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:3_num_classes:460_depth:16_arch:pyramid_base_filters:87_batch:42_input_size:148_act:swish_dropout:0.243282172901286_dropout:True_batchnorm:True.out | 16 | [('conv2d', 87, 148, 148, 42, 2436), ('batchnorm2d', 87, 148, 148, 42, 174), ('SiLU', 87, 148, 148, 42, 0), ('dropout', 87, 148, 148, 42, 0), ('conv2d', 105, 148, 148, 42, 82320), ('batchnorm2d', 105, 148, 148, 42, 210), ('SiLU', 105, 148, 148, 42, 0), ('dropout', 105, 148, 148, 42, 0), ('conv2d', 129, 148, 148, 42, 12... | SiLU | 786,619,049 | 64,556,870 | 42 | 39,429 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 16 | 1 | 1 | OOM_CRASH | 10.5 | 315,074.76 | 246.26 | 315,331.52 |
input_channels:1_num_classes:767_depth:13_arch:dense_base_filters:73_batch:54_input_size:126_act:swish_dropout:0.2891843328736855_dropout:False_batchnorm:True.out | 13 | [('conv2d', 32, 126, 126, 54, 320), ('batchnorm2d', 32, 126, 126, 54, 64), ('SiLU', 32, 126, 126, 54, 0), ('conv2d', 32, 126, 126, 54, 9536), ('batchnorm2d', 32, 126, 126, 54, 64), ('SiLU', 32, 126, 126, 54, 0), ('conv2d', 32, 126, 126, 54, 18752), ('batchnorm2d', 32, 126, 126, 54, 64), ('SiLU', 32, 126, 126, 54, 0), (... | SiLU | 12,194,622 | 717,759 | 54 | 9,093 | 89.59375 | 0.880312 | 0.676214 | 0.338357 | 0.112574 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 3.24 | 8,588.7 | 2.74 | 8,594.68 |
input_channels:3_num_classes:773_depth:16_arch:uniform_base_filters:89_batch:42_input_size:202_act:gelu_dropout:0.200614005799204_dropout:True_batchnorm:True.out | 16 | [('conv2d', 89, 202, 202, 42, 2492), ('batchnorm2d', 89, 202, 202, 42, 178), ('GELU', 89, 202, 202, 42, 0), ('dropout', 89, 202, 202, 42, 0), ('conv2d', 89, 202, 202, 42, 71378), ('batchnorm2d', 89, 202, 202, 42, 178), ('GELU', 89, 202, 202, 42, 0), ('dropout', 89, 202, 202, 42, 0), ('conv2d', 89, 202, 202, 42, 71378),... | GELU | 232,421,219 | 1,145,580 | 42 | 37,171 | 96.967742 | 0.926415 | 0.904839 | 0.446 | 0.040804 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 19.74 | 93,094.68 | 4.37 | 93,118.79 |
input_channels:1_num_classes:372_depth:23_arch:bottleneck_base_filters:41_batch:22_input_size:188_act:swish_dropout:0.16253271050024393_dropout:True_batchnorm:True.out | 23 | [('conv2d', 82, 188, 188, 22, 820), ('batchnorm2d', 82, 188, 188, 22, 164), ('SiLU', 82, 188, 188, 22, 0), ('dropout', 82, 188, 188, 22, 0), ('conv2d', 41, 188, 188, 22, 30299), ('batchnorm2d', 41, 188, 188, 22, 82), ('SiLU', 41, 188, 188, 22, 0), ('dropout', 41, 188, 188, 22, 0), ('conv2d', 48, 188, 188, 22, 17760), (... | SiLU | 1,468,333,594 | 74,579,118 | 22 | 39,833 | 23 | 0.1336 | 0.515 | 0.1475 | 0 | 23 | 23 | 23 | 1 | 1 | OOM_CRASH | 2.86 | 308,068.64 | 284.5 | 308,356 |
input_channels:3_num_classes:434_depth:28_arch:hourglass_base_filters:103_batch:58_input_size:220_act:leaky_relu_dropout:0.4514601149238878_dropout:True_batchnorm:False.out | 28 | [('conv2d', 103, 220, 220, 58, 2884), ('LeakyReLU', 103, 220, 220, 58, 0), ('dropout', 103, 220, 220, 58, 0), ('conv2d', 127, 220, 220, 58, 117856), ('LeakyReLU', 127, 220, 220, 58, 0), ('dropout', 127, 220, 220, 58, 0), ('conv2d', 157, 220, 220, 58, 179608), ('LeakyReLU', 157, 220, 220, 58, 0), ('dropout', 157, 220, 2... | LeakyReLU | 2,370,826,571 | 138,598,833 | 58 | 39,161 | 23.142857 | 0.1474 | 0.003 | 0.002 | 0.001 | 28 | 0 | 28 | 1 | 1 | OOM_CRASH | 31.9 | 1,398,802.82 | 528.71 | 1,399,363.43 |
input_channels:1_num_classes:83_depth:14_arch:pyramid_base_filters:52_batch:46_input_size:42_act:swish_dropout:0.28914488415438433_dropout:False_batchnorm:True.out | 14 | [('conv2d', 52, 42, 42, 46, 520), ('batchnorm2d', 52, 42, 42, 46, 104), ('SiLU', 52, 42, 42, 46, 0), ('conv2d', 67, 42, 42, 46, 31423), ('batchnorm2d', 67, 42, 42, 46, 134), ('SiLU', 67, 42, 42, 46, 0), ('conv2d', 87, 42, 42, 46, 52548), ('batchnorm2d', 87, 42, 42, 46, 174), ('SiLU', 87, 42, 42, 46, 0), ('conv2d', 114,... | SiLU | 35,182,957 | 42,145,868 | 46 | 12,973 | 93.046875 | 0.921234 | 0.935537 | 0.232963 | 0.013453 | 14 | 14 | 0 | 1 | 1 | SUCCESSFUL | 0.46 | 16,463.4 | 160.77 | 16,624.63 |
input_channels:1_num_classes:84_depth:13_arch:gradual_base_filters:78_batch:48_input_size:108_act:prelu_dropout:0.13701861720740946_dropout:True_batchnorm:False.out | 13 | [('conv2d', 78, 108, 108, 48, 780), ('PReLU', 78, 108, 108, 48, 0), ('dropout', 78, 108, 108, 48, 0), ('conv2d', 88, 108, 108, 48, 61864), ('PReLU', 88, 108, 108, 48, 0), ('dropout', 88, 108, 108, 48, 0), ('conv2d', 100, 108, 108, 48, 79300), ('PReLU', 100, 108, 108, 48, 0), ('dropout', 100, 108, 108, 48, 0), ('conv2d'... | PReLU | 83,841,352 | 4,233,023 | 48 | 20,873 | 93.184615 | 0.938762 | 0.948857 | 0.401089 | 0.011875 | 13 | 0 | 13 | 1 | 1 | SUCCESSFUL | 1.92 | 40,938.24 | 16.15 | 40,956.31 |
input_channels:1_num_classes:432_depth:23_arch:uniform_base_filters:70_batch:22_input_size:20_act:leaky_relu_dropout:0.29383722964740144_dropout:False_batchnorm:True.out | 23 | [('conv2d', 70, 20, 20, 22, 700), ('batchnorm2d', 70, 20, 20, 22, 140), ('LeakyReLU', 70, 20, 20, 22, 0), ('conv2d', 70, 20, 20, 22, 44170), ('batchnorm2d', 70, 20, 20, 22, 140), ('LeakyReLU', 70, 20, 20, 22, 0), ('conv2d', 70, 20, 20, 22, 44170), ('batchnorm2d', 70, 20, 20, 22, 140), ('LeakyReLU', 70, 20, 20, 22, 0), ... | LeakyReLU | 1,932,934 | 1,006,332 | 22 | 1,967 | 52.921875 | 0.511651 | 0.319839 | 0.103911 | 0.006625 | 23 | 23 | 0 | 1 | 1 | SUCCESSFUL | 0 | 432.52 | 3.84 | 436.36 |
input_channels:3_num_classes:761_depth:29_arch:gradual_base_filters:42_batch:6_input_size:194_act:selu_dropout:0.4828949545589958_dropout:True_batchnorm:True.out | 29 | [('conv2d', 42, 194, 194, 6, 1176), ('batchnorm2d', 42, 194, 194, 6, 84), ('SELU', 42, 194, 194, 6, 0), ('dropout', 42, 194, 194, 6, 0), ('conv2d', 44, 194, 194, 6, 16676), ('batchnorm2d', 44, 194, 194, 6, 88), ('SELU', 44, 194, 194, 6, 0), ('dropout', 44, 194, 194, 6, 0), ('conv2d', 48, 194, 194, 6, 19056), ('batchnor... | SELU | 543,616,180 | 5,119,465 | 6 | 18,649 | 94.015625 | 0.939635 | 0.890345 | 0.393148 | 0.034745 | 29 | 29 | 29 | 1 | 1 | SUCCESSFUL | 2.58 | 31,105.92 | 19.53 | 31,128.03 |
input_channels:3_num_classes:648_depth:22_arch:gradual_base_filters:86_batch:28_input_size:194_act:tanh_dropout:0.1444872287780085_dropout:True_batchnorm:True.out | 22 | [('conv2d', 86, 194, 194, 28, 2408), ('batchnorm2d', 86, 194, 194, 28, 172), ('Tanh', 86, 194, 194, 28, 0), ('dropout', 86, 194, 194, 28, 0), ('conv2d', 92, 194, 194, 28, 71300), ('batchnorm2d', 92, 194, 194, 28, 184), ('Tanh', 92, 194, 194, 28, 0), ('dropout', 92, 194, 194, 28, 0), ('conv2d', 99, 194, 194, 28, 82071),... | Tanh | 670,825,750 | 9,287,256 | 28 | 40,073 | 5.333333 | 0.0914 | 0.314 | 0.1655 | 0.036 | 22 | 22 | 22 | 1 | 1 | OOM_CRASH | 12.04 | 179,129.72 | 35.43 | 179,177.19 |
input_channels:1_num_classes:904_depth:8_arch:gradual_base_filters:72_batch:40_input_size:54_act:tanh_dropout:0.28192167396200063_dropout:True_batchnorm:False.out | 8 | [('conv2d', 72, 54, 54, 40, 720), ('Tanh', 72, 54, 54, 40, 0), ('dropout', 72, 54, 54, 40, 0), ('conv2d', 88, 54, 54, 40, 57112), ('Tanh', 88, 54, 54, 40, 0), ('dropout', 88, 54, 54, 40, 0), ('conv2d', 109, 54, 54, 40, 86437), ('Tanh', 109, 54, 54, 40, 0), ('dropout', 109, 54, 54, 40, 0), ('conv2d', 134, 54, 54, 40, 13... | Tanh | 11,689,447 | 2,231,830 | 40 | 3,869 | -1 | -1 | -1 | -1 | -1 | 8 | 0 | 8 | 1 | 1 | SUCCESSFUL | 0.4 | 4,756.4 | 8.51 | 4,765.31 |
input_channels:1_num_classes:317_depth:25_arch:hourglass_base_filters:117_batch:28_input_size:150_act:leaky_relu_dropout:0.34254343594637515_dropout:True_batchnorm:True.out | 25 | [('conv2d', 117, 150, 150, 28, 1170), ('batchnorm2d', 117, 150, 150, 28, 234), ('LeakyReLU', 117, 150, 150, 28, 0), ('dropout', 117, 150, 150, 28, 0), ('conv2d', 148, 150, 150, 28, 155992), ('batchnorm2d', 148, 150, 150, 28, 296), ('LeakyReLU', 148, 150, 150, 28, 0), ('dropout', 148, 150, 150, 28, 0), ('conv2d', 188, 1... | LeakyReLU | 1,349,550,751 | 126,651,515 | 28 | 38,707 | 22.6 | 0.099 | 0.142 | 0.037 | 0.007 | 25 | 25 | 25 | 1 | 1 | OOM_CRASH | 2.52 | 360,368.96 | 483.14 | 360,854.62 |
