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:453_depth:22_arch:uniform_base_filters:98_batch:62_input_size:174_act:gelu_dropout:0.3442169060458645_dropout:True_batchnorm:False.out | 22 | [('conv2d', 98, 174, 174, 62, 2744), ('GELU', 98, 174, 174, 62, 0), ('dropout', 98, 174, 174, 62, 0), ('conv2d', 98, 174, 174, 62, 86534), ('GELU', 98, 174, 174, 62, 0), ('dropout', 98, 174, 174, 62, 0), ('conv2d', 98, 174, 174, 62, 86534), ('GELU', 98, 174, 174, 62, 0), ('dropout', 98, 174, 174, 62, 0), ('conv2d', 98,... | GELU | 195,826,172 | 1,864,805 | 62 | 39,517 | -1 | -1 | -1 | -1 | -1 | 22 | 0 | 22 | 1 | 1 | SUCCESSFUL | 21.7 | 123,506.48 | 7.11 | 123,535.29 |
input_channels:1_num_classes:167_depth:11_arch:pyramid_base_filters:70_batch:46_input_size:118_act:selu_dropout:0.19151156817540396_dropout:True_batchnorm:True.out | 11 | [('conv2d', 70, 118, 118, 46, 700), ('batchnorm2d', 70, 118, 118, 46, 140), ('SELU', 70, 118, 118, 46, 0), ('dropout', 70, 118, 118, 46, 0), ('conv2d', 95, 118, 118, 46, 59945), ('batchnorm2d', 95, 118, 118, 46, 190), ('SELU', 95, 118, 118, 46, 0), ('dropout', 95, 118, 118, 46, 0), ('conv2d', 129, 118, 118, 46, 110424)... | SELU | 306,385,536 | 32,924,348 | 46 | 36,831 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 11 | 1 | 1 | OOM_CRASH | 2.3 | 134,408.32 | 125.6 | 134,536.22 |
input_channels:3_num_classes:99_depth:14_arch:uniform_base_filters:121_batch:34_input_size:90_act:elu_dropout:0.37457174282124006_dropout:False_batchnorm:False.out | 14 | [('conv2d', 121, 90, 90, 34, 3388), ('ELU', 121, 90, 90, 34, 0), ('conv2d', 121, 90, 90, 34, 131890), ('ELU', 121, 90, 90, 34, 0), ('conv2d', 121, 90, 90, 34, 131890), ('ELU', 121, 90, 90, 34, 0), ('conv2d', 121, 90, 90, 34, 131890), ('ELU', 121, 90, 90, 34, 0), ('conv2d', 121, 90, 90, 34, 131890), ('ELU', 121, 90, 90,... | ELU | 27,443,119 | 1,730,036 | 34 | 6,293 | 90.222222 | 0.913875 | 0.84186 | 0.44707 | 0.023073 | 14 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.06 | 10,678.04 | 6.6 | 10,687.7 |
input_channels:3_num_classes:95_depth:16_arch:uniform_base_filters:73_batch:10_input_size:160_act:elu_dropout:0.25411316426075414_dropout:True_batchnorm:True.out | 16 | [('conv2d', 73, 160, 160, 10, 2044), ('batchnorm2d', 73, 160, 160, 10, 146), ('ELU', 73, 160, 160, 10, 0), ('dropout', 73, 160, 160, 10, 0), ('conv2d', 73, 160, 160, 10, 48034), ('batchnorm2d', 73, 160, 160, 10, 146), ('ELU', 73, 160, 160, 10, 0), ('dropout', 73, 160, 160, 10, 0), ('conv2d', 73, 160, 160, 10, 48034), (... | ELU | 119,603,463 | 731,920 | 10 | 6,475 | 93.703125 | 0.932032 | 0.884245 | 0.391189 | 0.033538 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 2.9 | 11,406.3 | 2.79 | 11,411.99 |
input_channels:1_num_classes:149_depth:12_arch:gradual_base_filters:64_batch:18_input_size:44_act:relu_dropout:0.4310027159231188_dropout:False_batchnorm:True.out | 12 | [('conv2d', 64, 44, 44, 18, 640), ('batchnorm2d', 64, 44, 44, 18, 128), ('ReLU', 64, 44, 44, 18, 0), ('conv2d', 73, 44, 44, 18, 42121), ('batchnorm2d', 73, 44, 44, 18, 146), ('ReLU', 73, 44, 44, 18, 0), ('conv2d', 85, 44, 44, 18, 55930), ('batchnorm2d', 85, 44, 44, 18, 170), ('ReLU', 85, 44, 44, 18, 0), ('conv2d', 98, ... | ReLU | 11,111,315 | 2,960,902 | 18 | 2,779 | 88.328125 | 0.864873 | 0.758109 | 0.295291 | 0.015018 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 0.18 | 2,034.54 | 11.29 | 2,046.01 |
input_channels:3_num_classes:255_depth:24_arch:pyramid_base_filters:126_batch:2_input_size:50_act:mish_dropout:0.4268541547234518_dropout:True_batchnorm:True.out | 24 | [('conv2d', 126, 50, 50, 2, 3528), ('batchnorm2d', 126, 50, 50, 2, 252), ('Mish', 126, 50, 50, 2, 0), ('dropout', 126, 50, 50, 2, 0), ('conv2d', 141, 50, 50, 2, 160035), ('batchnorm2d', 141, 50, 50, 2, 282), ('Mish', 141, 50, 50, 2, 0), ('dropout', 141, 50, 50, 2, 0), ('conv2d', 158, 50, 50, 2, 200660), ('batchnorm2d',... | Mish | 155,882,333 | 128,242,341 | 2 | 5,075 | 92.703125 | 0.915953 | 0.881 | 0.280288 | 0.020702 | 24 | 24 | 24 | 1 | 1 | SUCCESSFUL | 0.06 | 2,973.22 | 489.21 | 3,462.49 |
input_channels:1_num_classes:981_depth:29_arch:hourglass_base_filters:110_batch:10_input_size:102_act:softplus_dropout:0.170648409186261_dropout:False_batchnorm:False.out | 29 | [('conv2d', 110, 102, 102, 10, 1100), ('Softplus', 110, 102, 102, 10, 0), ('conv2d', 135, 102, 102, 10, 133785), ('Softplus', 135, 102, 102, 10, 0), ('conv2d', 167, 102, 102, 10, 203072), ('Softplus', 167, 102, 102, 10, 0), ('conv2d', 205, 102, 102, 10, 308320), ('Softplus', 205, 102, 102, 10, 0), ('conv2d', 253, 102, ... | Softplus | 360,667,136 | 148,861,286 | 10 | 23,237 | -1 | -1 | -1 | -1 | -1 | 29 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.4 | 41,275 | 567.86 | 41,843.26 |
input_channels:1_num_classes:169_depth:2_arch:uniform_base_filters:32_batch:52_input_size:134_act:mish_dropout:0.4252372788964438_dropout:False_batchnorm:True.out | 2 | [('conv2d', 32, 134, 134, 52, 320), ('batchnorm2d', 32, 134, 134, 52, 64), ('Mish', 32, 134, 134, 52, 0), ('conv2d', 32, 134, 134, 52, 9248), ('batchnorm2d', 32, 134, 134, 52, 64), ('Mish', 32, 134, 134, 52, 0), ('adaptive_avg_pool2d', 0, 0, 32, 52, 0), ('linear', 0, 0, 169, 52, 5577), ('softmax', 0, 0, 169, 52, 0)] | Mish | 3,447,922 | 15,273 | 52 | 2,789 | -1 | -1 | -1 | -1 | -1 | 2 | 2 | 0 | 1 | 1 | SUCCESSFUL | 3.64 | 1,823.64 | 0.06 | 1,827.34 |
input_channels:3_num_classes:685_depth:27_arch:residual_base_filters:18_batch:44_input_size:122_act:tanh_dropout:0.27334897812173853_dropout:False_batchnorm:True.out | 24 | [('conv2d', 18, 122, 122, 44, 72), ('batchnorm2d', 18, 122, 122, 44, 36), ('conv2d', 18, 122, 122, 44, 504), ('batchnorm2d', 18, 122, 122, 44, 36), ('Tanh', 18, 122, 122, 44, 0), ('conv2d', 18, 122, 122, 44, 2934), ('batchnorm2d', 18, 122, 122, 44, 36), ('Tanh', 18, 122, 122, 44, 0), ('conv2d', 21, 61, 61, 44, 399), ('... | Tanh | 4,245,207 | 247,238 | 44 | 2,629 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 0 | 1 | 1 | SUCCESSFUL | 7.48 | 1,959.32 | 0.94 | 1,967.74 |
input_channels:1_num_classes:895_depth:17_arch:bottleneck_base_filters:64_batch:56_input_size:16_act:gelu_dropout:0.24397616313556642_dropout:False_batchnorm:True.out | 17 | [('conv2d', 128, 16, 16, 56, 1280), ('batchnorm2d', 128, 16, 16, 56, 256), ('GELU', 128, 16, 16, 56, 0), ('conv2d', 64, 16, 16, 56, 73792), ('batchnorm2d', 64, 16, 16, 56, 128), ('GELU', 64, 16, 16, 56, 0), ('conv2d', 79, 16, 16, 56, 45583), ('batchnorm2d', 79, 16, 16, 56, 158), ('GELU', 79, 16, 16, 56, 0), ('conv2d', ... | GELU | 6,397,039 | 57,496,575 | 56 | 4,659 | 89.983871 | 0.857462 | 0.872545 | 0.265182 | 0.018315 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 0 | 3,643.92 | 219.33 | 3,863.25 |
input_channels:1_num_classes:387_depth:15_arch:residual_base_filters:68_batch:2_input_size:78_act:gelu_dropout:0.15243320688471612_dropout:False_batchnorm:True.out | 21 | [('conv2d', 68, 78, 78, 2, 136), ('batchnorm2d', 68, 78, 78, 2, 136), ('conv2d', 68, 78, 78, 2, 680), ('batchnorm2d', 68, 78, 78, 2, 136), ('GELU', 68, 78, 78, 2, 0), ('conv2d', 68, 78, 78, 2, 41684), ('batchnorm2d', 68, 78, 78, 2, 136), ('GELU', 68, 78, 78, 2, 0), ('conv2d', 85, 39, 39, 2, 5865), ('batchnorm2d', 85, 3... | GELU | 6,994,191 | 3,201,860 | 2 | 1,857 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 0.04 | 146.74 | 12.21 | 158.99 |
