Benchmarks 2024 11 26 TVM LLVM O3 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: -O3, Target: spike_rv32 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
13463365.0 ( 1.1x ) |
131158 ( 1.398 ) |
59444 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
21001004.0 ( 0.7x ) |
117792 ( 1.256 ) |
59444 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
6381992.0 ( 2.4x ) |
127794 ( 1.362 ) |
59444 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7134191.0 ( 2.1x ) |
128370 ( 1.368 ) |
59444 ( 3.094 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8071116.0 ( 1.9x ) |
129220 ( 1.377 ) |
59444 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8436806.0 ( 1.8x ) |
131682 ( 1.404 ) |
59444 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8469966.0 ( 1.8x ) |
132144 ( 1.409 ) |
59444 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8503350.0 ( 1.8x ) |
132680 ( 1.414 ) |
59444 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3645797.0 ( 4.2x ) |
134166 ( 1.43 ) |
59444 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
2195245.0 ( 6.9x ) |
134084 ( 1.429 ) |
59444 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1458258.0 ( 10.4x ) |
131424 ( 1.401 ) |
59444 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
717026.0 ( 21.2x ) |
121336 ( 1.293 ) |
59444 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
730862.0 ( 20.8x ) |
121454 ( 1.295 ) |
59444 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
730846.0 ( 20.8x ) |
121226 ( 1.292 ) |
59444 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
15202552.0 ( Base ) |
93818 ( Base ) |
19212 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
14560729.0 ( 1.0x ) |
93566 ( 0.997 ) |
23676 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
5735106.0 ( 2.7x ) |
101360 ( 1.08 ) |
19252 ( 1.002 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5154393.0 ( 2.9x ) |
101388 ( 1.081 ) |
19212 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
4862401.0 ( 3.1x ) |
101396 ( 1.081 ) |
19212 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
4723187.0 ( 3.2x ) |
101396 ( 1.081 ) |
19212 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13192507.0 ( 1.2x ) |
101396 ( 1.081 ) |
19212 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13185725.0 ( 1.2x ) |
101396 ( 1.081 ) |
19212 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5108798.0 ( 3.0x ) |
96182 ( 1.025 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3974825.0 ( 3.8x ) |
96156 ( 1.025 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3416555.0 ( 4.4x ) |
96156 ( 1.025 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3375571.0 ( 4.5x ) |
96156 ( 1.025 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3378962.0 ( 4.5x ) |
96156 ( 1.025 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3382353.0 ( 4.5x ) |
96156 ( 1.025 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
6472908.0 ( 2.3x ) |
101884 ( 1.086 ) |
23716 ( 1.234 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
5595525.0 ( 2.7x ) |
101878 ( 1.086 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
5303533.0 ( 2.9x ) |
101894 ( 1.086 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
5164319.0 ( 2.9x ) |
101894 ( 1.086 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
13632639.0 ( 1.1x ) |
101876 ( 1.086 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
13629248.0 ( 1.1x ) |
101876 ( 1.086 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
60473372.0 ( 0.9x ) |
236042 ( 1.672 ) |
108356 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
66645204.0 ( 0.8x ) |
231060 ( 1.637 ) |
108356 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
115995219.0 ( 0.5x ) |
305918 ( 2.167 ) |
108356 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115506548.0 ( 0.5x ) |
303592 ( 2.151 ) |
108356 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
114957844.0 ( 0.5x ) |
303884 ( 2.153 ) |
108356 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
114559700.0 ( 0.5x ) |
303030 ( 2.147 ) |
108356 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115471726.0 ( 0.5x ) |
302414 ( 2.142 ) |
108356 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
116695325.0 ( 0.5x ) |
302278 ( 2.141 ) |
108356 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
54756925.0 ( 1.0x ) |
232944 ( 1.65 ) |
108356 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
51611421.0 ( 1.1x ) |
232800 ( 1.649 ) |
108356 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
49192244.0 ( 1.1x ) |
230352 ( 1.632 ) |
108356 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
47990379.0 ( 1.2x ) |
228872 ( 1.621 ) |
108356 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
47752809.0 ( 1.2x ) |
228656 ( 1.62 ) |
108356 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
47756109.0 ( 1.2x ) |
228316 ( 1.617 ) |
108356 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
56214500.0 ( Base ) |
141166 ( Base ) |
55516 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
72281604.0 ( 0.8x ) |
140742 ( 0.997 ) |
55516 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
11785825.0 ( 4.8x ) |
149886 ( 1.062 ) |
55548 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
11364782.0 ( 4.9x ) |
150026 ( 1.063 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14210982.0 ( 4.0x ) |
150030 ( 1.063 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15699886.0 ( 3.6x ) |
150030 ( 1.063 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16377180.0 ( 3.4x ) |
150030 ( 1.063 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
35569783.0 ( 1.6x ) |
150030 ( 1.063 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15158715.0 ( 3.7x ) |
143790 ( 1.019 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9575556.0 ( 5.9x ) |
143918 ( 1.019 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
7029718.0 ( 8.0x ) |
143918 ( 1.019 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5787590.0 ( 9.7x ) |
143918 ( 1.019 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4862717.0 ( 11.6x ) |
143918 ( 1.019 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4617016.0 ( 12.2x ) |
143918 ( 1.019 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
17607478.0 ( 3.2x ) |
149168 ( 1.057 ) |
55548 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16575079.0 ( 3.4x ) |
149304 ( 1.058 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17332443.0 ( 3.2x ) |
149312 ( 1.058 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17049235.0 ( 3.3x ) |
149312 ( 1.058 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16581697.0 ( 3.4x ) |