input_channels:3_num_classes:957_depth:4_arch:residual_base_filters:113_batch:58_input_size:158_act:elu_dropout:0.1420242449723455_dropout:True_batchnorm:False.out | 6 | [('conv2d', 113, 158, 158, 58, 452), ('conv2d', 113, 158, 158, 58, 3164), ('ELU', 113, 158, 158, 58, 0), ('dropout', 113, 158, 158, 58, 0), ('conv2d', 113, 158, 158, 58, 115034), ('ELU', 113, 158, 158, 58, 0), ('dropout', 113, 158, 158, 58, 0), ('conv2d', 233, 79, 79, 58, 26562), ('conv2d', 233, 79, 79, 58, 237194), ('... | ELU | 29,927,742 | 1,095,178 | 58 | 11,095 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 4 | 1 | 1 | SUCCESSFUL | 16.82 | 20,810.4 | 4.18 | 20,831.4 |
input_channels:3_num_classes:487_depth:15_arch:residual_base_filters:20_batch:28_input_size:98_act:gelu_dropout:0.47088996357502466_dropout:False_batchnorm:False.out | 21 | [('conv2d', 20, 98, 98, 28, 80), ('conv2d', 20, 98, 98, 28, 560), ('GELU', 20, 98, 98, 28, 0), ('conv2d', 20, 98, 98, 28, 3620), ('GELU', 20, 98, 98, 28, 0), ('conv2d', 27, 49, 49, 28, 567), ('conv2d', 27, 49, 49, 28, 4887), ('GELU', 27, 49, 49, 28, 0), ('conv2d', 27, 49, 49, 28, 6588), ('GELU', 27, 49, 49, 28, 0), ('c... | GELU | 2,284,471 | 623,042 | 28 | 2,073 | 73.857143 | 0.692092 | 0.492712 | 0.190085 | 0.120345 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.08 | 878.36 | 2.38 | 883.82 |
input_channels:1_num_classes:167_depth:1_arch:hourglass_base_filters:26_batch:4_input_size:124_act:gelu_dropout:0.48641525429290877_dropout:True_batchnorm:False.out | 1 | [('conv2d', 26, 124, 124, 4, 260), ('GELU', 26, 124, 124, 4, 0), ('dropout', 26, 124, 124, 4, 0), ('adaptive_avg_pool2d', 0, 0, 26, 4, 0), ('linear', 0, 0, 167, 4, 4509), ('softmax', 0, 0, 167, 4, 0)] | GELU | 1,199,688 | 4,769 | 4 | 1,741 | 27.828125 | 0.253554 | 0.095145 | 0.030327 | 0.020431 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 0.24 | 48.8 | 0.02 | 49.06 |
input_channels:3_num_classes:716_depth:4_arch:gradual_base_filters:69_batch:22_input_size:72_act:gelu_dropout:0.368276367520734_dropout:False_batchnorm:False.out | 4 | [('conv2d', 69, 72, 72, 22, 1932), ('GELU', 69, 72, 72, 22, 0), ('conv2d', 105, 72, 72, 22, 65310), ('GELU', 105, 72, 72, 22, 0), ('conv2d', 161, 72, 72, 22, 152306), ('GELU', 161, 72, 72, 22, 0), ('conv2d', 246, 72, 72, 22, 356700), ('GELU', 246, 72, 72, 22, 0), ('adaptive_avg_pool2d', 0, 0, 246, 22, 0), ('linear', 0,... | GELU | 6,025,486 | 753,100 | 22 | 2,737 | 82.140625 | 0.813953 | 0.690455 | 0.311309 | 0.032655 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.32 | 1,516.9 | 2.87 | 1,521.09 |
input_channels:1_num_classes:177_depth:22_arch:uniform_base_filters:42_batch:48_input_size:186_act:tanh_dropout:0.36529890756140293_dropout:False_batchnorm:False.out | 22 | [('conv2d', 42, 186, 186, 48, 420), ('Tanh', 42, 186, 186, 48, 0), ('conv2d', 42, 186, 186, 48, 15918), ('Tanh', 42, 186, 186, 48, 0), ('conv2d', 42, 186, 186, 48, 15918), ('Tanh', 42, 186, 186, 48, 0), ('conv2d', 42, 186, 186, 48, 15918), ('Tanh', 42, 186, 186, 48, 0), ('conv2d', 42, 186, 186, 48, 15918), ('Tanh', 42,... | Tanh | 63,933,804 | 342,309 | 48 | 9,211 | 92.621212 | 0.913523 | 0.960145 | 0.457818 | 0.246364 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 6.24 | 35,119.68 | 1.31 | 35,127.23 |
input_channels:1_num_classes:886_depth:27_arch:dense_base_filters:54_batch:60_input_size:186_act:mish_dropout:0.2543435502304008_dropout:True_batchnorm:True.out | 25 | [('conv2d', 32, 186, 186, 60, 320), ('batchnorm2d', 32, 186, 186, 60, 64), ('Mish', 32, 186, 186, 60, 0), ('dropout', 32, 186, 186, 60, 0), ('conv2d', 32, 186, 186, 60, 9536), ('batchnorm2d', 32, 186, 186, 60, 64), ('Mish', 32, 186, 186, 60, 0), ('dropout', 32, 186, 186, 60, 0), ('conv2d', 32, 186, 186, 60, 18752), ('b... | Mish | 46,499,500 | 2,811,510 | 60 | 33,281 | 94.153846 | 0.922338 | 0.808386 | 0.416035 | 0.138214 | 25 | 25 | 24 | 1 | 1 | SUCCESSFUL | 7.8 | 38,278.8 | 10.73 | 38,297.33 |
input_channels:1_num_classes:698_depth:5_arch:bottleneck_base_filters:126_batch:56_input_size:42_act:mish_dropout:0.2745492233465958_dropout:True_batchnorm:False.out | 5 | [('conv2d', 252, 42, 42, 56, 2520), ('Mish', 252, 42, 42, 56, 0), ('dropout', 252, 42, 42, 56, 0), ('conv2d', 126, 42, 42, 56, 285894), ('Mish', 126, 42, 42, 56, 0), ('dropout', 126, 42, 42, 56, 0), ('conv2d', 252, 42, 42, 56, 286020), ('Mish', 252, 42, 42, 56, 0), ('dropout', 252, 42, 42, 56, 0), ('conv2d', 507, 42, 4... | Mish | 11,411,967 | 7,087,493 | 56 | 5,193 | 88.53125 | 0.881825 | 0.896444 | 0.313519 | 0.037056 | 5 | 0 | 5 | 1 | 1 | SUCCESSFUL | 0.56 | 6,500.48 | 27.04 | 6,528.08 |
input_channels:1_num_classes:564_depth:2_arch:uniform_base_filters:33_batch:34_input_size:180_act:relu_dropout:0.40978283442743146_dropout:False_batchnorm:False.out | 2 | [('conv2d', 33, 180, 180, 34, 330), ('ReLU', 33, 180, 180, 34, 0), ('conv2d', 33, 180, 180, 34, 9834), ('ReLU', 33, 180, 180, 34, 0), ('adaptive_avg_pool2d', 0, 0, 33, 34, 0), ('linear', 0, 0, 564, 34, 19176), ('softmax', 0, 0, 564, 34, 0)] | ReLU | 4,277,961 | 29,340 | 34 | 2,587 | -1 | -1 | -1 | -1 | -1 | 2 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.08 | 1,664.3 | 0.11 | 1,668.49 |
input_channels:3_num_classes:178_depth:5_arch:hourglass_base_filters:63_batch:58_input_size:62_act:tanh_dropout:0.3277009079115225_dropout:False_batchnorm:True.out | 5 | [('conv2d', 63, 62, 62, 58, 1764), ('batchnorm2d', 63, 62, 62, 58, 126), ('Tanh', 63, 62, 62, 58, 0), ('conv2d', 359, 62, 62, 58, 203912), ('batchnorm2d', 359, 62, 62, 58, 718), ('Tanh', 359, 62, 62, 58, 0), ('conv2d', 641, 62, 62, 58, 2071712), ('batchnorm2d', 641, 62, 62, 58, 1282), ('Tanh', 641, 62, 62, 58, 0), ('co... | Tanh | 15,303,383 | 3,565,234 | 58 | 6,447 | 91.68254 | 0.903317 | 0.900389 | 0.331704 | 0.019127 | 5 | 5 | 0 | 1 | 1 | SUCCESSFUL | 2.32 | 9,028.86 | 13.6 | 9,044.78 |
input_channels:3_num_classes:278_depth:11_arch:uniform_base_filters:31_batch:42_input_size:208_act:gelu_dropout:0.31693177621262303_dropout:True_batchnorm:True.out | 11 | [('conv2d', 31, 208, 208, 42, 868), ('batchnorm2d', 31, 208, 208, 42, 62), ('GELU', 31, 208, 208, 42, 0), ('dropout', 31, 208, 208, 42, 0), ('conv2d', 31, 208, 208, 42, 8680), ('batchnorm2d', 31, 208, 208, 42, 62), ('GELU', 31, 208, 208, 42, 0), ('dropout', 31, 208, 208, 42, 0), ('conv2d', 31, 208, 208, 42, 8680), ('ba... | GELU | 59,012,683 | 97,246 | 42 | 10,689 | 93.796875 | 0.915016 | 0.650491 | 0.330436 | 0.094382 | 11 | 11 | 11 | 1 | 1 | SUCCESSFUL | 21 | 23,637.18 | 0.37 | 23,658.55 |
input_channels:1_num_classes:974_depth:13_arch:dense_base_filters:120_batch:52_input_size:56_act:leaky_relu_dropout:0.38062458483774275_dropout:True_batchnorm:True.out | 13 | [('conv2d', 32, 56, 56, 52, 320), ('batchnorm2d', 32, 56, 56, 52, 64), ('LeakyReLU', 32, 56, 56, 52, 0), ('dropout', 32, 56, 56, 52, 0), ('conv2d', 32, 56, 56, 52, 9536), ('batchnorm2d', 32, 56, 56, 52, 64), ('LeakyReLU', 32, 56, 56, 52, 0), ('dropout', 32, 56, 56, 52, 0), ('conv2d', 32, 56, 56, 52, 18752), ('batchnorm... | LeakyReLU | 3,012,828 | 784,206 | 52 | 3,147 | 79.714286 | 0.777841 | 0.590268 | 0.276375 | 0.062018 | 13 | 13 | 12 | 1 | 1 | SUCCESSFUL | 0.52 | 1,873.56 | 2.99 | 1,877.07 |
input_channels:3_num_classes:590_depth:10_arch:dense_base_filters:65_batch:18_input_size:88_act:selu_dropout:0.39798957353482467_dropout:True_batchnorm:True.out | 9 | [('conv2d', 32, 88, 88, 18, 896), ('batchnorm2d', 32, 88, 88, 18, 64), ('SELU', 32, 88, 88, 18, 0), ('dropout', 32, 88, 88, 18, 0), ('conv2d', 32, 88, 88, 18, 10112), ('batchnorm2d', 32, 88, 88, 18, 64), ('SELU', 32, 88, 88, 18, 0), ('dropout', 32, 88, 88, 18, 0), ('conv2d', 32, 88, 88, 18, 19328), ('batchnorm2d', 32, ... | SELU | 6,467,613 | 312,866 | 18 | 2,629 | 84.619048 | 0.773576 | 0.602661 | 0.266696 | 0.104036 | 9 | 9 | 8 | 1 | 1 | SUCCESSFUL | 1.62 | 1,352.7 | 1.19 | 1,355.51 |
input_channels:1_num_classes:413_depth:7_arch:gradual_base_filters:21_batch:34_input_size:194_act:swish_dropout:0.15307360721492827_dropout:True_batchnorm:True.out | 7 | [('conv2d', 21, 194, 194, 34, 210), ('batchnorm2d', 21, 194, 194, 34, 42), ('SiLU', 21, 194, 194, 34, 0), ('dropout', 21, 194, 194, 34, 0), ('conv2d', 29, 194, 194, 34, 5510), ('batchnorm2d', 29, 194, 194, 34, 58), ('SiLU', 29, 194, 194, 34, 0), ('dropout', 29, 194, 194, 34, 0), ('conv2d', 40, 194, 194, 34, 10480), ('b... | SiLU | 72,111,551 | 356,103 | 34 | 14,267 | -1 | -1 | -1 | -1 | -1 | 7 | 7 | 7 | 1 | 1 | SUCCESSFUL | 4.76 | 23,382.14 | 1.36 | 23,388.26 |