input_channels:1_num_classes:798_depth:13_arch:gradual_base_filters:113_batch:60_input_size:20_act:relu_dropout:0.24301664048682203_dropout:False_batchnorm:False.out | 13 | [('conv2d', 113, 20, 20, 60, 1130), ('ReLU', 113, 20, 20, 60, 0), ('conv2d', 126, 20, 20, 60, 128268), ('ReLU', 126, 20, 20, 60, 0), ('conv2d', 141, 20, 20, 60, 160035), ('ReLU', 141, 20, 20, 60, 0), ('conv2d', 157, 20, 20, 60, 199390), ('ReLU', 157, 20, 20, 60, 0), ('conv2d', 176, 20, 20, 60, 248864), ('ReLU', 176, 20... | ReLU | 2,495,626 | 7,272,879 | 60 | 2,553 | 78.885246 | 0.767095 | 0.694364 | 0.237618 | 0.006736 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 1,713 | 27.74 | 1,740.74 |
input_channels:1_num_classes:935_depth:13_arch:pyramid_base_filters:50_batch:32_input_size:158_act:prelu_dropout:0.25992523361899594_dropout:True_batchnorm:True.out | 13 | [('conv2d', 50, 158, 158, 32, 500), ('batchnorm2d', 50, 158, 158, 32, 100), ('PReLU', 50, 158, 158, 32, 0), ('dropout', 50, 158, 158, 32, 0), ('conv2d', 66, 158, 158, 32, 29766), ('batchnorm2d', 66, 158, 158, 32, 132), ('PReLU', 66, 158, 158, 32, 0), ('dropout', 66, 158, 158, 32, 0), ('conv2d', 88, 158, 158, 32, 52360)... | PReLU | 603,033,793 | 38,204,027 | 32 | 38,665 | 32 | 0.0964 | 0 | 0 | 0.003 | 13 | 13 | 13 | 1 | 1 | OOM_CRASH | 3.2 | 184,031.04 | 145.74 | 184,179.98 |
input_channels:1_num_classes:939_depth:26_arch:gradual_base_filters:34_batch:58_input_size:32_act:leaky_relu_dropout:0.19926506805091357_dropout:True_batchnorm:False.out | 26 | [('conv2d', 34, 32, 32, 58, 340), ('LeakyReLU', 34, 32, 32, 58, 0), ('dropout', 34, 32, 32, 58, 0), ('conv2d', 36, 32, 32, 58, 11052), ('LeakyReLU', 36, 32, 32, 58, 0), ('dropout', 36, 32, 32, 58, 0), ('conv2d', 39, 32, 32, 58, 12675), ('LeakyReLU', 39, 32, 32, 58, 0), ('dropout', 39, 32, 32, 58, 0), ('conv2d', 43, 32,... | LeakyReLU | 8,566,857 | 3,529,207 | 58 | 4,109 | 86.253968 | 0.852492 | 0.765396 | 0.315434 | 0.039926 | 26 | 0 | 26 | 1 | 1 | SUCCESSFUL | 0 | 5,054.12 | 13.46 | 5,067.58 |
input_channels:1_num_classes:300_depth:27_arch:hourglass_base_filters:122_batch:28_input_size:188_act:leaky_relu_dropout:0.35097002901905217_dropout:True_batchnorm:True.out | 27 | [('conv2d', 122, 188, 188, 28, 1220), ('batchnorm2d', 122, 188, 188, 28, 244), ('LeakyReLU', 122, 188, 188, 28, 0), ('dropout', 122, 188, 188, 28, 0), ('conv2d', 151, 188, 188, 28, 165949), ('batchnorm2d', 151, 188, 188, 28, 302), ('LeakyReLU', 151, 188, 188, 28, 0), ('dropout', 151, 188, 188, 28, 0), ('conv2d', 188, 1... | LeakyReLU | 2,342,035,538 | 142,278,957 | 28 | 37,835 | -1 | -1 | -1 | -1 | -1 | 27 | 27 | 27 | 1 | 1 | OOM_CRASH | 3.64 | 625,390.92 | 542.75 | 625,937.31 |
input_channels:3_num_classes:923_depth:5_arch:dense_base_filters:51_batch:52_input_size:80_act:swish_dropout:0.12169761684777597_dropout:True_batchnorm:False.out | 4 | [('conv2d', 32, 80, 80, 52, 896), ('SiLU', 32, 80, 80, 52, 0), ('dropout', 32, 80, 80, 52, 0), ('conv2d', 32, 80, 80, 52, 10112), ('SiLU', 32, 80, 80, 52, 0), ('dropout', 32, 80, 80, 52, 0), ('conv2d', 32, 80, 80, 52, 19328), ('SiLU', 32, 80, 80, 52, 0), ('dropout', 32, 80, 80, 52, 0), ('conv2d', 32, 80, 80, 52, 28544)... | SiLU | 2,459,577 | 180,716 | 52 | 3,053 | 89.015625 | 0.685048 | 0.651792 | 0.366302 | 0.099407 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 3.64 | 1,633.32 | 0.69 | 1,637.65 |
input_channels:1_num_classes:814_depth:6_arch:bottleneck_base_filters:105_batch:56_input_size:184_act:gelu_dropout:0.4043234507861373_dropout:True_batchnorm:True.out | 6 | [('conv2d', 210, 184, 184, 56, 2100), ('batchnorm2d', 210, 184, 184, 56, 420), ('GELU', 210, 184, 184, 56, 0), ('dropout', 210, 184, 184, 56, 0), ('conv2d', 105, 184, 184, 56, 198555), ('batchnorm2d', 105, 184, 184, 56, 210), ('GELU', 105, 184, 184, 56, 0), ('dropout', 105, 184, 184, 56, 0), ('conv2d', 190, 184, 184, 5... | GELU | 352,511,430 | 10,174,557 | 56 | 38,047 | 21.8 | 0.0626 | 0.001 | 0 | 0.004333 | 6 | 6 | 6 | 1 | 1 | OOM_CRASH | 7.28 | 188,261.36 | 38.81 | 188,307.45 |
input_channels:3_num_classes:810_depth:4_arch:uniform_base_filters:59_batch:30_input_size:2_act:prelu_dropout:0.4178472899065261_dropout:False_batchnorm:False.out | 0 | [] | null | 0 | 0 | 30 | 0 | 48.5 | 0.298 | 0.618 | 0.123 | 0.017 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:76_depth:10_arch:residual_base_filters:93_batch:2_input_size:2_act:mish_dropout:0.3625645145273898_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 2 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:956_depth:22_arch:uniform_base_filters:72_batch:30_input_size:150_act:prelu_dropout:0.16294183649715593_dropout:False_batchnorm:True.out | 22 | [('conv2d', 72, 150, 150, 30, 720), ('batchnorm2d', 72, 150, 150, 30, 144), ('PReLU', 72, 150, 150, 30, 0), ('conv2d', 72, 150, 150, 30, 46728), ('batchnorm2d', 72, 150, 150, 30, 144), ('PReLU', 72, 150, 150, 30, 0), ('conv2d', 72, 150, 150, 30, 46728), ('batchnorm2d', 72, 150, 150, 30, 144), ('PReLU', 72, 150, 150, 30... | PReLU | 106,921,984 | 1,054,964 | 30 | 16,061 | -1 | -1 | -1 | -1 | -1 | 22 | 22 | 0 | 1 | 1 | SUCCESSFUL | 2.7 | 32,629.8 | 4.02 | 32,636.52 |
input_channels:3_num_classes:435_depth:16_arch:residual_base_filters:120_batch:16_input_size:200_act:selu_dropout:0.2594242638726377_dropout:False_batchnorm:True.out | 24 | [('conv2d', 120, 200, 200, 16, 480), ('batchnorm2d', 120, 200, 200, 16, 240), ('conv2d', 120, 200, 200, 16, 3360), ('batchnorm2d', 120, 200, 200, 16, 240), ('SELU', 120, 200, 200, 16, 0), ('conv2d', 120, 200, 200, 16, 129720), ('batchnorm2d', 120, 200, 200, 16, 240), ('SELU', 120, 200, 200, 16, 0), ('conv2d', 143, 100,... | SELU | 76,212,365 | 9,498,236 | 16 | 8,843 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 0 | 1 | 1 | SUCCESSFUL | 7.36 | 12,792 | 36.23 | 12,835.59 |
input_channels:1_num_classes:157_depth:4_arch:pyramid_base_filters:61_batch:32_input_size:102_act:tanh_dropout:0.22763112287659637_dropout:False_batchnorm:False.out | 4 | [('conv2d', 61, 102, 102, 32, 610), ('Tanh', 61, 102, 102, 32, 0), ('conv2d', 146, 102, 102, 32, 80300), ('Tanh', 146, 102, 102, 32, 0), ('conv2d', 353, 102, 102, 32, 464195), ('Tanh', 353, 102, 102, 32, 0), ('conv2d', 850, 102, 102, 32, 2701300), ('Tanh', 850, 102, 102, 32, 0), ('adaptive_avg_pool2d', 0, 0, 850, 32, 0... | Tanh | 29,340,444 | 3,380,012 | 32 | 8,899 | -1 | -1 | -1 | -1 | -1 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.28 | 10,744.64 | 12.89 | 10,758.81 |
input_channels:3_num_classes:730_depth:28_arch:dense_base_filters:25_batch:2_input_size:170_act:leaky_relu_dropout:0.2718365616716558_dropout:False_batchnorm:False.out | 29 | [('conv2d', 32, 170, 170, 2, 896), ('LeakyReLU', 32, 170, 170, 2, 0), ('conv2d', 32, 170, 170, 2, 10112), ('LeakyReLU', 32, 170, 170, 2, 0), ('conv2d', 32, 170, 170, 2, 19328), ('LeakyReLU', 32, 170, 170, 2, 0), ('conv2d', 32, 170, 170, 2, 28544), ('LeakyReLU', 32, 170, 170, 2, 0), ('conv2d', 65, 170, 170, 2, 8580), ('... | LeakyReLU | 22,255,293 | 3,669,944 | 2 | 2,857 | -1 | -1 | -1 | -1 | -1 | 29 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.66 | 920.8 | 14 | 935.46 |
input_channels:1_num_classes:816_depth:21_arch:residual_base_filters:60_batch:22_input_size:158_act:selu_dropout:0.4546621145227434_dropout:True_batchnorm:True.out | 30 | [('conv2d', 60, 158, 158, 22, 120), ('batchnorm2d', 60, 158, 158, 22, 120), ('conv2d', 60, 158, 158, 22, 600), ('batchnorm2d', 60, 158, 158, 22, 120), ('SELU', 60, 158, 158, 22, 0), ('dropout', 60, 158, 158, 22, 0), ('conv2d', 60, 158, 158, 22, 32460), ('batchnorm2d', 60, 158, 158, 22, 120), ('SELU', 60, 158, 158, 22, ... | SELU | 29,689,034 | 4,561,414 | 22 | 4,673 | 92.203125 | 0.887828 | 0.740571 | 0.354911 | 0.053309 | 30 | 30 | 20 | 1 | 1 | SUCCESSFUL | 2.2 | 6,478.12 | 17.4 | 6,497.72 |
