Filename string | Depth int64 | Activations-Params string | Activation Function string | Total Activations int64 | Total Parameters int64 | Batch Size int64 | Max GPU Memory (MiB) int64 | Avg GPUTL float64 | Avg GRACT float64 | Avg SMACT float64 | Avg SMOCC float64 | Avg FP32A float64 | Conv2d Count int64 | BatchNorm2d Count int64 | Dropout Count int64 | AdaptiveAvgPool2d Count int64 | Linear Count int64 | Status string | Input Size (MB) float64 | Forward/Backward Pass Size (MB) float64 | Params Size (MB) float64 | Estimated Total Size (MB) float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
input_channels:1_num_classes:513_depth:14_arch:uniform_base_filters:53_batch:10_input_size:64_act:swish_dropout:0.4483906686848328_dropout:False_batchnorm:False.out | 14 | [('conv2d', 53, 64, 64, 10, 530), ('SiLU', 53, 64, 64, 10, 0), ('conv2d', 53, 64, 64, 10, 25334), ('SiLU', 53, 64, 64, 10, 0), ('conv2d', 53, 64, 64, 10, 25334), ('SiLU', 53, 64, 64, 10, 0), ('conv2d', 53, 64, 64, 10, 25334), ('SiLU', 53, 64, 64, 10, 0), ('conv2d', 53, 64, 64, 10, 25334), ('SiLU', 53, 64, 64, 10, 0), (... | SiLU | 6,079,543 | 357,574 | 10 | 2,019 | -1 | -1 | -1 | -1 | -1 | 14 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.2 | 695.7 | 1.36 | 697.26 |
input_channels:1_num_classes:923_depth:10_arch:residual_base_filters:115_batch:44_input_size:114_act:prelu_dropout:0.161050540151808_dropout:False_batchnorm:True.out | 15 | [('conv2d', 115, 114, 114, 44, 230), ('batchnorm2d', 115, 114, 114, 44, 230), ('conv2d', 115, 114, 114, 44, 1150), ('batchnorm2d', 115, 114, 114, 44, 230), ('PReLU', 115, 114, 114, 44, 0), ('conv2d', 115, 114, 114, 44, 119140), ('batchnorm2d', 115, 114, 114, 44, 230), ('PReLU', 115, 114, 114, 44, 0), ('conv2d', 153, 57... | PReLU | 25,509,953 | 4,933,422 | 44 | 8,769 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 2.2 | 11,774.4 | 18.82 | 11,795.42 |
input_channels:1_num_classes:571_depth:19_arch:gradual_base_filters:69_batch:48_input_size:66_act:elu_dropout:0.21938321451654336_dropout:False_batchnorm:False.out | 19 | [('conv2d', 69, 66, 66, 48, 690), ('ELU', 69, 66, 66, 48, 0), ('conv2d', 75, 66, 66, 48, 46650), ('ELU', 75, 66, 66, 48, 0), ('conv2d', 82, 66, 66, 48, 55432), ('ELU', 82, 66, 66, 48, 0), ('conv2d', 90, 66, 66, 48, 66510), ('ELU', 90, 66, 66, 48, 0), ('conv2d', 98, 66, 66, 48, 79478), ('ELU', 98, 66, 66, 48, 0), ('conv... | ELU | 28,576,845 | 5,890,080 | 48 | 9,939 | 92.301587 | 0.920297 | 0.907554 | 0.359911 | 0.0182 | 19 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.96 | 15,697.44 | 22.47 | 15,720.87 |
input_channels:3_num_classes:948_depth:17_arch:gradual_base_filters:123_batch:4_input_size:46_act:gelu_dropout:0.17235283270135793_dropout:True_batchnorm:False.out | 17 | [('conv2d', 123, 46, 46, 4, 3444), ('GELU', 123, 46, 46, 4, 0), ('dropout', 123, 46, 46, 4, 0), ('conv2d', 133, 46, 46, 4, 147364), ('GELU', 133, 46, 46, 4, 0), ('dropout', 133, 46, 46, 4, 0), ('conv2d', 145, 46, 46, 4, 173710), ('GELU', 145, 46, 46, 4, 0), ('dropout', 145, 46, 46, 4, 0), ('conv2d', 157, 46, 46, 4, 205... | GELU | 27,851,034 | 11,192,641 | 4 | 2,287 | -1 | -1 | -1 | -1 | -1 | 17 | 0 | 17 | 1 | 1 | SUCCESSFUL | 0.08 | 1,133.24 | 42.7 | 1,176.02 |
input_channels:3_num_classes:786_depth:9_arch:uniform_base_filters:19_batch:48_input_size:204_act:prelu_dropout:0.42032801701767486_dropout:True_batchnorm:True.out | 9 | [('conv2d', 19, 204, 204, 48, 532), ('batchnorm2d', 19, 204, 204, 48, 38), ('PReLU', 19, 204, 204, 48, 0), ('dropout', 19, 204, 204, 48, 0), ('conv2d', 19, 204, 204, 48, 3268), ('batchnorm2d', 19, 204, 204, 48, 38), ('PReLU', 19, 204, 204, 48, 0), ('dropout', 19, 204, 204, 48, 0), ('conv2d', 19, 204, 204, 48, 3268), ('... | PReLU | 28,466,935 | 42,738 | 48 | 6,831 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 9 | 1 | 1 | SUCCESSFUL | 23.04 | 13,031.04 | 0.16 | 13,054.24 |
input_channels:3_num_classes:385_depth:10_arch:gradual_base_filters:58_batch:6_input_size:62_act:leaky_relu_dropout:0.18828734033917086_dropout:True_batchnorm:False.out | 10 | [('conv2d', 58, 62, 62, 6, 1624), ('LeakyReLU', 58, 62, 62, 6, 0), ('dropout', 58, 62, 62, 6, 0), ('conv2d', 69, 62, 62, 6, 36087), ('LeakyReLU', 69, 62, 62, 6, 0), ('dropout', 69, 62, 62, 6, 0), ('conv2d', 82, 62, 62, 6, 51004), ('LeakyReLU', 82, 62, 62, 6, 0), ('dropout', 82, 62, 62, 6, 0), ('conv2d', 98, 62, 62, 6, ... | LeakyReLU | 16,883,906 | 2,105,122 | 6 | 2,329 | -1 | -1 | -1 | -1 | -1 | 10 | 0 | 10 | 1 | 1 | SUCCESSFUL | 0.24 | 1,030.5 | 8.03 | 1,038.77 |
input_channels:3_num_classes:624_depth:18_arch:dense_base_filters:45_batch:28_input_size:202_act:gelu_dropout:0.2096789666894114_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 202, 202, 28, 896), ('batchnorm2d', 32, 202, 202, 28, 64), ('GELU', 32, 202, 202, 28, 0), ('conv2d', 32, 202, 202, 28, 10112), ('batchnorm2d', 32, 202, 202, 28, 64), ('GELU', 32, 202, 202, 28, 0), ('conv2d', 32, 202, 202, 28, 19328), ('batchnorm2d', 32, 202, 202, 28, 64), ('GELU', 32, 202, 202, 28, 0), ... | GELU | 35,378,765 | 1,182,694 | 28 | 13,457 | 92.265625 | 0.9188 | 0.78825 | 0.399107 | 0.124322 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 13.16 | 13,600.44 | 4.51 | 13,618.11 |
input_channels:1_num_classes:89_depth:21_arch:dense_base_filters:74_batch:26_input_size:70_act:swish_dropout:0.4576841830635253_dropout:False_batchnorm:False.out | 21 | [('conv2d', 32, 70, 70, 26, 320), ('SiLU', 32, 70, 70, 26, 0), ('conv2d', 32, 70, 70, 26, 9536), ('SiLU', 32, 70, 70, 26, 0), ('conv2d', 32, 70, 70, 26, 18752), ('SiLU', 32, 70, 70, 26, 0), ('conv2d', 32, 70, 70, 26, 27968), ('SiLU', 32, 70, 70, 26, 0), ('conv2d', 64, 70, 70, 26, 8320), ('ReLU', 64, 70, 70, 26, 0), ('c... | SiLU | 3,136,754 | 1,517,593 | 26 | 3,153 | 86.138462 | 0.834656 | 0.735818 | 0.355927 | 0.128764 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.52 | 1,463.02 | 5.79 | 1,469.33 |
input_channels:3_num_classes:756_depth:4_arch:uniform_base_filters:92_batch:4_input_size:10_act:mish_dropout:0.33476377420146974_dropout:True_batchnorm:False.out | 4 | [('conv2d', 92, 10, 10, 4, 2576), ('Mish', 92, 10, 10, 4, 0), ('dropout', 92, 10, 10, 4, 0), ('conv2d', 92, 10, 10, 4, 76268), ('Mish', 92, 10, 10, 4, 0), ('dropout', 92, 10, 10, 4, 0), ('conv2d', 92, 10, 10, 4, 76268), ('Mish', 92, 10, 10, 4, 0), ('dropout', 92, 10, 10, 4, 0), ('conv2d', 92, 10, 10, 4, 76268), ('Mish'... | Mish | 112,004 | 301,688 | 4 | 1,707 | 34.888889 | 0.329812 | 0.06734 | 0.008849 | 0.00187 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 0 | 4.56 | 1.15 | 5.71 |
input_channels:1_num_classes:583_depth:15_arch:dense_base_filters:108_batch:34_input_size:14_act:mish_dropout:0.1626007551769232_dropout:False_batchnorm:True.out | 13 | [('conv2d', 32, 14, 14, 34, 320), ('batchnorm2d', 32, 14, 14, 34, 64), ('Mish', 32, 14, 14, 34, 0), ('conv2d', 32, 14, 14, 34, 9536), ('batchnorm2d', 32, 14, 14, 34, 64), ('Mish', 32, 14, 14, 34, 0), ('conv2d', 32, 14, 14, 34, 18752), ('batchnorm2d', 32, 14, 14, 34, 64), ('Mish', 32, 14, 14, 34, 0), ('conv2d', 32, 14, ... | Mish | 152,014 | 658,695 | 34 | 1,805 | -1 | -1 | -1 | -1 | -1 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 0 | 66.98 | 2.51 | 69.49 |
input_channels:1_num_classes:314_depth:7_arch:residual_base_filters:116_batch:24_input_size:68_act:elu_dropout:0.3374844983694133_dropout:True_batchnorm:False.out | 9 | [('conv2d', 116, 68, 68, 24, 232), ('conv2d', 116, 68, 68, 24, 1160), ('ELU', 116, 68, 68, 24, 0), ('dropout', 116, 68, 68, 24, 0), ('conv2d', 116, 68, 68, 24, 121220), ('ELU', 116, 68, 68, 24, 0), ('dropout', 116, 68, 68, 24, 0), ('conv2d', 174, 34, 34, 24, 20358), ('conv2d', 174, 34, 34, 24, 181830), ('ELU', 174, 34,... | ELU | 7,291,783 | 1,761,284 | 24 | 2,715 | 84.095238 | 0.822429 | 0.755035 | 0.346719 | 0.028821 | 9 | 0 | 6 | 1 | 1 | SUCCESSFUL | 0.48 | 2,098.08 | 6.72 | 2,105.28 |