input_channels:1_num_classes:89_depth:22_arch:bottleneck_base_filters:62_batch:26_input_size:118_act:swish_dropout:0.3074184858838796_dropout:False_batchnorm:True.out | 22 | [('conv2d', 124, 118, 118, 26, 1240), ('batchnorm2d', 124, 118, 118, 26, 248), ('SiLU', 124, 118, 118, 26, 0), ('conv2d', 62, 118, 118, 26, 69254), ('batchnorm2d', 62, 118, 118, 26, 124), ('SiLU', 62, 118, 118, 26, 0), ('conv2d', 73, 118, 118, 26, 40807), ('batchnorm2d', 73, 118, 118, 26, 146), ('SiLU', 73, 118, 118, 2... | SiLU | 462,459,723 | 80,880,333 | 26 | 39,697 | -1 | -1 | -1 | -1 | -1 | 22 | 22 | 0 | 1 | 1 | OOM_CRASH | 1.3 | 122,313.88 | 308.53 | 122,623.71 |
input_channels:3_num_classes:781_depth:16_arch:uniform_base_filters:27_batch:48_input_size:6_act:prelu_dropout:0.3597533569886783_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 48 | 0 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:725_depth:16_arch:gradual_base_filters:103_batch:10_input_size:70_act:mish_dropout:0.4685746222396162_dropout:False_batchnorm:False.out | 16 | [('conv2d', 103, 70, 70, 10, 2884), ('Mish', 103, 70, 70, 10, 0), ('conv2d', 113, 70, 70, 10, 104864), ('Mish', 113, 70, 70, 10, 0), ('conv2d', 124, 70, 70, 10, 126232), ('Mish', 124, 70, 70, 10, 0), ('conv2d', 136, 70, 70, 10, 151912), ('Mish', 136, 70, 70, 10, 0), ('conv2d', 149, 70, 70, 10, 182525), ('Mish', 149, 70... | Mish | 35,605,268 | 8,197,303 | 10 | 3,955 | -1 | -1 | -1 | -1 | -1 | 16 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.6 | 4,074.6 | 31.27 | 4,106.47 |
input_channels:3_num_classes:727_depth:11_arch:gradual_base_filters:122_batch:52_input_size:154_act:elu_dropout:0.14919617026685295_dropout:False_batchnorm:True.out | 11 | [('conv2d', 122, 154, 154, 52, 3416), ('batchnorm2d', 122, 154, 154, 52, 244), ('ELU', 122, 154, 154, 52, 0), ('conv2d', 138, 154, 154, 52, 151662), ('batchnorm2d', 138, 154, 154, 52, 276), ('ELU', 138, 154, 154, 52, 0), ('conv2d', 157, 154, 154, 52, 195151), ('batchnorm2d', 157, 154, 154, 52, 314), ('ELU', 157, 154, 1... | ELU | 196,156,929 | 6,555,656 | 52 | 38,651 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 0 | 1 | 1 | OOM_CRASH | 14.04 | 103,761.32 | 25.01 | 103,800.37 |
input_channels:1_num_classes:343_depth:18_arch:pyramid_base_filters:31_batch:18_input_size:212_act:prelu_dropout:0.4796426747138117_dropout:False_batchnorm:False.out | 18 | [('conv2d', 31, 212, 212, 18, 310), ('PReLU', 31, 212, 212, 18, 0), ('conv2d', 39, 212, 212, 18, 10920), ('PReLU', 39, 212, 212, 18, 0), ('conv2d', 49, 212, 212, 18, 17248), ('PReLU', 49, 212, 212, 18, 0), ('conv2d', 62, 212, 212, 18, 27404), ('PReLU', 62, 212, 212, 18, 0), ('conv2d', 78, 212, 212, 18, 43602), ('PReLU'... | PReLU | 690,971,364 | 50,923,318 | 18 | 39,739 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 0 | 1 | 1 | OOM_CRASH | 3.06 | 142,335.54 | 194.26 | 142,532.86 |
input_channels:1_num_classes:900_depth:18_arch:uniform_base_filters:76_batch:36_input_size:124_act:softplus_dropout:0.49764414932313306_dropout:True_batchnorm:True.out | 18 | [('conv2d', 76, 124, 124, 36, 760), ('batchnorm2d', 76, 124, 124, 36, 152), ('Softplus', 76, 124, 124, 36, 0), ('dropout', 76, 124, 124, 36, 0), ('conv2d', 76, 124, 124, 36, 52060), ('batchnorm2d', 76, 124, 124, 36, 152), ('Softplus', 76, 124, 124, 36, 0), ('dropout', 76, 124, 124, 36, 0), ('conv2d', 76, 124, 124, 36, ... | Softplus | 84,139,348 | 957,816 | 36 | 12,655 | 94.3125 | 0.912108 | 0.875786 | 0.356732 | 0.043929 | 18 | 18 | 18 | 1 | 1 | SUCCESSFUL | 2.16 | 28,886.76 | 3.65 | 28,892.57 |
input_channels:1_num_classes:492_depth:6_arch:dense_base_filters:66_batch:42_input_size:208_act:swish_dropout:0.2806018266733691_dropout:False_batchnorm:False.out | 4 | [('conv2d', 32, 208, 208, 42, 320), ('SiLU', 32, 208, 208, 42, 0), ('conv2d', 32, 208, 208, 42, 9536), ('SiLU', 32, 208, 208, 42, 0), ('conv2d', 32, 208, 208, 42, 18752), ('SiLU', 32, 208, 208, 42, 0), ('conv2d', 32, 208, 208, 42, 27968), ('SiLU', 32, 208, 208, 42, 0), ('adaptive_avg_pool2d', 0, 0, 129, 42, 0), ('linea... | SiLU | 11,076,697 | 120,536 | 42 | 8,457 | 89.615385 | 0.87475 | 0.830702 | 0.455316 | 0.15234 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 7.14 | 7,112.28 | 0.46 | 7,119.88 |
input_channels:1_num_classes:161_depth:6_arch:hourglass_base_filters:79_batch:54_input_size:54_act:gelu_dropout:0.47199804962877234_dropout:False_batchnorm:False.out | 6 | [('conv2d', 79, 54, 54, 54, 790), ('GELU', 79, 54, 54, 54, 0), ('conv2d', 233, 54, 54, 54, 165896), ('GELU', 233, 54, 54, 54, 0), ('conv2d', 691, 54, 54, 54, 1449718), ('GELU', 691, 54, 54, 54, 0), ('conv2d', 691, 54, 54, 54, 4298020), ('GELU', 691, 54, 54, 54, 0), ('conv2d', 233, 54, 54, 54, 1449260), ('GELU', 233, 54... | GELU | 11,699,393 | 7,542,306 | 54 | 7,163 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.54 | 7,230.06 | 28.77 | 7,259.37 |
input_channels:3_num_classes:311_depth:3_arch:uniform_base_filters:76_batch:2_input_size:76_act:prelu_dropout:0.4996195763439496_dropout:True_batchnorm:True.out | 3 | [('conv2d', 76, 76, 76, 2, 2128), ('batchnorm2d', 76, 76, 76, 2, 152), ('PReLU', 76, 76, 76, 2, 0), ('dropout', 76, 76, 76, 2, 0), ('conv2d', 76, 76, 76, 2, 52060), ('batchnorm2d', 76, 76, 76, 2, 152), ('PReLU', 76, 76, 76, 2, 0), ('dropout', 76, 76, 76, 2, 0), ('conv2d', 76, 76, 76, 2, 52060), ('batchnorm2d', 76, 76, ... | PReLU | 5,268,410 | 130,651 | 2 | 1,785 | 37.375 | 0.355516 | 0.186327 | 0.047709 | 0.006709 | 3 | 3 | 3 | 1 | 1 | SUCCESSFUL | 0.14 | 100.48 | 0.5 | 101.12 |
input_channels:3_num_classes:445_depth:11_arch:residual_base_filters:116_batch:54_input_size:6_act:softplus_dropout:0.1657965531812211_dropout:False_batchnorm:False.out | 0 | [] | null | 0 | 0 | 54 | 0 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:468_depth:14_arch:dense_base_filters:126_batch:54_input_size:182_act:relu_dropout:0.25062656866855676_dropout:False_batchnorm:False.out | 13 | [('conv2d', 32, 182, 182, 54, 896), ('ReLU', 32, 182, 182, 54, 0), ('conv2d', 32, 182, 182, 54, 10112), ('ReLU', 32, 182, 182, 54, 0), ('conv2d', 32, 182, 182, 54, 19328), ('ReLU', 32, 182, 182, 54, 0), ('conv2d', 32, 182, 182, 54, 28544), ('ReLU', 32, 182, 182, 54, 0), ('conv2d', 65, 182, 182, 54, 8580), ('ReLU', 65, ... | ReLU | 17,026,993 | 626,220 | 54 | 15,307 | 91.539683 | 0.886954 | 0.921981 | 0.482907 | 0.14375 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 20.52 | 14,507.1 | 2.39 | 14,530.01 |
input_channels:3_num_classes:755_depth:27_arch:uniform_base_filters:106_batch:6_input_size:78_act:relu_dropout:0.14882728913832716_dropout:False_batchnorm:False.out | 27 | [('conv2d', 106, 78, 78, 6, 2968), ('ReLU', 106, 78, 78, 6, 0), ('conv2d', 106, 78, 78, 6, 101230), ('ReLU', 106, 78, 78, 6, 0), ('conv2d', 106, 78, 78, 6, 101230), ('ReLU', 106, 78, 78, 6, 0), ('conv2d', 106, 78, 78, 6, 101230), ('ReLU', 106, 78, 78, 6, 0), ('conv2d', 106, 78, 78, 6, 101230), ('ReLU', 106, 78, 78, 6, ... | ReLU | 34,826,432 | 2,715,733 | 6 | 2,445 | 91.369231 | 0.908662 | 0.69161 | 0.293712 | 0.009897 | 27 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.42 | 2,391.3 | 10.36 | 2,402.08 |
input_channels:1_num_classes:529_depth:9_arch:dense_base_filters:16_batch:34_input_size:150_act:gelu_dropout:0.13485540878843016_dropout:False_batchnorm:False.out | 9 | [('conv2d', 32, 150, 150, 34, 320), ('GELU', 32, 150, 150, 34, 0), ('conv2d', 32, 150, 150, 34, 9536), ('GELU', 32, 150, 150, 34, 0), ('conv2d', 32, 150, 150, 34, 18752), ('GELU', 32, 150, 150, 34, 0), ('conv2d', 32, 150, 150, 34, 27968), ('GELU', 32, 150, 150, 34, 0), ('conv2d', 64, 150, 150, 34, 8320), ('ReLU', 64, 1... | GELU | 10,081,250 | 296,145 | 34 | 5,677 | 89.125 | 0.882095 | 0.828182 | 0.427909 | 0.141385 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.06 | 5,142.16 | 1.13 | 5,146.35 |