input_channels:1_num_classes:431_depth:21_arch:uniform_base_filters:65_batch:18_input_size:76_act:softplus_dropout:0.3133880221557329_dropout:True_batchnorm:True.out | 21 | [('conv2d', 65, 76, 76, 18, 650), ('batchnorm2d', 65, 76, 76, 18, 130), ('Softplus', 65, 76, 76, 18, 0), ('dropout', 65, 76, 76, 18, 0), ('conv2d', 65, 76, 76, 18, 38090), ('batchnorm2d', 65, 76, 76, 18, 130), ('Softplus', 65, 76, 76, 18, 0), ('dropout', 65, 76, 76, 18, 0), ('conv2d', 65, 76, 76, 18, 38090), ('batchnor... | Softplus | 31,537,887 | 793,626 | 18 | 3,825 | 91.952381 | 0.909667 | 0.799 | 0.32387 | 0.032 | 21 | 21 | 21 | 1 | 1 | SUCCESSFUL | 0.36 | 5,413.86 | 3.03 | 5,417.25 |
input_channels:1_num_classes:100_depth:22_arch:residual_base_filters:81_batch:58_input_size:222_act:softplus_dropout:0.3868177844563978_dropout:False_batchnorm:True.out | 30 | [('conv2d', 81, 222, 222, 58, 162), ('batchnorm2d', 81, 222, 222, 58, 162), ('conv2d', 81, 222, 222, 58, 810), ('batchnorm2d', 81, 222, 222, 58, 162), ('Softplus', 81, 222, 222, 58, 0), ('conv2d', 81, 222, 222, 58, 59130), ('batchnorm2d', 81, 222, 222, 58, 162), ('Softplus', 81, 222, 222, 58, 0), ('conv2d', 93, 111, 11... | Softplus | 61,683,159 | 6,008,182 | 58 | 22,297 | -1 | -1 | -1 | -1 | -1 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 11.02 | 37,530.64 | 22.92 | 37,564.58 |
input_channels:3_num_classes:85_depth:26_arch:hourglass_base_filters:76_batch:14_input_size:110_act:selu_dropout:0.2079112881861306_dropout:True_batchnorm:True.out | 26 | [('conv2d', 76, 110, 110, 14, 2128), ('batchnorm2d', 76, 110, 110, 14, 152), ('SELU', 76, 110, 110, 14, 0), ('dropout', 76, 110, 110, 14, 0), ('conv2d', 97, 110, 110, 14, 66445), ('batchnorm2d', 97, 110, 110, 14, 194), ('SELU', 97, 110, 110, 14, 0), ('dropout', 97, 110, 110, 14, 0), ('conv2d', 126, 110, 110, 14, 110124... | SELU | 661,241,046 | 111,230,300 | 14 | 34,345 | 95.53125 | 0.930609 | 0.967054 | 0.227464 | 0.013055 | 26 | 26 | 26 | 1 | 1 | SUCCESSFUL | 1.96 | 88,285.26 | 424.31 | 88,711.53 |
input_channels:1_num_classes:387_depth:6_arch:dense_base_filters:100_batch:6_input_size:142_act:tanh_dropout:0.37042170333640667_dropout:True_batchnorm:True.out | 4 | [('conv2d', 32, 142, 142, 6, 320), ('batchnorm2d', 32, 142, 142, 6, 64), ('Tanh', 32, 142, 142, 6, 0), ('dropout', 32, 142, 142, 6, 0), ('conv2d', 32, 142, 142, 6, 9536), ('batchnorm2d', 32, 142, 142, 6, 64), ('Tanh', 32, 142, 142, 6, 0), ('dropout', 32, 142, 142, 6, 0), ('conv2d', 32, 142, 142, 6, 18752), ('batchnorm2... | Tanh | 10,324,871 | 107,142 | 6 | 2,287 | 83.968254 | 0.800625 | 0.547309 | 0.256855 | 0.083158 | 4 | 4 | 4 | 1 | 1 | SUCCESSFUL | 0.48 | 709.86 | 0.41 | 710.75 |
input_channels:1_num_classes:782_depth:7_arch:hourglass_base_filters:55_batch:60_input_size:28_act:swish_dropout:0.4864820138912168_dropout:False_batchnorm:True.out | 7 | [('conv2d', 55, 28, 28, 60, 550), ('batchnorm2d', 55, 28, 28, 60, 110), ('SiLU', 55, 28, 28, 60, 0), ('conv2d', 183, 28, 28, 60, 90768), ('batchnorm2d', 183, 28, 28, 60, 366), ('SiLU', 183, 28, 28, 60, 0), ('conv2d', 613, 28, 28, 60, 1010224), ('batchnorm2d', 613, 28, 28, 60, 1226), ('SiLU', 613, 28, 28, 60, 0), ('conv... | SiLU | 5,187,779 | 8,697,976 | 60 | 4,009 | -1 | -1 | -1 | -1 | -1 | 7 | 7 | 0 | 1 | 1 | SUCCESSFUL | 0 | 3,166.2 | 33.18 | 3,199.38 |
input_channels:3_num_classes:633_depth:7_arch:uniform_base_filters:50_batch:34_input_size:182_act:leaky_relu_dropout:0.4001604314152226_dropout:True_batchnorm:True.out | 7 | [('conv2d', 50, 182, 182, 34, 1400), ('batchnorm2d', 50, 182, 182, 34, 100), ('LeakyReLU', 50, 182, 182, 34, 0), ('dropout', 50, 182, 182, 34, 0), ('conv2d', 50, 182, 182, 34, 22550), ('batchnorm2d', 50, 182, 182, 34, 100), ('LeakyReLU', 50, 182, 182, 34, 0), ('dropout', 50, 182, 182, 34, 0), ('conv2d', 50, 182, 182, 3... | LeakyReLU | 46,374,916 | 169,683 | 34 | 8,179 | -1 | -1 | -1 | -1 | -1 | 7 | 7 | 7 | 1 | 1 | SUCCESSFUL | 12.92 | 15,036.84 | 0.65 | 15,050.41 |
input_channels:3_num_classes:707_depth:3_arch:uniform_base_filters:43_batch:24_input_size:76_act:selu_dropout:0.1304754404253033_dropout:False_batchnorm:False.out | 3 | [('conv2d', 43, 76, 76, 24, 1204), ('SELU', 43, 76, 76, 24, 0), ('conv2d', 43, 76, 76, 24, 16684), ('SELU', 43, 76, 76, 24, 0), ('conv2d', 43, 76, 76, 24, 16684), ('SELU', 43, 76, 76, 24, 0), ('adaptive_avg_pool2d', 0, 0, 43, 24, 0), ('linear', 0, 0, 707, 24, 31108), ('softmax', 0, 0, 707, 24, 0)] | SELU | 1,491,665 | 65,680 | 24 | 1,969 | -1 | -1 | -1 | -1 | -1 | 3 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.68 | 409.68 | 0.25 | 411.61 |
input_channels:1_num_classes:295_depth:4_arch:gradual_base_filters:64_batch:48_input_size:88_act:softplus_dropout:0.3028756298236742_dropout:False_batchnorm:True.out | 4 | [('conv2d', 64, 88, 88, 48, 640), ('batchnorm2d', 64, 88, 88, 48, 128), ('Softplus', 64, 88, 88, 48, 0), ('conv2d', 98, 88, 88, 48, 56546), ('batchnorm2d', 98, 88, 88, 48, 196), ('Softplus', 98, 88, 88, 48, 0), ('conv2d', 152, 88, 88, 48, 134216), ('batchnorm2d', 152, 88, 88, 48, 304), ('Softplus', 152, 88, 88, 48, 0),... | Softplus | 12,731,960 | 582,169 | 48 | 5,553 | 86.75 | 0.844766 | 0.836145 | 0.371691 | 0.046709 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 1.44 | 6,216.48 | 2.22 | 6,220.14 |
input_channels:1_num_classes:739_depth:7_arch:uniform_base_filters:36_batch:14_input_size:18_act:softplus_dropout:0.3255848303782941_dropout:False_batchnorm:True.out | 7 | [('conv2d', 36, 18, 18, 14, 360), ('batchnorm2d', 36, 18, 18, 14, 72), ('Softplus', 36, 18, 18, 14, 0), ('conv2d', 36, 18, 18, 14, 11700), ('batchnorm2d', 36, 18, 18, 14, 72), ('Softplus', 36, 18, 18, 14, 0), ('conv2d', 36, 18, 18, 14, 11700), ('batchnorm2d', 36, 18, 18, 14, 72), ('Softplus', 36, 18, 18, 14, 0), ('conv... | Softplus | 246,458 | 98,407 | 14 | 1,755 | 32.129032 | 0.308333 | 0.087218 | 0.012764 | 0.003509 | 7 | 7 | 0 | 1 | 1 | SUCCESSFUL | 0 | 35 | 0.38 | 35.38 |
input_channels:1_num_classes:380_depth:3_arch:pyramid_base_filters:48_batch:44_input_size:86_act:gelu_dropout:0.4726838666864841_dropout:False_batchnorm:False.out | 3 | [('conv2d', 48, 86, 86, 44, 480), ('GELU', 48, 86, 86, 44, 0), ('conv2d', 167, 86, 86, 44, 72311), ('GELU', 167, 86, 86, 44, 0), ('conv2d', 586, 86, 86, 44, 881344), ('GELU', 586, 86, 86, 44, 0), ('adaptive_avg_pool2d', 0, 0, 586, 44, 0), ('linear', 0, 0, 380, 44, 223060), ('softmax', 0, 0, 380, 44, 0)] | GELU | 11,849,738 | 1,177,195 | 44 | 5,741 | 88.246154 | 0.874469 | 0.908491 | 0.387164 | 0.038655 | 3 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.32 | 5,966.4 | 4.49 | 5,972.21 |
input_channels:3_num_classes:104_depth:9_arch:pyramid_base_filters:40_batch:12_input_size:108_act:swish_dropout:0.4487676269184536_dropout:True_batchnorm:False.out | 9 | [('conv2d', 40, 108, 108, 12, 1120), ('SiLU', 40, 108, 108, 12, 0), ('dropout', 40, 108, 108, 12, 0), ('conv2d', 61, 108, 108, 12, 22021), ('SiLU', 61, 108, 108, 12, 0), ('dropout', 61, 108, 108, 12, 0), ('conv2d', 95, 108, 108, 12, 52250), ('SiLU', 95, 108, 108, 12, 0), ('dropout', 95, 108, 108, 12, 0), ('conv2d', 148... | SiLU | 127,967,274 | 17,547,546 | 12 | 8,687 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 1.56 | 15,621 | 66.94 | 15,689.5 |
