Benchmarks 2024 11 21 TVM GCC Os spike_rv64 - tum-ei-eda/muriscv-nn GitHub Wiki
Setup
Simulator
- Spike (
riscv-isa-sim) (ISS, CPI=1)- Spike :
0bc176b3fca43560b9e8586cdbc41cfde073e17a - Spike PK :
7e9b671c0415dfd7b562ac934feb9380075d4aa2
- Spike :
Toolchains
- RISC-V GCC:
- Scalar:
riscv32-unknown-elf-gcc (gc891d8dc23e) 13.2.0 - Vector:
riscv32-unknown-elf-gcc (gc891d8dc23e) 13.2.0 - 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_rv64 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
28220550 ( 0.7x ) |
102062 ( 1.27 ) |
61320 ( 2.91 ) |
0 | NCHW | TVM | Fallback | RV64GC | 0 | - |
31795178 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
0 | NHWC | TVM | Fallback | RV64GC | 0 | - |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
128 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
256 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
512 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
1024 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
2048 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
28253904 ( 0.7x ) |
102100 ( 1.27 ) |
61320 ( 2.91 ) |
4096 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
128 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
256 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
512 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
1024 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
2048 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
31795174 ( 0.6x ) |
96008 ( 1.195 ) |
61320 ( 2.91 ) |
4096 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
18616405 ( Base ) |
80374 ( Base ) |
21072 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV64GC | 0 | - |
18697806 ( 1.0x ) |
80056 ( 0.996 ) |
25536 ( 1.212 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV64GC | 0 | - |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
18616405 ( 1.0x ) |
80376 ( 1.0 ) |
21072 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
5960196 ( 3.1x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
128 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4812620 ( 3.9x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
256 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4243724 ( 4.4x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
512 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4201396 ( 4.4x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
1024 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4203261 ( 4.4x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
2048 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4203261 ( 4.4x ) |
81780 ( 1.017 ) |
25536 ( 1.212 ) |
4096 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 1.212 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 1.212 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 1.212 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 1.212 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 1.212 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
18697806 ( 1.0x ) |
80058 ( 0.996 ) |
25536 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
130956119 ( 0.7x ) |
211422 ( 1.642 ) |
110232 ( 1.921 ) |
0 | NCHW | TVM | Fallback | RV64GC | 0 | - |
129273011 ( 0.7x ) |
202036 ( 1.569 ) |
110232 ( 1.921 ) |
0 | NHWC | TVM | Fallback | RV64GC | 0 | - |
130928720 ( 0.7x ) |
211414 ( 1.642 ) |
110232 ( 1.921 ) |
128 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
130928720 ( 0.7x ) |
211414 ( 1.642 ) |
110232 ( 1.921 ) |
256 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
130928720 ( 0.7x ) |
211412 ( 1.642 ) |
110232 ( 1.921 ) |
512 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
130928720 ( 0.7x ) |
211410 ( 1.642 ) |
110232 ( 1.921 ) |
1024 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
130928720 ( 0.7x ) |
211412 ( 1.642 ) |
110232 ( 1.921 ) |
2048 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
130928720 ( 0.7x ) |
211416 ( 1.642 ) |
110232 ( 1.921 ) |
4096 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202038 ( 1.569 ) |
110232 ( 1.921 ) |
128 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202038 ( 1.569 ) |
110232 ( 1.921 ) |
256 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202036 ( 1.569 ) |
110232 ( 1.921 ) |
512 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202038 ( 1.569 ) |
110232 ( 1.921 ) |
1024 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202038 ( 1.569 ) |
110232 ( 1.921 ) |
2048 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
129273005 ( 0.7x ) |
202036 ( 1.569 ) |
110232 ( 1.921 ) |
4096 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
88726729 ( Base ) |
128788 ( Base ) |
57376 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV64GC | 0 | - |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV64GC | 0 | - |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
88726729 ( 1.0x ) |
128788 ( 1.0 ) |
57376 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
15643673 ( 5.7x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
9962489 ( 8.9x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
7371753 ( 12.0x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
6107689 ( 14.5x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
5165202 ( 17.2x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
4913515 ( 18.1x ) |
130692 ( 1.015 ) |
57376 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
78422385 ( 1.1x ) |
128500 ( 0.998 ) |
57376 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
3127410 ( 0.6x ) |
574402 ( 1.858 ) |
7408 ( 1.121 ) |
0 | NCHW | TVM | Fallback | RV64GC | 0 | - |
3127410 ( 0.6x ) |
574402 ( 1.858 ) |
7408 ( 1.121 ) |
0 | NHWC | TVM | Fallback | RV64GC | 0 | - |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
128 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
256 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
512 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
1024 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
2048 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
4096 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
128 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
256 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
512 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
1024 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
2048 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
3127410 ( 0.6x ) |
574406 ( 1.858 ) |
7408 ( 1.121 ) |
4096 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
1995049 ( Base ) |
309174 ( Base ) |
6608 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV64GC | 0 | - |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV64GC | 0 | - |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
1995047 ( 1.0x ) |
309168 ( 1.0 ) |
6608 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
1995047 ( 1.0x ) |
309168 ( 1.0 ) |
6608 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
1995047 ( 1.0x ) |
309168 ( 1.0 ) |
6608 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
626638 ( 3.2x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
508270 ( 3.9x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
449086 ( 4.4x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
419830 ( 4.8x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
416146 ( 4.8x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
414262 ( 4.8x ) |
310152 ( 1.003 ) |
6608 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
1995047 ( 1.0x ) |
309168 ( 1.0 ) |
6608 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
1995049 ( 1.0x ) |
309174 ( 1.0 ) |
6608 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
82298726 ( 0.7x ) |
535008 ( 1.709 ) |
182832 ( 2.089 ) |
0 | NCHW | TVM | Fallback | RV64GC | 0 | - |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
0 | NHWC | TVM | Fallback | RV64GC | 0 | - |
82349733 ( 0.7x ) |
535046 ( 1.709 ) |
182832 ( 2.089 ) |
128 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
82349733 ( 0.7x ) |
535048 ( 1.709 ) |
182832 ( 2.089 ) |
256 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
82349733 ( 0.7x ) |
535048 ( 1.709 ) |
182832 ( 2.089 ) |
512 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
82349733 ( 0.7x ) |
535046 ( 1.709 ) |
182832 ( 2.089 ) |
1024 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
82349733 ( 0.7x ) |
535046 ( 1.709 ) |
182832 ( 2.089 ) |
2048 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
82349733 ( 0.7x ) |
535048 ( 1.709 ) |
182832 ( 2.089 ) |
4096 | NCHW | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
128 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
256 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
512 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
1024 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
2048 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
89553682 ( 0.6x ) |
514420 ( 1.644 ) |
182832 ( 2.089 ) |
4096 | NHWC | TVM | Fallback | RV64GCV | 0 | Loop+SLP |
55507882 ( Base ) |
312994 ( Base ) |
87512 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV64GC | 0 | - |
56472867 ( 1.0x ) |
312944 ( 1.0 ) |
87512 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV64GC | 0 | - |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
55507882 ( 1.0x ) |
312996 ( 1.0 ) |
87512 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV64GCV | 0 | Loop+SLP |
13988781 ( 4.0x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
10654717 ( 5.2x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
9363237 ( 5.9x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
8858009 ( 6.3x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
8811008 ( 6.3x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
8811008 ( 6.3x ) |
314668 ( 1.005 ) |
87512 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV64GCV | 0 | - |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
56472867 ( 1.0x ) |
312946 ( 1.0 ) |
87512 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV64GCV | 0 | Loop+SLP |
Original data
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