input_channels:1_num_classes:153_depth:27_arch:dense_base_filters:74_batch:38_input_size:172_act:swish_dropout:0.262466392909116_dropout:False_batchnorm:False.out | 25 | [('conv2d', 32, 172, 172, 38, 320), ('SiLU', 32, 172, 172, 38, 0), ('conv2d', 32, 172, 172, 38, 9536), ('SiLU', 32, 172, 172, 38, 0), ('conv2d', 32, 172, 172, 38, 18752), ('SiLU', 32, 172, 172, 38, 0), ('conv2d', 32, 172, 172, 38, 27968), ('SiLU', 32, 172, 172, 38, 0), ('conv2d', 64, 172, 172, 38, 8320), ('ReLU', 64, 1... | SiLU | 20,828,146 | 2,293,081 | 38 | 18,419 | -1 | -1 | -1 | -1 | -1 | 25 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.18 | 15,241.42 | 8.75 | 15,254.35 |
input_channels:3_num_classes:988_depth:28_arch:residual_base_filters:91_batch:42_input_size:16_act:relu_dropout:0.49167945243843203_dropout:False_batchnorm:True.out | 12 | [('conv2d', 91, 16, 16, 42, 364), ('batchnorm2d', 91, 16, 16, 42, 182), ('conv2d', 91, 16, 16, 42, 2548), ('batchnorm2d', 91, 16, 16, 42, 182), ('ReLU', 91, 16, 16, 42, 0), ('conv2d', 91, 16, 16, 42, 74620), ('batchnorm2d', 91, 16, 16, 42, 182), ('ReLU', 91, 16, 16, 42, 0), ('conv2d', 101, 8, 8, 42, 9292), ('batchnorm2... | ReLU | 314,295 | 909,052 | 42 | 1,825 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 0 | 138.18 | 3.47 | 141.65 |
input_channels:3_num_classes:264_depth:28_arch:gradual_base_filters:105_batch:42_input_size:210_act:relu_dropout:0.4773197264452811_dropout:True_batchnorm:False.out | 28 | [('conv2d', 105, 210, 210, 42, 2940), ('ReLU', 105, 210, 210, 42, 0), ('dropout', 105, 210, 210, 42, 0), ('conv2d', 110, 210, 210, 42, 104060), ('ReLU', 110, 210, 210, 42, 0), ('dropout', 110, 210, 210, 42, 0), ('conv2d', 116, 210, 210, 42, 114956), ('ReLU', 116, 210, 210, 42, 0), ('dropout', 116, 210, 210, 42, 0), ('c... | ReLU | 869,344,267 | 15,534,169 | 42 | 40,117 | 27.8 | 0.049333 | 0 | 0 | 0.1 | 28 | 0 | 28 | 1 | 1 | OOM_CRASH | 21 | 371,423.64 | 59.26 | 371,503.9 |
input_channels:3_num_classes:10_depth:15_arch:uniform_base_filters:93_batch:16_input_size:100_act:swish_dropout:0.1634413308162786_dropout:True_batchnorm:True.out | 15 | [('conv2d', 93, 100, 100, 16, 2604), ('batchnorm2d', 93, 100, 100, 16, 186), ('SiLU', 93, 100, 100, 16, 0), ('dropout', 93, 100, 100, 16, 0), ('conv2d', 93, 100, 100, 16, 77934), ('batchnorm2d', 93, 100, 100, 16, 186), ('SiLU', 93, 100, 100, 16, 0), ('dropout', 93, 100, 100, 16, 0), ('conv2d', 93, 100, 100, 16, 77934),... | SiLU | 55,800,113 | 1,097,410 | 16 | 5,083 | 90.446154 | 0.880818 | 0.857965 | 0.423579 | 0.035966 | 15 | 15 | 15 | 1 | 1 | SUCCESSFUL | 1.76 | 8,514.4 | 4.19 | 8,520.35 |
input_channels:1_num_classes:656_depth:9_arch:hourglass_base_filters:24_batch:62_input_size:182_act:leaky_relu_dropout:0.11248677088782913_dropout:True_batchnorm:True.out | 9 | [('conv2d', 24, 182, 182, 62, 240), ('batchnorm2d', 24, 182, 182, 62, 48), ('LeakyReLU', 24, 182, 182, 62, 0), ('dropout', 24, 182, 182, 62, 0), ('conv2d', 72, 182, 182, 62, 15624), ('batchnorm2d', 72, 182, 182, 62, 144), ('LeakyReLU', 72, 182, 182, 62, 0), ('dropout', 72, 182, 182, 62, 0), ('conv2d', 221, 182, 182, 62... | LeakyReLU | 317,991,736 | 9,753,977 | 62 | 36,879 | 21.857143 | 0.207167 | 0.334 | 0.095333 | 0.942 | 9 | 9 | 9 | 1 | 1 | OOM_CRASH | 8.06 | 188,021.2 | 37.21 | 188,066.47 |
input_channels:3_num_classes:133_depth:24_arch:pyramid_base_filters:112_batch:10_input_size:202_act:prelu_dropout:0.42490995354717553_dropout:True_batchnorm:True.out | 24 | [('conv2d', 112, 202, 202, 10, 3136), ('batchnorm2d', 112, 202, 202, 10, 224), ('PReLU', 112, 202, 202, 10, 0), ('dropout', 112, 202, 202, 10, 0), ('conv2d', 126, 202, 202, 10, 127134), ('batchnorm2d', 126, 202, 202, 10, 252), ('PReLU', 126, 202, 202, 10, 0), ('dropout', 126, 202, 202, 10, 0), ('conv2d', 142, 202, 202,... | PReLU | 2,452,975,344 | 121,748,709 | 10 | 39,347 | 47 | 0.157 | 0.027 | 0.02 | 0.009667 | 24 | 24 | 24 | 1 | 1 | OOM_CRASH | 4.7 | 233,933.9 | 464.43 | 234,403.03 |
input_channels:3_num_classes:96_depth:5_arch:pyramid_base_filters:122_batch:52_input_size:16_act:leaky_relu_dropout:0.30365081558041085_dropout:False_batchnorm:False.out | 5 | [('conv2d', 122, 16, 16, 52, 3416), ('LeakyReLU', 122, 16, 16, 52, 0), ('conv2d', 214, 16, 16, 52, 235186), ('LeakyReLU', 214, 16, 16, 52, 0), ('conv2d', 377, 16, 16, 52, 726479), ('LeakyReLU', 377, 16, 16, 52, 0), ('conv2d', 662, 16, 16, 52, 2246828), ('LeakyReLU', 662, 16, 16, 52, 0), ('conv2d', 1165, 16, 16, 52, 694... | LeakyReLU | 1,301,837 | 10,266,080 | 52 | 2,469 | 77.774194 | 0.739429 | 0.704211 | 0.228702 | 0.007339 | 5 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 774.28 | 39.16 | 813.44 |
input_channels:1_num_classes:134_depth:7_arch:residual_base_filters:73_batch:8_input_size:178_act:gelu_dropout:0.38841191592526725_dropout:True_batchnorm:False.out | 9 | [('conv2d', 73, 178, 178, 8, 146), ('conv2d', 73, 178, 178, 8, 730), ('GELU', 73, 178, 178, 8, 0), ('dropout', 73, 178, 178, 8, 0), ('conv2d', 73, 178, 178, 8, 48034), ('GELU', 73, 178, 178, 8, 0), ('dropout', 73, 178, 178, 8, 0), ('conv2d', 117, 89, 89, 8, 8658), ('conv2d', 117, 89, 89, 8, 76986), ('GELU', 117, 89, 89... | GELU | 33,157,763 | 826,518 | 8 | 3,195 | 90.5625 | 0.890032 | 0.8668 | 0.443127 | 0.056745 | 9 | 0 | 6 | 1 | 1 | SUCCESSFUL | 0.96 | 3,180.24 | 3.15 | 3,184.35 |
input_channels:1_num_classes:986_depth:15_arch:uniform_base_filters:60_batch:28_input_size:30_act:selu_dropout:0.4868991090924162_dropout:False_batchnorm:True.out | 15 | [('conv2d', 60, 30, 30, 28, 600), ('batchnorm2d', 60, 30, 30, 28, 120), ('SELU', 60, 30, 30, 28, 0), ('conv2d', 60, 30, 30, 28, 32460), ('batchnorm2d', 60, 30, 30, 28, 120), ('SELU', 60, 30, 30, 28, 0), ('conv2d', 60, 30, 30, 28, 32460), ('batchnorm2d', 60, 30, 30, 28, 120), ('SELU', 60, 30, 30, 28, 0), ('conv2d', 60, ... | SELU | 2,432,032 | 516,986 | 28 | 2,069 | 52.459016 | 0.494719 | 0.342804 | 0.107549 | 0.019492 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 0 | 692.44 | 1.97 | 694.41 |
input_channels:1_num_classes:809_depth:23_arch:hourglass_base_filters:113_batch:56_input_size:210_act:swish_dropout:0.2760358557430137_dropout:False_batchnorm:True.out | 23 | [('conv2d', 113, 210, 210, 56, 1130), ('batchnorm2d', 113, 210, 210, 56, 226), ('SiLU', 113, 210, 210, 56, 0), ('conv2d', 147, 210, 210, 56, 149646), ('batchnorm2d', 147, 210, 210, 56, 294), ('SiLU', 147, 210, 210, 56, 0), ('conv2d', 191, 210, 210, 56, 252884), ('batchnorm2d', 191, 210, 210, 56, 382), ('SiLU', 191, 210... | SiLU | 1,785,787,131 | 111,944,940 | 56 | 39,763 | 29.857143 | 0.232333 | 0.629 | 0.264 | 0.0115 | 23 | 23 | 0 | 1 | 1 | OOM_CRASH | 9.52 | 1,017,293.76 | 427.04 | 1,017,730.32 |
input_channels:3_num_classes:278_depth:28_arch:uniform_base_filters:102_batch:34_input_size:44_act:prelu_dropout:0.48018482456282396_dropout:True_batchnorm:False.out | 28 | [('conv2d', 102, 44, 44, 34, 2856), ('PReLU', 102, 44, 44, 34, 0), ('dropout', 102, 44, 44, 34, 0), ('conv2d', 102, 44, 44, 34, 93738), ('PReLU', 102, 44, 44, 34, 0), ('dropout', 102, 44, 44, 34, 0), ('conv2d', 102, 44, 44, 34, 93738), ('PReLU', 102, 44, 44, 34, 0), ('dropout', 102, 44, 44, 34, 0), ('conv2d', 102, 44, ... | PReLU | 16,588,306 | 2,562,416 | 34 | 3,613 | 88.921875 | 0.872031 | 0.837107 | 0.440054 | 0.014509 | 28 | 0 | 28 | 1 | 1 | SUCCESSFUL | 0.68 | 5,737.16 | 9.77 | 5,747.61 |
input_channels:3_num_classes:811_depth:11_arch:hourglass_base_filters:119_batch:52_input_size:220_act:softplus_dropout:0.2911008069372293_dropout:False_batchnorm:True.out | 11 | [('conv2d', 119, 220, 220, 52, 3332), ('batchnorm2d', 119, 220, 220, 52, 238), ('Softplus', 119, 220, 220, 52, 0), ('conv2d', 210, 220, 220, 52, 225120), ('batchnorm2d', 210, 220, 220, 52, 420), ('Softplus', 210, 220, 220, 52, 0), ('conv2d', 371, 220, 220, 52, 701561), ('batchnorm2d', 371, 220, 220, 52, 742), ('Softplu... | Softplus | 826,480,141 | 38,071,455 | 52 | 38,571 | 43 | 0.169167 | 0.001 | 0.001 | 0.01 | 11 | 11 | 0 | 1 | 1 | OOM_CRASH | 28.6 | 437,184.28 | 145.23 | 437,358.11 |
