Benchmarks 2024 11 26 TVM GCC 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:
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: gcc, 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 |
|---|---|---|---|---|---|---|---|---|---|
13829484.0 ( 1.2x ) |
132180 ( 1.326 ) |
59468 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
21354724.0 ( 0.7x ) |
105244 ( 1.056 ) |
59468 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
10452964.0 ( 1.5x ) |
152812 ( 1.533 ) |
59468 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
10653651.0 ( 1.5x ) |
157718 ( 1.582 ) |
59484 ( 3.095 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8939158.0 ( 1.8x ) |
150606 ( 1.511 ) |
59468 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8349086.0 ( 1.9x ) |
147664 ( 1.481 ) |
59468 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8475030.0 ( 1.9x ) |
146432 ( 1.469 ) |
59468 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8480250.0 ( 1.9x ) |
146558 ( 1.47 ) |
59468 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8550324.0 ( 1.9x ) |
114700 ( 1.151 ) |
59468 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
5555121.0 ( 2.9x ) |
119962 ( 1.203 ) |
59468 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
4045999.0 ( 3.9x ) |
113050 ( 1.134 ) |
59468 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3216546.0 ( 5.0x ) |
110862 ( 1.112 ) |
59468 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
2814585.0 ( 5.7x ) |
107222 ( 1.076 ) |
59468 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
2813399.0 ( 5.7x ) |
107360 ( 1.077 ) |
59468 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
15976699.0 ( Base ) |
99684 ( Base ) |
19220 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
15557068.0 ( 1.0x ) |
96978 ( 0.973 ) |
23684 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
8793282.0 ( 1.8x ) |
117028 ( 1.174 ) |
19228 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
8485524.0 ( 1.9x ) |
113662 ( 1.14 ) |
19228 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
8285069.0 ( 1.9x ) |
114616 ( 1.15 ) |
19228 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
8063394.0 ( 2.0x ) |
115918 ( 1.163 ) |
19228 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
7529957.0 ( 2.1x ) |
118194 ( 1.186 ) |
19228 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
7373350.0 ( 2.2x ) |
121742 ( 1.221 ) |
19228 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
9193458.0 ( 1.7x ) |
102278 ( 1.026 ) |
23684 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
6916098.0 ( 2.3x ) |
102294 ( 1.026 ) |
23684 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5689145.0 ( 2.8x ) |
102290 ( 1.026 ) |
23684 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5654570.0 ( 2.8x ) |
102280 ( 1.026 ) |
23684 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5654574.0 ( 2.8x ) |
102290 ( 1.026 ) |
23684 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5661350.0 ( 2.8x ) |
102276 ( 1.026 ) |
23684 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
7565503.0 ( 2.1x ) |
114626 ( 1.15 ) |
23692 ( 1.233 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6980107.0 ( 2.3x ) |
111236 ( 1.116 ) |
23692 ( 1.233 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6502940.0 ( 2.5x ) |
112196 ( 1.126 ) |
23692 ( 1.233 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6286403.0 ( 2.5x ) |
113478 ( 1.138 ) |
23692 ( 1.233 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
5742679.0 ( 2.8x ) |
115762 ( 1.161 ) |
23692 ( 1.233 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
5582294.0 ( 2.9x ) |
119328 ( 1.197 ) |
23692 ( 1.233 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
57144377.0 ( 1.0x ) |
231668 ( 1.609 ) |
108380 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
77301599.0 ( 0.7x ) |
212928 ( 1.479 ) |
108380 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
31570026.0 ( 1.7x ) |
245586 ( 1.705 ) |
108380 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
34099874.0 ( 1.6x ) |
244522 ( 1.698 ) |
108396 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28617281.0 ( 1.9x ) |
243388 ( 1.69 ) |
108380 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29299945.0 ( 1.9x ) |
238224 ( 1.654 ) |
108380 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29645069.0 ( 1.8x ) |
235104 ( 1.633 ) |
108380 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29643720.0 ( 1.8x ) |
235304 ( 1.634 ) |
108380 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
48362805.0 ( 1.1x ) |
214740 ( 1.491 ) |