input_channels:3_num_classes:845_depth:23_arch:hourglass_base_filters:84_batch:36_input_size:188_act:gelu_dropout:0.4890476384202086_dropout:False_batchnorm:False.out | 23 | [('conv2d', 84, 188, 188, 36, 2352), ('GELU', 84, 188, 188, 36, 0), ('conv2d', 112, 188, 188, 36, 84784), ('GELU', 112, 188, 188, 36, 0), ('conv2d', 150, 188, 188, 36, 151350), ('GELU', 150, 188, 188, 36, 0), ('conv2d', 200, 188, 188, 36, 270200), ('GELU', 200, 188, 188, 36, 0), ('conv2d', 268, 188, 188, 36, 482668), (... | GELU | 866,636,654 | 98,401,840 | 36 | 38,743 | -1 | -1 | -1 | -1 | -1 | 23 | 0 | 0 | 1 | 1 | OOM_CRASH | 14.4 | 357,042.96 | 375.37 | 357,432.73 |
input_channels:1_num_classes:174_depth:7_arch:dense_base_filters:69_batch:38_input_size:216_act:selu_dropout:0.39340325370601825_dropout:True_batchnorm:False.out | 4 | [('conv2d', 32, 216, 216, 38, 320), ('SELU', 32, 216, 216, 38, 0), ('dropout', 32, 216, 216, 38, 0), ('conv2d', 32, 216, 216, 38, 9536), ('SELU', 32, 216, 216, 38, 0), ('dropout', 32, 216, 216, 38, 0), ('conv2d', 32, 216, 216, 38, 18752), ('SELU', 32, 216, 216, 38, 0), ('dropout', 32, 216, 216, 38, 0), ('conv2d', 32, 2... | SELU | 17,916,381 | 79,196 | 38 | 8,885 | 91.539683 | 0.890762 | 0.852019 | 0.479296 | 0.146963 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 6.84 | 8,670.46 | 0.3 | 8,677.6 |
input_channels:3_num_classes:794_depth:1_arch:bottleneck_base_filters:86_batch:16_input_size:142_act:softplus_dropout:0.23325450448656437_dropout:True_batchnorm:True.out | 1 | [('conv2d', 172, 142, 142, 16, 4816), ('batchnorm2d', 172, 142, 142, 16, 344), ('Softplus', 172, 142, 142, 16, 0), ('dropout', 172, 142, 142, 16, 0), ('adaptive_avg_pool2d', 0, 0, 172, 16, 0), ('linear', 0, 0, 794, 16, 137362), ('softmax', 0, 0, 794, 16, 0)] | Softplus | 13,874,592 | 142,522 | 16 | 2,975 | -1 | -1 | -1 | -1 | -1 | 1 | 1 | 1 | 1 | 1 | SUCCESSFUL | 3.68 | 2,117.12 | 0.54 | 2,121.34 |
input_channels:1_num_classes:610_depth:8_arch:uniform_base_filters:107_batch:14_input_size:178_act:gelu_dropout:0.39331068851873485_dropout:False_batchnorm:False.out | 8 | [('conv2d', 107, 178, 178, 14, 1070), ('GELU', 107, 178, 178, 14, 0), ('conv2d', 107, 178, 178, 14, 103148), ('GELU', 107, 178, 178, 14, 0), ('conv2d', 107, 178, 178, 14, 103148), ('GELU', 107, 178, 178, 14, 0), ('conv2d', 107, 178, 178, 14, 103148), ('GELU', 107, 178, 178, 14, 0), ('conv2d', 107, 178, 178, 14, 103148)... | GELU | 54,244,335 | 788,986 | 14 | 5,999 | -1 | -1 | -1 | -1 | -1 | 8 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.68 | 8,690.78 | 3.01 | 8,695.47 |
input_channels:1_num_classes:349_depth:1_arch:uniform_base_filters:113_batch:6_input_size:136_act:leaky_relu_dropout:0.38619012442703327_dropout:True_batchnorm:True.out | 1 | [('conv2d', 113, 136, 136, 6, 1130), ('batchnorm2d', 113, 136, 136, 6, 226), ('LeakyReLU', 113, 136, 136, 6, 0), ('dropout', 113, 136, 136, 6, 0), ('adaptive_avg_pool2d', 0, 0, 113, 6, 0), ('linear', 0, 0, 349, 6, 39786), ('softmax', 0, 0, 349, 6, 0)] | LeakyReLU | 8,361,003 | 41,142 | 6 | 2,035 | -1 | -1 | -1 | -1 | -1 | 1 | 1 | 1 | 1 | 1 | SUCCESSFUL | 0.42 | 478.44 | 0.16 | 479.02 |
input_channels:3_num_classes:157_depth:9_arch:hourglass_base_filters:51_batch:24_input_size:214_act:relu_dropout:0.1039951463081275_dropout:True_batchnorm:False.out | 9 | [('conv2d', 51, 214, 214, 24, 1428), ('ReLU', 51, 214, 214, 24, 0), ('dropout', 51, 214, 214, 24, 0), ('conv2d', 128, 214, 214, 24, 58880), ('ReLU', 128, 214, 214, 24, 0), ('dropout', 128, 214, 214, 24, 0), ('conv2d', 323, 214, 214, 24, 372419), ('ReLU', 323, 214, 214, 24, 0), ('dropout', 323, 214, 214, 24, 0), ('conv2... | ReLU | 431,398,685 | 15,272,145 | 24 | 37,577 | 51.25 | 0.359125 | 0.683 | 0.23625 | 0.184333 | 9 | 0 | 9 | 1 | 1 | OOM_CRASH | 12.48 | 105,321.84 | 58.26 | 105,392.58 |
input_channels:3_num_classes:948_depth:1_arch:bottleneck_base_filters:94_batch:24_input_size:136_act:softplus_dropout:0.30813928943591784_dropout:False_batchnorm:False.out | 1 | [('conv2d', 188, 136, 136, 24, 5264), ('Softplus', 188, 136, 136, 24, 0), ('adaptive_avg_pool2d', 0, 0, 188, 24, 0), ('linear', 0, 0, 948, 24, 179172), ('softmax', 0, 0, 948, 24, 0)] | Softplus | 6,956,580 | 184,436 | 24 | 3,029 | 67.555556 | 0.613328 | 0.611085 | 0.461814 | 0.091845 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 5.04 | 1,910.4 | 0.7 | 1,916.14 |
input_channels:1_num_classes:274_depth:15_arch:bottleneck_base_filters:92_batch:38_input_size:136_act:tanh_dropout:0.33766173176147973_dropout:False_batchnorm:True.out | 15 | [('conv2d', 184, 136, 136, 38, 1840), ('batchnorm2d', 184, 136, 136, 38, 368), ('Tanh', 184, 136, 136, 38, 0), ('conv2d', 92, 136, 136, 38, 152444), ('batchnorm2d', 92, 136, 136, 38, 184), ('Tanh', 92, 136, 136, 38, 0), ('conv2d', 114, 136, 136, 38, 94506), ('batchnorm2d', 114, 136, 136, 38, 228), ('Tanh', 114, 136, 13... | Tanh | 447,235,468 | 54,606,717 | 38 | 39,337 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | OOM_CRASH | 2.66 | 172,881.38 | 208.31 | 173,092.35 |
input_channels:1_num_classes:780_depth:23_arch:pyramid_base_filters:17_batch:34_input_size:96_act:elu_dropout:0.2433043117083035_dropout:False_batchnorm:False.out | 23 | [('conv2d', 17, 96, 96, 34, 170), ('ELU', 17, 96, 96, 34, 0), ('conv2d', 20, 96, 96, 34, 3080), ('ELU', 20, 96, 96, 34, 0), ('conv2d', 25, 96, 96, 34, 4525), ('ELU', 25, 96, 96, 34, 0), ('conv2d', 31, 96, 96, 34, 7006), ('ELU', 31, 96, 96, 34, 0), ('conv2d', 39, 96, 96, 34, 10920), ('ELU', 39, 96, 96, 34, 0), ('conv2d'... | ELU | 161,449,110 | 60,542,693 | 34 | 37,437 | 94.151515 | 0.931954 | 0.96937 | 0.211056 | 0.007821 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.36 | 62,819.42 | 230.95 | 63,051.73 |
input_channels:1_num_classes:151_depth:19_arch:hourglass_base_filters:90_batch:24_input_size:160_act:swish_dropout:0.37321823800964116_dropout:False_batchnorm:True.out | 19 | [('conv2d', 90, 160, 160, 24, 900), ('batchnorm2d', 90, 160, 160, 24, 180), ('SiLU', 90, 160, 160, 24, 0), ('conv2d', 127, 160, 160, 24, 102997), ('batchnorm2d', 127, 160, 160, 24, 254), ('SiLU', 127, 160, 160, 24, 0), ('conv2d', 180, 160, 160, 24, 205920), ('batchnorm2d', 180, 160, 160, 24, 360), ('SiLU', 180, 160, 16... | SiLU | 771,686,792 | 77,688,757 | 24 | 39,061 | 13.75 | 0.0415 | 0.367 | 0.081 | 0 | 19 | 19 | 0 | 1 | 1 | OOM_CRASH | 2.4 | 188,400 | 296.36 | 188,698.76 |
input_channels:1_num_classes:20_depth:26_arch:residual_base_filters:72_batch:46_input_size:38_act:tanh_dropout:0.16933492932268185_dropout:True_batchnorm:True.out | 18 | [('conv2d', 72, 38, 38, 46, 144), ('batchnorm2d', 72, 38, 38, 46, 144), ('conv2d', 72, 38, 38, 46, 720), ('batchnorm2d', 72, 38, 38, 46, 144), ('Tanh', 72, 38, 38, 46, 0), ('dropout', 72, 38, 38, 46, 0), ('conv2d', 72, 38, 38, 46, 46728), ('batchnorm2d', 72, 38, 38, 46, 144), ('Tanh', 72, 38, 38, 46, 0), ('dropout', 72... | Tanh | 1,927,247 | 1,111,944 | 46 | 2,169 | -1 | -1 | -1 | -1 | -1 | 18 | 18 | 12 | 1 | 1 | SUCCESSFUL | 0.46 | 879.06 | 4.24 | 883.76 |
input_channels:1_num_classes:515_depth:12_arch:residual_base_filters:115_batch:38_input_size:154_act:elu_dropout:0.37018224253137644_dropout:True_batchnorm:False.out | 18 | [('conv2d', 115, 154, 154, 38, 230), ('conv2d', 115, 154, 154, 38, 1150), ('ELU', 115, 154, 154, 38, 0), ('dropout', 115, 154, 154, 38, 0), ('conv2d', 115, 154, 154, 38, 119140), ('ELU', 115, 154, 154, 38, 0), ('dropout', 115, 154, 154, 38, 0), ('conv2d', 146, 77, 77, 38, 16936), ('conv2d', 146, 77, 77, 38, 151256), ('... | ELU | 39,603,876 | 6,164,176 | 38 | 10,091 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 12 | 1 | 1 | SUCCESSFUL | 3.42 | 18,042.78 | 23.51 | 18,069.71 |
input_channels:3_num_classes:416_depth:21_arch:hourglass_base_filters:33_batch:20_input_size:138_act:tanh_dropout:0.27208883738915857_dropout:False_batchnorm:True.out | 21 | [('conv2d', 33, 138, 138, 20, 924), ('batchnorm2d', 33, 138, 138, 20, 66), ('Tanh', 33, 138, 138, 20, 0), ('conv2d', 49, 138, 138, 20, 14602), ('batchnorm2d', 49, 138, 138, 20, 98), ('Tanh', 49, 138, 138, 20, 0), ('conv2d', 75, 138, 138, 20, 33150), ('batchnorm2d', 75, 138, 138, 20, 150), ('Tanh', 75, 138, 138, 20, 0),... | Tanh | 477,452,989 | 59,760,992 | 20 | 39,251 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 4.4 | 97,138 | 227.97 | 97,370.37 |