input_channels:1_num_classes:6_depth:4_arch:gradual_base_filters:92_batch:58_input_size:214_act:softplus_dropout:0.45313338677782167_dropout:False_batchnorm:True.out | 4 | [('conv2d', 92, 214, 214, 58, 920), ('batchnorm2d', 92, 214, 214, 58, 184), ('Softplus', 92, 214, 214, 58, 0), ('conv2d', 135, 214, 214, 58, 111915), ('batchnorm2d', 135, 214, 214, 58, 270), ('Softplus', 135, 214, 214, 58, 0), ('conv2d', 199, 214, 214, 58, 241984), ('batchnorm2d', 199, 214, 214, 58, 398), ('Softplus', ... | Softplus | 98,919,666 | 884,877 | 58 | 36,991 | 94.515625 | 0.902121 | 0.931946 | 0.406273 | 0.044828 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 9.86 | 58,363.08 | 3.38 | 58,376.32 |
input_channels:3_num_classes:784_depth:21_arch:gradual_base_filters:96_batch:2_input_size:16_act:mish_dropout:0.12932722817685494_dropout:False_batchnorm:False.out | 21 | [('conv2d', 96, 16, 16, 2, 2688), ('Mish', 96, 16, 16, 2, 0), ('conv2d', 103, 16, 16, 2, 89095), ('Mish', 103, 16, 16, 2, 0), ('conv2d', 111, 16, 16, 2, 103008), ('Mish', 111, 16, 16, 2, 0), ('conv2d', 119, 16, 16, 2, 119000), ('Mish', 119, 16, 16, 2, 0), ('conv2d', 128, 16, 16, 2, 137216), ('Mish', 128, 16, 16, 2, 0),... | Mish | 2,350,524 | 10,215,086 | 2 | 1,911 | 63.078125 | 0.599061 | 0.349464 | 0.139679 | 0.010759 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 53.78 | 38.97 | 92.75 |
input_channels:1_num_classes:488_depth:4_arch:pyramid_base_filters:113_batch:6_input_size:18_act:mish_dropout:0.41887709205635515_dropout:True_batchnorm:False.out | 4 | [('conv2d', 113, 18, 18, 6, 1130), ('Mish', 113, 18, 18, 6, 0), ('dropout', 113, 18, 18, 6, 0), ('conv2d', 233, 18, 18, 6, 237194), ('Mish', 233, 18, 18, 6, 0), ('dropout', 233, 18, 18, 6, 0), ('conv2d', 481, 18, 18, 6, 1009138), ('Mish', 481, 18, 18, 6, 0), ('dropout', 481, 18, 18, 6, 0), ('conv2d', 992, 18, 18, 6, 42... | Mish | 1,770,036 | 6,027,406 | 6 | 1,945 | 71.609375 | 0.697547 | 0.4536 | 0.143627 | 0.018214 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 0 | 108 | 22.99 | 130.99 |
input_channels:3_num_classes:147_depth:29_arch:pyramid_base_filters:100_batch:30_input_size:114_act:mish_dropout:0.47809746447217183_dropout:False_batchnorm:False.out | 29 | [('conv2d', 100, 114, 114, 30, 2800), ('Mish', 100, 114, 114, 30, 0), ('conv2d', 110, 114, 114, 30, 99110), ('Mish', 110, 114, 114, 30, 0), ('conv2d', 123, 114, 114, 30, 121893), ('Mish', 123, 114, 114, 30, 0), ('conv2d', 136, 114, 114, 30, 150688), ('Mish', 136, 114, 114, 30, 0), ('conv2d', 151, 114, 114, 30, 184975),... | Mish | 461,126,211 | 146,679,953 | 30 | 39,573 | -1 | -1 | -1 | -1 | -1 | 29 | 0 | 0 | 1 | 1 | OOM_CRASH | 4.5 | 158,314.8 | 559.54 | 158,878.84 |
input_channels:1_num_classes:436_depth:26_arch:residual_base_filters:115_batch:32_input_size:208_act:relu_dropout:0.42533898126273517_dropout:True_batchnorm:True.out | 30 | [('conv2d', 115, 208, 208, 32, 230), ('batchnorm2d', 115, 208, 208, 32, 230), ('conv2d', 115, 208, 208, 32, 1150), ('batchnorm2d', 115, 208, 208, 32, 230), ('ReLU', 115, 208, 208, 32, 0), ('dropout', 115, 208, 208, 32, 0), ('conv2d', 115, 208, 208, 32, 119140), ('batchnorm2d', 115, 208, 208, 32, 230), ('ReLU', 115, 208... | ReLU | 92,135,203 | 7,817,472 | 32 | 14,347 | 93.828125 | 0.931841 | 0.908019 | 0.456135 | 0.030926 | 30 | 30 | 20 | 1 | 1 | SUCCESSFUL | 5.44 | 29,241.92 | 29.82 | 29,277.18 |
input_channels:1_num_classes:18_depth:9_arch:residual_base_filters:120_batch:22_input_size:206_act:mish_dropout:0.17243812575151335_dropout:True_batchnorm:True.out | 12 | [('conv2d', 120, 206, 206, 22, 240), ('batchnorm2d', 120, 206, 206, 22, 240), ('conv2d', 120, 206, 206, 22, 1200), ('batchnorm2d', 120, 206, 206, 22, 240), ('Mish', 120, 206, 206, 22, 0), ('dropout', 120, 206, 206, 22, 0), ('conv2d', 120, 206, 206, 22, 129720), ('batchnorm2d', 120, 206, 206, 22, 240), ('Mish', 120, 206... | Mish | 100,520,874 | 2,953,980 | 22 | 13,539 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 8 | 1 | 1 | SUCCESSFUL | 3.52 | 21,933.78 | 11.27 | 21,948.57 |
input_channels:1_num_classes:20_depth:27_arch:pyramid_base_filters:66_batch:56_input_size:78_act:leaky_relu_dropout:0.21110525189138707_dropout:True_batchnorm:True.out | 27 | [('conv2d', 66, 78, 78, 56, 660), ('batchnorm2d', 66, 78, 78, 56, 132), ('LeakyReLU', 66, 78, 78, 56, 0), ('dropout', 66, 78, 78, 56, 0), ('conv2d', 74, 78, 78, 56, 44030), ('batchnorm2d', 74, 78, 78, 56, 148), ('LeakyReLU', 74, 78, 78, 56, 0), ('dropout', 74, 78, 78, 56, 0), ('conv2d', 85, 78, 78, 56, 56695), ('batchn... | LeakyReLU | 355,161,427 | 114,520,460 | 56 | 40,155 | 27.333333 | 0.163 | 0.198 | 0.055 | 0.0095 | 27 | 27 | 27 | 1 | 1 | OOM_CRASH | 1.12 | 189,676.48 | 436.86 | 190,114.46 |
input_channels:1_num_classes:277_depth:27_arch:bottleneck_base_filters:104_batch:12_input_size:36_act:tanh_dropout:0.26115809048712635_dropout:True_batchnorm:False.out | 27 | [('conv2d', 208, 36, 36, 12, 2080), ('Tanh', 208, 36, 36, 12, 0), ('dropout', 208, 36, 36, 12, 0), ('conv2d', 104, 36, 36, 12, 194792), ('Tanh', 104, 36, 36, 12, 0), ('dropout', 104, 36, 36, 12, 0), ('conv2d', 116, 36, 36, 12, 108692), ('Tanh', 116, 36, 36, 12, 0), ('dropout', 116, 36, 36, 12, 0), ('conv2d', 130, 36, 3... | Tanh | 62,991,868 | 130,802,905 | 12 | 6,147 | 93.96875 | 0.905769 | 0.933519 | 0.246056 | 0.006857 | 27 | 0 | 27 | 1 | 1 | SUCCESSFUL | 0 | 7,689.36 | 498.97 | 8,188.33 |
input_channels:3_num_classes:319_depth:20_arch:hourglass_base_filters:42_batch:44_input_size:192_act:tanh_dropout:0.4938783517530353_dropout:False_batchnorm:False.out | 20 | [('conv2d', 42, 192, 192, 44, 1176), ('Tanh', 42, 192, 192, 44, 0), ('conv2d', 61, 192, 192, 44, 23119), ('Tanh', 61, 192, 192, 44, 0), ('conv2d', 91, 192, 192, 44, 50050), ('Tanh', 91, 192, 192, 44, 0), ('conv2d', 134, 192, 192, 44, 109880), ('Tanh', 134, 192, 192, 44, 0), ('conv2d', 198, 192, 192, 44, 238986), ('Tanh... | Tanh | 621,970,088 | 60,805,381 | 44 | 37,907 | -1 | -1 | -1 | -1 | -1 | 20 | 0 | 0 | 1 | 1 | OOM_CRASH | 18.48 | 313,186.72 | 231.95 | 313,437.15 |
input_channels:1_num_classes:827_depth:6_arch:gradual_base_filters:116_batch:50_input_size:30_act:swish_dropout:0.1982210181536922_dropout:True_batchnorm:True.out | 6 | [('conv2d', 116, 30, 30, 50, 1160), ('batchnorm2d', 116, 30, 30, 50, 232), ('SiLU', 116, 30, 30, 50, 0), ('dropout', 116, 30, 30, 50, 0), ('conv2d', 147, 30, 30, 50, 153615), ('batchnorm2d', 147, 30, 30, 50, 294), ('SiLU', 147, 30, 30, 50, 0), ('dropout', 147, 30, 30, 50, 0), ('conv2d', 187, 30, 30, 50, 247588), ('batc... | SiLU | 4,941,237 | 2,807,628 | 50 | 3,055 | 81.783333 | 0.772063 | 0.694821 | 0.298768 | 0.023571 | 6 | 6 | 6 | 1 | 1 | SUCCESSFUL | 0 | 2,356 | 10.71 | 2,366.71 |
input_channels:3_num_classes:704_depth:15_arch:uniform_base_filters:23_batch:26_input_size:38_act:tanh_dropout:0.34959088985444564_dropout:True_batchnorm:True.out | 15 | [('conv2d', 23, 38, 38, 26, 644), ('batchnorm2d', 23, 38, 38, 26, 46), ('Tanh', 23, 38, 38, 26, 0), ('dropout', 23, 38, 38, 26, 0), ('conv2d', 23, 38, 38, 26, 4784), ('batchnorm2d', 23, 38, 38, 26, 46), ('Tanh', 23, 38, 38, 26, 0), ('dropout', 23, 38, 38, 26, 0), ('conv2d', 23, 38, 38, 26, 4784), ('batchnorm2d', 23, 38... | Tanh | 1,994,151 | 85,206 | 26 | 1,917 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 15 | 1 | 1 | SUCCESSFUL | 0.52 | 494.26 | 0.33 | 495.11 |
input_channels:3_num_classes:105_depth:24_arch:residual_base_filters:20_batch:12_input_size:196_act:gelu_dropout:0.3479600683013867_dropout:True_batchnorm:False.out | 30 | [('conv2d', 20, 196, 196, 12, 80), ('conv2d', 20, 196, 196, 12, 560), ('GELU', 20, 196, 196, 12, 0), ('dropout', 20, 196, 196, 12, 0), ('conv2d', 20, 196, 196, 12, 3620), ('GELU', 20, 196, 196, 12, 0), ('dropout', 20, 196, 196, 12, 0), ('conv2d', 24, 98, 98, 12, 504), ('conv2d', 24, 98, 98, 12, 4344), ('GELU', 24, 98, ... | GELU | 10,995,587 | 681,706 | 12 | 2,185 | -1 | -1 | -1 | -1 | -1 | 30 | 0 | 20 | 1 | 1 | SUCCESSFUL | 5.28 | 1,581.96 | 2.6 | 1,589.84 |
input_channels:1_num_classes:528_depth:15_arch:gradual_base_filters:32_batch:38_input_size:194_act:mish_dropout:0.261367630502634_dropout:False_batchnorm:False.out | 15 | [('conv2d', 32, 194, 194, 38, 320), ('Mish', 32, 194, 194, 38, 0), ('conv2d', 36, 194, 194, 38, 10404), ('Mish', 36, 194, 194, 38, 0), ('conv2d', 42, 194, 194, 38, 13650), ('Mish', 42, 194, 194, 38, 0), ('conv2d', 48, 194, 194, 38, 18192), ('Mish', 48, 194, 194, 38, 0), ('conv2d', 55, 194, 194, 38, 23815), ('Mish', 55,... | Mish | 112,984,550 | 1,684,984 | 38 | 29,891 | 91.830769 | 0.924154 | 0.94525 | 0.412107 | 0.072917 | 15 | 0 | 0 | 1 | 1 | SUCCESSFUL | 5.32 | 49,134 | 6.43 | 49,145.75 |
