Benchmarks 2024 11 21 TVM GCC O3 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: -O3, Target: spike_rv32 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
14159229 ( 1.1x ) |
129708 ( 1.333 ) |
59468 ( 3.093 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
21329955 ( 0.8x ) |
102720 ( 1.056 ) |
59468 ( 3.093 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
14176298 ( 1.1x ) |
125792 ( 1.293 ) |
59468 ( 3.093 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
21254354 ( 0.8x ) |
102860 ( 1.057 ) |
59468 ( 3.093 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
16174620 ( Base ) |
97272 ( Base ) |
19228 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
15525754 ( 1.0x ) |
93888 ( 0.965 ) |
23692 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
16174622 ( 1.0x ) |
97282 ( 1.0 ) |
19228 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16174620 ( 1.0x ) |
97274 ( 1.0 ) |
19228 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16174623 ( 1.0x ) |
97280 ( 1.0 ) |
19228 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16174622 ( 1.0x ) |
97278 ( 1.0 ) |
19228 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16174624 ( 1.0x ) |
97284 ( 1.0 ) |
19228 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16174623 ( 1.0x ) |
97280 ( 1.0 ) |
19228 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
8541968 ( 1.9x ) |
99414 ( 1.022 ) |
23692 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
6582909 ( 2.5x ) |
99406 ( 1.022 ) |
23692 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5388408 ( 3.0x ) |
99412 ( 1.022 ) |
23692 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5350816 ( 3.0x ) |
99412 ( 1.022 ) |
23692 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5354205 ( 3.0x ) |
99406 ( 1.022 ) |
23692 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5357594 ( 3.0x ) |
99410 ( 1.022 ) |
23692 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
15525755 ( 1.0x ) |
93894 ( 0.965 ) |
23692 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
15525755 ( 1.0x ) |
93894 ( 0.965 ) |
23692 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
15525756 ( 1.0x ) |
93900 ( 0.965 ) |
23692 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
15525756 ( 1.0x ) |
93900 ( 0.965 ) |
23692 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
15525756 ( 1.0x ) |
93894 ( 0.965 ) |
23692 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
15525757 ( 1.0x ) |
93902 ( 0.965 ) |
23692 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
57355754 ( 1.0x ) |
229052 ( 1.619 ) |
108380 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
82362772 ( 0.7x ) |
210516 ( 1.488 ) |
108380 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
57347125 ( 1.0x ) |
227504 ( 1.608 ) |
108380 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
82394110 ( 0.7x ) |
211220 ( 1.493 ) |
108380 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
54531196 ( Base ) |
141492 ( Base ) |
55532 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
72578175 ( 0.8x ) |
140640 ( 0.994 ) |
55532 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
54649850 ( 1.0x ) |
141504 ( 1.0 ) |
55532 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
54649848 ( 1.0x ) |
141502 ( 1.0 ) |
55532 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
54649849 ( 1.0x ) |
141502 ( 1.0 ) |
55532 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
54649851 ( 1.0x ) |
141506 ( 1.0 ) |
55532 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
54649850 ( 1.0x ) |
141506 ( 1.0 ) |
55532 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
54649849 ( 1.0x ) |
141502 ( 1.0 ) |
55532 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
28551122 ( 1.9x ) |
147796 ( 1.045 ) |
55532 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
17915045 ( 3.0x ) |
147794 ( 1.045 ) |
55532 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
13131534 ( 4.2x ) |
147788 ( 1.044 ) |
55532 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10797807 ( 5.1x ) |
147792 ( 1.045 ) |
55532 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8769055 ( 6.2x ) |
147798 ( 1.045 ) |
55532 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8218705 ( 6.6x ) |
147792 ( 1.045 ) |
55532 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
72696839 ( 0.8x ) |
140672 ( 0.994 ) |
55532 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
72696834 ( 0.8x ) |
140664 ( 0.994 ) |
55532 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
72696833 ( 0.8x ) |
140660 ( 0.994 ) |
55532 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
72696835 ( 0.8x ) |
140666 ( 0.994 ) |
55532 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
72696832 ( 0.8x ) |
140658 ( 0.994 ) |
55532 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
72696837 ( 0.8x ) |
140670 ( 0.994 ) |
55532 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
1638224 ( 1.0x ) |
585772 ( 1.865 ) |
5556 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
1638224 ( 1.0x ) |
585772 ( 1.865 ) |
5556 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1638226 ( 1.0x ) |
585844 ( 1.865 ) |
5556 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1680481 ( Base ) |
314112 ( Base ) |
4756 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1680481 ( 1.0x ) |
314112 ( 1.0 ) |
4756 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
1679534 ( 1.0x ) |
314234 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314232 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314234 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314232 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314234 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314232 ( 1.0 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
999137 ( 1.7x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
717977 ( 2.3x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
577397 ( 2.9x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
507911 ( 3.3x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
502549 ( 3.3x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
501462 ( 3.4x ) |
316620 ( 1.008 ) |
4756 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
1679534 ( 1.0x ) |
314234 ( 1.0 ) |
4756 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314232 ( 1.0 ) |
4756 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314234 ( 1.0 ) |
4756 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314230 ( 1.0 ) |
4756 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314236 ( 1.0 ) |
4756 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
1679534 ( 1.0x ) |
314236 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
41737089 ( 1.1x ) |
598066 ( 1.812 ) |
180976 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
60685270 ( 0.8x ) |
527742 ( 1.599 ) |
180976 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
41660413 ( 1.1x ) |
581892 ( 1.763 ) |
180976 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
60372076 ( 0.8x ) |
529306 ( 1.603 ) |
180976 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
46442261 ( Base ) |
330108 ( Base ) |
85664 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
46011367 ( 1.0x ) |
326976 ( 0.991 ) |
85664 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
46442263 ( 1.0x ) |
330114 ( 1.0 ) |
85664 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
46442262 ( 1.0x ) |
330118 ( 1.0 ) |
85664 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
46442265 ( 1.0x ) |
330128 ( 1.0 ) |
85664 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
46442264 ( 1.0x ) |
330120 ( 1.0 ) |
85664 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
46442257 ( 1.0x ) |
330094 ( 1.0 ) |
85664 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
46442263 ( 1.0x ) |
330110 ( 1.0 ) |
85664 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
23682892 ( 2.0x ) |
332370 ( 1.007 ) |
85664 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
17563574 ( 2.6x ) |
332394 ( 1.007 ) |
85664 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
15240829 ( 3.0x ) |
332380 ( 1.007 ) |
85664 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14181565 ( 3.3x ) |
332368 ( 1.007 ) |
85664 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14097128 ( 3.3x ) |
332380 ( 1.007 ) |
85664 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
14100515 ( 3.3x ) |
332368 ( 1.007 ) |
85664 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
46011370 ( 1.0x ) |
326974 ( 0.991 ) |
85664 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
46011370 ( 1.0x ) |
326978 ( 0.991 ) |
85664 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
46011369 ( 1.0x ) |
326970 ( 0.99 ) |
85664 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
46011371 ( 1.0x ) |
326976 ( 0.991 ) |
85664 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
46011368 ( 1.0x ) |
326966 ( 0.99 ) |
85664 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
46011368 ( 1.0x ) |
326970 ( 0.99 ) |
85664 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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