input_channels:3_num_classes:413_depth:25_arch:dense_base_filters:123_batch:52_input_size:28_act:relu_dropout:0.1525680930268734_dropout:False_batchnorm:False.out | 25 | [('conv2d', 32, 28, 28, 52, 896), ('ReLU', 32, 28, 28, 52, 0), ('conv2d', 32, 28, 28, 52, 10112), ('ReLU', 32, 28, 28, 52, 0), ('conv2d', 32, 28, 28, 52, 19328), ('ReLU', 32, 28, 28, 52, 0), ('conv2d', 32, 28, 28, 52, 28544), ('ReLU', 32, 28, 28, 52, 0), ('conv2d', 65, 28, 28, 52, 8580), ('ReLU', 65, 28, 28, 52, 0), ('... | ReLU | 555,035 | 2,485,118 | 52 | 2,431 | 72.553846 | 0.72427 | 0.617357 | 0.246429 | 0.018768 | 25 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.52 | 555.36 | 9.48 | 565.36 |
input_channels:1_num_classes:576_depth:8_arch:pyramid_base_filters:107_batch:58_input_size:58_act:swish_dropout:0.17445849498676638_dropout:True_batchnorm:True.out | 8 | [('conv2d', 107, 58, 58, 58, 1070), ('batchnorm2d', 107, 58, 58, 58, 214), ('SiLU', 107, 58, 58, 58, 0), ('dropout', 107, 58, 58, 58, 0), ('conv2d', 154, 58, 58, 58, 148456), ('batchnorm2d', 154, 58, 58, 58, 308), ('SiLU', 154, 58, 58, 58, 0), ('dropout', 154, 58, 58, 58, 0), ('conv2d', 223, 58, 58, 58, 309301), ('batc... | SiLU | 58,495,800 | 24,589,260 | 58 | 21,309 | 92.920635 | 0.922215 | 0.951867 | 0.256717 | 0.016547 | 8 | 8 | 8 | 1 | 1 | SUCCESSFUL | 0.58 | 32,355.3 | 93.8 | 32,449.68 |
input_channels:1_num_classes:813_depth:27_arch:pyramid_base_filters:102_batch:36_input_size:50_act:leaky_relu_dropout:0.20133721469820107_dropout:True_batchnorm:True.out | 27 | [('conv2d', 102, 50, 50, 36, 1020), ('batchnorm2d', 102, 50, 50, 36, 204), ('LeakyReLU', 102, 50, 50, 36, 0), ('dropout', 102, 50, 50, 36, 0), ('conv2d', 113, 50, 50, 36, 103847), ('batchnorm2d', 113, 50, 50, 36, 226), ('LeakyReLU', 113, 50, 50, 36, 0), ('dropout', 113, 50, 50, 36, 0), ('conv2d', 127, 50, 50, 36, 12928... | LeakyReLU | 165,483,458 | 136,739,574 | 36 | 29,411 | -1 | -1 | -1 | -1 | -1 | 27 | 27 | 27 | 1 | 1 | SUCCESSFUL | 0.36 | 56,814.12 | 521.62 | 57,336.1 |
input_channels:3_num_classes:912_depth:21_arch:pyramid_base_filters:70_batch:54_input_size:70_act:mish_dropout:0.1248205152586718_dropout:False_batchnorm:True.out | 21 | [('conv2d', 70, 70, 70, 54, 1960), ('batchnorm2d', 70, 70, 70, 54, 140), ('Mish', 70, 70, 70, 54, 0), ('conv2d', 82, 70, 70, 54, 51742), ('batchnorm2d', 82, 70, 70, 54, 164), ('Mish', 82, 70, 70, 54, 0), ('conv2d', 96, 70, 70, 54, 70944), ('batchnorm2d', 96, 70, 70, 54, 192), ('Mish', 96, 70, 70, 54, 0), ('conv2d', 113... | Mish | 166,554,567 | 86,127,516 | 54 | 39,145 | 22.4 | 0.0902 | 0.5525 | 0.119 | 0.011 | 21 | 21 | 0 | 1 | 1 | OOM_CRASH | 3.24 | 91,490.58 | 328.55 | 91,822.37 |
input_channels:3_num_classes:926_depth:16_arch:dense_base_filters:50_batch:62_input_size:154_act:selu_dropout:0.3118086781750643_dropout:False_batchnorm:False.out | 17 | [('conv2d', 32, 154, 154, 62, 896), ('SELU', 32, 154, 154, 62, 0), ('conv2d', 32, 154, 154, 62, 10112), ('SELU', 32, 154, 154, 62, 0), ('conv2d', 32, 154, 154, 62, 19328), ('SELU', 32, 154, 154, 62, 0), ('conv2d', 32, 154, 154, 62, 28544), ('SELU', 32, 154, 154, 62, 0), ('conv2d', 65, 154, 154, 62, 8580), ('ReLU', 65, ... | SELU | 13,710,149 | 1,317,440 | 62 | 15,159 | -1 | -1 | -1 | -1 | -1 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 16.74 | 14,262.48 | 5.03 | 14,284.25 |
input_channels:3_num_classes:761_depth:23_arch:uniform_base_filters:120_batch:38_input_size:136_act:prelu_dropout:0.17654089581790178_dropout:False_batchnorm:False.out | 23 | [('conv2d', 120, 136, 136, 38, 3360), ('PReLU', 120, 136, 136, 38, 0), ('conv2d', 120, 136, 136, 38, 129720), ('PReLU', 120, 136, 136, 38, 0), ('conv2d', 120, 136, 136, 38, 129720), ('PReLU', 120, 136, 136, 38, 0), ('conv2d', 120, 136, 136, 38, 129720), ('PReLU', 120, 136, 136, 38, 0), ('conv2d', 120, 136, 136, 38, 129... | PReLU | 102,099,562 | 2,949,281 | 38 | 19,361 | 92.796875 | 0.908879 | 0.857948 | 0.431517 | 0.014241 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 7.98 | 44,400.34 | 11.25 | 44,419.57 |
input_channels:1_num_classes:501_depth:10_arch:bottleneck_base_filters:30_batch:54_input_size:136_act:tanh_dropout:0.4801294445158144_dropout:False_batchnorm:True.out | 10 | [('conv2d', 60, 136, 136, 54, 600), ('batchnorm2d', 60, 136, 136, 54, 120), ('Tanh', 60, 136, 136, 54, 0), ('conv2d', 30, 136, 136, 54, 16230), ('batchnorm2d', 30, 136, 136, 54, 60), ('Tanh', 30, 136, 136, 54, 0), ('conv2d', 47, 136, 136, 54, 12737), ('batchnorm2d', 47, 136, 136, 54, 94), ('Tanh', 47, 136, 136, 54, 0),... | Tanh | 190,104,170 | 15,814,971 | 54 | 38,783 | -1 | -1 | -1 | -1 | -1 | 10 | 10 | 0 | 1 | 1 | OOM_CRASH | 3.78 | 104,426.82 | 60.33 | 104,490.93 |
input_channels:3_num_classes:565_depth:28_arch:gradual_base_filters:96_batch:62_input_size:68_act:leaky_relu_dropout:0.21635808052337505_dropout:True_batchnorm:True.out | 28 | [('conv2d', 96, 68, 68, 62, 2688), ('batchnorm2d', 96, 68, 68, 62, 192), ('LeakyReLU', 96, 68, 68, 62, 0), ('dropout', 96, 68, 68, 62, 0), ('conv2d', 101, 68, 68, 62, 87365), ('batchnorm2d', 101, 68, 68, 62, 202), ('LeakyReLU', 101, 68, 68, 62, 0), ('dropout', 101, 68, 68, 62, 0), ('conv2d', 107, 68, 68, 62, 97370), ('... | LeakyReLU | 114,177,357 | 13,959,417 | 62 | 37,037 | 91.348485 | 0.926092 | 0.898466 | 0.362534 | 0.017407 | 28 | 28 | 28 | 1 | 1 | SUCCESSFUL | 3.1 | 67,510.56 | 53.25 | 67,566.91 |
input_channels:1_num_classes:164_depth:9_arch:gradual_base_filters:87_batch:16_input_size:38_act:tanh_dropout:0.4067212811385791_dropout:True_batchnorm:False.out | 9 | [('conv2d', 87, 38, 38, 16, 870), ('Tanh', 87, 38, 38, 16, 0), ('dropout', 87, 38, 38, 16, 0), ('conv2d', 103, 38, 38, 16, 80752), ('Tanh', 103, 38, 38, 16, 0), ('dropout', 103, 38, 38, 16, 0), ('conv2d', 123, 38, 38, 16, 114144), ('Tanh', 123, 38, 38, 16, 0), ('dropout', 123, 38, 38, 16, 0), ('conv2d', 147, 38, 38, 16... | Tanh | 7,555,690 | 3,059,034 | 16 | 2,301 | 82.338462 | 0.834292 | 0.720684 | 0.275404 | 0.010196 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 0.16 | 1,229.76 | 11.67 | 1,241.59 |
input_channels:1_num_classes:150_depth:29_arch:residual_base_filters:80_batch:46_input_size:34_act:prelu_dropout:0.26176978858398436_dropout:False_batchnorm:False.out | 18 | [('conv2d', 80, 34, 34, 46, 160), ('conv2d', 80, 34, 34, 46, 800), ('PReLU', 80, 34, 34, 46, 0), ('conv2d', 80, 34, 34, 46, 57680), ('PReLU', 80, 34, 34, 46, 0), ('conv2d', 89, 17, 17, 46, 7209), ('conv2d', 89, 17, 17, 46, 64169), ('PReLU', 89, 17, 17, 46, 0), ('conv2d', 89, 17, 17, 46, 71378), ('PReLU', 89, 17, 17, 46... | PReLU | 848,899 | 1,251,724 | 46 | 1,975 | 57.625 | 0.540698 | 0.349259 | 0.13737 | 0.011862 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 536.36 | 4.77 | 541.13 |
input_channels:3_num_classes:377_depth:10_arch:gradual_base_filters:102_batch:46_input_size:88_act:mish_dropout:0.19797611757349542_dropout:False_batchnorm:False.out | 10 | [('conv2d', 102, 88, 88, 46, 2856), ('Mish', 102, 88, 88, 46, 0), ('conv2d', 118, 88, 88, 46, 108442), ('Mish', 118, 88, 88, 46, 0), ('conv2d', 137, 88, 88, 46, 145631), ('Mish', 137, 88, 88, 46, 0), ('conv2d', 159, 88, 88, 46, 196206), ('Mish', 159, 88, 88, 46, 0), ('conv2d', 185, 88, 88, 46, 264920), ('Mish', 185, 88... | Mish | 33,888,891 | 4,445,283 | 46 | 12,127 | 93.952381 | 0.911046 | 0.923783 | 0.340517 | 0.041197 | 10 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.14 | 17,839.72 | 16.96 | 17,860.82 |
input_channels:3_num_classes:684_depth:15_arch:pyramid_base_filters:65_batch:30_input_size:182_act:softplus_dropout:0.32632252321132676_dropout:False_batchnorm:False.out | 15 | [('conv2d', 65, 182, 182, 30, 1820), ('Softplus', 65, 182, 182, 30, 0), ('conv2d', 81, 182, 182, 30, 47466), ('Softplus', 81, 182, 182, 30, 0), ('conv2d', 102, 182, 182, 30, 74460), ('Softplus', 102, 182, 182, 30, 0), ('conv2d', 129, 182, 182, 30, 118551), ('Softplus', 129, 182, 182, 30, 0), ('conv2d', 163, 182, 182, 3... | Softplus | 507,595,171 | 52,341,204 | 30 | 36,847 | -1 | -1 | -1 | -1 | -1 | 15 | 0 | 0 | 1 | 1 | OOM_CRASH | 11.4 | 174,268.5 | 199.67 | 174,479.57 |