input_channels:1_num_classes:550_depth:26_arch:gradual_base_filters:124_batch:24_input_size:164_act:relu_dropout:0.32554555872258223_dropout:False_batchnorm:False.out | 26 | [('conv2d', 124, 164, 164, 24, 1240), ('ReLU', 124, 164, 164, 24, 0), ('conv2d', 130, 164, 164, 24, 145210), ('ReLU', 130, 164, 164, 24, 0), ('conv2d', 138, 164, 164, 24, 161598), ('ReLU', 138, 164, 164, 24, 0), ('conv2d', 145, 164, 164, 24, 180235), ('ReLU', 145, 164, 164, 24, 0), ('conv2d', 153, 164, 164, 24, 199818)... | ReLU | 368,046,441 | 17,936,049 | 24 | 36,859 | 91.292308 | 0.936094 | 0.954852 | 0.328093 | 0.005358 | 26 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.4 | 101,086.8 | 68.42 | 101,157.62 |
input_channels:1_num_classes:590_depth:5_arch:uniform_base_filters:47_batch:40_input_size:142_act:selu_dropout:0.20120232463399215_dropout:True_batchnorm:True.out | 5 | [('conv2d', 47, 142, 142, 40, 470), ('batchnorm2d', 47, 142, 142, 40, 94), ('SELU', 47, 142, 142, 40, 0), ('dropout', 47, 142, 142, 40, 0), ('conv2d', 47, 142, 142, 40, 19928), ('batchnorm2d', 47, 142, 142, 40, 94), ('SELU', 47, 142, 142, 40, 0), ('dropout', 47, 142, 142, 40, 0), ('conv2d', 47, 142, 142, 40, 19928), ('... | SELU | 18,955,387 | 108,972 | 40 | 5,005 | -1 | -1 | -1 | -1 | -1 | 5 | 5 | 5 | 1 | 1 | SUCCESSFUL | 3.2 | 7,230.8 | 0.42 | 7,234.42 |
input_channels:3_num_classes:711_depth:12_arch:pyramid_base_filters:108_batch:10_input_size:198_act:gelu_dropout:0.42541089454737213_dropout:False_batchnorm:True.out | 12 | [('conv2d', 108, 198, 198, 10, 3024), ('batchnorm2d', 108, 198, 198, 10, 216), ('GELU', 108, 198, 198, 10, 0), ('conv2d', 138, 198, 198, 10, 134274), ('batchnorm2d', 138, 198, 198, 10, 276), ('GELU', 138, 198, 198, 10, 0), ('conv2d', 176, 198, 198, 10, 218768), ('batchnorm2d', 176, 198, 198, 10, 352), ('GELU', 176, 198... | GELU | 820,464,336 | 47,564,445 | 10 | 38,417 | 33.142857 | 0.109 | 0.001 | 0 | 0.003 | 12 | 12 | 0 | 1 | 1 | OOM_CRASH | 4.5 | 83,461.9 | 181.44 | 83,647.84 |
input_channels:3_num_classes:10_depth:12_arch:gradual_base_filters:94_batch:26_input_size:46_act:relu_dropout:0.22705948392912126_dropout:False_batchnorm:True.out | 12 | [('conv2d', 94, 46, 46, 26, 2632), ('batchnorm2d', 94, 46, 46, 26, 188), ('ReLU', 94, 46, 46, 26, 0), ('conv2d', 106, 46, 46, 26, 89782), ('batchnorm2d', 106, 46, 46, 26, 212), ('ReLU', 106, 46, 46, 26, 0), ('conv2d', 121, 46, 46, 26, 115555), ('batchnorm2d', 121, 46, 46, 26, 242), ('ReLU', 121, 46, 46, 26, 0), ('conv2... | ReLU | 15,940,233 | 4,890,104 | 26 | 3,611 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 0.52 | 4,215.9 | 18.65 | 4,235.07 |
input_channels:1_num_classes:560_depth:3_arch:bottleneck_base_filters:119_batch:6_input_size:66_act:swish_dropout:0.22908935906053043_dropout:True_batchnorm:True.out | 3 | [('conv2d', 238, 66, 66, 6, 2380), ('batchnorm2d', 238, 66, 66, 6, 476), ('SiLU', 238, 66, 66, 6, 0), ('dropout', 238, 66, 66, 6, 0), ('conv2d', 119, 66, 66, 6, 255017), ('batchnorm2d', 119, 66, 66, 6, 238), ('SiLU', 119, 66, 66, 6, 0), ('dropout', 119, 66, 66, 6, 0), ('conv2d', 493, 66, 66, 6, 528496), ('batchnorm2d',... | SiLU | 14,812,013 | 1,064,233 | 6 | 2,251 | 85.190476 | 0.819672 | 0.744218 | 0.368636 | 0.034 | 3 | 3 | 3 | 1 | 1 | SUCCESSFUL | 0.12 | 847.56 | 4.06 | 851.74 |
input_channels:3_num_classes:800_depth:29_arch:pyramid_base_filters:26_batch:6_input_size:92_act:prelu_dropout:0.14720633868612643_dropout:True_batchnorm:False.out | 29 | [('conv2d', 26, 92, 92, 6, 728), ('PReLU', 26, 92, 92, 6, 0), ('dropout', 26, 92, 92, 6, 0), ('conv2d', 30, 92, 92, 6, 7050), ('PReLU', 30, 92, 92, 6, 0), ('dropout', 30, 92, 92, 6, 0), ('conv2d', 35, 92, 92, 6, 9485), ('PReLU', 35, 92, 92, 6, 0), ('dropout', 35, 92, 92, 6, 0), ('conv2d', 40, 92, 92, 6, 12640), ('PReLU... | PReLU | 315,651,313 | 93,705,106 | 6 | 11,231 | 93.936508 | 0.926734 | 0.939362 | 0.242121 | 0.006368 | 29 | 0 | 29 | 1 | 1 | SUCCESSFUL | 0.6 | 19,265.76 | 357.46 | 19,623.82 |
input_channels:1_num_classes:40_depth:23_arch:residual_base_filters:118_batch:30_input_size:80_act:relu_dropout:0.1896812505587463_dropout:True_batchnorm:True.out | 24 | [('conv2d', 118, 80, 80, 30, 236), ('batchnorm2d', 118, 80, 80, 30, 236), ('conv2d', 118, 80, 80, 30, 1180), ('batchnorm2d', 118, 80, 80, 30, 236), ('ReLU', 118, 80, 80, 30, 0), ('dropout', 118, 80, 80, 30, 0), ('conv2d', 118, 80, 80, 30, 125434), ('batchnorm2d', 118, 80, 80, 30, 236), ('ReLU', 118, 80, 80, 30, 0), ('d... | ReLU | 14,089,611 | 5,418,736 | 30 | 3,763 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 16 | 1 | 1 | SUCCESSFUL | 0.6 | 4,192.2 | 20.67 | 4,213.47 |
input_channels:3_num_classes:206_depth:15_arch:gradual_base_filters:84_batch:40_input_size:180_act:tanh_dropout:0.24401401980736015_dropout:True_batchnorm:True.out | 15 | [('conv2d', 84, 180, 180, 40, 2352), ('batchnorm2d', 84, 180, 180, 40, 168), ('Tanh', 84, 180, 180, 40, 0), ('dropout', 84, 180, 180, 40, 0), ('conv2d', 93, 180, 180, 40, 70401), ('batchnorm2d', 93, 180, 180, 40, 186), ('Tanh', 93, 180, 180, 40, 0), ('dropout', 93, 180, 180, 40, 0), ('conv2d', 103, 180, 180, 40, 86314)... | Tanh | 380,506,384 | 5,627,540 | 40 | 39,271 | 25.6 | 0.075857 | 0.1865 | 0.0725 | 0.018 | 15 | 15 | 15 | 1 | 1 | OOM_CRASH | 14.8 | 145,151.6 | 21.47 | 145,187.87 |
input_channels:3_num_classes:144_depth:16_arch:gradual_base_filters:120_batch:62_input_size:70_act:prelu_dropout:0.2926956641591097_dropout:True_batchnorm:True.out | 16 | [('conv2d', 120, 70, 70, 62, 3360), ('batchnorm2d', 120, 70, 70, 62, 240), ('PReLU', 120, 70, 70, 62, 0), ('dropout', 120, 70, 70, 62, 0), ('conv2d', 131, 70, 70, 62, 141611), ('batchnorm2d', 131, 70, 70, 62, 262), ('PReLU', 131, 70, 70, 62, 0), ('dropout', 131, 70, 70, 62, 0), ('conv2d', 143, 70, 70, 62, 168740), ('ba... | PReLU | 79,302,341 | 9,752,055 | 62 | 27,037 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 3.72 | 46,889.36 | 37.2 | 46,930.28 |
input_channels:3_num_classes:278_depth:15_arch:dense_base_filters:21_batch:12_input_size:164_act:gelu_dropout:0.4947146067886302_dropout:False_batchnorm:False.out | 13 | [('conv2d', 32, 164, 164, 12, 896), ('GELU', 32, 164, 164, 12, 0), ('conv2d', 32, 164, 164, 12, 10112), ('GELU', 32, 164, 164, 12, 0), ('conv2d', 32, 164, 164, 12, 19328), ('GELU', 32, 164, 164, 12, 0), ('conv2d', 32, 164, 164, 12, 28544), ('GELU', 32, 164, 164, 12, 0), ('conv2d', 65, 164, 164, 12, 8580), ('ReLU', 65, ... | GELU | 13,825,421 | 565,040 | 12 | 4,081 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.72 | 2,617.56 | 2.16 | 2,623.44 |
input_channels:3_num_classes:325_depth:25_arch:hourglass_base_filters:63_batch:56_input_size:68_act:selu_dropout:0.33258784957589804_dropout:True_batchnorm:True.out | 25 | [('conv2d', 63, 68, 68, 56, 1764), ('batchnorm2d', 63, 68, 68, 56, 126), ('SELU', 63, 68, 68, 56, 0), ('dropout', 63, 68, 68, 56, 0), ('conv2d', 84, 68, 68, 56, 47712), ('batchnorm2d', 84, 68, 68, 56, 168), ('SELU', 84, 68, 68, 56, 0), ('dropout', 84, 68, 68, 56, 0), ('conv2d', 112, 68, 68, 56, 84784), ('batchnorm2d', ... | SELU | 228,426,313 | 98,100,871 | 56 | 40,127 | 21.6 | 0.16 | 0.4495 | 0.0985 | 0.017 | 25 | 25 | 25 | 1 | 1 | OOM_CRASH | 2.8 | 121,992.64 | 374.23 | 122,369.67 |
input_channels:3_num_classes:702_depth:21_arch:uniform_base_filters:49_batch:38_input_size:184_act:selu_dropout:0.4999704283743701_dropout:False_batchnorm:True.out | 21 | [('conv2d', 49, 184, 184, 38, 1372), ('batchnorm2d', 49, 184, 184, 38, 98), ('SELU', 49, 184, 184, 38, 0), ('conv2d', 49, 184, 184, 38, 21658), ('batchnorm2d', 49, 184, 184, 38, 98), ('SELU', 49, 184, 184, 38, 0), ('conv2d', 49, 184, 184, 38, 21658), ('batchnorm2d', 49, 184, 184, 38, 98), ('SELU', 49, 184, 184, 38, 0),... | SELU | 104,514,925 | 471,690 | 38 | 19,687 | 94.21875 | 0.916937 | 0.786161 | 0.412893 | 0.0362 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 14.82 | 40,400.84 | 1.8 | 40,417.46 |
