Benchmarks 2024 11 26 TVM GCC 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:
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: -Os, Target: spike_rv32 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
31300017.0 ( 0.6x ) |
109508 ( 1.259 ) |
59468 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
29574264.0 ( 0.6x ) |
103716 ( 1.193 ) |
59468 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
32008844.0 ( 0.5x ) |
108560 ( 1.248 ) |
59468 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
32431351.0 ( 0.5x ) |
108616 ( 1.249 ) |
59468 ( 3.094 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
32817500.0 ( 0.5x ) |
108598 ( 1.249 ) |
59468 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
32034681.0 ( 0.5x ) |
108472 ( 1.247 ) |
59468 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
32248424.0 ( 0.5x ) |
108792 ( 1.251 ) |
59468 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
32248424.0 ( 0.5x ) |
108792 ( 1.251 ) |
59468 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29573400.0 ( 0.6x ) |
103700 ( 1.192 ) |
59468 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
17257790.0 ( Base ) |
86968 ( Base ) |
19220 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
17203536.0 ( 1.0x ) |
86800 ( 0.998 ) |
23684 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
17255229.0 ( 1.0x ) |
87116 ( 1.002 ) |
19220 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17255183.0 ( 1.0x ) |
87088 ( 1.001 ) |
19220 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17255183.0 ( 1.0x ) |
87088 ( 1.001 ) |
19220 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17255183.0 ( 1.0x ) |
87088 ( 1.001 ) |
19220 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17255183.0 ( 1.0x ) |
87088 ( 1.001 ) |
19220 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17255183.0 ( 1.0x ) |
87088 ( 1.001 ) |
19220 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6132843.0 ( 2.8x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4923797.0 ( 3.5x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4324043.0 ( 4.0x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4282163.0 ( 4.0x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4285554.0 ( 4.0x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4288944.0 ( 4.0x ) |
89418 ( 1.028 ) |
23684 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
17201475.0 ( 1.0x ) |
86948 ( 1.0 ) |
23684 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17201429.0 ( 1.0x ) |
86920 ( 0.999 ) |
23684 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17201429.0 ( 1.0x ) |
86920 ( 0.999 ) |
23684 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17201429.0 ( 1.0x ) |
86920 ( 0.999 ) |
23684 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17201429.0 ( 1.0x ) |
86920 ( 0.999 ) |
23684 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17201429.0 ( 1.0x ) |
86920 ( 0.999 ) |
23684 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
133335171.0 ( 0.6x ) |
218596 ( 1.605 ) |
108380 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
115657848.0 ( 0.7x ) |
209682 ( 1.54 ) |
108380 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
127479333.0 ( 0.6x ) |
217268 ( 1.595 ) |
108380 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
131163686.0 ( 0.6x ) |
217112 ( 1.594 ) |
108380 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
133059993.0 ( 0.6x ) |
217014 ( 1.593 ) |
108380 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
133102387.0 ( 0.6x ) |
217458 ( 1.597 ) |
108380 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
133318040.0 ( 0.6x ) |
217860 ( 1.6 ) |
108380 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
133318040.0 ( 0.6x ) |
217860 ( 1.6 ) |
108380 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115652394.0 ( 0.7x ) |
209650 ( 1.539 ) |
108380 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
79936858.0 ( Base ) |
136192 ( Base ) |
55524 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
79029673.0 ( 1.0x ) |
135922 ( 0.998 ) |
55524 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
79934811.0 ( 1.0x ) |
136476 ( 1.002 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
79934766.0 ( 1.0x ) |
136378 ( 1.001 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
79934766.0 ( 1.0x ) |
136378 ( 1.001 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
79934766.0 ( 1.0x ) |
136378 ( 1.001 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
79934766.0 ( 1.0x ) |
136378 ( 1.001 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
79934766.0 ( 1.0x ) |
136378 ( 1.001 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
17086183.0 ( 4.7x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
11030067.0 ( 7.2x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8268249.0 ( 9.7x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
6920697.0 ( 11.6x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5917512.0 ( 13.5x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5650574.0 ( 14.1x ) |
