This file will store the number of parameters in networks of varying widths for different datasets.

CIFAR10
ResNet18 with standard widths
r18_width_to_params_std = {
16: 699056,
24: 1571592,
32: 2792800,
40: 4362680,
48: 6281232,
64: 11164352,
80: 17442160,
96: 25114656,
112: 34181840,
128: 44643712,
144: 56500272,
160: 69751520,
176: 84397456,
192: 100438080,
}

Small CNN
cnn_width_to_params = {
32: 20576,
64: 78016,
128: 303488,
256: 1196800,
512: 4752896,
784: 11116336,
1024: 18942976,
2048: 75634688,
}

Conv 5
conv_five_width_to_params = {
32: 39008,
48: 86160,
64: 151744,
96: 338208,
112: 459088,
128: 598400,
192: 1339968,
256: 2376448,
384: 5334144,
512: 9471488,
784: 22180144,
1024: 37817344,
2048: 151132160,
}

CIFAR100
ResNet50 with standard widths
r50_width_to_params_std = {
16: 1516976,
32: 5964640,
48: 13342992,
64: 23652032,
80: 36891760,
96: 53062176,
120: 82827240,
128: 94195072,
144: 119157552,
160: 147050720,
176: 177874576,
192: 211629120
}

Tiny ImageNet
ResNet50 with standard widths

r50_ti_width_to_params_std = {
16 1570096
24 3454152
32 6070880
40 9420280
48 13502352
64 23864512
80 37157360
96 53380896
112 72535120
128 94620032
144 119635632
160 147581920
176 178458896
192 212266560
}


ImageNet
ResNet50 with standard widths

r50_img_width_to_params_std = {
16 1979696
24 4068552
32 6890080
40 10444280
48 14731152
64 25502912
80 39205360
96 55838496
112 75402320
128 97896832
144 123322032
160 151677920
176 182964496
192 217181760
}