input_channels:1_num_classes:602_depth:17_arch:pyramid_base_filters:120_batch:6_input_size:72_act:tanh_dropout:0.24139773773871182_dropout:True_batchnorm:True.out | 17 | [('conv2d', 120, 72, 72, 6, 1200), ('batchnorm2d', 120, 72, 72, 6, 240), ('Tanh', 120, 72, 72, 6, 0), ('dropout', 120, 72, 72, 6, 0), ('conv2d', 141, 72, 72, 6, 152421), ('batchnorm2d', 141, 72, 72, 6, 282), ('Tanh', 141, 72, 72, 6, 0), ('dropout', 141, 72, 72, 6, 0), ('conv2d', 167, 72, 72, 6, 212090), ('batchnorm2d',... | Tanh | 219,928,953 | 81,224,475 | 6 | 8,097 | -1 | -1 | -1 | -1 | -1 | 17 | 17 | 17 | 1 | 1 | SUCCESSFUL | 0.12 | 12,584.4 | 309.85 | 12,894.37 |
input_channels:3_num_classes:967_depth:1_arch:uniform_base_filters:16_batch:50_input_size:152_act:selu_dropout:0.4234466825055473_dropout:False_batchnorm:True.out | 1 | [('conv2d', 16, 152, 152, 50, 448), ('batchnorm2d', 16, 152, 152, 50, 32), ('SELU', 16, 152, 152, 50, 0), ('adaptive_avg_pool2d', 0, 0, 16, 50, 0), ('linear', 0, 0, 967, 50, 16439), ('softmax', 0, 0, 967, 50, 0)] | SELU | 1,110,942 | 16,919 | 50 | 2,117 | 31.047619 | 0.258754 | 0.094741 | 0.046241 | 0.023983 | 1 | 1 | 0 | 1 | 1 | SUCCESSFUL | 13 | 565 | 0.06 | 578.06 |
input_channels:3_num_classes:155_depth:6_arch:dense_base_filters:26_batch:62_input_size:144_act:relu_dropout:0.27257283584644365_dropout:False_batchnorm:True.out | 4 | [('conv2d', 32, 144, 144, 62, 896), ('batchnorm2d', 32, 144, 144, 62, 64), ('ReLU', 32, 144, 144, 62, 0), ('conv2d', 32, 144, 144, 62, 10112), ('batchnorm2d', 32, 144, 144, 62, 64), ('ReLU', 32, 144, 144, 62, 0), ('conv2d', 32, 144, 144, 62, 19328), ('batchnorm2d', 32, 144, 144, 62, 64), ('ReLU', 32, 144, 144, 62, 0), ... | ReLU | 7,963,065 | 79,596 | 62 | 6,713 | -1 | -1 | -1 | -1 | -1 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 14.88 | 6,307.26 | 0.3 | 6,322.44 |
input_channels:3_num_classes:119_depth:29_arch:bottleneck_base_filters:61_batch:42_input_size:116_act:prelu_dropout:0.17875590244247308_dropout:False_batchnorm:True.out | 29 | [('conv2d', 122, 116, 116, 42, 3416), ('batchnorm2d', 122, 116, 116, 42, 244), ('PReLU', 122, 116, 116, 42, 0), ('conv2d', 61, 116, 116, 42, 67039), ('batchnorm2d', 61, 116, 116, 42, 122), ('PReLU', 61, 116, 116, 42, 0), ('conv2d', 69, 116, 116, 42, 37950), ('batchnorm2d', 69, 116, 116, 42, 138), ('PReLU', 69, 116, 116... | PReLU | 604,189,900 | 116,764,997 | 42 | 39,345 | 16 | 0.121 | 0 | 0 | 0 | 29 | 29 | 0 | 1 | 1 | OOM_CRASH | 6.3 | 258,137.46 | 445.42 | 258,589.18 |
input_channels:1_num_classes:443_depth:11_arch:residual_base_filters:107_batch:24_input_size:24_act:mish_dropout:0.4585275602470451_dropout:True_batchnorm:False.out | 12 | [('conv2d', 107, 24, 24, 24, 214), ('conv2d', 107, 24, 24, 24, 1070), ('Mish', 107, 24, 24, 24, 0), ('dropout', 107, 24, 24, 24, 0), ('conv2d', 107, 24, 24, 24, 103148), ('Mish', 107, 24, 24, 24, 0), ('dropout', 107, 24, 24, 24, 0), ('conv2d', 139, 12, 12, 24, 15012), ('conv2d', 139, 12, 12, 24, 133996), ('Mish', 139, ... | Mish | 817,353 | 2,042,284 | 24 | 1,811 | -1 | -1 | -1 | -1 | -1 | 12 | 0 | 8 | 1 | 1 | SUCCESSFUL | 0 | 234.96 | 7.79 | 242.75 |
input_channels:3_num_classes:893_depth:13_arch:gradual_base_filters:80_batch:2_input_size:158_act:relu_dropout:0.1017436294834059_dropout:True_batchnorm:True.out | 13 | [('conv2d', 80, 158, 158, 2, 2240), ('batchnorm2d', 80, 158, 158, 2, 160), ('ReLU', 80, 158, 158, 2, 0), ('dropout', 80, 158, 158, 2, 0), ('conv2d', 90, 158, 158, 2, 64890), ('batchnorm2d', 90, 158, 158, 2, 180), ('ReLU', 90, 158, 158, 2, 0), ('dropout', 90, 158, 158, 2, 0), ('conv2d', 102, 158, 158, 2, 82722), ('batch... | ReLU | 243,550,927 | 4,673,453 | 2 | 3,751 | 93.59375 | 0.923922 | 0.857536 | 0.348554 | 0.016792 | 13 | 13 | 13 | 1 | 1 | SUCCESSFUL | 0.58 | 4,645.36 | 17.83 | 4,663.77 |
input_channels:3_num_classes:549_depth:1_arch:hourglass_base_filters:81_batch:50_input_size:36_act:elu_dropout:0.29504683569951695_dropout:True_batchnorm:True.out | 1 | [('conv2d', 81, 36, 36, 50, 2268), ('batchnorm2d', 81, 36, 36, 50, 162), ('ELU', 81, 36, 36, 50, 0), ('dropout', 81, 36, 36, 50, 0), ('adaptive_avg_pool2d', 0, 0, 81, 50, 0), ('linear', 0, 0, 549, 50, 45018), ('softmax', 0, 0, 549, 50, 0)] | ELU | 421,083 | 47,448 | 50 | 1,855 | 27.47619 | 0.249095 | 0.179179 | 0.064536 | 0.01487 | 1 | 1 | 1 | 1 | 1 | SUCCESSFUL | 0.5 | 200.5 | 0.18 | 201.18 |
input_channels:1_num_classes:587_depth:13_arch:residual_base_filters:103_batch:6_input_size:158_act:tanh_dropout:0.4079481750741203_dropout:True_batchnorm:False.out | 18 | [('conv2d', 103, 158, 158, 6, 206), ('conv2d', 103, 158, 158, 6, 1030), ('Tanh', 103, 158, 158, 6, 0), ('dropout', 103, 158, 158, 6, 0), ('conv2d', 103, 158, 158, 6, 95584), ('Tanh', 103, 158, 158, 6, 0), ('dropout', 103, 158, 158, 6, 0), ('conv2d', 129, 79, 79, 6, 13416), ('conv2d', 129, 79, 79, 6, 119712), ('Tanh', 1... | Tanh | 36,852,747 | 4,652,928 | 6 | 2,769 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 12 | 1 | 1 | SUCCESSFUL | 0.6 | 2,650.92 | 17.75 | 2,669.27 |
input_channels:1_num_classes:860_depth:17_arch:residual_base_filters:83_batch:58_input_size:56_act:prelu_dropout:0.20911029030602776_dropout:True_batchnorm:True.out | 18 | [('conv2d', 83, 56, 56, 58, 166), ('batchnorm2d', 83, 56, 56, 58, 166), ('conv2d', 83, 56, 56, 58, 830), ('batchnorm2d', 83, 56, 56, 58, 166), ('PReLU', 83, 56, 56, 58, 0), ('dropout', 83, 56, 56, 58, 0), ('conv2d', 83, 56, 56, 58, 62084), ('batchnorm2d', 83, 56, 56, 58, 166), ('PReLU', 83, 56, 56, 58, 0), ('dropout', ... | PReLU | 5,072,943 | 2,367,640 | 58 | 3,091 | 78.328125 | 0.797222 | 0.690193 | 0.31414 | 0.079035 | 18 | 18 | 12 | 1 | 1 | SUCCESSFUL | 0.58 | 2,917.98 | 9.03 | 2,927.59 |
input_channels:1_num_classes:115_depth:20_arch:hourglass_base_filters:60_batch:40_input_size:178_act:tanh_dropout:0.47400392643975786_dropout:False_batchnorm:True.out | 20 | [('conv2d', 60, 178, 178, 40, 600), ('batchnorm2d', 60, 178, 178, 40, 120), ('Tanh', 60, 178, 178, 40, 0), ('conv2d', 85, 178, 178, 40, 45985), ('batchnorm2d', 85, 178, 178, 40, 170), ('Tanh', 85, 178, 178, 40, 0), ('conv2d', 121, 178, 178, 40, 92686), ('batchnorm2d', 121, 178, 178, 40, 242), ('Tanh', 121, 178, 178, 40... | Tanh | 891,778,154 | 70,168,345 | 40 | 37,197 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 0 | 1 | 1 | OOM_CRASH | 4.8 | 362,865.6 | 267.67 | 363,138.07 |
input_channels:3_num_classes:716_depth:25_arch:uniform_base_filters:67_batch:28_input_size:122_act:relu_dropout:0.15847180473056965_dropout:False_batchnorm:True.out | 25 | [('conv2d', 67, 122, 122, 28, 1876), ('batchnorm2d', 67, 122, 122, 28, 134), ('ReLU', 67, 122, 122, 28, 0), ('conv2d', 67, 122, 122, 28, 40468), ('batchnorm2d', 67, 122, 122, 28, 134), ('ReLU', 67, 122, 122, 28, 0), ('conv2d', 67, 122, 122, 28, 40468), ('batchnorm2d', 67, 122, 122, 28, 134), ('ReLU', 67, 122, 122, 28, ... | ReLU | 74,793,599 | 1,025,146 | 28 | 8,269 | -1 | -1 | -1 | -1 | -1 | 25 | 25 | 0 | 1 | 1 | SUCCESSFUL | 4.76 | 21,303.52 | 3.91 | 21,312.19 |
input_channels:3_num_classes:535_depth:12_arch:residual_base_filters:113_batch:10_input_size:48_act:elu_dropout:0.16202355713500044_dropout:False_batchnorm:False.out | 18 | [('conv2d', 113, 48, 48, 10, 452), ('conv2d', 113, 48, 48, 10, 3164), ('ELU', 113, 48, 48, 10, 0), ('conv2d', 113, 48, 48, 10, 115034), ('ELU', 113, 48, 48, 10, 0), ('conv2d', 143, 24, 24, 10, 16302), ('conv2d', 143, 24, 24, 10, 145574), ('ELU', 143, 24, 24, 10, 0), ('conv2d', 143, 24, 24, 10, 184184), ('ELU', 143, 24,... | ELU | 2,690,827 | 6,021,594 | 10 | 1,979 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.3 | 369.4 | 22.97 | 392.67 |
input_channels:3_num_classes:219_depth:11_arch:gradual_base_filters:63_batch:26_input_size:8_act:relu_dropout:0.2810182220107227_dropout:False_batchnorm:False.out | 11 | [('conv2d', 63, 8, 8, 26, 1764), ('ReLU', 63, 8, 8, 26, 0), ('conv2d', 73, 8, 8, 26, 41464), ('ReLU', 73, 8, 8, 26, 0), ('conv2d', 86, 8, 8, 26, 56588), ('ReLU', 86, 8, 8, 26, 0), ('conv2d', 101, 8, 8, 26, 78275), ('ReLU', 101, 8, 8, 26, 0), ('conv2d', 118, 8, 8, 26, 107380), ('ReLU', 118, 8, 8, 26, 0), ('conv2d', 138,... | ReLU | 221,032 | 2,602,715 | 26 | 1,779 | -1 | -1 | -1 | -1 | -1 | 11 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 65.78 | 9.93 | 75.71 |