input_channels:1_num_classes:354_depth:6_arch:gradual_base_filters:122_batch:6_input_size:60_act:elu_dropout:0.16215820802589556_dropout:False_batchnorm:False.out | 6 | [('conv2d', 122, 60, 60, 6, 1220), ('ELU', 122, 60, 60, 6, 0), ('conv2d', 154, 60, 60, 6, 169246), ('ELU', 154, 60, 60, 6, 0), ('conv2d', 195, 60, 60, 6, 270465), ('ELU', 195, 60, 60, 6, 0), ('conv2d', 246, 60, 60, 6, 431976), ('ELU', 246, 60, 60, 6, 0), ('conv2d', 312, 60, 60, 6, 691080), ('ELU', 312, 60, 60, 6, 0), (... | ELU | 10,253,903 | 2,813,726 | 6 | 2,151 | 86.84127 | 0.866762 | 0.758263 | 0.261614 | 0.015103 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.06 | 704.04 | 10.73 | 714.83 |
input_channels:3_num_classes:829_depth:15_arch:uniform_base_filters:122_batch:58_input_size:86_act:gelu_dropout:0.48577245512621836_dropout:True_batchnorm:True.out | 15 | [('conv2d', 122, 86, 86, 58, 3416), ('batchnorm2d', 122, 86, 86, 58, 244), ('GELU', 122, 86, 86, 58, 0), ('dropout', 122, 86, 86, 58, 0), ('conv2d', 122, 86, 86, 58, 134078), ('batchnorm2d', 122, 86, 86, 58, 244), ('GELU', 122, 86, 86, 58, 0), ('dropout', 122, 86, 86, 58, 0), ('conv2d', 122, 86, 86, 58, 134078), ('batc... | GELU | 54,140,500 | 1,986,135 | 58 | 13,057 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 15 | 1 | 1 | SUCCESSFUL | 4.64 | 29,946.56 | 7.58 | 29,958.78 |
input_channels:1_num_classes:479_depth:18_arch:residual_base_filters:89_batch:50_input_size:202_act:gelu_dropout:0.10865719578382925_dropout:True_batchnorm:False.out | 27 | [('conv2d', 89, 202, 202, 50, 178), ('conv2d', 89, 202, 202, 50, 890), ('GELU', 89, 202, 202, 50, 0), ('dropout', 89, 202, 202, 50, 0), ('conv2d', 89, 202, 202, 50, 71378), ('GELU', 89, 202, 202, 50, 0), ('dropout', 89, 202, 202, 50, 0), ('conv2d', 105, 101, 101, 50, 9450), ('conv2d', 105, 101, 101, 50, 84210), ('GELU'... | GELU | 50,869,098 | 7,363,263 | 50 | 14,951 | -1 | -1 | -1 | -1 | -1 | 27 | 0 | 18 | 1 | 1 | SUCCESSFUL | 8 | 30,493.5 | 28.09 | 30,529.59 |
input_channels:3_num_classes:959_depth:9_arch:bottleneck_base_filters:77_batch:18_input_size:128_act:relu_dropout:0.4963248953174547_dropout:False_batchnorm:True.out | 9 | [('conv2d', 154, 128, 128, 18, 4312), ('batchnorm2d', 154, 128, 128, 18, 308), ('ReLU', 154, 128, 128, 18, 0), ('conv2d', 77, 128, 128, 18, 106799), ('batchnorm2d', 77, 128, 128, 18, 154), ('ReLU', 77, 128, 128, 18, 0), ('conv2d', 116, 128, 128, 18, 80504), ('batchnorm2d', 116, 128, 128, 18, 232), ('ReLU', 116, 128, 12... | ReLU | 198,528,205 | 21,046,805 | 18 | 17,879 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 3.42 | 36,351.54 | 80.29 | 36,435.25 |
input_channels:3_num_classes:741_depth:27_arch:hourglass_base_filters:74_batch:50_input_size:166_act:leaky_relu_dropout:0.19747492441512948_dropout:True_batchnorm:False.out | 27 | [('conv2d', 74, 166, 166, 50, 2072), ('LeakyReLU', 74, 166, 166, 50, 0), ('dropout', 74, 166, 166, 50, 0), ('conv2d', 95, 166, 166, 50, 63365), ('LeakyReLU', 95, 166, 166, 50, 0), ('dropout', 95, 166, 166, 50, 0), ('conv2d', 123, 166, 166, 50, 105288), ('LeakyReLU', 123, 166, 166, 50, 0), ('dropout', 123, 166, 166, 50,... | LeakyReLU | 1,169,505,752 | 115,743,545 | 50 | 37,577 | 21.6 | 0.124714 | 0.509 | 0.153 | 0.0055 | 27 | 0 | 27 | 1 | 1 | OOM_CRASH | 16 | 594,841 | 441.53 | 595,298.53 |
input_channels:3_num_classes:975_depth:22_arch:residual_base_filters:93_batch:32_input_size:182_act:softplus_dropout:0.28879752477960674_dropout:False_batchnorm:True.out | 30 | [('conv2d', 93, 182, 182, 32, 372), ('batchnorm2d', 93, 182, 182, 32, 186), ('conv2d', 93, 182, 182, 32, 2604), ('batchnorm2d', 93, 182, 182, 32, 186), ('Softplus', 93, 182, 182, 32, 0), ('conv2d', 93, 182, 182, 32, 77934), ('batchnorm2d', 93, 182, 182, 32, 186), ('Softplus', 93, 182, 182, 32, 0), ('conv2d', 107, 91, 9... | Softplus | 47,445,103 | 7,604,174 | 32 | 10,513 | -1 | -1 | -1 | -1 | -1 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 12.16 | 15,926.72 | 29.01 | 15,967.89 |
input_channels:1_num_classes:844_depth:7_arch:uniform_base_filters:62_batch:8_input_size:52_act:elu_dropout:0.3205147600384122_dropout:True_batchnorm:True.out | 7 | [('conv2d', 62, 52, 52, 8, 620), ('batchnorm2d', 62, 52, 52, 8, 124), ('ELU', 62, 52, 52, 8, 0), ('dropout', 62, 52, 52, 8, 0), ('conv2d', 62, 52, 52, 8, 34658), ('batchnorm2d', 62, 52, 52, 8, 124), ('ELU', 62, 52, 52, 8, 0), ('dropout', 62, 52, 52, 8, 0), ('conv2d', 62, 52, 52, 8, 34658), ('batchnorm2d', 62, 52, 52, 8... | ELU | 4,695,894 | 262,608 | 8 | 1,889 | 49.761905 | 0.485453 | 0.272167 | 0.113983 | 0.016567 | 7 | 7 | 7 | 1 | 1 | SUCCESSFUL | 0.08 | 358.24 | 1 | 359.32 |
input_channels:3_num_classes:791_depth:4_arch:dense_base_filters:111_batch:54_input_size:162_act:tanh_dropout:0.3646925180398911_dropout:True_batchnorm:True.out | 4 | [('conv2d', 32, 162, 162, 54, 896), ('batchnorm2d', 32, 162, 162, 54, 64), ('Tanh', 32, 162, 162, 54, 0), ('dropout', 32, 162, 162, 54, 0), ('conv2d', 32, 162, 162, 54, 10112), ('batchnorm2d', 32, 162, 162, 54, 64), ('Tanh', 32, 162, 162, 54, 0), ('dropout', 32, 162, 162, 54, 0), ('conv2d', 32, 162, 162, 54, 19328), ('... | Tanh | 13,438,641 | 163,548 | 54 | 7,915 | -1 | -1 | -1 | -1 | -1 | 4 | 4 | 4 | 1 | 1 | SUCCESSFUL | 16.2 | 8,337.06 | 0.62 | 8,353.88 |
input_channels:3_num_classes:858_depth:2_arch:gradual_base_filters:50_batch:46_input_size:46_act:swish_dropout:0.22234240526292215_dropout:False_batchnorm:False.out | 2 | [('conv2d', 50, 46, 46, 46, 1400), ('SiLU', 50, 46, 46, 46, 0), ('conv2d', 126, 46, 46, 46, 56826), ('SiLU', 126, 46, 46, 46, 0), ('adaptive_avg_pool2d', 0, 0, 126, 46, 0), ('linear', 0, 0, 858, 46, 108966), ('softmax', 0, 0, 858, 46, 0)] | SiLU | 746,674 | 167,192 | 46 | 1,983 | 36.707692 | 0.359422 | 0.305364 | 0.168055 | 0.021018 | 2 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.92 | 392.84 | 0.64 | 394.4 |
input_channels:1_num_classes:219_depth:4_arch:residual_base_filters:74_batch:56_input_size:54_act:leaky_relu_dropout:0.12777064848040343_dropout:False_batchnorm:True.out | 6 | [('conv2d', 74, 54, 54, 56, 148), ('batchnorm2d', 74, 54, 54, 56, 148), ('conv2d', 74, 54, 54, 56, 740), ('batchnorm2d', 74, 54, 54, 56, 148), ('LeakyReLU', 74, 54, 54, 56, 0), ('conv2d', 74, 54, 54, 56, 49358), ('batchnorm2d', 74, 54, 54, 56, 148), ('LeakyReLU', 74, 54, 54, 56, 0), ('conv2d', 169, 27, 27, 56, 12675), ... | LeakyReLU | 2,712,487 | 471,550 | 56 | 2,803 | 75.242424 | 0.661738 | 0.586678 | 0.270237 | 0.026017 | 6 | 6 | 0 | 1 | 1 | SUCCESSFUL | 0.56 | 1,593.2 | 1.8 | 1,595.56 |
input_channels:1_num_classes:296_depth:8_arch:hourglass_base_filters:90_batch:26_input_size:140_act:elu_dropout:0.2904709005233884_dropout:True_batchnorm:False.out | 8 | [('conv2d', 90, 140, 140, 26, 900), ('ELU', 90, 140, 140, 26, 0), ('dropout', 90, 140, 140, 26, 0), ('conv2d', 196, 140, 140, 26, 158956), ('ELU', 196, 140, 140, 26, 0), ('dropout', 196, 140, 140, 26, 0), ('conv2d', 429, 140, 140, 26, 757185), ('ELU', 429, 140, 140, 26, 0), ('dropout', 429, 140, 140, 26, 0), ('conv2d',... | ELU | 194,275,882 | 16,999,317 | 26 | 22,767 | 92.676923 | 0.946453 | 0.970164 | 0.247527 | 0.007836 | 8 | 0 | 8 | 1 | 1 | SUCCESSFUL | 1.82 | 51,383.02 | 64.85 | 51,449.69 |
input_channels:3_num_classes:278_depth:19_arch:hourglass_base_filters:52_batch:44_input_size:18_act:relu_dropout:0.4056898047606978_dropout:True_batchnorm:True.out | 19 | [('conv2d', 52, 18, 18, 44, 1456), ('batchnorm2d', 52, 18, 18, 44, 104), ('ReLU', 52, 18, 18, 44, 0), ('dropout', 52, 18, 18, 44, 0), ('conv2d', 78, 18, 18, 44, 36582), ('batchnorm2d', 78, 18, 18, 44, 156), ('ReLU', 78, 18, 18, 44, 0), ('dropout', 78, 18, 18, 44, 0), ('conv2d', 117, 18, 18, 44, 82251), ('batchnorm2d', ... | ReLU | 10,951,808 | 61,284,148 | 44 | 4,629 | -1 | -1 | -1 | -1 | -1 | 19 | 19 | 19 | 1 | 1 | SUCCESSFUL | 0 | 4,595.36 | 233.78 | 4,829.14 |
