Benchmarks 2024 11 26 TVM GCC O3 spike_rv32_min - 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_min )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
13876919.0 ( 1.2x ) |
173272 ( 1.282 ) |
59524 ( 3.098 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
21391826.0 ( 0.7x ) |
139356 ( 1.031 ) |
59524 ( 3.098 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
193648 ( 1.432 ) |
59524 ( 3.098 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
198256 ( 1.467 ) |
59540 ( 3.099 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
188972 ( 1.398 ) |
59524 ( 3.098 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
186088 ( 1.377 ) |
59524 ( 3.098 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
184564 ( 1.365 ) |
59524 ( 3.098 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
185012 ( 1.369 ) |
59524 ( 3.098 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
8592663.0 ( 1.9x ) |
150036 ( 1.11 ) |
59524 ( 3.098 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
5611376.0 ( 2.8x ) |
156220 ( 1.156 ) |
59524 ( 3.098 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
4083144.0 ( 3.9x ) |
148644 ( 1.1 ) |
59524 ( 3.098 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
145796 ( 1.079 ) |
59524 ( 3.098 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
141788 ( 1.049 ) |
59524 ( 3.098 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
142252 ( 1.052 ) |
59524 ( 3.098 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
15992123.0 ( Base ) |
135184 ( Base ) |
19212 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
15567347.0 ( 1.0x ) |
131876 ( 0.976 ) |
23676 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
154184 ( 1.141 ) |
19220 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
149920 ( 1.109 ) |
19220 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
150856 ( 1.116 ) |
19220 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
152284 ( 1.126 ) |
19220 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
154976 ( 1.146 ) |
19220 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
158808 ( 1.175 ) |
19220 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
9232699.0 ( 1.7x ) |
139392 ( 1.031 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
6955335.0 ( 2.3x ) |
139384 ( 1.031 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
5720449.0 ( 2.8x ) |
139376 ( 1.031 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
5683005.0 ( 2.8x ) |
139392 ( 1.031 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
5682908.0 ( 2.8x ) |
139384 ( 1.031 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
5683604.0 ( 2.8x ) |
139376 ( 1.031 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
151232 ( 1.119 ) |
23684 ( 1.233 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
146900 ( 1.087 ) |
23684 ( 1.233 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
147832 ( 1.094 ) |
23684 ( 1.233 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
149240 ( 1.104 ) |
23684 ( 1.233 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
151964 ( 1.124 ) |
23684 ( 1.233 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
155812 ( 1.153 ) |
23684 ( 1.233 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Image Classification (resnet)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
57186170.0 ( 1.0x ) |
272732 ( 1.539 ) |
108436 ( 1.953 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
77338123.0 ( 0.7x ) |
247408 ( 1.396 ) |
108436 ( 1.953 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
31657864.0 ( 1.7x ) |
283772 ( 1.602 ) |
108436 ( 1.953 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
282024 ( 1.592 ) |
108452 ( 1.954 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
279592 ( 1.578 ) |
108436 ( 1.953 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
274460 ( 1.549 ) |
108436 ( 1.953 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
271388 ( 1.532 ) |
108436 ( 1.953 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
271836 ( 1.534 ) |
108436 ( 1.953 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
48394399.0 ( 1.1x ) |
250132 ( 1.412 ) |
108436 ( 1.953 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
24624932.0 ( 2.2x ) |
252348 ( 1.424 ) |
108436 ( 1.953 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
17769825.0 ( 3.1x ) |
254620 ( 1.437 ) |
108436 ( 1.953 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
31519082.0 ( 1.7x ) |
252040 ( 1.423 ) |
108436 ( 1.953 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
50378763.0 ( 1.1x ) |
249956 ( 1.411 ) |
108436 ( 1.953 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
75069483.0 ( 0.7x ) |
248788 ( 1.404 ) |
108436 ( 1.953 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
54574146.0 ( Base ) |
177172 ( Base ) |
55516 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
72411794.0 ( 0.8x ) |
176348 ( 0.995 ) |
55516 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
196772 ( 1.111 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
191832 ( 1.083 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
192548 ( 1.087 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
192584 ( 1.087 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
192548 ( 1.087 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
192548 ( 1.087 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
32262857.0 ( 1.7x ) |
186340 ( 1.052 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
19851039.0 ( 2.7x ) |
186336 ( 1.052 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
14223209.0 ( 3.8x ) |
186328 ( 1.052 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
11477999.0 ( 4.8x ) |
186388 ( 1.052 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
9291034.0 ( 5.9x ) |
186384 ( 1.052 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
8701584.0 ( 6.3x ) |
186396 ( 1.052 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
195868 ( 1.106 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
190956 ( 1.078 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