input_channels:1_num_classes:120_depth:5_arch:hourglass_base_filters:102_batch:46_input_size:170_act:mish_dropout:0.41924767923252093_dropout:False_batchnorm:False.out | 5 | [('conv2d', 102, 170, 170, 46, 1020), ('Mish', 102, 170, 170, 46, 0), ('conv2d', 457, 170, 170, 46, 419983), ('Mish', 457, 170, 170, 46, 0), ('conv2d', 753, 170, 170, 46, 3097842), ('Mish', 753, 170, 170, 46, 0), ('conv2d', 277, 170, 170, 46, 1877506), ('Mish', 277, 170, 170, 46, 0), ('conv2d', 102, 170, 170, 46, 25438... | Mish | 97,740,142 | 5,663,099 | 46 | 39,087 | 92.793651 | 0.93181 | 0.945879 | 0.29781 | 0.032544 | 5 | 0 | 0 | 1 | 1 | SUCCESSFUL | 5.06 | 51,453.3 | 21.6 | 51,479.96 |
input_channels:3_num_classes:12_depth:11_arch:pyramid_base_filters:86_batch:54_input_size:182_act:relu_dropout:0.38753259273187945_dropout:False_batchnorm:True.out | 11 | [('conv2d', 86, 182, 182, 54, 2408), ('batchnorm2d', 86, 182, 182, 54, 172), ('ReLU', 86, 182, 182, 54, 0), ('conv2d', 114, 182, 182, 54, 88350), ('batchnorm2d', 114, 182, 182, 54, 228), ('ReLU', 114, 182, 182, 54, 0), ('conv2d', 153, 182, 182, 54, 157131), ('batchnorm2d', 153, 182, 182, 54, 306), ('ReLU', 153, 182, 18... | ReLU | 583,215,827 | 36,168,321 | 54 | 38,969 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 0 | 1 | 1 | OOM_CRASH | 20.52 | 320,369.58 | 137.97 | 320,528.07 |
input_channels:3_num_classes:209_depth:13_arch:pyramid_base_filters:20_batch:38_input_size:70_act:gelu_dropout:0.13414371286163196_dropout:False_batchnorm:True.out | 13 | [('conv2d', 20, 70, 70, 38, 560), ('batchnorm2d', 20, 70, 70, 38, 40), ('GELU', 20, 70, 70, 38, 0), ('conv2d', 28, 70, 70, 38, 5068), ('batchnorm2d', 28, 70, 70, 38, 56), ('GELU', 28, 70, 70, 38, 0), ('conv2d', 40, 70, 70, 38, 10120), ('batchnorm2d', 40, 70, 70, 38, 80), ('GELU', 40, 70, 70, 38, 0), ('conv2d', 58, 70, ... | GELU | 69,606,352 | 25,726,952 | 38 | 15,623 | -1 | -1 | -1 | -1 | -1 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 2.28 | 26,906.66 | 98.14 | 27,007.08 |
input_channels:3_num_classes:316_depth:29_arch:pyramid_base_filters:81_batch:42_input_size:112_act:softplus_dropout:0.25001685689822883_dropout:False_batchnorm:False.out | 29 | [('conv2d', 81, 112, 112, 42, 2268), ('Softplus', 81, 112, 112, 42, 0), ('conv2d', 90, 112, 112, 42, 65700), ('Softplus', 90, 112, 112, 42, 0), ('conv2d', 101, 112, 112, 42, 81911), ('Softplus', 101, 112, 112, 42, 0), ('conv2d', 113, 112, 112, 42, 102830), ('Softplus', 113, 112, 112, 42, 0), ('conv2d', 126, 112, 112, 4... | Softplus | 418,545,568 | 135,562,422 | 42 | 38,711 | 24.6 | 0.0895 | 0.4805 | 0.1235 | 0.009 | 29 | 0 | 0 | 1 | 1 | OOM_CRASH | 5.88 | 201,174.12 | 517.13 | 201,697.13 |
input_channels:3_num_classes:181_depth:15_arch:dense_base_filters:65_batch:8_input_size:128_act:mish_dropout:0.19166899449295385_dropout:True_batchnorm:True.out | 13 | [('conv2d', 32, 128, 128, 8, 896), ('batchnorm2d', 32, 128, 128, 8, 64), ('Mish', 32, 128, 128, 8, 0), ('dropout', 32, 128, 128, 8, 0), ('conv2d', 32, 128, 128, 8, 10112), ('batchnorm2d', 32, 128, 128, 8, 64), ('Mish', 32, 128, 128, 8, 0), ('dropout', 32, 128, 128, 8, 0), ('conv2d', 32, 128, 128, 8, 19328), ('batchnorm... | Mish | 15,778,475 | 534,704 | 8 | 2,777 | -1 | -1 | -1 | -1 | -1 | 13 | 13 | 12 | 1 | 1 | SUCCESSFUL | 1.52 | 1,512.08 | 2.04 | 1,515.64 |
input_channels:1_num_classes:888_depth:3_arch:dense_base_filters:68_batch:58_input_size:132_act:tanh_dropout:0.4449768997107866_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 58 | 1,471 | 7.095238 | 0.028274 | 0.003167 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:805_depth:9_arch:gradual_base_filters:18_batch:36_input_size:170_act:leaky_relu_dropout:0.3355038171262318_dropout:False_batchnorm:True.out | 9 | [('conv2d', 18, 170, 170, 36, 180), ('batchnorm2d', 18, 170, 170, 36, 36), ('LeakyReLU', 18, 170, 170, 36, 0), ('conv2d', 23, 170, 170, 36, 3749), ('batchnorm2d', 23, 170, 170, 36, 46), ('LeakyReLU', 23, 170, 170, 36, 0), ('conv2d', 30, 170, 170, 36, 6240), ('batchnorm2d', 30, 170, 170, 36, 60), ('LeakyReLU', 30, 170, ... | LeakyReLU | 49,854,257 | 480,586 | 36 | 12,359 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 3.96 | 18,257.04 | 1.83 | 18,262.83 |
input_channels:1_num_classes:536_depth:1_arch:gradual_base_filters:51_batch:54_input_size:54_act:softplus_dropout:0.3869452825750691_dropout:False_batchnorm:True.out | 1 | [('conv2d', 51, 54, 54, 54, 510), ('batchnorm2d', 51, 54, 54, 54, 102), ('Softplus', 51, 54, 54, 54, 0), ('adaptive_avg_pool2d', 0, 0, 51, 54, 0), ('linear', 0, 0, 536, 54, 27872), ('softmax', 0, 0, 536, 54, 0)] | Softplus | 447,271 | 28,484 | 54 | 1,871 | 24.047619 | 0.207297 | 0.128 | 0.056764 | 0.022151 | 1 | 1 | 0 | 1 | 1 | SUCCESSFUL | 0.54 | 245.7 | 0.11 | 246.35 |
input_channels:1_num_classes:255_depth:28_arch:pyramid_base_filters:86_batch:4_input_size:64_act:gelu_dropout:0.17745322271415429_dropout:True_batchnorm:False.out | 28 | [('conv2d', 86, 64, 64, 4, 860), ('GELU', 86, 64, 64, 4, 0), ('dropout', 86, 64, 64, 4, 0), ('conv2d', 96, 64, 64, 4, 74400), ('GELU', 96, 64, 64, 4, 0), ('dropout', 96, 64, 64, 4, 0), ('conv2d', 107, 64, 64, 4, 92555), ('GELU', 107, 64, 64, 4, 0), ('dropout', 107, 64, 64, 4, 0), ('conv2d', 120, 64, 64, 4, 115680), ('G... | GELU | 200,923,426 | 132,687,418 | 4 | 7,029 | 93.4 | 0.932444 | 0.929411 | 0.242893 | 0.012018 | 28 | 0 | 28 | 1 | 1 | SUCCESSFUL | 0.08 | 8,175.56 | 506.16 | 8,681.8 |
input_channels:3_num_classes:404_depth:9_arch:dense_base_filters:26_batch:14_input_size:168_act:elu_dropout:0.30604142545755075_dropout:False_batchnorm:False.out | 9 | [('conv2d', 32, 168, 168, 14, 896), ('ELU', 32, 168, 168, 14, 0), ('conv2d', 32, 168, 168, 14, 10112), ('ELU', 32, 168, 168, 14, 0), ('conv2d', 32, 168, 168, 14, 19328), ('ELU', 32, 168, 168, 14, 0), ('conv2d', 32, 168, 168, 14, 28544), ('ELU', 32, 168, 168, 14, 0), ('conv2d', 65, 168, 168, 14, 8580), ('ReLU', 65, 168,... | ELU | 12,701,801 | 276,140 | 14 | 3,873 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.48 | 2,673.3 | 1.05 | 2,678.83 |
input_channels:3_num_classes:261_depth:12_arch:residual_base_filters:30_batch:2_input_size:182_act:prelu_dropout:0.14932427681626503_dropout:False_batchnorm:False.out | 18 | [('conv2d', 30, 182, 182, 2, 120), ('conv2d', 30, 182, 182, 2, 840), ('PReLU', 30, 182, 182, 2, 0), ('conv2d', 30, 182, 182, 2, 8130), ('PReLU', 30, 182, 182, 2, 0), ('conv2d', 42, 91, 91, 2, 1302), ('conv2d', 42, 91, 91, 2, 11382), ('PReLU', 42, 91, 91, 2, 0), ('conv2d', 42, 91, 91, 2, 15918), ('PReLU', 42, 91, 91, 2,... | PReLU | 11,853,476 | 984,097 | 2 | 1,817 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.76 | 325.56 | 3.75 | 330.07 |
input_channels:3_num_classes:96_depth:22_arch:hourglass_base_filters:85_batch:20_input_size:158_act:relu_dropout:0.40586644712042264_dropout:True_batchnorm:True.out | 22 | [('conv2d', 85, 158, 158, 20, 2380), ('batchnorm2d', 85, 158, 158, 20, 170), ('ReLU', 85, 158, 158, 20, 0), ('dropout', 85, 158, 158, 20, 0), ('conv2d', 113, 158, 158, 20, 86558), ('batchnorm2d', 113, 158, 158, 20, 226), ('ReLU', 113, 158, 158, 20, 0), ('dropout', 113, 158, 158, 20, 0), ('conv2d', 151, 158, 158, 20, 15... | ReLU | 1,167,716,341 | 93,042,732 | 20 | 39,781 | 26.75 | 0.176333 | 0.406667 | 0.148667 | 0.019 | 22 | 22 | 22 | 1 | 1 | OOM_CRASH | 5.8 | 222,724.2 | 354.93 | 223,084.93 |
input_channels:3_num_classes:797_depth:15_arch:bottleneck_base_filters:121_batch:32_input_size:88_act:swish_dropout:0.11451822545466542_dropout:False_batchnorm:True.out | 15 | [('conv2d', 242, 88, 88, 32, 6776), ('batchnorm2d', 242, 88, 88, 32, 484), ('SiLU', 242, 88, 88, 32, 0), ('conv2d', 121, 88, 88, 32, 263659), ('batchnorm2d', 121, 88, 88, 32, 242), ('SiLU', 121, 88, 88, 32, 0), ('conv2d', 148, 88, 88, 32, 161320), ('batchnorm2d', 148, 88, 88, 32, 296), ('SiLU', 148, 88, 88, 32, 0), ('c... | SiLU | 205,420,611 | 63,187,050 | 32 | 37,045 | 92.615385 | 0.929469 | 0.951236 | 0.220636 | 0.012704 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 2.88 | 66,868.48 | 241.04 | 67,112.4 |
