Benchmarks 2024 11 26 TVM LLVM 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:
-
LLVM/Clang:
clang version 18.1.8 (https://github.com/llvm/llvm-project.git 3b5b5c1ec4a3095ab096dd780e84d7ab81f3d7ff)- Linker: lld (TODO)
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: llvm, 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 |
|---|---|---|---|---|---|---|---|---|---|
29341873.0 ( 0.5x ) |
148940 ( 1.187 ) |
59492 ( 3.098 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
24953197.0 ( 0.6x ) |
139508 ( 1.112 ) |
59492 ( 3.098 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
143940 ( 1.147 ) |
59492 ( 3.098 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
143188 ( 1.141 ) |
59492 ( 3.098 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
143140 ( 1.141 ) |
59492 ( 3.098 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
143388 ( 1.143 ) |
59492 ( 3.098 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
143348 ( 1.143 ) |
59492 ( 3.098 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
143872 ( 1.147 ) |
59492 ( 3.098 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
140800 ( 1.122 ) |
59492 ( 3.098 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
8443312.0 ( 1.8x ) |
140732 ( 1.122 ) |
59492 ( 3.098 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
7621578.0 ( 2.0x ) |
140672 ( 1.121 ) |
59492 ( 3.098 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
7648641.0 ( 2.0x ) |
150996 ( 1.203 ) |
59492 ( 3.098 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
7649624.0 ( 2.0x ) |
150984 ( 1.203 ) |
59492 ( 3.098 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
7652201.0 ( 2.0x ) |
151044 ( 1.204 ) |
59492 ( 3.098 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
15106764.0 ( Base ) |
125468 ( Base ) |
19204 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
14538885.0 ( 1.0x ) |
124228 ( 0.99 ) |
23668 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
128144 ( 1.021 ) |
19276 ( 1.004 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
128208 ( 1.022 ) |
19204 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
128208 ( 1.022 ) |
19204 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
128208 ( 1.022 ) |
19204 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
128208 ( 1.022 ) |
19204 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
128208 ( 1.022 ) |
19204 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
5123082.0 ( 2.9x ) |
126420 ( 1.008 ) |
23668 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
3989093.0 ( 3.8x ) |
126392 ( 1.007 ) |
23668 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
3430815.0 ( 4.4x ) |
126392 ( 1.007 ) |
23668 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
3389827.0 ( 4.5x ) |
126392 ( 1.007 ) |
23668 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
3390248.0 ( 4.5x ) |
126392 ( 1.007 ) |
23668 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
3390573.0 ( 4.5x ) |
126392 ( 1.007 ) |
23668 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
126732 ( 1.01 ) |
23740 ( 1.236 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
126660 ( 1.01 ) |
23668 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
126660 ( 1.01 ) |
23668 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
126660 ( 1.01 ) |
23668 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
126660 ( 1.01 ) |
23668 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
126660 ( 1.01 ) |
23668 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
124480494.0 ( 0.5x ) |
259020 ( 1.51 ) |
108404 ( 1.953 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
101655071.0 ( 0.6x ) |
245412 ( 1.431 ) |
108404 ( 1.953 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
253516 ( 1.478 ) |
108404 ( 1.953 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
253248 ( 1.476 ) |
108404 ( 1.953 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
252548 ( 1.472 ) |
108404 ( 1.953 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
252552 ( 1.472 ) |
108404 ( 1.953 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
252692 ( 1.473 ) |
108404 ( 1.953 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
253464 ( 1.478 ) |
108404 ( 1.953 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
37247381.0 ( 1.5x ) |
247216 ( 1.441 ) |
108404 ( 1.953 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
29649810.0 ( 1.9x ) |
247304 ( 1.442 ) |
108404 ( 1.953 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
28368603.0 ( 2.0x ) |
247604 ( 1.444 ) |
108404 ( 1.953 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
249116 ( 1.452 ) |
108404 ( 1.953 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
28358790.0 ( 2.0x ) |
249104 ( 1.452 ) |
108404 ( 1.953 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
249172 ( 1.453 ) |
108404 ( 1.953 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
56263526.0 ( Base ) |
171524 ( Base ) |
55508 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
72490862.0 ( 0.8x ) |
170588 ( 0.995 ) |
55508 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
175044 ( 1.021 ) |
55580 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
175252 ( 1.022 ) |
55508 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
175252 ( 1.022 ) |
55508 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
175252 ( 1.022 ) |
55508 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
175252 ( 1.022 ) |
55508 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
175252 ( 1.022 ) |
55508 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
15265296.0 ( 3.7x ) |
173500 ( 1.012 ) |
55508 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
9682591.0 ( 5.8x ) |
173648 ( 1.012 ) |
55508 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
7137049.0 ( 7.9x ) |
173648 ( 1.012 ) |
55508 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
5895003.0 ( 9.5x ) |
173648 ( 1.012 ) |
55508 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
4967288.0 ( 11.3x ) |
173648 ( 1.012 ) |
55508 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
