Benchmarks 2024 11 26 TVM GCC Os 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: -Os, Target: spike_rv32_min )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
31342199.0 ( 0.6x ) |
144984 ( 1.223 ) |
59524 ( 3.098 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
29616448.0 ( 0.6x ) |
137544 ( 1.16 ) |
59524 ( 3.098 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
32045897.0 ( 0.5x ) |
144948 ( 1.222 ) |
59524 ( 3.098 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
144804 ( 1.221 ) |
59524 ( 3.098 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
144728 ( 1.22 ) |
59524 ( 3.098 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
144368 ( 1.217 ) |
59524 ( 3.098 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
144536 ( 1.219 ) |
59524 ( 3.098 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
144536 ( 1.219 ) |
59524 ( 3.098 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29615599.0 ( 0.6x ) |
138024 ( 1.164 ) |
59524 ( 3.098 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
17268071.0 ( Base ) |
118596 ( Base ) |
19212 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
17213817.0 ( 1.0x ) |
118276 ( 0.997 ) |
23676 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
17265521.0 ( 1.0x ) |
119008 ( 1.003 ) |
19212 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
17265475.0 ( 1.0x ) |
118976 ( 1.003 ) |
19212 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118976 ( 1.003 ) |
19212 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118976 ( 1.003 ) |
19212 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118976 ( 1.003 ) |
19212 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118976 ( 1.003 ) |
19212 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
122516 ( 1.033 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
17211767.0 ( 1.0x ) |
118692 ( 1.001 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
17211721.0 ( 1.0x ) |
118660 ( 1.001 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118660 ( 1.001 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118660 ( 1.001 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118660 ( 1.001 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
118660 ( 1.001 ) |
23676 ( 1.232 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
133371744.0 ( 0.6x ) |
255068 ( 1.526 ) |
108436 ( 1.953 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
115694423.0 ( 0.7x ) |
243460 ( 1.457 ) |
108436 ( 1.953 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
127515979.0 ( 0.6x ) |
254216 ( 1.521 ) |
108436 ( 1.953 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
131200332.0 ( 0.6x ) |
253936 ( 1.519 ) |
108436 ( 1.953 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
133096639.0 ( 0.6x ) |
253900 ( 1.519 ) |
108436 ( 1.953 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
133139033.0 ( 0.6x ) |
254084 ( 1.52 ) |
108436 ( 1.953 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
133354686.0 ( 0.6x ) |
254052 ( 1.52 ) |
108436 ( 1.953 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
133354686.0 ( 0.6x ) |
254052 ( 1.52 ) |
108436 ( 1.953 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
115689040.0 ( 0.7x ) |
243924 ( 1.459 ) |
108436 ( 1.953 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
79947127.0 ( Base ) |
167132 ( Base ) |
55516 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
79039942.0 ( 1.0x ) |
166700 ( 0.997 ) |
55516 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
79737926.0 ( 1.0x ) |
167340 ( 1.001 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
79945058.0 ( 1.0x ) |
167240 ( 1.001 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
167240 ( 1.001 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
167240 ( 1.001 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
167240 ( 1.001 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
167240 ( 1.001 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
28324967.0 ( 2.8x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
17525265.0 ( 4.6x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
12615931.0 ( 6.3x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
171280 ( 1.025 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
78905002.0 ( 1.0x ) |
166912 ( 0.999 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
78958350.0 ( 1.0x ) |
166812 ( 0.998 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
166812 ( 0.998 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
166812 ( 0.998 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
166812 ( 0.998 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
166812 ( 0.998 ) |
55516 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
3131214.0 ( 0.6x ) |
609404 ( 1.768 ) |
5548 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
3131214.0 ( 0.6x ) |
609404 ( 1.768 ) |
5548 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
3131345.0 ( 0.6x ) |
609916 ( 1.769 ) |
5548 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
1881746.0 ( Base ) |
344776 ( Base ) |
4748 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
1881744.0 ( 1.0x ) |
344768 ( 1.0 ) |
4748 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
1879894.0 ( 1.0x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
1879894.0 ( 1.0x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344856 ( 1.0 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
905048.0 ( 2.1x ) |
346960 ( 1.006 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
664246.0 ( 2.8x ) |
346952 ( 1.006 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
346960 ( 1.006 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
346960 ( 1.006 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
346960 ( 1.006 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
346960 ( 1.006 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
1879894.0 ( 1.0x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
1879894.0 ( 1.0x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344856 ( 1.0 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
344864 ( 1.0 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
90768700.0 ( 0.6x ) |
586232 ( 1.655 ) |
181032 ( 2.114 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
86009457.0 ( 0.6x ) |
560028 ( 1.581 ) |
181032 ( 2.114 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
92956261.0 ( 0.6x ) |
584416 ( 1.65 ) |
181032 ( 2.114 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
92441733.0 ( 0.6x ) |
582984 ( 1.646 ) |
181032 ( 2.114 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
582952 ( 1.646 ) |
181032 ( 2.114 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
582952 ( 1.646 ) |
181032 ( 2.114 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
583252 ( 1.647 ) |
181032 ( 2.114 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
583252 ( 1.647 ) |
181032 ( 2.114 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
85987518.0 ( 0.6x ) |
560428 ( 1.582 ) |
181032 ( 2.114 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
51933657.0 ( Base ) |
354196 ( Base ) |
85648 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
52901714.0 ( 1.0x ) |
354344 ( 1.0 ) |
85648 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
51924258.0 ( 1.0x ) |
353972 ( 0.999 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
51918968.0 ( 1.0x ) |
353604 ( 0.998 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353604 ( 0.998 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353604 ( 0.998 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353604 ( 0.998 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353604 ( 0.998 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
357580 ( 1.01 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
52712253.0 ( 1.0x ) |
354072 ( 1.0 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
52706963.0 ( 1.0x ) |
353688 ( 0.999 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353688 ( 0.999 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353688 ( 0.999 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353688 ( 0.999 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
353688 ( 0.999 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Original data
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