input_channels:3_num_classes:811_depth:14_arch:pyramid_base_filters:103_batch:30_input_size:106_act:elu_dropout:0.3523113869663831_dropout:True_batchnorm:False.out | 14 | [('conv2d', 103, 106, 106, 30, 2884), ('ELU', 103, 106, 106, 30, 0), ('dropout', 103, 106, 106, 30, 0), ('conv2d', 127, 106, 106, 30, 117856), ('ELU', 127, 106, 106, 30, 0), ('dropout', 127, 106, 106, 30, 0), ('conv2d', 157, 106, 106, 30, 179608), ('ELU', 157, 106, 106, 30, 0), ('dropout', 157, 106, 106, 30, 0), ('conv... | ELU | 275,195,388 | 58,309,722 | 30 | 37,375 | 94.323077 | 0.941266 | 0.981759 | 0.216389 | 0.006893 | 14 | 0 | 14 | 1 | 1 | SUCCESSFUL | 3.9 | 83,982.6 | 222.43 | 84,208.93 |
input_channels:1_num_classes:572_depth:14_arch:hourglass_base_filters:117_batch:8_input_size:216_act:softplus_dropout:0.12971891611617292_dropout:True_batchnorm:True.out | 14 | [('conv2d', 117, 216, 216, 8, 1170), ('batchnorm2d', 117, 216, 216, 8, 234), ('Softplus', 117, 216, 216, 8, 0), ('dropout', 117, 216, 216, 8, 0), ('conv2d', 176, 216, 216, 8, 185504), ('batchnorm2d', 176, 216, 216, 8, 352), ('Softplus', 176, 216, 216, 8, 0), ('dropout', 176, 216, 216, 8, 0), ('conv2d', 265, 216, 216, 8... | Softplus | 1,425,435,373 | 56,002,739 | 8 | 40,037 | -1 | -1 | -1 | -1 | -1 | 14 | 14 | 14 | 1 | 1 | SUCCESSFUL | 1.44 | 108,752.08 | 213.63 | 108,967.15 |
input_channels:1_num_classes:450_depth:9_arch:hourglass_base_filters:47_batch:10_input_size:58_act:leaky_relu_dropout:0.11400193759413879_dropout:True_batchnorm:True.out | 9 | [('conv2d', 47, 58, 58, 10, 470), ('batchnorm2d', 47, 58, 58, 10, 94), ('LeakyReLU', 47, 58, 58, 10, 0), ('dropout', 47, 58, 58, 10, 0), ('conv2d', 120, 58, 58, 10, 50880), ('batchnorm2d', 120, 58, 58, 10, 240), ('LeakyReLU', 120, 58, 58, 10, 0), ('dropout', 120, 58, 58, 10, 0), ('conv2d', 310, 58, 58, 10, 335110), ('b... | LeakyReLU | 40,987,923 | 14,547,378 | 10 | 3,903 | 93.030769 | 0.920937 | 0.90275 | 0.281462 | 0.011788 | 9 | 9 | 9 | 1 | 1 | SUCCESSFUL | 0.1 | 3,908.9 | 55.49 | 3,964.49 |
input_channels:3_num_classes:438_depth:6_arch:bottleneck_base_filters:121_batch:34_input_size:118_act:swish_dropout:0.4692922717477961_dropout:False_batchnorm:True.out | 6 | [('conv2d', 242, 118, 118, 34, 6776), ('batchnorm2d', 242, 118, 118, 34, 484), ('SiLU', 242, 118, 118, 34, 0), ('conv2d', 121, 118, 118, 34, 263659), ('batchnorm2d', 121, 118, 118, 34, 242), ('SiLU', 121, 118, 118, 34, 0), ('conv2d', 213, 118, 118, 34, 232170), ('batchnorm2d', 213, 118, 118, 34, 426), ('SiLU', 213, 118... | SiLU | 115,877,567 | 10,874,778 | 34 | 22,563 | 95.539683 | 0.942698 | 0.9512 | 0.270704 | 0.017741 | 6 | 6 | 0 | 1 | 1 | SUCCESSFUL | 5.44 | 40,077.84 | 41.48 | 40,124.76 |
input_channels:3_num_classes:763_depth:4_arch:hourglass_base_filters:98_batch:32_input_size:112_act:selu_dropout:0.10767930260730454_dropout:True_batchnorm:False.out | 4 | [('conv2d', 98, 112, 112, 32, 2744), ('SELU', 98, 112, 112, 32, 0), ('dropout', 98, 112, 112, 32, 0), ('conv2d', 448, 112, 112, 32, 395584), ('SELU', 448, 112, 112, 32, 0), ('dropout', 448, 112, 112, 32, 0), ('conv2d', 448, 112, 112, 32, 1806784), ('SELU', 448, 112, 112, 32, 0), ('dropout', 448, 112, 112, 32, 0), ('con... | SELU | 41,095,768 | 2,675,883 | 32 | 9,513 | -1 | -1 | -1 | -1 | -1 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 4.48 | 13,377.28 | 10.21 | 13,391.97 |
input_channels:3_num_classes:643_depth:12_arch:gradual_base_filters:120_batch:42_input_size:156_act:prelu_dropout:0.2490933305624331_dropout:False_batchnorm:True.out | 12 | [('conv2d', 120, 156, 156, 42, 3360), ('batchnorm2d', 120, 156, 156, 42, 240), ('PReLU', 120, 156, 156, 42, 0), ('conv2d', 135, 156, 156, 42, 145935), ('batchnorm2d', 135, 156, 156, 42, 270), ('PReLU', 135, 156, 156, 42, 0), ('conv2d', 152, 156, 156, 42, 184832), ('batchnorm2d', 152, 156, 156, 42, 304), ('PReLU', 152, ... | PReLU | 218,222,638 | 7,091,409 | 42 | 38,713 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | OOM_CRASH | 11.76 | 93,234.54 | 27.05 | 93,273.35 |
input_channels:3_num_classes:726_depth:10_arch:hourglass_base_filters:86_batch:16_input_size:92_act:softplus_dropout:0.30519973472996_dropout:True_batchnorm:True.out | 10 | [('conv2d', 86, 92, 92, 16, 2408), ('batchnorm2d', 86, 92, 92, 16, 172), ('Softplus', 86, 92, 92, 16, 0), ('dropout', 86, 92, 92, 16, 0), ('conv2d', 162, 92, 92, 16, 125550), ('batchnorm2d', 162, 92, 92, 16, 324), ('Softplus', 162, 92, 92, 16, 0), ('dropout', 162, 92, 92, 16, 0), ('conv2d', 305, 92, 92, 16, 444995), ('... | Softplus | 149,983,618 | 26,255,382 | 16 | 13,827 | 94.515625 | 0.946556 | 0.965589 | 0.271214 | 0.021255 | 10 | 10 | 10 | 1 | 1 | SUCCESSFUL | 1.6 | 22,885.6 | 100.16 | 22,987.36 |
input_channels:1_num_classes:935_depth:17_arch:pyramid_base_filters:45_batch:20_input_size:134_act:prelu_dropout:0.3679087224673637_dropout:True_batchnorm:False.out | 17 | [('conv2d', 45, 134, 134, 20, 450), ('PReLU', 45, 134, 134, 20, 0), ('dropout', 45, 134, 134, 20, 0), ('conv2d', 56, 134, 134, 20, 22736), ('PReLU', 56, 134, 134, 20, 0), ('dropout', 56, 134, 134, 20, 0), ('conv2d', 70, 134, 134, 20, 35350), ('PReLU', 70, 134, 134, 20, 0), ('dropout', 70, 134, 134, 20, 0), ('conv2d', 8... | PReLU | 428,200,238 | 54,637,275 | 20 | 40,039 | 71.1 | 0.556818 | 0.829714 | 0.226714 | 0.002 | 17 | 0 | 17 | 1 | 1 | OOM_CRASH | 1.4 | 87,117.4 | 208.42 | 87,327.22 |
input_channels:1_num_classes:550_depth:24_arch:bottleneck_base_filters:122_batch:44_input_size:84_act:selu_dropout:0.30084037026101307_dropout:False_batchnorm:False.out | 24 | [('conv2d', 244, 84, 84, 44, 2440), ('SELU', 244, 84, 84, 44, 0), ('conv2d', 122, 84, 84, 44, 268034), ('SELU', 122, 84, 84, 44, 0), ('conv2d', 137, 84, 84, 44, 150563), ('SELU', 137, 84, 84, 44, 0), ('conv2d', 155, 84, 84, 44, 191270), ('SELU', 155, 84, 84, 44, 0), ('conv2d', 176, 84, 84, 44, 245696), ('SELU', 176, 84... | SELU | 211,584,127 | 120,721,808 | 44 | 39,503 | -1 | -1 | -1 | -1 | -1 | 24 | 0 | 0 | 1 | 1 | OOM_CRASH | 1.32 | 106,540.72 | 460.52 | 107,002.56 |
input_channels:1_num_classes:986_depth:12_arch:pyramid_base_filters:67_batch:14_input_size:76_act:leaky_relu_dropout:0.16736436450712294_dropout:True_batchnorm:True.out | 12 | [('conv2d', 67, 76, 76, 14, 670), ('batchnorm2d', 67, 76, 76, 14, 134), ('LeakyReLU', 67, 76, 76, 14, 0), ('dropout', 67, 76, 76, 14, 0), ('conv2d', 89, 76, 76, 14, 53756), ('batchnorm2d', 89, 76, 76, 14, 178), ('LeakyReLU', 89, 76, 76, 14, 0), ('dropout', 89, 76, 76, 14, 0), ('conv2d', 118, 76, 76, 14, 94636), ('batch... | LeakyReLU | 138,696,824 | 38,381,302 | 14 | 11,917 | 94.078125 | 0.941429 | 0.966774 | 0.259642 | 0.010196 | 12 | 12 | 12 | 1 | 1 | SUCCESSFUL | 0.28 | 18,517.94 | 146.41 | 18,664.63 |
input_channels:3_num_classes:719_depth:1_arch:pyramid_base_filters:123_batch:52_input_size:156_act:mish_dropout:0.11956507479041556_dropout:True_batchnorm:False.out | 1 | [('conv2d', 123, 156, 156, 52, 3444), ('Mish', 123, 156, 156, 52, 0), ('dropout', 123, 156, 156, 52, 0), ('adaptive_avg_pool2d', 0, 0, 123, 52, 0), ('linear', 0, 0, 719, 52, 89156), ('softmax', 0, 0, 719, 52, 0)] | Mish | 8,981,545 | 92,600 | 52 | 4,327 | 61.492308 | 0.572188 | 0.570107 | 0.423661 | 0.119364 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 14.56 | 4,750.72 | 0.35 | 4,765.63 |
input_channels:1_num_classes:237_depth:3_arch:pyramid_base_filters:91_batch:8_input_size:200_act:selu_dropout:0.22894425311432115_dropout:True_batchnorm:True.out | 3 | [('conv2d', 91, 200, 200, 8, 910), ('batchnorm2d', 91, 200, 200, 8, 182), ('SELU', 91, 200, 200, 8, 0), ('dropout', 91, 200, 200, 8, 0), ('conv2d', 256, 200, 200, 8, 209920), ('batchnorm2d', 256, 200, 200, 8, 512), ('SELU', 256, 200, 200, 8, 0), ('dropout', 256, 200, 200, 8, 0), ('conv2d', 725, 200, 200, 8, 1671125), (... | SELU | 171,521,199 | 2,056,161 | 8 | 9,535 | 92.6875 | 0.930813 | 0.892415 | 0.417887 | 0.037582 | 3 | 3 | 3 | 1 | 1 | SUCCESSFUL | 1.2 | 13,086 | 7.84 | 13,095.04 |
input_channels:3_num_classes:916_depth:4_arch:dense_base_filters:88_batch:32_input_size:186_act:leaky_relu_dropout:0.467434881019714_dropout:False_batchnorm:False.out | 4 | [('conv2d', 32, 186, 186, 32, 896), ('LeakyReLU', 32, 186, 186, 32, 0), ('conv2d', 32, 186, 186, 32, 10112), ('LeakyReLU', 32, 186, 186, 32, 0), ('conv2d', 32, 186, 186, 32, 19328), ('LeakyReLU', 32, 186, 186, 32, 0), ('conv2d', 32, 186, 186, 32, 28544), ('LeakyReLU', 32, 186, 186, 32, 0), ('adaptive_avg_pool2d', 0, 0,... | LeakyReLU | 8,858,539 | 179,792 | 32 | 5,915 | 94.571429 | 0.842831 | 0.838145 | 0.4634 | 0.142852 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 12.8 | 4,350.4 | 0.69 | 4,363.89 |