input_channels:3_num_classes:128_depth:25_arch:gradual_base_filters:51_batch:60_input_size:108_act:leaky_relu_dropout:0.21947271102023425_dropout:False_batchnorm:False.out | 25 | [('conv2d', 51, 108, 108, 60, 1428), ('LeakyReLU', 51, 108, 108, 60, 0), ('conv2d', 54, 108, 108, 60, 24840), ('LeakyReLU', 54, 108, 108, 60, 0), ('conv2d', 59, 108, 108, 60, 28733), ('LeakyReLU', 59, 108, 108, 60, 0), ('conv2d', 63, 108, 108, 60, 33516), ('LeakyReLU', 63, 108, 108, 60, 0), ('conv2d', 68, 108, 108, 60,... | LeakyReLU | 82,535,020 | 5,336,091 | 60 | 32,503 | -1 | -1 | -1 | -1 | -1 | 25 | 0 | 0 | 1 | 1 | SUCCESSFUL | 7.8 | 56,672.4 | 20.36 | 56,700.56 |
input_channels:1_num_classes:501_depth:15_arch:pyramid_base_filters:16_batch:52_input_size:16_act:elu_dropout:0.21775297764015017_dropout:False_batchnorm:True.out | 15 | [('conv2d', 16, 16, 16, 52, 160), ('batchnorm2d', 16, 16, 16, 52, 32), ('ELU', 16, 16, 16, 52, 0), ('conv2d', 22, 16, 16, 52, 3190), ('batchnorm2d', 22, 16, 16, 52, 44), ('ELU', 22, 16, 16, 52, 0), ('conv2d', 30, 16, 16, 52, 5970), ('batchnorm2d', 30, 16, 16, 52, 60), ('ELU', 30, 16, 16, 52, 0), ('conv2d', 42, 16, 16, ... | ELU | 4,084,404 | 30,756,225 | 52 | 3,623 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 0 | 2,160.08 | 117.33 | 2,277.41 |
input_channels:1_num_classes:93_depth:11_arch:hourglass_base_filters:90_batch:44_input_size:68_act:mish_dropout:0.372485838650226_dropout:True_batchnorm:True.out | 11 | [('conv2d', 90, 68, 68, 44, 900), ('batchnorm2d', 90, 68, 68, 44, 180), ('Mish', 90, 68, 68, 44, 0), ('dropout', 90, 68, 68, 44, 0), ('conv2d', 168, 68, 68, 44, 136248), ('batchnorm2d', 168, 68, 68, 44, 336), ('Mish', 168, 68, 68, 44, 0), ('dropout', 168, 68, 68, 44, 0), ('conv2d', 314, 68, 68, 44, 475082), ('batchnorm... | Mish | 94,644,308 | 32,209,056 | 44 | 22,021 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 11 | 1 | 1 | SUCCESSFUL | 0.88 | 39,714.4 | 122.87 | 39,838.15 |
input_channels:3_num_classes:378_depth:16_arch:hourglass_base_filters:16_batch:52_input_size:88_act:tanh_dropout:0.3016367621726166_dropout:False_batchnorm:True.out | 16 | [('conv2d', 16, 88, 88, 52, 448), ('batchnorm2d', 16, 88, 88, 52, 32), ('Tanh', 16, 88, 88, 52, 0), ('conv2d', 29, 88, 88, 52, 4205), ('batchnorm2d', 29, 88, 88, 52, 58), ('Tanh', 29, 88, 88, 52, 0), ('conv2d', 53, 88, 88, 52, 13886), ('batchnorm2d', 53, 88, 88, 52, 106), ('Tanh', 53, 88, 88, 52, 0), ('conv2d', 98, 88,... | Tanh | 113,001,220 | 28,593,714 | 52 | 29,639 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 0 | 1 | 1 | SUCCESSFUL | 4.68 | 59,774.52 | 109.08 | 59,888.28 |
input_channels:3_num_classes:782_depth:8_arch:pyramid_base_filters:47_batch:48_input_size:168_act:elu_dropout:0.12781842986085043_dropout:False_batchnorm:False.out | 8 | [('conv2d', 47, 168, 168, 48, 1316), ('ELU', 47, 168, 168, 48, 0), ('conv2d', 75, 168, 168, 48, 31800), ('ELU', 75, 168, 168, 48, 0), ('conv2d', 120, 168, 168, 48, 81120), ('ELU', 120, 168, 168, 48, 0), ('conv2d', 193, 168, 168, 48, 208633), ('ELU', 193, 168, 168, 48, 0), ('conv2d', 310, 168, 168, 48, 538780), ('ELU', ... | ELU | 187,184,409 | 15,975,148 | 48 | 35,789 | 31.833333 | 0.144 | 0 | 0 | 0.228 | 8 | 0 | 0 | 1 | 1 | OOM_CRASH | 15.36 | 102,822.72 | 60.94 | 102,899.02 |
input_channels:1_num_classes:673_depth:14_arch:residual_base_filters:55_batch:56_input_size:96_act:relu_dropout:0.1329243036031135_dropout:False_batchnorm:True.out | 21 | [('conv2d', 55, 96, 96, 56, 110), ('batchnorm2d', 55, 96, 96, 56, 110), ('conv2d', 55, 96, 96, 56, 550), ('batchnorm2d', 55, 96, 96, 56, 110), ('ReLU', 55, 96, 96, 56, 0), ('conv2d', 55, 96, 96, 56, 27280), ('batchnorm2d', 55, 96, 96, 56, 110), ('ReLU', 55, 96, 96, 56, 0), ('conv2d', 71, 48, 48, 56, 3976), ('batchnorm2... | ReLU | 8,847,813 | 2,860,582 | 56 | 4,429 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 2.24 | 5,197.36 | 10.91 | 5,210.51 |
input_channels:3_num_classes:325_depth:2_arch:residual_base_filters:102_batch:52_input_size:66_act:relu_dropout:0.39141141159673887_dropout:False_batchnorm:True.out | 3 | [('conv2d', 102, 66, 66, 52, 408), ('batchnorm2d', 102, 66, 66, 52, 204), ('conv2d', 102, 66, 66, 52, 2856), ('batchnorm2d', 102, 66, 66, 52, 204), ('ReLU', 102, 66, 66, 52, 0), ('conv2d', 102, 66, 66, 52, 93738), ('batchnorm2d', 102, 66, 66, 52, 204), ('ReLU', 102, 66, 66, 52, 0), ('adaptive_avg_pool2d', 0, 0, 102, 52... | ReLU | 3,555,248 | 131,089 | 52 | 2,763 | 64.634921 | 0.6488 | 0.649228 | 0.312579 | 0.035322 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 2.6 | 1,939.08 | 0.5 | 1,942.18 |
input_channels:3_num_classes:347_depth:17_arch:hourglass_base_filters:26_batch:24_input_size:138_act:relu_dropout:0.283622497424984_dropout:False_batchnorm:True.out | 17 | [('conv2d', 26, 138, 138, 24, 728), ('batchnorm2d', 26, 138, 138, 24, 52), ('ReLU', 26, 138, 138, 24, 0), ('conv2d', 44, 138, 138, 24, 10340), ('batchnorm2d', 44, 138, 138, 24, 88), ('ReLU', 44, 138, 138, 24, 0), ('conv2d', 77, 138, 138, 24, 30569), ('batchnorm2d', 77, 138, 138, 24, 154), ('ReLU', 77, 138, 138, 24, 0),... | ReLU | 343,706,832 | 38,659,917 | 24 | 36,921 | 94.242424 | 0.938246 | 0.955673 | 0.221255 | 0.007055 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 5.28 | 83,912.64 | 147.48 | 84,065.4 |
input_channels:3_num_classes:342_depth:21_arch:uniform_base_filters:72_batch:54_input_size:44_act:tanh_dropout:0.3590667838150622_dropout:True_batchnorm:True.out | 21 | [('conv2d', 72, 44, 44, 54, 2016), ('batchnorm2d', 72, 44, 44, 54, 144), ('Tanh', 72, 44, 44, 54, 0), ('dropout', 72, 44, 44, 54, 0), ('conv2d', 72, 44, 44, 54, 46728), ('batchnorm2d', 72, 44, 44, 54, 144), ('Tanh', 72, 44, 44, 54, 0), ('dropout', 72, 44, 44, 54, 0), ('conv2d', 72, 44, 44, 54, 46728), ('batchnorm2d', 7... | Tanh | 11,709,684 | 964,566 | 54 | 3,969 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 21 | 1 | 1 | SUCCESSFUL | 1.08 | 6,030.18 | 3.68 | 6,034.94 |
input_channels:1_num_classes:154_depth:2_arch:dense_base_filters:86_batch:60_input_size:184_act:tanh_dropout:0.15712160010655096_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 60 | 1,471 | 6.758065 | 0.017571 | 0.001327 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:966_depth:20_arch:bottleneck_base_filters:37_batch:50_input_size:206_act:prelu_dropout:0.30530435953353746_dropout:False_batchnorm:False.out | 20 | [('conv2d', 74, 206, 206, 50, 2072), ('PReLU', 74, 206, 206, 50, 0), ('conv2d', 37, 206, 206, 50, 24679), ('PReLU', 37, 206, 206, 50, 0), ('conv2d', 45, 206, 206, 50, 15030), ('PReLU', 45, 206, 206, 50, 0), ('conv2d', 56, 206, 206, 50, 22736), ('PReLU', 56, 206, 206, 50, 0), ('conv2d', 69, 206, 206, 50, 34845), ('PReLU... | PReLU | 731,090,998 | 59,664,691 | 50 | 38,045 | -1 | -1 | -1 | -1 | -1 | 20 | 0 | 0 | 1 | 1 | OOM_CRASH | 24.5 | 418,333 | 227.6 | 418,585.1 |
input_channels:1_num_classes:840_depth:6_arch:pyramid_base_filters:74_batch:22_input_size:36_act:selu_dropout:0.3929660404241916_dropout:False_batchnorm:False.out | 6 | [('conv2d', 74, 36, 36, 22, 740), ('SELU', 74, 36, 36, 22, 0), ('conv2d', 128, 36, 36, 22, 85376), ('SELU', 128, 36, 36, 22, 0), ('conv2d', 223, 36, 36, 22, 257119), ('SELU', 223, 36, 36, 22, 0), ('conv2d', 389, 36, 36, 22, 781112), ('SELU', 389, 36, 36, 22, 0), ('conv2d', 677, 36, 36, 22, 2370854), ('SELU', 677, 36, 3... | SELU | 6,918,313 | 11,657,359 | 22 | 3,041 | 90.453125 | 0.890328 | 0.851509 | 0.254509 | 0.012 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 1,741.52 | 44.47 | 1,785.99 |