108380 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
24598960.0 ( 2.2x ) |
216628 ( 1.504 ) |
108380 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17730864.0 ( 3.1x ) |
218674 ( 1.519 ) |
108380 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31473554.0 ( 1.7x ) |
216422 ( 1.503 ) |
108380 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
50344083.0 ( 1.1x ) |
214628 ( 1.49 ) |
108380 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
75032772.0 ( 0.7x ) |
213414 ( 1.482 ) |
108380 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
54563870.0 ( Base ) |
144004 ( Base ) |
55524 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
72406673.0 ( 0.8x ) |
143244 ( 0.995 ) |
55524 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
18036500.0 ( 3.0x ) |
161952 ( 1.125 ) |
55532 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
11522854.0 ( 4.7x ) |
158212 ( 1.099 ) |
55532 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
8327839.0 ( 6.6x ) |
158950 ( 1.104 ) |
55532 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6837552.0 ( 8.0x ) |
158950 ( 1.104 ) |
55532 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6158252.0 ( 8.9x ) |
158938 ( 1.104 ) |
55532 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5828014.0 ( 9.4x ) |
158942 ( 1.104 ) |
55532 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
32179639.0 ( 1.7x ) |
150442 ( 1.045 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
19775654.0 ( 2.8x ) |
150464 ( 1.045 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14149146.0 ( 3.9x ) |
150480 ( 1.045 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
11407527.0 ( 4.8x ) |
150464 ( 1.045 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9231182.0 ( 5.9x ) |
150464 ( 1.045 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8651039.0 ( 6.3x ) |
150466 ( 1.045 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
29180182.0 ( 1.9x ) |
161130 ( 1.119 ) |
55532 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17082296.0 ( 3.2x ) |
157382 ( 1.093 ) |
55532 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
10966097.0 ( 5.0x ) |
158090 ( 1.098 ) |
55532 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
8097771.0 ( 6.7x ) |
158120 ( 1.098 ) |
55532 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6788725.0 ( 8.0x ) |
158126 ( 1.098 ) |
55532 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6151280.0 ( 8.9x ) |
158108 ( 1.098 ) |
55532 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
1639125.0 ( 1.0x ) |
588258 ( 1.856 ) |
5556 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
1639125.0 ( 1.0x ) |
588258 ( 1.856 ) |
5556 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
883810.0 ( 1.9x ) |
598822 ( 1.889 ) |
5556 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
786984.0 ( 2.1x ) |
596658 ( 1.883 ) |
5556 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
738723.0 ( 2.3x ) |
593410 ( 1.872 ) |
5556 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
951135.0 ( 1.8x ) |
629770 ( 1.987 ) |
5556 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
753529.0 ( 2.2x ) |
600590 ( 1.895 ) |
5556 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
769530.0 ( 2.2x ) |
603310 ( 1.904 ) |
5556 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
883810.0 ( 1.9x ) |
598822 ( 1.889 ) |
5556 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
786984.0 ( 2.1x ) |
596658 ( 1.883 ) |
5556 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
738723.0 ( 2.3x ) |
593410 ( 1.872 ) |
5556 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
951135.0 ( 1.8x ) |
629770 ( 1.987 ) |
5556 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
753529.0 ( 2.2x ) |
600590 ( 1.895 ) |
5556 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
769530.0 ( 2.2x ) |
603310 ( 1.904 ) |
5556 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1681424.0 ( Base ) |
316938 ( Base ) |
4756 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1681425.0 ( 1.0x ) |
316948 ( 1.0 ) |
4756 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
769281.0 ( 2.2x ) |
317798 ( 1.003 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
587485.0 ( 2.9x ) |
317798 ( 1.003 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
496867.0 ( 3.4x ) |
317898 ( 1.003 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
451629.0 ( 3.7x ) |
317814 ( 1.003 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
429019.0 ( 3.9x ) |
317796 ( 1.003 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
417713.0 ( 4.0x ) |
