Benchmarks 2024 11 21 TVM LLVM 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:
-
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 )
Audio Wake Words (aww)
| Cycles (Speedup) | Total ROM (rel.) | Total RAM (rel.) | VLEN | Layout | Kernels | Mode | Arch | Unroll | Auto-Vectorization |
|---|---|---|---|---|---|---|---|---|---|
29352217 ( 0.5x ) |
109244 ( 1.214 ) |
59444 ( 3.094 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
24905501 ( 0.6x ) |
102590 ( 1.14 ) |
59444 ( 3.094 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
6067390 ( 2.5x ) |
105916 ( 1.177 ) |
59444 ( 3.094 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
10044946 ( 1.5x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
8396946 ( 1.8x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7572946 ( 2.0x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7160946 ( 2.1x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7160946 ( 2.1x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
7160946 ( 2.1x ) |
103126 ( 1.146 ) |
59444 ( 3.094 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
15180894 ( Base ) |
89970 ( Base ) |
19212 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
14604217 ( 1.0x ) |
89076 ( 0.99 ) |
23676 ( 1.232 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
7273918 ( 2.1x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6431611 ( 2.4x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
6010555 ( 2.5x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5800027 ( 2.6x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5803416 ( 2.6x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5806805 ( 2.6x ) |
93018 ( 1.034 ) |
19284 ( 1.004 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
5120821 ( 3.0x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3986803 ( 3.8x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3428525 ( 4.4x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3387537 ( 4.5x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3390926 ( 4.5x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
3394315 ( 4.5x ) |
91026 ( 1.012 ) |
23676 ( 1.232 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8118832 ( 1.9x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
7276525 ( 2.1x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6855469 ( 2.2x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6644941 ( 2.3x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6648330 ( 2.3x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
6651719 ( 2.3x ) |
91804 ( 1.02 ) |
23748 ( 1.236 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
124501442 ( 0.5x ) |
218448 ( 1.589 ) |
108356 ( 1.952 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
101626965 ( 0.6x ) |
208890 ( 1.52 ) |
108356 ( 1.952 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
25170472 ( 2.2x ) |
214578 ( 1.561 ) |
108356 ( 1.952 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25170472 ( 2.2x ) |
214578 ( 1.561 ) |
108356 ( 1.952 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25170474 ( 2.2x ) |
214586 ( 1.561 ) |
108356 ( 1.952 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25170474 ( 2.2x ) |
214586 ( 1.561 ) |
108356 ( 1.952 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25170473 ( 2.2x ) |
214580 ( 1.561 ) |
108356 ( 1.952 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25170472 ( 2.2x ) |
214578 ( 1.561 ) |
108356 ( 1.952 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
37227344 ( 1.5x ) |
209670 ( 1.526 ) |
108356 ( 1.952 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
28176208 ( 2.0x ) |
209670 ( 1.526 ) |
108356 ( 1.952 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25911632 ( 2.2x ) |
209670 ( 1.526 ) |
108356 ( 1.952 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25467470 ( 2.2x ) |
209662 ( 1.526 ) |
108356 ( 1.952 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25467470 ( 2.2x ) |
209662 ( 1.526 ) |
108356 ( 1.952 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
25467470 ( 2.2x ) |
209662 ( 1.526 ) |
108356 ( 1.952 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
56364139 ( Base ) |
137434 ( Base ) |
55516 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
72376786 ( 0.8x ) |
136732 ( 0.995 ) |
55516 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
26154130 ( 2.2x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
18289343 ( 3.1x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14602807 ( 3.9x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
12923379 ( 4.4x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
12107568 ( 4.7x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
11496557 ( 4.9x ) |
140960 ( 1.026 ) |
55588 ( 1.001 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15262911 ( 3.7x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
9679715 ( 5.8x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
7133877 ( 7.9x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
5891749 ( 9.6x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4966874 ( 11.3x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
4721171 ( 11.9x ) |
139180 ( 1.013 ) |
55516 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
20419156 ( 2.8x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
14323841 ( 3.9x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
11466745 ( 4.9x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
10165173 ( 5.5x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
9533682 ( 5.9x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
9060911 ( 6.2x ) |
139628 ( 1.016 ) |
55588 ( 1.001 ) |
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 |
|---|---|---|---|---|---|---|---|---|---|
3203505 ( 0.5x ) |
580884 ( 1.844 ) |
5548 ( 1.168 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
3203505 ( 0.5x ) |