input_channels:1_num_classes:837_depth:14_arch:pyramid_base_filters:126_batch:18_input_size:160_act:leaky_relu_dropout:0.2729895458958076_dropout:False_batchnorm:False.out | 14 | [('conv2d', 126, 160, 160, 18, 1260), ('LeakyReLU', 126, 160, 160, 18, 0), ('conv2d', 153, 160, 160, 18, 173655), ('LeakyReLU', 153, 160, 160, 18, 0), ('conv2d', 187, 160, 160, 18, 257686), ('LeakyReLU', 187, 160, 160, 18, 0), ('conv2d', 229, 160, 160, 18, 385636), ('LeakyReLU', 229, 160, 160, 18, 0), ('conv2d', 279, 1... | LeakyReLU | 446,211,352 | 64,207,209 | 18 | 39,383 | 27.666667 | 0.275857 | 0.492667 | 0.111 | 0.327333 | 14 | 0 | 0 | 1 | 1 | OOM_CRASH | 1.8 | 91,916.46 | 244.93 | 92,163.19 |
input_channels:1_num_classes:339_depth:5_arch:bottleneck_base_filters:63_batch:44_input_size:152_act:prelu_dropout:0.26299570198329525_dropout:False_batchnorm:True.out | 5 | [('conv2d', 126, 152, 152, 44, 1260), ('batchnorm2d', 126, 152, 152, 44, 252), ('PReLU', 126, 152, 152, 44, 0), ('conv2d', 63, 152, 152, 44, 71505), ('batchnorm2d', 63, 152, 152, 44, 126), ('PReLU', 63, 152, 152, 44, 0), ('conv2d', 150, 152, 152, 44, 85200), ('batchnorm2d', 150, 152, 152, 44, 300), ('PReLU', 150, 152, ... | PReLU | 107,781,695 | 3,706,770 | 44 | 34,765 | 92.215385 | 0.942172 | 0.970914 | 0.387776 | 0.017797 | 5 | 5 | 0 | 1 | 1 | SUCCESSFUL | 3.96 | 48,242.04 | 14.14 | 48,260.14 |
input_channels:1_num_classes:145_depth:23_arch:bottleneck_base_filters:92_batch:42_input_size:90_act:gelu_dropout:0.2909619118698562_dropout:False_batchnorm:False.out | 23 | [('conv2d', 184, 90, 90, 42, 1840), ('GELU', 184, 90, 90, 42, 0), ('conv2d', 92, 90, 90, 42, 152444), ('GELU', 92, 90, 90, 42, 0), ('conv2d', 105, 90, 90, 42, 87045), ('GELU', 105, 90, 90, 42, 0), ('conv2d', 121, 90, 90, 42, 114466), ('GELU', 121, 90, 90, 42, 0), ('conv2d', 140, 90, 90, 42, 152600), ('GELU', 140, 90, 9... | GELU | 211,979,068 | 100,625,558 | 42 | 38,401 | 23 | 0.1354 | 0.5885 | 0.1315 | 0.009 | 23 | 0 | 0 | 1 | 1 | OOM_CRASH | 1.26 | 101,887.8 | 383.86 | 102,272.92 |
input_channels:3_num_classes:991_depth:7_arch:dense_base_filters:75_batch:60_input_size:100_act:softplus_dropout:0.49778443274896866_dropout:False_batchnorm:True.out | 4 | [('conv2d', 32, 100, 100, 60, 896), ('batchnorm2d', 32, 100, 100, 60, 64), ('Softplus', 32, 100, 100, 60, 0), ('conv2d', 32, 100, 100, 60, 10112), ('batchnorm2d', 32, 100, 100, 60, 64), ('Softplus', 32, 100, 100, 60, 0), ('conv2d', 32, 100, 100, 60, 19328), ('batchnorm2d', 32, 100, 100, 60, 64), ('Softplus', 32, 100, 1... | Softplus | 3,842,113 | 189,948 | 60 | 4,283 | 82.265625 | 0.779754 | 0.593933 | 0.304233 | 0.106772 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 6.6 | 2,944.2 | 0.72 | 2,951.52 |
input_channels:3_num_classes:235_depth:20_arch:bottleneck_base_filters:36_batch:42_input_size:146_act:elu_dropout:0.14058450844136303_dropout:True_batchnorm:True.out | 20 | [('conv2d', 72, 146, 146, 42, 2016), ('batchnorm2d', 72, 146, 146, 42, 144), ('ELU', 72, 146, 146, 42, 0), ('dropout', 72, 146, 146, 42, 0), ('conv2d', 36, 146, 146, 42, 23364), ('batchnorm2d', 36, 146, 146, 42, 72), ('ELU', 36, 146, 146, 42, 0), ('dropout', 36, 146, 146, 42, 0), ('conv2d', 44, 146, 146, 42, 14300), ('... | ELU | 729,265,117 | 57,898,512 | 42 | 40,253 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 20 | 1 | 1 | OOM_CRASH | 10.08 | 292,102.02 | 220.87 | 292,332.97 |
input_channels:1_num_classes:114_depth:10_arch:residual_base_filters:115_batch:10_input_size:142_act:tanh_dropout:0.24681151199126503_dropout:True_batchnorm:False.out | 15 | [('conv2d', 115, 142, 142, 10, 230), ('conv2d', 115, 142, 142, 10, 1150), ('Tanh', 115, 142, 142, 10, 0), ('dropout', 115, 142, 142, 10, 0), ('conv2d', 115, 142, 142, 10, 119140), ('Tanh', 115, 142, 142, 10, 0), ('dropout', 115, 142, 142, 10, 0), ('conv2d', 153, 71, 71, 10, 17748), ('conv2d', 153, 71, 71, 10, 158508), ... | Tanh | 34,590,790 | 4,632,304 | 10 | 3,733 | 93.46875 | 0.8822 | 0.843778 | 0.409833 | 0.021759 | 15 | 0 | 10 | 1 | 1 | SUCCESSFUL | 0.8 | 4,147.1 | 17.67 | 4,165.57 |
input_channels:3_num_classes:353_depth:9_arch:pyramid_base_filters:121_batch:10_input_size:4_act:elu_dropout:0.44674351457999584_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 10 | 0 | 58.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:462_depth:20_arch:uniform_base_filters:97_batch:24_input_size:196_act:softplus_dropout:0.22381014610776645_dropout:True_batchnorm:True.out | 20 | [('conv2d', 97, 196, 196, 24, 970), ('batchnorm2d', 97, 196, 196, 24, 194), ('Softplus', 97, 196, 196, 24, 0), ('dropout', 97, 196, 196, 24, 0), ('conv2d', 97, 196, 196, 24, 84778), ('batchnorm2d', 97, 196, 196, 24, 194), ('Softplus', 97, 196, 196, 24, 0), ('dropout', 97, 196, 196, 24, 0), ('conv2d', 97, 196, 196, 24, ... | Softplus | 298,109,181 | 1,660,908 | 24 | 28,159 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 20 | 1 | 1 | SUCCESSFUL | 3.6 | 68,231.76 | 6.34 | 68,241.7 |
input_channels:3_num_classes:768_depth:29_arch:hourglass_base_filters:96_batch:48_input_size:224_act:swish_dropout:0.16361068145738633_dropout:False_batchnorm:False.out | 29 | [('conv2d', 96, 224, 224, 48, 2688), ('SiLU', 96, 224, 224, 48, 0), ('conv2d', 119, 224, 224, 48, 102935), ('SiLU', 119, 224, 224, 48, 0), ('conv2d', 148, 224, 224, 48, 158656), ('SiLU', 148, 224, 224, 48, 0), ('conv2d', 184, 224, 224, 48, 245272), ('SiLU', 184, 224, 224, 48, 0), ('conv2d', 230, 224, 224, 48, 381110), ... | SiLU | 1,666,045,536 | 140,706,630 | 48 | 37,749 | -1 | -1 | -1 | -1 | -1 | 29 | 0 | 0 | 1 | 1 | OOM_CRASH | 27.36 | 915,185.76 | 536.75 | 915,749.87 |
input_channels:3_num_classes:495_depth:4_arch:hourglass_base_filters:96_batch:44_input_size:52_act:relu_dropout:0.17510752728471918_dropout:False_batchnorm:False.out | 4 | [('conv2d', 96, 52, 52, 44, 2688), ('ReLU', 96, 52, 52, 44, 0), ('conv2d', 443, 52, 52, 44, 383195), ('ReLU', 443, 52, 52, 44, 0), ('conv2d', 443, 52, 52, 44, 1766684), ('ReLU', 443, 52, 52, 44, 0), ('conv2d', 96, 52, 52, 44, 382848), ('ReLU', 96, 52, 52, 44, 0), ('adaptive_avg_pool2d', 0, 0, 96, 44, 0), ('linear', 0, ... | ReLU | 5,830,910 | 2,583,430 | 44 | 4,059 | 85.53125 | 0.853188 | 0.851875 | 0.314536 | 0.0082 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.32 | 2,936.12 | 9.86 | 2,947.3 |
input_channels:3_num_classes:669_depth:19_arch:gradual_base_filters:31_batch:42_input_size:44_act:tanh_dropout:0.10527885813452978_dropout:False_batchnorm:True.out | 19 | [('conv2d', 31, 44, 44, 42, 868), ('batchnorm2d', 31, 44, 44, 42, 62), ('Tanh', 31, 44, 44, 42, 0), ('conv2d', 34, 44, 44, 42, 9520), ('batchnorm2d', 34, 44, 44, 42, 68), ('Tanh', 34, 44, 44, 42, 0), ('conv2d', 38, 44, 44, 42, 11666), ('batchnorm2d', 38, 44, 44, 42, 76), ('Tanh', 38, 44, 44, 42, 0), ('conv2d', 43, 44, ... | Tanh | 10,967,067 | 2,180,292 | 42 | 3,887 | -1 | -1 | -1 | -1 | -1 | 19 | 19 | 0 | 1 | 1 | SUCCESSFUL | 0.84 | 4,685.52 | 8.32 | 4,694.68 |
input_channels:3_num_classes:476_depth:11_arch:gradual_base_filters:36_batch:20_input_size:124_act:leaky_relu_dropout:0.31458559147006826_dropout:True_batchnorm:True.out | 11 | [('conv2d', 36, 124, 124, 20, 1008), ('batchnorm2d', 36, 124, 124, 20, 72), ('LeakyReLU', 36, 124, 124, 20, 0), ('dropout', 36, 124, 124, 20, 0), ('conv2d', 43, 124, 124, 20, 13975), ('batchnorm2d', 43, 124, 124, 20, 86), ('LeakyReLU', 43, 124, 124, 20, 0), ('dropout', 43, 124, 124, 20, 0), ('conv2d', 51, 124, 124, 20,... | LeakyReLU | 71,591,833 | 1,317,779 | 20 | 9,399 | 92.507692 | 0.92773 | 0.895364 | 0.385218 | 0.038073 | 11 | 11 | 11 | 1 | 1 | SUCCESSFUL | 3.6 | 13,655 | 5.03 | 13,663.63 |