317778 ( 1.003 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
940667.0 ( 1.8x ) |
319294 ( 1.007 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
692837.0 ( 2.4x ) |
319296 ( 1.007 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
568925.0 ( 3.0x ) |
319300 ( 1.007 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
507600.0 ( 3.3x ) |
319300 ( 1.007 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
503282.0 ( 3.3x ) |
319300 ( 1.007 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
502735.0 ( 3.3x ) |
319290 ( 1.007 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
769279.0 ( 2.2x ) |
317798 ( 1.003 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
587487.0 ( 2.9x ) |
317796 ( 1.003 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
496871.0 ( 3.4x ) |
317902 ( 1.003 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
451628.0 ( 3.7x ) |
317814 ( 1.003 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
429022.0 ( 3.9x ) |
317804 ( 1.003 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
417711.0 ( 4.0x ) |
317778 ( 1.003 ) |
4756 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
41222320.0 ( 1.1x ) |
599440 ( 1.803 ) |
180976 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
59262507.0 ( 0.8x ) |
529628 ( 1.593 ) |
180976 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
26240870.0 ( 1.7x ) |
658454 ( 1.981 ) |
180976 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28421481.0 ( 1.6x ) |
662766 ( 1.994 ) |
180992 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
22852946.0 ( 2.0x ) |
642152 ( 1.932 ) |
180976 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
24360431.0 ( 1.9x ) |
629318 ( 1.893 ) |
180976 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
20846784.0 ( 2.2x ) |
603252 ( 1.815 ) |
180976 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
20901947.0 ( 2.2x ) |
603116 ( 1.814 ) |
180976 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
27894732.0 ( 1.6x ) |
552094 ( 1.661 ) |
180976 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
20313358.0 ( 2.2x ) |
563766 ( 1.696 ) |
180976 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
16341744.0 ( 2.8x ) |
578608 ( 1.741 ) |
180976 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14487153.0 ( 3.1x ) |
560328 ( 1.686 ) |
180976 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17565281.0 ( 2.6x ) |
550420 ( 1.656 ) |
180976 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17550303.0 ( 2.6x ) |
552954 ( 1.663 ) |
180976 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
45360407.0 ( Base ) |
332432 ( Base ) |
85656 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
45714838.0 ( 1.0x ) |
329868 ( 0.992 ) |
85656 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
25203773.0 ( 1.8x ) |
351376 ( 1.057 ) |
85664 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
21133215.0 ( 2.1x ) |
347896 ( 1.047 ) |
85664 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
19149722.0 ( 2.4x ) |
348828 ( 1.049 ) |
85664 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
18207720.0 ( 2.5x ) |
350158 ( 1.053 ) |
85664 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17844414.0 ( 2.5x ) |
352398 ( 1.06 ) |
85664 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17695249.0 ( 2.6x ) |
355976 ( 1.071 ) |
85664 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
25537628.0 ( 1.8x ) |
335194 ( 1.008 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
18650206.0 ( 2.4x ) |
335176 ( 1.008 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
16021981.0 ( 2.8x ) |
335220 ( 1.008 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14920630.0 ( 3.0x ) |
335192 ( 1.008 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14830617.0 ( 3.1x ) |
335228 ( 1.008 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14837388.0 ( 3.1x ) |
335186 ( 1.008 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
22235866.0 ( 2.0x ) |
349134 ( 1.05 ) |
85664 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17175965.0 ( 2.6x ) |
345594 ( 1.04 ) |
85664 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
14280417.0 ( 3.2x ) |
346512 ( 1.042 ) |
85664 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
13269285.0 ( 3.4x ) |
347816 ( 1.046 ) |
85664 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
12900842.0 ( 3.5x ) |
350088 ( 1.053 ) |
85664 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
12765807.0 ( 3.6x ) |
353652 ( 1.064 ) |
85664 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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