input_channels:1_num_classes:542_depth:11_arch:pyramid_base_filters:40_batch:26_input_size:82_act:swish_dropout:0.24009389316519958_dropout:True_batchnorm:False.out | 11 | [('conv2d', 40, 82, 82, 26, 400), ('SiLU', 40, 82, 82, 26, 0), ('dropout', 40, 82, 82, 26, 0), ('conv2d', 57, 82, 82, 26, 20577), ('SiLU', 57, 82, 82, 26, 0), ('dropout', 57, 82, 82, 26, 0), ('conv2d', 81, 82, 82, 26, 41634), ('SiLU', 81, 82, 82, 26, 0), ('dropout', 81, 82, 82, 26, 0), ('conv2d', 117, 82, 82, 26, 85410... | SiLU | 94,084,723 | 25,983,265 | 26 | 12,841 | 93.96875 | 0.947222 | 0.970673 | 0.240782 | 0.011119 | 11 | 0 | 11 | 1 | 1 | SUCCESSFUL | 0.78 | 24,883.82 | 99.12 | 24,983.72 |
input_channels:1_num_classes:524_depth:25_arch:dense_base_filters:126_batch:60_input_size:122_act:gelu_dropout:0.24097420643746445_dropout:True_batchnorm:True.out | 25 | [('conv2d', 32, 122, 122, 60, 320), ('batchnorm2d', 32, 122, 122, 60, 64), ('GELU', 32, 122, 122, 60, 0), ('dropout', 32, 122, 122, 60, 0), ('conv2d', 32, 122, 122, 60, 9536), ('batchnorm2d', 32, 122, 122, 60, 64), ('GELU', 32, 122, 122, 60, 0), ('dropout', 32, 122, 122, 60, 0), ('conv2d', 32, 122, 122, 60, 18752), ('b... | GELU | 20,005,848 | 2,556,300 | 60 | 16,055 | -1 | -1 | -1 | -1 | -1 | 25 | 25 | 24 | 1 | 1 | SUCCESSFUL | 3.6 | 16,468.8 | 9.75 | 16,482.15 |
input_channels:3_num_classes:220_depth:10_arch:gradual_base_filters:86_batch:54_input_size:22_act:elu_dropout:0.37419768011604204_dropout:True_batchnorm:False.out | 10 | [('conv2d', 86, 22, 22, 54, 2408), ('ELU', 86, 22, 22, 54, 0), ('dropout', 86, 22, 22, 54, 0), ('conv2d', 100, 22, 22, 54, 77500), ('ELU', 100, 22, 22, 54, 0), ('dropout', 100, 22, 22, 54, 0), ('conv2d', 118, 22, 22, 54, 106318), ('ELU', 118, 22, 22, 54, 0), ('dropout', 118, 22, 22, 54, 0), ('conv2d', 138, 22, 22, 54, ... | ELU | 2,814,774 | 3,483,674 | 54 | 2,463 | -1 | -1 | -1 | -1 | -1 | 10 | 0 | 10 | 1 | 1 | SUCCESSFUL | 0.54 | 1,546.02 | 13.29 | 1,559.85 |
input_channels:3_num_classes:208_depth:26_arch:hourglass_base_filters:81_batch:62_input_size:160_act:swish_dropout:0.2875263141183326_dropout:True_batchnorm:False.out | 26 | [('conv2d', 81, 160, 160, 62, 2268), ('SiLU', 81, 160, 160, 62, 0), ('dropout', 81, 160, 160, 62, 0), ('conv2d', 103, 160, 160, 62, 75190), ('SiLU', 103, 160, 160, 62, 0), ('dropout', 103, 160, 160, 62, 0), ('conv2d', 133, 160, 160, 62, 123424), ('SiLU', 133, 160, 160, 62, 0), ('dropout', 133, 160, 160, 62, 0), ('conv2... | SiLU | 1,070,131,697 | 114,109,662 | 62 | 39,875 | -1 | -1 | -1 | -1 | -1 | 26 | 0 | 26 | 1 | 1 | OOM_CRASH | 17.98 | 674,928.28 | 435.29 | 675,381.55 |
input_channels:1_num_classes:190_depth:21_arch:bottleneck_base_filters:110_batch:18_input_size:198_act:leaky_relu_dropout:0.4956058781321332_dropout:False_batchnorm:True.out | 21 | [('conv2d', 220, 198, 198, 18, 2200), ('batchnorm2d', 220, 198, 198, 18, 440), ('LeakyReLU', 220, 198, 198, 18, 0), ('conv2d', 110, 198, 198, 18, 217910), ('batchnorm2d', 110, 198, 198, 18, 220), ('LeakyReLU', 110, 198, 198, 18, 0), ('conv2d', 127, 198, 198, 18, 125857), ('batchnorm2d', 127, 198, 198, 18, 254), ('Leaky... | LeakyReLU | 1,472,504,389 | 96,120,522 | 18 | 38,837 | 29.25 | 0.1158 | 0 | 0 | 0 | 21 | 21 | 0 | 1 | 1 | OOM_CRASH | 2.7 | 269,623.44 | 366.67 | 269,992.81 |
input_channels:3_num_classes:440_depth:2_arch:gradual_base_filters:70_batch:2_input_size:198_act:leaky_relu_dropout:0.2828152190994582_dropout:False_batchnorm:False.out | 2 | [('conv2d', 70, 198, 198, 2, 1960), ('LeakyReLU', 70, 198, 198, 2, 0), ('conv2d', 162, 198, 198, 2, 102222), ('LeakyReLU', 162, 198, 198, 2, 0), ('adaptive_avg_pool2d', 0, 0, 162, 2, 0), ('linear', 0, 0, 440, 2, 71720), ('softmax', 0, 0, 440, 2, 0)] | LeakyReLU | 18,191,698 | 175,902 | 2 | 2,075 | 80.492308 | 0.783746 | 0.683017 | 0.314153 | 0.027672 | 2 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.9 | 416.36 | 0.67 | 417.93 |
input_channels:1_num_classes:696_depth:21_arch:residual_base_filters:46_batch:60_input_size:176_act:softplus_dropout:0.44759412960394884_dropout:True_batchnorm:False.out | 30 | [('conv2d', 46, 176, 176, 60, 92), ('conv2d', 46, 176, 176, 60, 460), ('Softplus', 46, 176, 176, 60, 0), ('dropout', 46, 176, 176, 60, 0), ('conv2d', 46, 176, 176, 60, 19090), ('Softplus', 46, 176, 176, 60, 0), ('dropout', 46, 176, 176, 60, 0), ('conv2d', 55, 88, 88, 60, 2585), ('conv2d', 55, 88, 88, 60, 22825), ('Soft... | Softplus | 20,085,368 | 3,187,994 | 60 | 7,393 | -1 | -1 | -1 | -1 | -1 | 30 | 0 | 20 | 1 | 1 | SUCCESSFUL | 7.2 | 14,448 | 12.16 | 14,467.36 |
input_channels:1_num_classes:117_depth:6_arch:uniform_base_filters:90_batch:42_input_size:76_act:softplus_dropout:0.40557608456188843_dropout:False_batchnorm:False.out | 6 | [('conv2d', 90, 76, 76, 42, 900), ('Softplus', 90, 76, 76, 42, 0), ('conv2d', 90, 76, 76, 42, 72990), ('Softplus', 90, 76, 76, 42, 0), ('conv2d', 90, 76, 76, 42, 72990), ('Softplus', 90, 76, 76, 42, 0), ('conv2d', 90, 76, 76, 42, 72990), ('Softplus', 90, 76, 76, 42, 0), ('conv2d', 90, 76, 76, 42, 72990), ('Softplus', 9... | Softplus | 6,238,404 | 376,497 | 42 | 3,209 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.84 | 2,998.38 | 1.44 | 3,000.66 |
input_channels:3_num_classes:62_depth:27_arch:hourglass_base_filters:110_batch:30_input_size:152_act:gelu_dropout:0.19672866732903366_dropout:True_batchnorm:True.out | 27 | [('conv2d', 110, 152, 152, 30, 3080), ('batchnorm2d', 110, 152, 152, 30, 220), ('GELU', 110, 152, 152, 30, 0), ('dropout', 110, 152, 152, 30, 0), ('conv2d', 137, 152, 152, 30, 135767), ('batchnorm2d', 137, 152, 152, 30, 274), ('GELU', 137, 152, 152, 30, 0), ('dropout', 137, 152, 152, 30, 0), ('conv2d', 172, 152, 152, 3... | GELU | 1,479,950,058 | 136,011,597 | 30 | 37,861 | -1 | -1 | -1 | -1 | -1 | 27 | 27 | 27 | 1 | 1 | OOM_CRASH | 7.8 | 423,417 | 518.84 | 423,943.64 |
input_channels:1_num_classes:90_depth:26_arch:dense_base_filters:61_batch:38_input_size:20_act:prelu_dropout:0.1095213924752788_dropout:True_batchnorm:True.out | 25 | [('conv2d', 32, 20, 20, 38, 320), ('batchnorm2d', 32, 20, 20, 38, 64), ('PReLU', 32, 20, 20, 38, 0), ('dropout', 32, 20, 20, 38, 0), ('conv2d', 32, 20, 20, 38, 9536), ('batchnorm2d', 32, 20, 20, 38, 64), ('PReLU', 32, 20, 20, 38, 0), ('dropout', 32, 20, 20, 38, 0), ('conv2d', 32, 20, 20, 38, 18752), ('batchnorm2d', 32,... | PReLU | 538,484 | 2,250,330 | 38 | 2,043 | 39.369231 | 0.396154 | 0.201357 | 0.067309 | 0.006286 | 25 | 25 | 24 | 1 | 1 | SUCCESSFUL | 0 | 280.44 | 8.58 | 289.02 |
input_channels:3_num_classes:919_depth:22_arch:pyramid_base_filters:28_batch:34_input_size:56_act:elu_dropout:0.4834553597708333_dropout:True_batchnorm:True.out | 22 | [('conv2d', 28, 56, 56, 34, 784), ('batchnorm2d', 28, 56, 56, 34, 56), ('ELU', 28, 56, 56, 34, 0), ('dropout', 28, 56, 56, 34, 0), ('conv2d', 34, 56, 56, 34, 8602), ('batchnorm2d', 34, 56, 56, 34, 68), ('ELU', 34, 56, 56, 34, 0), ('dropout', 34, 56, 56, 34, 0), ('conv2d', 41, 56, 56, 34, 12587), ('batchnorm2d', 41, 56,... | ELU | 117,515,714 | 66,560,318 | 34 | 20,121 | 95.571429 | 0.925781 | 0.959948 | 0.231207 | 0.014692 | 22 | 22 | 22 | 1 | 1 | SUCCESSFUL | 1.36 | 38,104.14 | 253.91 | 38,359.41 |