138868 ( 1.02 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
79027627.0 ( 1.0x ) |
136208 ( 1.0 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
79027582.0 ( 1.0x ) |
136110 ( 0.999 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
79027582.0 ( 1.0x ) |
136110 ( 0.999 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
79027582.0 ( 1.0x ) |
136110 ( 0.999 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
79027582.0 ( 1.0x ) |
136110 ( 0.999 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
79027582.0 ( 1.0x ) |
136110 ( 0.999 ) |
55524 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
581646 ( 1.835 ) |
5556 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1886958.0 ( Base ) |
316988 ( Base ) |
4756 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1886958.0 ( 1.0x ) |
316988 ( 1.0 ) |
4756 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1885038.0 ( 1.0x ) |
317036 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
662968.0 ( 2.8x ) |
318194 ( 1.004 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
536158.0 ( 3.5x ) |
318188 ( 1.004 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
472756.0 ( 4.0x ) |
318194 ( 1.004 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
441450.0 ( 4.3x ) |
318194 ( 1.004 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
437501.0 ( 4.3x ) |
318194 ( 1.004 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
438868.0 ( 4.3x ) |
318194 ( 1.004 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1885038.0 ( 1.0x ) |
317036 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1885040.0 ( 1.0x ) |
317042 ( 1.0 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
90744530.0 ( 0.6x ) |
542138 ( 1.691 ) |
180976 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
85995573.0 ( 0.6x ) |
522178 ( 1.629 ) |
180976 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
92931447.0 ( 0.6x ) |
538790 ( 1.681 ) |
180976 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
92422065.0 ( 0.6x ) |
538154 ( 1.679 ) |
180976 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
92516020.0 ( 0.6x ) |
538140 ( 1.679 ) |
180976 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
92233909.0 ( 0.6x ) |
538786 ( 1.681 ) |
180976 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
93365664.0 ( 0.6x ) |
539878 ( 1.684 ) |
180976 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
93365664.0 ( 0.6x ) |
539878 ( 1.684 ) |
180976 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978357.0 ( 0.6x ) |
522120 ( 1.629 ) |
180976 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978359.0 ( 0.6x ) |
522122 ( 1.629 ) |
180976 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978357.0 ( 0.6x ) |
522120 ( 1.629 ) |
180976 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978357.0 ( 0.6x ) |
522120 ( 1.629 ) |
180976 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978357.0 ( 0.6x ) |
522120 ( 1.629 ) |
180976 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
85978357.0 ( 0.6x ) |
522120 ( 1.629 ) |
180976 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
51918288.0 ( Base ) |
320532 ( Base ) |
85656 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
52886345.0 ( 1.0x ) |
320660 ( 1.0 ) |
85656 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
51908820.0 ( 1.0x ) |
320936 ( 1.001 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
51908676.0 ( 1.0x ) |
320582 ( 1.0 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
51908676.0 ( 1.0x ) |
320582 ( 1.0 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
51908676.0 ( 1.0x ) |
320582 ( 1.0 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
51908676.0 ( 1.0x ) |
320582 ( 1.0 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
51908676.0 ( 1.0x ) |
320582 ( 1.0 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15410503.0 ( 3.4x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
11891551.0 ( 4.4x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10530379.0 ( 4.9x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9996729.0 ( 5.2x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9949374.0 ( 5.2x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9952764.0 ( 5.2x ) |
322888 ( 1.007 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
52886002.0 ( 1.0x ) |
321068 ( 1.002 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
52880712.0 ( 1.0x ) |
320706 ( 1.001 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
52880712.0 ( 1.0x ) |
320706 ( 1.001 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
52880712.0 ( 1.0x ) |
320706 ( 1.001 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
52880712.0 ( 1.0x ) |
320706 ( 1.001 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
52880712.0 ( 1.0x ) |
320706 ( 1.001 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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