4718519.0 ( 11.9x ) |
173648 ( 1.012 ) |
55508 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
173368 ( 1.011 ) |
55580 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
173576 ( 1.012 ) |
55508 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
173576 ( 1.012 ) |
55508 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
173576 ( 1.012 ) |
55508 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
173576 ( 1.012 ) |
55508 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
173576 ( 1.012 ) |
55508 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
3204435.0 ( 0.5x ) |
611740 ( 1.771 ) |
5540 ( 1.169 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
3204435.0 ( 0.5x ) |
611740 ( 1.771 ) |
5540 ( 1.169 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
610720 ( 1.768 ) |
5540 ( 1.169 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
610536 ( 1.767 ) |
5540 ( 1.169 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
610720 ( 1.768 ) |
5540 ( 1.169 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
610536 ( 1.767 ) |
5540 ( 1.169 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
611824 ( 1.771 ) |
5540 ( 1.169 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
1720025.0 ( Base ) |
345476 ( Base ) |
4740 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
1720026.0 ( 1.0x ) |
345480 ( 1.0 ) |
4740 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
346244 ( 1.002 ) |
4740 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346260 ( 1.002 ) |
4740 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346260 ( 1.002 ) |
4740 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346256 ( 1.002 ) |
4740 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346256 ( 1.002 ) |
4740 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346264 ( 1.002 ) |
4740 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
622983.0 ( 2.8x ) |
347344 ( 1.005 ) |
4740 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
506305.0 ( 3.4x ) |
347348 ( 1.005 ) |
4740 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
447966.0 ( 3.8x ) |
347348 ( 1.005 ) |
4740 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
419117.0 ( 4.1x ) |
347344 ( 1.005 ) |
4740 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
415491.0 ( 4.1x ) |
347352 ( 1.005 ) |
4740 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
413633.0 ( 4.2x ) |
347348 ( 1.005 ) |
4740 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
346244 ( 1.002 ) |
4740 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346264 ( 1.002 ) |
4740 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346260 ( 1.002 ) |
4740 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346248 ( 1.002 ) |
4740 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346264 ( 1.002 ) |
4740 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
346252 ( 1.002 ) |
4740 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
84534158.0 ( 0.5x ) |
596564 ( 1.655 ) |
181000 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32IM | 0 | - |
72619933.0 ( 0.6x ) |
564992 ( 1.568 ) |
181000 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32IM | 0 | - |
- ( ?x ) |
577636 ( 1.603 ) |
181000 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
576700 ( 1.6 ) |
181000 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
576500 ( 1.6 ) |
181000 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
575320 ( 1.596 ) |
181000 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
575660 ( 1.597 ) |
181000 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
577888 ( 1.603 ) |
181000 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
565732 ( 1.57 ) |
181000 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
565500 ( 1.569 ) |
181000 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
24029580.0 ( 1.9x ) |
566076 ( 1.571 ) |
181000 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
23497727.0 ( 1.9x ) |
580008 ( 1.609 ) |
181000 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
23506160.0 ( 1.9x ) |
600884 ( 1.667 ) |
181000 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
23545443.0 ( 1.9x ) |
609568 ( 1.691 ) |
181000 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32IM_ZVE64X | 0 | Loop+SLP |
45053097.0 ( Base ) |
360420 ( Base ) |
85640 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32IM | 0 | - |
44929595.0 ( 1.0x ) |
359384 ( 0.997 ) |
85640 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM | 0 | - |
- ( ?x ) |
363328 ( 1.008 ) |
85856 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
363572 ( 1.009 ) |
85640 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
363572 ( 1.009 ) |
85640 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
363572 ( 1.009 ) |
85640 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
363572 ( 1.009 ) |
85640 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
363572 ( 1.009 ) |
85640 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362008 ( 1.004 ) |
85640 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362180 ( 1.005 ) |
85640 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362180 ( 1.005 ) |
85640 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362184 ( 1.005 ) |
85640 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362184 ( 1.005 ) |
85640 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362184 ( 1.005 ) |
85640 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32IM_ZVE64X | 0 | - |
- ( ?x ) |
362120 ( 1.005 ) |
85856 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362224 ( 1.005 ) |
85640 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362228 ( 1.005 ) |
85640 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362228 ( 1.005 ) |
85640 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362224 ( 1.005 ) |
85640 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
- ( ?x ) |
362228 ( 1.005 ) |
85640 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32IM_ZVE64X | 0 | Loop+SLP |
Original data
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