Closed rejuvyesh closed 1 year ago
Some interesting findings:
CliffordConv1d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | weight | 0.768K | 0.194M | | 0 | (16, 8, 3) | | | 1 | (16, 8, 3) | | Benchmarking... no compile 0.700600357055664 compile 1.0268057250976563 Conv1d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | model | 0.768K | 96.768K | | weight | (16, 16, 3) | | Benchmarking... 0.3552262496948242 compile 0.3716716766357422 CliffordConv2d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | weight | 4.608K | 0.293G | | 0 | (16, 8, 3, 3) | | | 1 | (16, 8, 3, 3) | | | 2 | (16, 8, 3, 3) | | | 3 | (16, 8, 3, 3) | | Benchmarking... 1.360364227294922 compile 1.1797920227050782 Conv2d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | model | 4.608K | 73.157M | | weight | (16, 32, 3, 3) | | Benchmarking... 0.3499417495727539 compile 0.3843891143798828 CliffordConv3d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | weight | 27.648K | 5.972G | | 0 | (16, 8, 3, 3, 3) | | | 1 | (16, 8, 3, 3, 3) | | | 2 | (16, 8, 3, 3, 3) | | | 3 | (16, 8, 3, 3, 3) | | | 4 | (16, 8, 3, 3, 3) | | | 5 | (16, 8, 3, 3, 3) | | | 6 | (16, 8, 3, 3, 3) | | | 7 | (16, 8, 3, 3, 3) | | Benchmarking... 6.124010620117187 compile 4.024053649902344 Conv3d | module | #parameters or shape | #flops | |:---------|:-----------------------|:---------| | model | 27.648K | 0.746G | | weight | (16, 64, 3, 3, 3) | | Benchmarking... 2.1221580505371094 compile 2.1798707580566408
Some interesting findings: