| 43 | |
| 44 | |
| 45 | class TestbedConv2dProblemSizes: |
| 46 | def __init__(self, minimum_channel_size: int): |
| 47 | conv2d_default_sizes = self.initialize_conv2d_default_sizes(minimum_channel_size) |
| 48 | conv2d_rigorous_sizes = self.initialize_conv2d_rigorous_sizes(minimum_channel_size) |
| 49 | conv2d_resnet50_sizes = self.initialize_conv2d_resnet50_sizes(1) |
| 50 | conv2d_resnet50_sizes_perf = self.initialize_conv2d_resnet50_sizes(34) |
| 51 | grouped_sizes = self.initialize_conv2d_grouped_sizes() |
| 52 | |
| 53 | # Filter all problems |
| 54 | self.all = [] |
| 55 | for size_list in [conv2d_default_sizes, conv2d_rigorous_sizes, conv2d_resnet50_sizes, conv2d_resnet50_sizes_perf, grouped_sizes]: |
| 56 | for size in size_list: |
| 57 | if (size.C // size.groups) % minimum_channel_size == 0: |
| 58 | self.all.append(size) |
| 59 | |
| 60 | |
| 61 | def initialize_conv2d_default_sizes(self, minimum_channel_size): |
| 62 | # Small input size x stride (1,1) |
| 63 | # C < CTA::K and non-multiples of CTA::K. Typical CTA::K = {32, 64} |
| 64 | |
| 65 | conv2d_default_sizes = [] |
| 66 | conv2d_default_sizes.append(Conv2DProblemSize( |
| 67 | 1, 1, 1, minimum_channel_size, |
| 68 | 8, 1, 1, minimum_channel_size, |
| 69 | 1, 1, |
| 70 | 1, 1, |
| 71 | 1, 1, |
| 72 | )) |
| 73 | |
| 74 | conv2d_default_sizes.append(Conv2DProblemSize( |
| 75 | 1, 1, 8, minimum_channel_size, |
| 76 | 8, 1, 3, minimum_channel_size, |
| 77 | 1, 1, |
| 78 | 1, 1, |
| 79 | 1, 1, |
| 80 | )) |
| 81 | |
| 82 | conv2d_default_sizes.append(Conv2DProblemSize( |
| 83 | 1, 7, 8, minimum_channel_size, |
| 84 | 8, 3, 3, minimum_channel_size, |
| 85 | 1, 1, |
| 86 | 1, 1, |
| 87 | 1, 1, |
| 88 | )) |
| 89 | |
| 90 | conv2d_default_sizes.append(Conv2DProblemSize( |
| 91 | 1, 7, 9, minimum_channel_size, |
| 92 | 8, 4, 4, minimum_channel_size, |
| 93 | 1, 1, |
| 94 | 1, 1, |
| 95 | 1, 1, |
| 96 | )) |
| 97 | |
| 98 | conv2d_default_sizes.append(Conv2DProblemSize( |
| 99 | 2, 7, 9, minimum_channel_size, |
| 100 | 8, 5, 5, minimum_channel_size, |
| 101 | 1, 1, |
| 102 | 1, 1, |
no outgoing calls