191684 ( 1.082 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
191704 ( 1.082 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
191676 ( 1.082 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
191672 ( 1.082 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Anomaly Detection (toycar)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
1644138.0 ( 1.0x ) |
616908 ( 1.789 ) |
5548 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
1644138.0 ( 1.0x ) |
616908 ( 1.789 ) |
5548 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
629216 ( 1.825 ) |
5548 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
792130.0 ( 2.1x ) |
625752 ( 1.815 ) |
5548 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
743869.0 ( 2.3x ) |
622244 ( 1.805 ) |
5548 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
660420 ( 1.916 ) |
5548 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
629404 ( 1.826 ) |
5548 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
765436.0 ( 2.2x ) |
633180 ( 1.836 ) |
5548 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
629216 ( 1.825 ) |
5548 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
792130.0 ( 2.1x ) |
625752 ( 1.815 ) |
5548 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
743869.0 ( 2.3x ) |
622244 ( 1.805 ) |
5548 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
660420 ( 1.916 ) |
5548 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
629404 ( 1.826 ) |
5548 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
765436.0 ( 2.2x ) |
633180 ( 1.836 ) |
5548 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
1681370.0 ( Base ) |
344776 ( Base ) |
4748 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
1681366.0 ( 1.0x ) |
344760 ( 1.0 ) |
4748 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
345604 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345616 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345692 ( 1.003 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345608 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345596 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345580 ( 1.002 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
942562.0 ( 1.8x ) |
348264 ( 1.01 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
696338.0 ( 2.4x ) |
348244 ( 1.01 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
573232.0 ( 2.9x ) |
348260 ( 1.01 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
512309.0 ( 3.3x ) |
348244 ( 1.01 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
505075.0 ( 3.3x ) |
348256 ( 1.01 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
501486.0 ( 3.4x ) |
348236 ( 1.01 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
345604 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345604 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345696 ( 1.003 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345612 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345592 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
345588 ( 1.002 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Visual Wake Words (vww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
41269432.0 ( 1.1x ) |
656992 ( 1.775 ) |
181032 ( 2.114 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
59286676.0 ( 0.8x ) |
568408 ( 1.536 ) |
181032 ( 2.114 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
709180 ( 1.916 ) |
181032 ( 2.114 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
712244 ( 1.925 ) |
181048 ( 2.114 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
686204 ( 1.854 ) |
181032 ( 2.114 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
673064 ( 1.819 ) |
181032 ( 2.114 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
643616 ( 1.739 ) |
181032 ( 2.114 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
643448 ( 1.739 ) |
181032 ( 2.114 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
27907921.0 ( 1.6x ) |
594676 ( 1.607 ) |
181032 ( 2.114 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
20335461.0 ( 2.2x ) |
608156 ( 1.643 ) |
181032 ( 2.114 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
625420 ( 1.69 ) |
181032 ( 2.114 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
605128 ( 1.635 ) |
181032 ( 2.114 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
591116 ( 1.597 ) |
181032 ( 2.114 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
592852 ( 1.602 ) |
181032 ( 2.114 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
45375770.0 ( Base ) |
370092 ( Base ) |
85648 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
45719918.0 ( 1.0x ) |
367012 ( 0.992 ) |
85648 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
389704 ( 1.053 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
385276 ( 1.041 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
386208 ( 1.044 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
387652 ( 1.047 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
390352 ( 1.055 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
394172 ( 1.065 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
374516 ( 1.012 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
374528 ( 1.012 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
374524 ( 1.012 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
374524 ( 1.012 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
374532 ( 1.012 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
374524 ( 1.012 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
386912 ( 1.045 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
382508 ( 1.034 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
383396 ( 1.036 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
384824 ( 1.04 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
387524 ( 1.047 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
391368 ( 1.057 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Original data
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