input_channels:3_num_classes:46_depth:4_arch:uniform_base_filters:102_batch:14_input_size:42_act:prelu_dropout:0.23329087332715398_dropout:False_batchnorm:True.out | 4 | [('conv2d', 102, 42, 42, 14, 2856), ('batchnorm2d', 102, 42, 42, 14, 204), ('PReLU', 102, 42, 42, 14, 0), ('conv2d', 102, 42, 42, 14, 93738), ('batchnorm2d', 102, 42, 42, 14, 204), ('PReLU', 102, 42, 42, 14, 0), ('conv2d', 102, 42, 42, 14, 93738), ('batchnorm2d', 102, 42, 42, 14, 204), ('PReLU', 102, 42, 42, 14, 0), ('... | PReLU | 2,159,330 | 289,624 | 14 | 1,913 | -1 | -1 | -1 | -1 | -1 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 0.28 | 307.58 | 1.1 | 308.96 |
input_channels:3_num_classes:395_depth:18_arch:dense_base_filters:33_batch:16_input_size:42_act:softplus_dropout:0.13773638693442358_dropout:False_batchnorm:False.out | 17 | [('conv2d', 32, 42, 42, 16, 896), ('Softplus', 32, 42, 42, 16, 0), ('conv2d', 32, 42, 42, 16, 10112), ('Softplus', 32, 42, 42, 16, 0), ('conv2d', 32, 42, 42, 16, 19328), ('Softplus', 32, 42, 42, 16, 0), ('conv2d', 32, 42, 42, 16, 28544), ('Softplus', 32, 42, 42, 16, 0), ('conv2d', 65, 42, 42, 16, 8580), ('ReLU', 65, 42... | Softplus | 1,020,831 | 1,078,490 | 16 | 1,959 | -1 | -1 | -1 | -1 | -1 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.32 | 273.92 | 4.11 | 278.35 |
input_channels:3_num_classes:664_depth:25_arch:pyramid_base_filters:27_batch:16_input_size:206_act:selu_dropout:0.360727593352293_dropout:False_batchnorm:False.out | 25 | [('conv2d', 27, 206, 206, 16, 756), ('SELU', 27, 206, 206, 16, 0), ('conv2d', 32, 206, 206, 16, 7808), ('SELU', 32, 206, 206, 16, 0), ('conv2d', 38, 206, 206, 16, 10982), ('SELU', 38, 206, 206, 16, 0), ('conv2d', 45, 206, 206, 16, 15435), ('SELU', 45, 206, 206, 16, 0), ('conv2d', 53, 206, 206, 16, 21518), ('SELU', 53, ... | SELU | 906,351,138 | 77,765,190 | 16 | 37,801 | 26.4 | 0.14725 | 0 | 0 | 0 | 25 | 0 | 0 | 1 | 1 | OOM_CRASH | 7.84 | 165,957.6 | 296.65 | 166,262.09 |
input_channels:3_num_classes:522_depth:23_arch:dense_base_filters:49_batch:50_input_size:162_act:mish_dropout:0.3222701473635804_dropout:False_batchnorm:False.out | 21 | [('conv2d', 32, 162, 162, 50, 896), ('Mish', 32, 162, 162, 50, 0), ('conv2d', 32, 162, 162, 50, 10112), ('Mish', 32, 162, 162, 50, 0), ('conv2d', 32, 162, 162, 50, 19328), ('Mish', 32, 162, 162, 50, 0), ('conv2d', 32, 162, 162, 50, 28544), ('Mish', 32, 162, 162, 50, 0), ('conv2d', 65, 162, 162, 50, 8580), ('ReLU', 65, ... | Mish | 16,850,269 | 1,775,128 | 50 | 16,455 | -1 | -1 | -1 | -1 | -1 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 15 | 15,132.5 | 6.77 | 15,154.27 |
input_channels:1_num_classes:44_depth:11_arch:pyramid_base_filters:52_batch:2_input_size:96_act:relu_dropout:0.36434504057667205_dropout:True_batchnorm:False.out | 11 | [('conv2d', 52, 96, 96, 2, 520), ('ReLU', 52, 96, 96, 2, 0), ('dropout', 52, 96, 96, 2, 0), ('conv2d', 72, 96, 96, 2, 33768), ('ReLU', 72, 96, 96, 2, 0), ('dropout', 72, 96, 96, 2, 0), ('conv2d', 101, 96, 96, 2, 65549), ('ReLU', 101, 96, 96, 2, 0), ('dropout', 101, 96, 96, 2, 0), ('conv2d', 141, 96, 96, 2, 128310), ('R... | ReLU | 139,070,994 | 28,458,494 | 2 | 3,349 | 94.640625 | 0.924359 | 0.919582 | 0.257164 | 0.006786 | 11 | 0 | 11 | 1 | 1 | SUCCESSFUL | 0.08 | 2,829.4 | 108.56 | 2,938.04 |
input_channels:1_num_classes:705_depth:13_arch:bottleneck_base_filters:57_batch:60_input_size:40_act:leaky_relu_dropout:0.2447076347410825_dropout:False_batchnorm:False.out | 13 | [('conv2d', 114, 40, 40, 60, 1140), ('LeakyReLU', 114, 40, 40, 60, 0), ('conv2d', 57, 40, 40, 60, 58539), ('LeakyReLU', 57, 40, 40, 60, 0), ('conv2d', 76, 40, 40, 60, 39064), ('LeakyReLU', 76, 40, 40, 60, 0), ('conv2d', 103, 40, 40, 60, 70555), ('LeakyReLU', 103, 40, 40, 60, 0), ('conv2d', 139, 40, 40, 60, 128992), ('L... | LeakyReLU | 18,668,529 | 35,345,140 | 60 | 9,583 | 92.890625 | 0.929841 | 0.965315 | 0.235926 | 0.004929 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.6 | 12,817.8 | 134.83 | 12,953.23 |
input_channels:1_num_classes:318_depth:14_arch:bottleneck_base_filters:86_batch:58_input_size:118_act:leaky_relu_dropout:0.2746576649636117_dropout:True_batchnorm:False.out | 14 | [('conv2d', 172, 118, 118, 58, 1720), ('LeakyReLU', 172, 118, 118, 58, 0), ('dropout', 172, 118, 118, 58, 0), ('conv2d', 86, 118, 118, 58, 133214), ('LeakyReLU', 86, 118, 118, 58, 0), ('dropout', 86, 118, 118, 58, 0), ('conv2d', 109, 118, 118, 58, 84475), ('LeakyReLU', 109, 118, 118, 58, 0), ('dropout', 109, 118, 118, ... | LeakyReLU | 303,768,224 | 47,532,654 | 58 | 37,977 | -1 | -1 | -1 | -1 | -1 | 14 | 0 | 14 | 1 | 1 | OOM_CRASH | 2.9 | 179,224.64 | 181.32 | 179,408.86 |
input_channels:3_num_classes:592_depth:19_arch:uniform_base_filters:28_batch:62_input_size:188_act:swish_dropout:0.19871450365602686_dropout:False_batchnorm:True.out | 19 | [('conv2d', 28, 188, 188, 62, 784), ('batchnorm2d', 28, 188, 188, 62, 56), ('SiLU', 28, 188, 188, 62, 0), ('conv2d', 28, 188, 188, 62, 7084), ('batchnorm2d', 28, 188, 188, 62, 56), ('SiLU', 28, 188, 188, 62, 0), ('conv2d', 28, 188, 188, 62, 7084), ('batchnorm2d', 28, 188, 188, 62, 56), ('SiLU', 28, 188, 188, 62, 0), ('... | SiLU | 56,410,236 | 146,528 | 62 | 16,453 | 93.515625 | 0.909172 | 0.616691 | 0.309273 | 0.113073 | 19 | 19 | 0 | 1 | 1 | SUCCESSFUL | 24.8 | 35,577.46 | 0.56 | 35,602.82 |
input_channels:3_num_classes:760_depth:9_arch:dense_base_filters:80_batch:22_input_size:186_act:prelu_dropout:0.37324045368526826_dropout:True_batchnorm:False.out | 9 | [('conv2d', 32, 186, 186, 22, 896), ('PReLU', 32, 186, 186, 22, 0), ('dropout', 32, 186, 186, 22, 0), ('conv2d', 32, 186, 186, 22, 10112), ('PReLU', 32, 186, 186, 22, 0), ('dropout', 32, 186, 186, 22, 0), ('conv2d', 32, 186, 186, 22, 19328), ('PReLU', 32, 186, 186, 22, 0), ('dropout', 32, 186, 186, 22, 0), ('conv2d', 3... | PReLU | 21,105,273 | 345,204 | 22 | 5,867 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 8 | 1 | 1 | SUCCESSFUL | 8.8 | 6,078.6 | 1.32 | 6,088.72 |
input_channels:1_num_classes:635_depth:22_arch:bottleneck_base_filters:69_batch:46_input_size:54_act:softplus_dropout:0.44468360111418437_dropout:False_batchnorm:True.out | 22 | [('conv2d', 138, 54, 54, 46, 1380), ('batchnorm2d', 138, 54, 54, 46, 276), ('Softplus', 138, 54, 54, 46, 0), ('conv2d', 69, 54, 54, 46, 85767), ('batchnorm2d', 69, 54, 54, 46, 138), ('Softplus', 69, 54, 54, 46, 0), ('conv2d', 81, 54, 54, 46, 50382), ('batchnorm2d', 81, 54, 54, 46, 162), ('Softplus', 81, 54, 54, 46, 0),... | Softplus | 99,913,920 | 85,253,637 | 46 | 33,609 | 92.893939 | 0.937328 | 0.969648 | 0.244648 | 0.016891 | 22 | 22 | 0 | 1 | 1 | SUCCESSFUL | 0.46 | 46,753.02 | 325.22 | 47,078.7 |
input_channels:3_num_classes:889_depth:4_arch:residual_base_filters:113_batch:8_input_size:140_act:elu_dropout:0.2417227179846643_dropout:False_batchnorm:False.out | 6 | [('conv2d', 113, 140, 140, 8, 452), ('conv2d', 113, 140, 140, 8, 3164), ('ELU', 113, 140, 140, 8, 0), ('conv2d', 113, 140, 140, 8, 115034), ('ELU', 113, 140, 140, 8, 0), ('conv2d', 233, 70, 70, 8, 26562), ('conv2d', 233, 70, 70, 8, 237194), ('ELU', 233, 70, 70, 8, 0), ('conv2d', 233, 70, 70, 8, 488834), ('ELU', 233, 70... | ELU | 16,784,511 | 1,079,266 | 8 | 3,039 | 86.359375 | 0.847578 | 0.776196 | 0.430661 | 0.03107 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.76 | 1,843.92 | 4.12 | 1,849.8 |
input_channels:1_num_classes:203_depth:3_arch:gradual_base_filters:29_batch:28_input_size:8_act:swish_dropout:0.1714208485508213_dropout:False_batchnorm:True.out | 3 | [('conv2d', 29, 8, 8, 28, 290), ('batchnorm2d', 29, 8, 8, 28, 58), ('SiLU', 29, 8, 8, 28, 0), ('conv2d', 58, 8, 8, 28, 15196), ('batchnorm2d', 58, 8, 8, 28, 116), ('SiLU', 58, 8, 8, 28, 0), ('conv2d', 119, 8, 8, 28, 62237), ('batchnorm2d', 119, 8, 8, 28, 238), ('SiLU', 119, 8, 8, 28, 0), ('adaptive_avg_pool2d', 0, 0, 1... | SiLU | 40,077 | 102,495 | 28 | 1,747 | -1 | -1 | -1 | -1 | -1 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 0 | 11.48 | 0.39 | 11.87 |
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