input_channels:3_num_classes:248_depth:13_arch:gradual_base_filters:127_batch:34_input_size:180_act:relu_dropout:0.3629216779389244_dropout:False_batchnorm:False.out | 13 | [('conv2d', 127, 180, 180, 34, 3556), ('ReLU', 127, 180, 180, 34, 0), ('conv2d', 141, 180, 180, 34, 161304), ('ReLU', 141, 180, 180, 34, 0), ('conv2d', 157, 180, 180, 34, 199390), ('ReLU', 157, 180, 180, 34, 0), ('conv2d', 175, 180, 180, 34, 247450), ('ReLU', 175, 180, 180, 34, 0), ('conv2d', 194, 180, 180, 34, 305744)... | ReLU | 219,543,354 | 8,238,334 | 34 | 40,307 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 12.58 | 85,423.98 | 31.43 | 85,467.99 |
input_channels:1_num_classes:510_depth:6_arch:bottleneck_base_filters:95_batch:6_input_size:90_act:elu_dropout:0.46469708423000333_dropout:False_batchnorm:False.out | 6 | [('conv2d', 190, 90, 90, 6, 1900), ('ELU', 190, 90, 90, 6, 0), ('conv2d', 95, 90, 90, 6, 162545), ('ELU', 95, 90, 90, 6, 0), ('conv2d', 175, 90, 90, 6, 149800), ('ELU', 175, 90, 90, 6, 0), ('conv2d', 324, 90, 90, 6, 510624), ('ELU', 324, 90, 90, 6, 0), ('conv2d', 599, 90, 90, 6, 1747283), ('ELU', 599, 90, 90, 6, 0), ('... | ELU | 40,356,328 | 9,112,078 | 6 | 3,599 | 92 | 0.912234 | 0.926909 | 0.2734 | 0.015241 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.18 | 2,770.98 | 34.76 | 2,805.92 |
input_channels:3_num_classes:810_depth:23_arch:bottleneck_base_filters:83_batch:20_input_size:120_act:prelu_dropout:0.19890275754726444_dropout:False_batchnorm:True.out | 23 | [('conv2d', 166, 120, 120, 20, 4648), ('batchnorm2d', 166, 120, 120, 20, 332), ('PReLU', 166, 120, 120, 20, 0), ('conv2d', 83, 120, 120, 20, 124085), ('batchnorm2d', 83, 120, 120, 20, 166), ('PReLU', 83, 120, 120, 20, 0), ('conv2d', 96, 120, 120, 20, 71808), ('batchnorm2d', 96, 120, 120, 20, 192), ('PReLU', 96, 120, 12... | PReLU | 547,908,990 | 97,737,009 | 20 | 39,169 | -1 | -1 | -1 | -1 | -1 | 23 | 23 | 0 | 1 | 1 | OOM_CRASH | 3.2 | 111,472.2 | 372.84 | 111,848.24 |
input_channels:1_num_classes:649_depth:21_arch:pyramid_base_filters:90_batch:28_input_size:42_act:tanh_dropout:0.12644274520830026_dropout:False_batchnorm:True.out | 21 | [('conv2d', 90, 42, 42, 28, 900), ('batchnorm2d', 90, 42, 42, 28, 180), ('Tanh', 90, 42, 42, 28, 0), ('conv2d', 104, 42, 42, 28, 84344), ('batchnorm2d', 104, 42, 42, 28, 208), ('Tanh', 104, 42, 42, 28, 0), ('conv2d', 121, 42, 42, 28, 113377), ('batchnorm2d', 121, 42, 42, 28, 242), ('Tanh', 121, 42, 42, 28, 0), ('conv2d... | Tanh | 64,528,418 | 94,666,342 | 28 | 11,697 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 0.28 | 18,379.48 | 361.12 | 18,740.88 |
input_channels:3_num_classes:174_depth:11_arch:dense_base_filters:81_batch:58_input_size:172_act:tanh_dropout:0.29937795987943494_dropout:False_batchnorm:True.out | 9 | [('conv2d', 32, 172, 172, 58, 896), ('batchnorm2d', 32, 172, 172, 58, 64), ('Tanh', 32, 172, 172, 58, 0), ('conv2d', 32, 172, 172, 58, 10112), ('batchnorm2d', 32, 172, 172, 58, 64), ('Tanh', 32, 172, 172, 58, 0), ('conv2d', 32, 172, 172, 58, 19328), ('batchnorm2d', 32, 172, 172, 58, 64), ('Tanh', 32, 172, 172, 58, 0), ... | Tanh | 19,969,741 | 232,162 | 58 | 12,353 | 92.460317 | 0.898222 | 0.727 | 0.3575 | 0.128696 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 19.72 | 14,554.52 | 0.89 | 14,575.13 |
input_channels:3_num_classes:418_depth:23_arch:hourglass_base_filters:77_batch:14_input_size:106_act:elu_dropout:0.14220845985319494_dropout:True_batchnorm:False.out | 23 | [('conv2d', 77, 106, 106, 14, 2156), ('ELU', 77, 106, 106, 14, 0), ('dropout', 77, 106, 106, 14, 0), ('conv2d', 103, 106, 106, 14, 71482), ('ELU', 103, 106, 106, 14, 0), ('dropout', 103, 106, 106, 14, 0), ('conv2d', 139, 106, 106, 14, 128992), ('ELU', 139, 106, 106, 14, 0), ('dropout', 139, 106, 106, 14, 0), ('conv2d',... | ELU | 402,137,353 | 94,875,428 | 14 | 21,993 | 94.171875 | 0.933813 | 0.957404 | 0.227333 | 0.005702 | 23 | 0 | 23 | 1 | 1 | SUCCESSFUL | 1.82 | 57,270.5 | 361.92 | 57,634.24 |
input_channels:1_num_classes:375_depth:26_arch:uniform_base_filters:68_batch:58_input_size:106_act:elu_dropout:0.2677591106580553_dropout:False_batchnorm:False.out | 26 | [('conv2d', 68, 106, 106, 58, 680), ('ELU', 68, 106, 106, 58, 0), ('conv2d', 68, 106, 106, 58, 41684), ('ELU', 68, 106, 106, 58, 0), ('conv2d', 68, 106, 106, 58, 41684), ('ELU', 68, 106, 106, 58, 0), ('conv2d', 68, 106, 106, 58, 41684), ('ELU', 68, 106, 106, 58, 0), ('conv2d', 68, 106, 106, 58, 41684), ('ELU', 68, 106,... | ELU | 39,731,314 | 1,068,655 | 58 | 11,715 | 92.793651 | 0.908923 | 0.916368 | 0.386632 | 0.025719 | 26 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.32 | 26,372.02 | 4.08 | 26,378.42 |
input_channels:3_num_classes:414_depth:21_arch:residual_base_filters:21_batch:46_input_size:34_act:swish_dropout:0.3969643286476575_dropout:False_batchnorm:True.out | 18 | [('conv2d', 21, 34, 34, 46, 84), ('batchnorm2d', 21, 34, 34, 46, 42), ('conv2d', 21, 34, 34, 46, 588), ('batchnorm2d', 21, 34, 34, 46, 42), ('SiLU', 21, 34, 34, 46, 0), ('conv2d', 21, 34, 34, 46, 3990), ('batchnorm2d', 21, 34, 34, 46, 42), ('SiLU', 21, 34, 34, 46, 0), ('conv2d', 26, 17, 17, 46, 572), ('batchnorm2d', 26... | SiLU | 399,914 | 197,136 | 46 | 1,887 | 36.222222 | 0.334766 | 0.144582 | 0.042582 | 0.030727 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 0.46 | 192.74 | 0.75 | 193.95 |
input_channels:3_num_classes:503_depth:13_arch:gradual_base_filters:122_batch:4_input_size:88_act:relu_dropout:0.2003330433148709_dropout:False_batchnorm:True.out | 13 | [('conv2d', 122, 88, 88, 4, 3416), ('batchnorm2d', 122, 88, 88, 4, 244), ('ReLU', 122, 88, 88, 4, 0), ('conv2d', 135, 88, 88, 4, 148365), ('batchnorm2d', 135, 88, 88, 4, 270), ('ReLU', 135, 88, 88, 4, 0), ('conv2d', 151, 88, 88, 4, 183616), ('batchnorm2d', 151, 88, 88, 4, 302), ('ReLU', 151, 88, 88, 4, 0), ('conv2d', 1... | ReLU | 76,411,502 | 7,911,886 | 4 | 3,167 | 92.96875 | 0.921476 | 0.855815 | 0.291963 | 0.014 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 0.36 | 3,109.16 | 30.18 | 3,139.7 |
input_channels:1_num_classes:720_depth:20_arch:pyramid_base_filters:88_batch:34_input_size:94_act:leaky_relu_dropout:0.46271200333592366_dropout:True_batchnorm:False.out | 20 | [('conv2d', 88, 94, 94, 34, 880), ('LeakyReLU', 88, 94, 94, 34, 0), ('dropout', 88, 94, 94, 34, 0), ('conv2d', 102, 94, 94, 34, 80886), ('LeakyReLU', 102, 94, 94, 34, 0), ('dropout', 102, 94, 94, 34, 0), ('conv2d', 120, 94, 94, 34, 110280), ('LeakyReLU', 120, 94, 94, 34, 0), ('dropout', 120, 94, 94, 34, 0), ('conv2d', ... | LeakyReLU | 304,606,617 | 88,158,742 | 34 | 39,073 | -1 | -1 | -1 | -1 | -1 | 20 | 0 | 20 | 1 | 1 | OOM_CRASH | 1.02 | 105,352.74 | 336.3 | 105,690.06 |
input_channels:1_num_classes:746_depth:27_arch:pyramid_base_filters:62_batch:52_input_size:176_act:leaky_relu_dropout:0.13357399582781163_dropout:False_batchnorm:True.out | 27 | [('conv2d', 62, 176, 176, 52, 620), ('batchnorm2d', 62, 176, 176, 52, 124), ('LeakyReLU', 62, 176, 176, 52, 0), ('conv2d', 70, 176, 176, 52, 39130), ('batchnorm2d', 70, 176, 176, 52, 140), ('LeakyReLU', 70, 176, 176, 52, 0), ('conv2d', 80, 176, 176, 52, 50480), ('batchnorm2d', 80, 176, 176, 52, 160), ('LeakyReLU', 80, ... | LeakyReLU | 1,333,148,379 | 113,262,489 | 52 | 39,587 | 26.857143 | 0.1204 | 0 | 0 | 0 | 27 | 27 | 0 | 1 | 1 | OOM_CRASH | 6.24 | 705,196.96 | 432.06 | 705,635.26 |
input_channels:3_num_classes:860_depth:10_arch:pyramid_base_filters:95_batch:40_input_size:52_act:prelu_dropout:0.25007639443208257_dropout:False_batchnorm:True.out | 10 | [('conv2d', 95, 52, 52, 40, 2660), ('batchnorm2d', 95, 52, 52, 40, 190), ('PReLU', 95, 52, 52, 40, 0), ('conv2d', 129, 52, 52, 40, 110424), ('batchnorm2d', 129, 52, 52, 40, 258), ('PReLU', 129, 52, 52, 40, 0), ('conv2d', 175, 52, 52, 40, 203350), ('batchnorm2d', 175, 52, 52, 40, 350), ('PReLU', 175, 52, 52, 40, 0), ('c... | PReLU | 44,051,386 | 33,899,267 | 40 | 12,545 | 92.692308 | 0.938437 | 0.969418 | 0.247164 | 0.009255 | 10 | 10 | 0 | 1 | 1 | SUCCESSFUL | 1.2 | 17,924.4 | 129.32 | 18,054.92 |