149312 ( 1.058 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
43364700.0 ( 1.3x ) |
149312 ( 1.058 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
1637052.0 ( 1.0x ) |
592646 ( 1.864 ) |
5548 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
1637052.0 ( 1.0x ) |
592646 ( 1.864 ) |
5548 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
835753.0 ( 2.1x ) |
593666 ( 1.867 ) |
5548 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
776318.0 ( 2.2x ) |
593488 ( 1.867 ) |
5548 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
954212.0 ( 1.8x ) |
593658 ( 1.867 ) |
5548 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
840710.0 ( 2.0x ) |
593476 ( 1.867 ) |
5548 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
817799.0 ( 2.1x ) |
602322 ( 1.894 ) |
5548 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
774304.0 ( 2.2x ) |
594160 ( 1.869 ) |
5548 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
835753.0 ( 2.1x ) |
593666 ( 1.867 ) |
5548 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
776318.0 ( 2.2x ) |
593488 ( 1.867 ) |
5548 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
954212.0 ( 1.8x ) |
593658 ( 1.867 ) |
5548 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
840710.0 ( 2.0x ) |
593476 ( 1.867 ) |
5548 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
817799.0 ( 2.1x ) |
602322 ( 1.894 ) |
5548 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
774304.0 ( 2.2x ) |
594160 ( 1.869 ) |
5548 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1717606.0 ( Base ) |
317940 ( Base ) |
4748 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1717606.0 ( 1.0x ) |
317940 ( 1.0 ) |
4748 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
584816.0 ( 2.9x ) |
319036 ( 1.003 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
497567.0 ( 3.5x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
452351.0 ( 3.8x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
429743.0 ( 4.0x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
418439.0 ( 4.1x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1355380.0 ( 1.3x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
616427.0 ( 2.8x ) |
319246 ( 1.004 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
499738.0 ( 3.4x ) |
319210 ( 1.004 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
441398.0 ( 3.9x ) |
319210 ( 1.004 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
412552.0 ( 4.2x ) |
319210 ( 1.004 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
408921.0 ( 4.2x ) |
319210 ( 1.004 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
407065.0 ( 4.2x ) |
319210 ( 1.004 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
584816.0 ( 2.9x ) |
319036 ( 1.003 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
497567.0 ( 3.5x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
452351.0 ( 3.8x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
429743.0 ( 4.0x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
418439.0 ( 4.1x ) |
318964 ( 1.003 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1355380.0 ( 1.3x ) |
318964 ( 1.003 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
38499252.0 ( 1.2x ) |
602660 ( 1.845 ) |
180960 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
55780162.0 ( 0.8x ) |
577224 ( 1.767 ) |
180960 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
72458405.0 ( 0.6x ) |
755390 ( 2.313 ) |
180960 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
71934845.0 ( 0.6x ) |
756492 ( 2.316 ) |
180960 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
72511173.0 ( 0.6x ) |
762182 ( 2.333 ) |
180960 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
72539118.0 ( 0.6x ) |
760590 ( 2.329 ) |
180960 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
72687409.0 ( 0.6x ) |
760480 ( 2.328 ) |
180960 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
71973644.0 ( 0.6x ) |
758496 ( 2.322 ) |
180960 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
12077536.0 ( 3.8x ) |
637022 ( 1.95 ) |
180960 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8176901.0 ( 5.5x ) |
637512 ( 1.952 ) |
180960 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6136847.0 ( 7.4x ) |
633342 ( 1.939 ) |
180960 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5050825.0 ( 9.0x ) |
619146 ( 1.896 ) |
180960 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
4530831.0 ( 10.0x ) |
609480 ( 1.866 ) |
180960 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
4481205.0 ( 10.1x ) |
604794 ( 1.852 ) |
180960 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
45306820.0 ( Base ) |
326632 ( Base ) |
85648 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
44938335.0 ( 1.0x ) |
326518 ( 1.0 ) |
85648 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
17563486.0 ( 2.6x ) |
335238 ( 1.026 ) |
85792 ( 1.002 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17135404.0 ( 2.6x ) |
335370 ( 1.027 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
18308140.0 ( 2.5x ) |
335378 ( 1.027 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
21457858.0 ( 2.1x ) |
335378 ( 1.027 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
24984308.0 ( 1.8x ) |
335378 ( 1.027 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
38933280.0 ( 1.2x ) |
335376 ( 1.027 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13357813.0 ( 3.4x ) |
330080 ( 1.011 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10036865.0 ( 4.5x ) |
330190 ( 1.011 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8745449.0 ( 5.2x ) |
330190 ( 1.011 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8241464.0 ( 5.5x ) |
330188 ( 1.011 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8197090.0 ( 5.5x ) |
330192 ( 1.011 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8200480.0 ( 5.5x ) |
330188 ( 1.011 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
20382369.0 ( 2.2x ) |
335900 ( 1.028 ) |
85792 ( 1.002 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
19256004.0 ( 2.4x ) |
335996 ( 1.029 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
20767428.0 ( 2.2x ) |
336010 ( 1.029 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
23917145.0 ( 1.9x ) |
336008 ( 1.029 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
27435266.0 ( 1.7x ) |
335994 ( 1.029 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
41387629.0 ( 1.1x ) |
335994 ( 1.029 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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