input_channels:1_num_classes:421_depth:22_arch:gradual_base_filters:71_batch:12_input_size:28_act:elu_dropout:0.4972116800368136_dropout:False_batchnorm:False.out | 22 | [('conv2d', 71, 28, 28, 12, 710), ('ELU', 71, 28, 28, 12, 0), ('conv2d', 76, 28, 28, 12, 48640), ('ELU', 76, 28, 28, 12, 0), ('conv2d', 82, 28, 28, 12, 56170), ('ELU', 82, 28, 28, 12, 0), ('conv2d', 89, 28, 28, 12, 65771), ('ELU', 89, 28, 28, 12, 0), ('conv2d', 96, 28, 28, 12, 76992), ('ELU', 96, 28, 28, 12, 0), ('conv... | ELU | 6,114,827 | 7,171,304 | 12 | 2,179 | 85.793651 | 0.854952 | 0.63781 | 0.195638 | 0.023667 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 839.64 | 27.36 | 867 |
input_channels:3_num_classes:791_depth:10_arch:hourglass_base_filters:66_batch:44_input_size:96_act:elu_dropout:0.26834250170579155_dropout:True_batchnorm:True.out | 10 | [('conv2d', 66, 96, 96, 44, 1848), ('batchnorm2d', 66, 96, 96, 44, 132), ('ELU', 66, 96, 96, 44, 0), ('dropout', 66, 96, 96, 44, 0), ('conv2d', 131, 96, 96, 44, 77945), ('batchnorm2d', 131, 96, 96, 44, 262), ('ELU', 131, 96, 96, 44, 0), ('dropout', 131, 96, 96, 44, 0), ('conv2d', 260, 96, 96, 44, 306800), ('batchnorm2d... | ELU | 147,826,288 | 22,411,577 | 44 | 30,361 | 95.390625 | 0.934662 | 0.962821 | 0.261875 | 0.017737 | 10 | 10 | 10 | 1 | 1 | SUCCESSFUL | 4.84 | 62,030.32 | 85.49 | 62,120.65 |
input_channels:1_num_classes:204_depth:8_arch:gradual_base_filters:61_batch:6_input_size:148_act:softplus_dropout:0.37164570554992904_dropout:False_batchnorm:False.out | 8 | [('conv2d', 61, 148, 148, 6, 610), ('Softplus', 61, 148, 148, 6, 0), ('conv2d', 75, 148, 148, 6, 41250), ('Softplus', 75, 148, 148, 6, 0), ('conv2d', 94, 148, 148, 6, 63544), ('Softplus', 94, 148, 148, 6, 0), ('conv2d', 117, 148, 148, 6, 99099), ('Softplus', 117, 148, 148, 6, 0), ('conv2d', 146, 148, 148, 6, 153884), (... | Softplus | 51,913,171 | 1,606,158 | 6 | 3,911 | -1 | -1 | -1 | -1 | -1 | 8 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.48 | 3,564.6 | 6.13 | 3,571.21 |
input_channels:1_num_classes:313_depth:12_arch:hourglass_base_filters:69_batch:36_input_size:202_act:elu_dropout:0.4929905710845056_dropout:False_batchnorm:True.out | 12 | [('conv2d', 69, 202, 202, 36, 690), ('batchnorm2d', 69, 202, 202, 36, 138), ('ELU', 69, 202, 202, 36, 0), ('conv2d', 121, 202, 202, 36, 75262), ('batchnorm2d', 121, 202, 202, 36, 242), ('ELU', 121, 202, 202, 36, 0), ('conv2d', 213, 202, 202, 36, 232170), ('batchnorm2d', 213, 202, 202, 36, 426), ('ELU', 213, 202, 202, 3... | ELU | 637,032,743 | 32,562,334 | 36 | 37,867 | 40 | 0.142333 | 0.068 | 0.036 | 0.0395 | 12 | 12 | 0 | 1 | 1 | OOM_CRASH | 5.76 | 233,288.28 | 124.22 | 233,418.26 |
input_channels:3_num_classes:476_depth:1_arch:hourglass_base_filters:94_batch:20_input_size:118_act:prelu_dropout:0.4976764538806615_dropout:False_batchnorm:False.out | 1 | [('conv2d', 94, 118, 118, 20, 2632), ('PReLU', 94, 118, 118, 20, 0), ('adaptive_avg_pool2d', 0, 0, 94, 20, 0), ('linear', 0, 0, 476, 20, 45220), ('softmax', 0, 0, 476, 20, 0)] | PReLU | 2,618,758 | 47,852 | 20 | 2,201 | 36.47619 | 0.322692 | 0.295804 | 0.216571 | 0.044649 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.2 | 599.4 | 0.18 | 602.78 |
input_channels:1_num_classes:829_depth:27_arch:dense_base_filters:71_batch:38_input_size:110_act:swish_dropout:0.4879000239896045_dropout:False_batchnorm:True.out | 25 | [('conv2d', 32, 110, 110, 38, 320), ('batchnorm2d', 32, 110, 110, 38, 64), ('SiLU', 32, 110, 110, 38, 0), ('conv2d', 32, 110, 110, 38, 9536), ('batchnorm2d', 32, 110, 110, 38, 64), ('SiLU', 32, 110, 110, 38, 0), ('conv2d', 32, 110, 110, 38, 18752), ('batchnorm2d', 32, 110, 110, 38, 64), ('SiLU', 32, 110, 110, 38, 0), (... | SiLU | 12,779,962 | 2,771,325 | 38 | 9,029 | 92.671875 | 0.915587 | 0.813222 | 0.412667 | 0.114232 | 25 | 25 | 0 | 1 | 1 | SUCCESSFUL | 1.9 | 7,469.28 | 10.57 | 7,481.75 |
input_channels:3_num_classes:186_depth:9_arch:uniform_base_filters:35_batch:2_input_size:178_act:relu_dropout:0.229215997093005_dropout:False_batchnorm:False.out | 9 | [('conv2d', 35, 178, 178, 2, 980), ('ReLU', 35, 178, 178, 2, 0), ('conv2d', 35, 178, 178, 2, 11060), ('ReLU', 35, 178, 178, 2, 0), ('conv2d', 35, 178, 178, 2, 11060), ('ReLU', 35, 178, 178, 2, 0), ('conv2d', 35, 178, 178, 2, 11060), ('ReLU', 35, 178, 178, 2, 0), ('conv2d', 35, 178, 178, 2, 11060), ('ReLU', 35, 178, 178... | ReLU | 19,961,327 | 96,156 | 2 | 1,843 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.72 | 456.88 | 0.37 | 457.97 |
input_channels:1_num_classes:464_depth:13_arch:dense_base_filters:122_batch:42_input_size:132_act:selu_dropout:0.1632770865763225_dropout:True_batchnorm:False.out | 13 | [('conv2d', 32, 132, 132, 42, 320), ('SELU', 32, 132, 132, 42, 0), ('dropout', 32, 132, 132, 42, 0), ('conv2d', 32, 132, 132, 42, 9536), ('SELU', 32, 132, 132, 42, 0), ('dropout', 32, 132, 132, 42, 0), ('conv2d', 32, 132, 132, 42, 18752), ('SELU', 32, 132, 132, 42, 0), ('dropout', 32, 132, 132, 42, 0), ('conv2d', 32, 1... | SELU | 12,267,744 | 619,600 | 42 | 6,683 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 12 | 1 | 1 | SUCCESSFUL | 2.94 | 6,973.68 | 2.36 | 6,978.98 |
input_channels:1_num_classes:306_depth:22_arch:gradual_base_filters:79_batch:30_input_size:50_act:mish_dropout:0.25702048201729766_dropout:False_batchnorm:False.out | 22 | [('conv2d', 79, 50, 50, 30, 790), ('Mish', 79, 50, 50, 30, 0), ('conv2d', 85, 50, 50, 30, 60520), ('Mish', 85, 50, 50, 30, 0), ('conv2d', 91, 50, 50, 30, 69706), ('Mish', 91, 50, 50, 30, 0), ('conv2d', 98, 50, 50, 30, 80360), ('Mish', 98, 50, 50, 30, 0), ('conv2d', 106, 50, 50, 30, 93598), ('Mish', 106, 50, 50, 30, 0),... | Mish | 20,995,985 | 8,183,498 | 30 | 5,791 | 93.109375 | 0.918127 | 0.858537 | 0.322593 | 0.037473 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.3 | 7,208.4 | 31.22 | 7,239.92 |
input_channels:3_num_classes:864_depth:28_arch:pyramid_base_filters:30_batch:44_input_size:108_act:prelu_dropout:0.27757374025542_dropout:True_batchnorm:True.out | 28 | [('conv2d', 30, 108, 108, 44, 840), ('batchnorm2d', 30, 108, 108, 44, 60), ('PReLU', 30, 108, 108, 44, 0), ('dropout', 30, 108, 108, 44, 0), ('conv2d', 34, 108, 108, 44, 9214), ('batchnorm2d', 34, 108, 108, 44, 68), ('PReLU', 34, 108, 108, 44, 0), ('dropout', 34, 108, 108, 44, 0), ('conv2d', 40, 108, 108, 44, 12280), (... | PReLU | 577,698,081 | 93,628,218 | 44 | 40,145 | 43.5 | 0.1112 | 0.371 | 0.096 | 0.006 | 28 | 28 | 28 | 1 | 1 | OOM_CRASH | 5.72 | 242,411.4 | 357.16 | 242,774.28 |
input_channels:3_num_classes:542_depth:27_arch:gradual_base_filters:45_batch:54_input_size:36_act:tanh_dropout:0.3274594166189795_dropout:False_batchnorm:True.out | 27 | [('conv2d', 45, 36, 36, 54, 1260), ('batchnorm2d', 45, 36, 36, 54, 90), ('Tanh', 45, 36, 36, 54, 0), ('conv2d', 48, 36, 36, 54, 19488), ('batchnorm2d', 48, 36, 36, 54, 96), ('Tanh', 48, 36, 36, 54, 0), ('conv2d', 51, 36, 36, 54, 22083), ('batchnorm2d', 51, 36, 36, 54, 102), ('Tanh', 51, 36, 36, 54, 0), ('conv2d', 55, 3... | Tanh | 13,671,574 | 5,093,108 | 54 | 5,047 | -1 | -1 | -1 | -1 | -1 | 27 | 27 | 0 | 1 | 1 | SUCCESSFUL | 0.54 | 7,509.78 | 19.43 | 7,529.75 |
input_channels:1_num_classes:543_depth:24_arch:uniform_base_filters:115_batch:6_input_size:168_act:softplus_dropout:0.37527497047970904_dropout:True_batchnorm:True.out | 24 | [('conv2d', 115, 168, 168, 6, 1150), ('batchnorm2d', 115, 168, 168, 6, 230), ('Softplus', 115, 168, 168, 6, 0), ('dropout', 115, 168, 168, 6, 0), ('conv2d', 115, 168, 168, 6, 119140), ('batchnorm2d', 115, 168, 168, 6, 230), ('Softplus', 115, 168, 168, 6, 0), ('dropout', 115, 168, 168, 6, 0), ('conv2d', 115, 168, 168, 6... | Softplus | 311,594,161 | 2,809,878 | 6 | 9,705 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 24 | 1 | 1 | SUCCESSFUL | 0.66 | 17,829.54 | 10.72 | 17,840.92 |