580884 ( 1.844 ) |
5548 ( 1.168 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1037055 ( 1.7x ) |
580062 ( 1.842 ) |
5548 ( 1.168 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
1719020 ( Base ) |
314944 ( Base ) |
4748 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
1719018 ( 1.0x ) |
314940 ( 1.0 ) |
4748 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
623320 ( 2.8x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
509400 ( 3.4x ) |
315556 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
452437 ( 3.8x ) |
315546 ( 1.002 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
423960 ( 4.1x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
409718 ( 4.2x ) |
315550 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
407935 ( 4.2x ) |
315552 ( 1.002 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
617815 ( 2.8x ) |
316322 ( 1.004 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
501134 ( 3.4x ) |
316318 ( 1.004 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
442794 ( 3.9x ) |
316318 ( 1.004 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
413949 ( 4.2x ) |
316320 ( 1.004 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
410318 ( 4.2x ) |
316320 ( 1.004 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
408460 ( 4.2x ) |
316314 ( 1.004 ) |
4748 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
623321 ( 2.8x ) |
315556 ( 1.002 ) |
4748 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
509399 ( 3.4x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
452440 ( 3.8x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
423960 ( 4.1x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
409720 ( 4.2x ) |
315554 ( 1.002 ) |
4748 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
407936 ( 4.2x ) |
315554 ( 1.002 ) |
4748 ( 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 |
|---|---|---|---|---|---|---|---|---|---|
84668759 ( 0.5x ) |
545120 ( 1.689 ) |
180952 ( 2.113 ) |
0 | NCHW | TVM | Fallback | RV32GC | 0 | - |
72594391 ( 0.6x ) |
523034 ( 1.62 ) |
180952 ( 2.113 ) |
0 | NHWC | TVM | Fallback | RV32GC | 0 | - |
18317731 ( 2.5x ) |
534920 ( 1.657 ) |
180952 ( 2.113 ) |
128 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18317731 ( 2.5x ) |
534920 ( 1.657 ) |
180952 ( 2.113 ) |
256 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18317730 ( 2.5x ) |
534918 ( 1.657 ) |
180952 ( 2.113 ) |
512 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18317732 ( 2.5x ) |
534922 ( 1.657 ) |
180952 ( 2.113 ) |
1024 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18317732 ( 2.5x ) |
534922 ( 1.657 ) |
180952 ( 2.113 ) |
2048 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
18321118 ( 2.5x ) |
534916 ( 1.657 ) |
180952 ( 2.113 ) |
4096 | NCHW | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
30926394 ( 1.5x ) |
524372 ( 1.625 ) |
180952 ( 2.113 ) |
128 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
26295067 ( 1.7x ) |
524374 ( 1.625 ) |
180952 ( 2.113 ) |
256 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
24098058 ( 1.9x ) |
524372 ( 1.625 ) |
180952 ( 2.113 ) |
512 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
23175523 ( 2.0x ) |
524374 ( 1.625 ) |
180952 ( 2.113 ) |
1024 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
22810302 ( 2.0x ) |
524372 ( 1.625 ) |
180952 ( 2.113 ) |
2048 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
22782402 ( 2.0x ) |
524372 ( 1.625 ) |
180952 ( 2.113 ) |
4096 | NHWC | TVM | Fallback | RV32GCV | 0 | Loop+SLP |
45297540 ( Base ) |
322770 ( Base ) |
85648 ( Base ) |
0 | NHWC | muRISCV-NN | Scalar | RV32GC | 0 | - |
45040272 ( 1.0x ) |
322000 ( 0.998 ) |
85648 ( 1.0 ) |
0 | NHWC | muRISCV-NN | Vector (Portable) | RV32GC | 0 | - |
19673722 ( 2.3x ) |
326836 ( 1.013 ) |
85864 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
16807323 ( 2.7x ) |
326838 ( 1.013 ) |
85864 ( 1.003 ) |
256 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
15434139 ( 2.9x ) |
326840 ( 1.013 ) |
85864 ( 1.003 ) |
512 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14929898 ( 3.0x ) |
326836 ( 1.013 ) |
85864 ( 1.003 ) |
1024 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14726768 ( 3.1x ) |
326838 ( 1.013 ) |
85864 ( 1.003 ) |
2048 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
14712721 ( 3.1x ) |
326838 ( 1.013 ) |
85864 ( 1.003 ) |
4096 | NHWC | muRISCV-NN | Scalar | RV32GCV | 0 | Loop+SLP |
13475723 ( 3.4x ) |
324902 ( 1.007 ) |
85648 ( 1.0 ) |
128 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
10154723 ( 4.5x ) |
324902 ( 1.007 ) |
85648 ( 1.0 ) |
256 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8863295 ( 5.1x ) |
324904 ( 1.007 ) |
85648 ( 1.0 ) |
512 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8359305 ( 5.4x ) |
324902 ( 1.007 ) |
85648 ( 1.0 ) |
1024 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8314924 ( 5.4x ) |
324900 ( 1.007 ) |
85648 ( 1.0 ) |
2048 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
8318313 ( 5.4x ) |
324900 ( 1.007 ) |
85648 ( 1.0 ) |
4096 | NHWC | muRISCV-NN | Vector | RV32GCV | 0 | - |
22512782 ( 2.0x ) |
325728 ( 1.009 ) |
85864 ( 1.003 ) |
128 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
19729326 ( 2.3x ) |
325728 ( 1.009 ) |
85864 ( 1.003 ) |
256 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
18397614 ( 2.5x ) |
325728 ( 1.009 ) |
85864 ( 1.003 ) |
512 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17893374 ( 2.5x ) |
325728 ( 1.009 ) |
85864 ( 1.003 ) |
1024 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17690243 ( 2.6x ) |
325728 ( 1.009 ) |
85864 ( 1.003 ) |
2048 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
17676195 ( 2.6x ) |
325724 ( 1.009 ) |
85864 ( 1.003 ) |
4096 | NHWC | muRISCV-NN | Vector (Portable) | RV32GCV | 0 | Loop+SLP |
Original data
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