13476527.0 ( 3.4x ) |
327760 ( 1.007 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10155571.0 ( 4.5x ) |
327924 ( 1.007 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8864143.0 ( 5.1x ) |
327926 ( 1.007 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8360153.0 ( 5.4x ) |
327924 ( 1.007 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8315775.0 ( 5.4x ) |
327924 ( 1.007 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8319166.0 ( 5.4x ) |
327926 ( 1.007 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
22583692.0 ( 2.0x ) |
328586 ( 1.009 ) |
85864 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
18959143.0 ( 2.4x ) |
328792 ( 1.01 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17627431.0 ( 2.6x ) |
328792 ( 1.01 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17123191.0 ( 2.6x ) |
328790 ( 1.01 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16920062.0 ( 2.7x ) |
328792 ( 1.01 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16906017.0 ( 2.7x ) |
328792 ( 1.01 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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