input_channels:3_num_classes:988_depth:12_arch:hourglass_base_filters:104_batch:54_input_size:76_act:softplus_dropout:0.39051211547894504_dropout:True_batchnorm:True.out | 12 | [('conv2d', 104, 76, 76, 54, 2912), ('batchnorm2d', 104, 76, 76, 54, 208), ('Softplus', 104, 76, 76, 54, 0), ('dropout', 104, 76, 76, 54, 0), ('conv2d', 170, 76, 76, 54, 159290), ('batchnorm2d', 170, 76, 76, 54, 340), ('Softplus', 170, 76, 76, 54, 0), ('dropout', 170, 76, 76, 54, 0), ('conv2d', 280, 76, 76, 54, 428680)... | Softplus | 139,504,032 | 40,886,094 | 54 | 38,705 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 12 | 1 | 1 | SUCCESSFUL | 3.78 | 71,842.14 | 155.97 | 72,001.89 |
input_channels:1_num_classes:363_depth:15_arch:pyramid_base_filters:58_batch:22_input_size:218_act:tanh_dropout:0.28802536185981353_dropout:False_batchnorm:True.out | 15 | [('conv2d', 58, 218, 218, 22, 580), ('batchnorm2d', 58, 218, 218, 22, 116), ('Tanh', 58, 218, 218, 22, 0), ('conv2d', 73, 218, 218, 22, 38179), ('batchnorm2d', 73, 218, 218, 22, 146), ('Tanh', 73, 218, 218, 22, 0), ('conv2d', 93, 218, 218, 22, 61194), ('batchnorm2d', 93, 218, 218, 22, 186), ('Tanh', 93, 218, 218, 22, 0... | Tanh | 1,057,173,720 | 49,432,455 | 22 | 38,471 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | OOM_CRASH | 3.96 | 236,590.64 | 188.57 | 236,783.17 |
input_channels:1_num_classes:784_depth:24_arch:pyramid_base_filters:73_batch:6_input_size:90_act:tanh_dropout:0.4959707949177178_dropout:True_batchnorm:False.out | 24 | [('conv2d', 73, 90, 90, 6, 730), ('Tanh', 73, 90, 90, 6, 0), ('dropout', 73, 90, 90, 6, 0), ('conv2d', 83, 90, 90, 6, 54614), ('Tanh', 83, 90, 90, 6, 0), ('dropout', 83, 90, 90, 6, 0), ('conv2d', 96, 90, 90, 6, 71808), ('Tanh', 96, 90, 90, 6, 0), ('dropout', 96, 90, 90, 6, 0), ('conv2d', 110, 90, 90, 6, 95150), ('Tanh'... | Tanh | 321,735,350 | 103,692,422 | 6 | 10,153 | -1 | -1 | -1 | -1 | -1 | 24 | 0 | 24 | 1 | 1 | SUCCESSFUL | 0.18 | 19,637.1 | 395.56 | 20,032.84 |
input_channels:1_num_classes:564_depth:22_arch:gradual_base_filters:127_batch:28_input_size:206_act:mish_dropout:0.4601065651399404_dropout:False_batchnorm:True.out | 22 | [('conv2d', 127, 206, 206, 28, 1270), ('batchnorm2d', 127, 206, 206, 28, 254), ('Mish', 127, 206, 206, 28, 0), ('conv2d', 135, 206, 206, 28, 154440), ('batchnorm2d', 135, 206, 206, 28, 270), ('Mish', 135, 206, 206, 28, 0), ('conv2d', 144, 206, 206, 28, 175104), ('batchnorm2d', 144, 206, 206, 28, 288), ('Mish', 144, 206... | Mish | 746,153,794 | 15,402,573 | 28 | 39,263 | 38.5 | 0.091 | 0.002 | 0.001 | 0.019 | 22 | 22 | 0 | 1 | 1 | OOM_CRASH | 4.48 | 212,527.28 | 58.76 | 212,590.52 |
input_channels:1_num_classes:652_depth:22_arch:residual_base_filters:37_batch:54_input_size:88_act:leaky_relu_dropout:0.45576627863602504_dropout:False_batchnorm:True.out | 24 | [('conv2d', 37, 88, 88, 54, 74), ('batchnorm2d', 37, 88, 88, 54, 74), ('conv2d', 37, 88, 88, 54, 370), ('batchnorm2d', 37, 88, 88, 54, 74), ('LeakyReLU', 37, 88, 88, 54, 0), ('conv2d', 37, 88, 88, 54, 12358), ('batchnorm2d', 37, 88, 88, 54, 74), ('LeakyReLU', 37, 88, 88, 54, 0), ('conv2d', 44, 44, 44, 54, 1672), ('batc... | LeakyReLU | 4,567,756 | 1,014,362 | 54 | 3,057 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 0 | 1 | 1 | SUCCESSFUL | 1.62 | 2,587.14 | 3.87 | 2,592.63 |
input_channels:1_num_classes:824_depth:13_arch:pyramid_base_filters:127_batch:22_input_size:94_act:swish_dropout:0.39507564666983097_dropout:False_batchnorm:False.out | 13 | [('conv2d', 127, 94, 94, 22, 1270), ('SiLU', 127, 94, 94, 22, 0), ('conv2d', 157, 94, 94, 22, 179608), ('SiLU', 157, 94, 94, 22, 0), ('conv2d', 194, 94, 94, 22, 274316), ('SiLU', 194, 94, 94, 22, 0), ('conv2d', 241, 94, 94, 22, 421027), ('SiLU', 241, 94, 94, 22, 0), ('conv2d', 298, 94, 94, 22, 646660), ('SiLU', 298, 94... | SiLU | 142,262,901 | 58,080,135 | 22 | 24,509 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.66 | 35,817.32 | 221.56 | 36,039.54 |
input_channels:3_num_classes:721_depth:11_arch:residual_base_filters:60_batch:20_input_size:218_act:relu_dropout:0.3698456080659065_dropout:False_batchnorm:False.out | 15 | [('conv2d', 60, 218, 218, 20, 240), ('conv2d', 60, 218, 218, 20, 1680), ('ReLU', 60, 218, 218, 20, 0), ('conv2d', 60, 218, 218, 20, 32460), ('ReLU', 60, 218, 218, 20, 0), ('conv2d', 82, 109, 109, 20, 5002), ('conv2d', 82, 109, 109, 20, 44362), ('ReLU', 82, 109, 109, 20, 0), ('conv2d', 82, 109, 109, 20, 60598), ('ReLU',... | ReLU | 31,543,863 | 1,672,549 | 20 | 5,389 | 92.206349 | 0.881712 | 0.876278 | 0.479 | 0.046236 | 15 | 0 | 0 | 1 | 1 | SUCCESSFUL | 10.8 | 8,663.6 | 6.38 | 8,680.78 |
input_channels:1_num_classes:477_depth:19_arch:dense_base_filters:86_batch:54_input_size:82_act:tanh_dropout:0.2926742282884254_dropout:True_batchnorm:False.out | 17 | [('conv2d', 32, 82, 82, 54, 320), ('Tanh', 32, 82, 82, 54, 0), ('dropout', 32, 82, 82, 54, 0), ('conv2d', 32, 82, 82, 54, 9536), ('Tanh', 32, 82, 82, 54, 0), ('dropout', 32, 82, 82, 54, 0), ('conv2d', 32, 82, 82, 54, 18752), ('Tanh', 32, 82, 82, 54, 0), ('dropout', 32, 82, 82, 54, 0), ('conv2d', 32, 82, 82, 54, 27968),... | Tanh | 5,380,602 | 1,108,893 | 54 | 5,005 | 93.46875 | 0.875238 | 0.826316 | 0.429614 | 0.135636 | 17 | 0 | 16 | 1 | 1 | SUCCESSFUL | 1.62 | 4,125.6 | 4.23 | 4,131.45 |
input_channels:3_num_classes:252_depth:26_arch:hourglass_base_filters:75_batch:32_input_size:140_act:leaky_relu_dropout:0.4404792037158928_dropout:True_batchnorm:True.out | 26 | [('conv2d', 75, 140, 140, 32, 2100), ('batchnorm2d', 75, 140, 140, 32, 150), ('LeakyReLU', 75, 140, 140, 32, 0), ('dropout', 75, 140, 140, 32, 0), ('conv2d', 96, 140, 140, 32, 64896), ('batchnorm2d', 96, 140, 140, 32, 192), ('LeakyReLU', 96, 140, 140, 32, 0), ('dropout', 96, 140, 140, 32, 0), ('conv2d', 124, 140, 140, ... | LeakyReLU | 1,067,024,579 | 110,696,820 | 32 | 38,671 | 32 | 0.0754 | 0.372 | 0.1 | 0.004 | 26 | 26 | 26 | 1 | 1 | OOM_CRASH | 7.04 | 325,630.08 | 422.27 | 326,059.39 |
input_channels:3_num_classes:207_depth:9_arch:uniform_base_filters:60_batch:14_input_size:6_act:mish_dropout:0.34634603913566475_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 14 | 0 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:329_depth:2_arch:bottleneck_base_filters:100_batch:8_input_size:90_act:mish_dropout:0.19250584883246696_dropout:True_batchnorm:False.out | 2 | [('conv2d', 200, 90, 90, 8, 5600), ('Mish', 200, 90, 90, 8, 0), ('dropout', 200, 90, 90, 8, 0), ('conv2d', 100, 90, 90, 8, 180100), ('Mish', 100, 90, 90, 8, 0), ('dropout', 100, 90, 90, 8, 0), ('adaptive_avg_pool2d', 0, 0, 100, 8, 0), ('linear', 0, 0, 329, 8, 33229), ('softmax', 0, 0, 329, 8, 0)] | Mish | 7,290,758 | 218,929 | 8 | 2,143 | -1 | -1 | -1 | -1 | -1 | 2 | 0 | 2 | 1 | 1 | SUCCESSFUL | 0.72 | 593.28 | 0.84 | 594.84 |
input_channels:1_num_classes:860_depth:17_arch:hourglass_base_filters:40_batch:14_input_size:10_act:prelu_dropout:0.30202059195479325_dropout:True_batchnorm:True.out | 17 | [('conv2d', 40, 10, 10, 14, 400), ('batchnorm2d', 40, 10, 10, 14, 80), ('PReLU', 40, 10, 10, 14, 0), ('dropout', 40, 10, 10, 14, 0), ('conv2d', 65, 10, 10, 14, 23465), ('batchnorm2d', 65, 10, 10, 14, 130), ('PReLU', 65, 10, 10, 14, 0), ('dropout', 65, 10, 10, 14, 0), ('conv2d', 106, 10, 10, 14, 62116), ('batchnorm2d', ... | PReLU | 2,726,960 | 46,103,686 | 14 | 2,763 | 85.206349 | 0.792063 | 0.684333 | 0.301704 | 0.015143 | 17 | 17 | 17 | 1 | 1 | SUCCESSFUL | 0 | 364 | 175.87 | 539.87 |
input_channels:3_num_classes:687_depth:9_arch:bottleneck_base_filters:46_batch:20_input_size:2_act:leaky_relu_dropout:0.1933152566597081_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 20 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:181_depth:13_arch:uniform_base_filters:49_batch:50_input_size:66_act:leaky_relu_dropout:0.38836809536232175_dropout:False_batchnorm:True.out | 13 | [('conv2d', 49, 66, 66, 50, 490), ('batchnorm2d', 49, 66, 66, 50, 98), ('LeakyReLU', 49, 66, 66, 50, 0), ('conv2d', 49, 66, 66, 50, 21658), ('batchnorm2d', 49, 66, 66, 50, 98), ('LeakyReLU', 49, 66, 66, 50, 0), ('conv2d', 49, 66, 66, 50, 21658), ('batchnorm2d', 49, 66, 66, 50, 98), ('LeakyReLU', 49, 66, 66, 50, 0), ('c... | LeakyReLU | 8,324,727 | 270,710 | 50 | 3,713 | 88.761905 | 0.861484 | 0.692109 | 0.336964 | 0.018778 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 1 | 4,234 | 1.03 | 4,236.03 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.