Benchmarks 2024 11 19 TVM GCC Os spike_rv32 - 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_rv32 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
31536155 ( 0.5x ) |
106750 ( 1.269 ) |
59468 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
29578399 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
31528951 ( 0.5x ) |
106726 ( 1.268 ) |
59468 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
29578395 ( 0.6x ) |
100828 ( 1.198 ) |
59468 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
16864599 ( Base ) |
84138 ( Base ) |
19220 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16864599 ( 1.0x ) |
84138 ( 1.0 ) |
19220 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5986530 ( 2.8x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4841418 ( 3.5x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4273754 ( 3.9x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4232042 ( 4.0x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4232042 ( 4.0x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4235431 ( 4.0x ) |
85806 ( 1.02 ) |
23684 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
23684 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
16729837 ( 1.0x ) |
83948 ( 0.998 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
132014110 ( 0.6x ) |
215996 ( 1.619 ) |
108380 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
115762181 ( 0.7x ) |
206904 ( 1.551 ) |
108380 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
132147480 ( 0.6x ) |
215984 ( 1.619 ) |
108380 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
132147480 ( 0.6x ) |
215984 ( 1.619 ) |
108380 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
132147480 ( 0.6x ) |
215984 ( 1.619 ) |
108380 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
132147480 ( 0.6x ) |
215986 ( 1.619 ) |
108380 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
132147480 ( 0.6x ) |
215986 ( 1.619 ) |
108380 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
132147480 ( 0.6x ) |
215984 ( 1.619 ) |
108380 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206904 ( 1.551 ) |
108380 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206902 ( 1.551 ) |
108380 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206902 ( 1.551 ) |
108380 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206904 ( 1.551 ) |
108380 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206902 ( 1.551 ) |
108380 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
115762175 ( 0.7x ) |
206906 ( 1.551 ) |
108380 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
81013966 ( Base ) |
133384 ( Base ) |
55524 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
81013966 ( 1.0x ) |
133384 ( 1.0 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15497251 ( 5.2x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9810243 ( 8.3x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
7216595 ( 11.2x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5951075 ( 13.6x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5009384 ( 16.2x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4758857 ( 17.0x ) |
135408 ( 1.015 ) |
55524 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
55524 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
78471433 ( 1.0x ) |
133096 ( 0.998 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
3225018 ( 0.6x ) |
578914 ( 1.843 ) |
5556 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
3225018 ( 0.6x ) |
578914 ( 1.843 ) |
5556 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
3225018 ( 0.6x ) |
578902 ( 1.843 ) |
5556 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1820393 ( Base ) |
314174 ( Base ) |
4756 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1820393 ( 1.0x ) |
314174 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
627568 ( 2.9x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
509200 ( 3.6x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
450016 ( 4.0x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
420760 ( 4.3x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
417076 ( 4.4x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
415192 ( 4.4x ) |
315104 ( 1.003 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1820393 ( 1.0x ) |
314174 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1820395 ( 1.0x ) |
314180 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
91784259 ( 0.5x ) |
539728 ( 1.699 ) |
180976 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
91780995 ( 0.5x ) |
539632 ( 1.699 ) |
180976 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
86081755 ( 0.6x ) |
519282 ( 1.634 ) |
180976 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
49806987 ( Base ) |
317706 ( Base ) |
85656 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
49806987 ( 1.0x ) |
317706 ( 1.0 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13603264 ( 3.7x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10274636 ( 4.8x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8985514 ( 5.5x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8481015 ( 5.9x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8432401 ( 5.9x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8435790 ( 5.9x ) |
319678 ( 1.006 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
50408857 ( 1.0x ) |
317814 ( 1.0 ) |
85656 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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