input_channels:3_num_classes:5_depth:29_arch:pyramid_base_filters:104_batch:56_input_size:170_act:gelu_dropout:0.22935792736750116_dropout:True_batchnorm:True.out | 29 | [('conv2d', 104, 170, 170, 56, 2912), ('batchnorm2d', 104, 170, 170, 56, 208), ('GELU', 104, 170, 170, 56, 0), ('dropout', 104, 170, 170, 56, 0), ('conv2d', 115, 170, 170, 56, 107755), ('batchnorm2d', 115, 170, 170, 56, 230), ('GELU', 115, 170, 170, 56, 0), ('dropout', 115, 170, 170, 56, 0), ('conv2d', 127, 170, 170, 5... | GELU | 2,074,559,457 | 148,712,316 | 56 | 39,603 | -1 | -1 | -1 | -1 | -1 | 29 | 29 | 29 | 1 | 1 | OOM_CRASH | 18.48 | 1,107,934.24 | 567.29 | 1,108,520.01 |
input_channels:3_num_classes:787_depth:6_arch:bottleneck_base_filters:22_batch:22_input_size:100_act:softplus_dropout:0.11973899218918063_dropout:False_batchnorm:True.out | 6 | [('conv2d', 44, 100, 100, 22, 1232), ('batchnorm2d', 44, 100, 100, 22, 88), ('Softplus', 44, 100, 100, 22, 0), ('conv2d', 22, 100, 100, 22, 8734), ('batchnorm2d', 22, 100, 100, 22, 44), ('Softplus', 22, 100, 100, 22, 0), ('conv2d', 54, 100, 100, 22, 10746), ('batchnorm2d', 54, 100, 100, 22, 108), ('Softplus', 54, 100, ... | Softplus | 42,452,401 | 3,630,363 | 22 | 7,665 | -1 | -1 | -1 | -1 | -1 | 6 | 6 | 0 | 1 | 1 | SUCCESSFUL | 2.42 | 9,500.48 | 13.85 | 9,516.75 |
input_channels:1_num_classes:890_depth:23_arch:uniform_base_filters:113_batch:28_input_size:212_act:swish_dropout:0.21876314864445623_dropout:False_batchnorm:True.out | 23 | [('conv2d', 113, 212, 212, 28, 1130), ('batchnorm2d', 113, 212, 212, 28, 226), ('SiLU', 113, 212, 212, 28, 0), ('conv2d', 113, 212, 212, 28, 115034), ('batchnorm2d', 113, 212, 212, 28, 226), ('SiLU', 113, 212, 212, 28, 0), ('conv2d', 113, 212, 212, 28, 115034), ('batchnorm2d', 113, 212, 212, 28, 226), ('SiLU', 113, 212... | SiLU | 350,430,261 | 2,638,536 | 28 | 39,903 | -1 | -1 | -1 | -1 | -1 | 23 | 23 | 0 | 1 | 1 | OOM_CRASH | 4.76 | 99,813.28 | 10.07 | 99,828.11 |
input_channels:3_num_classes:430_depth:18_arch:dense_base_filters:18_batch:44_input_size:12_act:relu_dropout:0.40423482856948545_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 12, 12, 44, 896), ('batchnorm2d', 32, 12, 12, 44, 64), ('ReLU', 32, 12, 12, 44, 0), ('conv2d', 32, 12, 12, 44, 10112), ('batchnorm2d', 32, 12, 12, 44, 64), ('ReLU', 32, 12, 12, 44, 0), ('conv2d', 32, 12, 12, 44, 19328), ('batchnorm2d', 32, 12, 12, 44, 64), ('ReLU', 32, 12, 12, 44, 0), ('conv2d', 32, 12,... | ReLU | 126,157 | 1,095,394 | 44 | 1,811 | 31.238095 | 0.286953 | 0.107123 | 0.025518 | 0.012625 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 0 | 75.68 | 4.18 | 79.86 |
input_channels:1_num_classes:617_depth:16_arch:bottleneck_base_filters:71_batch:28_input_size:170_act:gelu_dropout:0.41387214354836666_dropout:False_batchnorm:False.out | 16 | [('conv2d', 142, 170, 170, 28, 1420), ('GELU', 142, 170, 170, 28, 0), ('conv2d', 71, 170, 170, 28, 90809), ('GELU', 71, 170, 170, 28, 0), ('conv2d', 88, 170, 170, 28, 56320), ('GELU', 88, 170, 170, 28, 0), ('conv2d', 111, 170, 170, 28, 88023), ('GELU', 111, 170, 170, 28, 0), ('conv2d', 139, 170, 170, 28, 139000), ('GEL... | GELU | 462,634,070 | 54,287,179 | 28 | 38,641 | 26 | 0.0365 | 0.322 | 0.063 | 0 | 16 | 0 | 0 | 1 | 1 | OOM_CRASH | 3.08 | 148,243.76 | 207.09 | 148,453.93 |
input_channels:1_num_classes:61_depth:27_arch:dense_base_filters:67_batch:56_input_size:86_act:elu_dropout:0.32543640163756493_dropout:False_batchnorm:False.out | 25 | [('conv2d', 32, 86, 86, 56, 320), ('ELU', 32, 86, 86, 56, 0), ('conv2d', 32, 86, 86, 56, 9536), ('ELU', 32, 86, 86, 56, 0), ('conv2d', 32, 86, 86, 56, 18752), ('ELU', 32, 86, 86, 56, 0), ('conv2d', 32, 86, 86, 56, 27968), ('ELU', 32, 86, 86, 56, 0), ('conv2d', 64, 86, 86, 56, 8320), ('ReLU', 64, 86, 86, 56, 0), ('conv2... | ELU | 5,207,610 | 2,228,221 | 56 | 7,841 | -1 | -1 | -1 | -1 | -1 | 25 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.68 | 5,615.68 | 8.5 | 5,625.86 |
input_channels:3_num_classes:61_depth:9_arch:dense_base_filters:90_batch:54_input_size:104_act:gelu_dropout:0.3082159729117378_dropout:True_batchnorm:True.out | 9 | [('conv2d', 32, 104, 104, 54, 896), ('batchnorm2d', 32, 104, 104, 54, 64), ('GELU', 32, 104, 104, 54, 0), ('dropout', 32, 104, 104, 54, 0), ('conv2d', 32, 104, 104, 54, 10112), ('batchnorm2d', 32, 104, 104, 54, 64), ('GELU', 32, 104, 104, 54, 0), ('dropout', 32, 104, 104, 54, 0), ('conv2d', 32, 104, 104, 54, 19328), ('... | GELU | 9,031,675 | 210,240 | 54 | 5,455 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 8 | 1 | 1 | SUCCESSFUL | 6.48 | 5,667.3 | 0.8 | 5,674.58 |
input_channels:1_num_classes:273_depth:21_arch:gradual_base_filters:94_batch:4_input_size:126_act:tanh_dropout:0.25122313648211103_dropout:False_batchnorm:False.out | 21 | [('conv2d', 94, 126, 126, 4, 940), ('Tanh', 94, 126, 126, 4, 0), ('conv2d', 101, 126, 126, 4, 85547), ('Tanh', 101, 126, 126, 4, 0), ('conv2d', 108, 126, 126, 4, 98280), ('Tanh', 108, 126, 126, 4, 0), ('conv2d', 117, 126, 126, 4, 113841), ('Tanh', 117, 126, 126, 4, 0), ('conv2d', 126, 126, 126, 4, 132804), ('Tanh', 126... | Tanh | 143,488,241 | 9,724,852 | 4 | 4,071 | -1 | -1 | -1 | -1 | -1 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.24 | 6,568.36 | 37.1 | 6,605.7 |
input_channels:1_num_classes:948_depth:28_arch:dense_base_filters:89_batch:16_input_size:50_act:tanh_dropout:0.26409647167184447_dropout:False_batchnorm:True.out | 30 | [('conv2d', 32, 50, 50, 16, 320), ('batchnorm2d', 32, 50, 50, 16, 64), ('Tanh', 32, 50, 50, 16, 0), ('conv2d', 32, 50, 50, 16, 9536), ('batchnorm2d', 32, 50, 50, 16, 64), ('Tanh', 32, 50, 50, 16, 0), ('conv2d', 32, 50, 50, 16, 18752), ('batchnorm2d', 32, 50, 50, 16, 64), ('Tanh', 32, 50, 50, 16, 0), ('conv2d', 32, 50, ... | Tanh | 3,357,672 | 3,352,916 | 16 | 2,487 | 74.046875 | 0.697631 | 0.486491 | 0.19886 | 0.029259 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 0.16 | 787.2 | 12.79 | 800.15 |
input_channels:3_num_classes:503_depth:6_arch:pyramid_base_filters:60_batch:42_input_size:158_act:tanh_dropout:0.26256917925093576_dropout:False_batchnorm:False.out | 6 | [('conv2d', 60, 158, 158, 42, 1680), ('Tanh', 60, 158, 158, 42, 0), ('conv2d', 108, 158, 158, 42, 58428), ('Tanh', 108, 158, 158, 42, 0), ('conv2d', 194, 158, 158, 42, 188762), ('Tanh', 194, 158, 158, 42, 0), ('conv2d', 350, 158, 158, 42, 611450), ('Tanh', 350, 158, 158, 42, 0), ('conv2d', 631, 158, 158, 42, 1988281), ... | Tanh | 123,823,583 | 9,879,175 | 42 | 39,533 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 12.18 | 59,515.68 | 37.69 | 59,565.55 |
input_channels:1_num_classes:637_depth:19_arch:bottleneck_base_filters:50_batch:62_input_size:46_act:prelu_dropout:0.44622510323686193_dropout:False_batchnorm:False.out | 19 | [('conv2d', 100, 46, 46, 62, 1000), ('PReLU', 100, 46, 46, 62, 0), ('conv2d', 50, 46, 46, 62, 45050), ('PReLU', 50, 46, 46, 62, 0), ('conv2d', 61, 46, 46, 62, 27511), ('PReLU', 61, 46, 46, 62, 0), ('conv2d', 75, 46, 46, 62, 41250), ('PReLU', 75, 46, 46, 62, 0), ('conv2d', 92, 46, 46, 62, 62192), ('PReLU', 92, 46, 46, 6... | PReLU | 37,312,252 | 61,161,913 | 62 | 20,659 | -1 | -1 | -1 | -1 | -1 | 19 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.62 | 26,473.38 | 233.31 | 26,707.31 |
input_channels:1_num_classes:719_depth:13_arch:pyramid_base_filters:17_batch:42_input_size:168_act:gelu_dropout:0.43629902333548687_dropout:True_batchnorm:True.out | 13 | [('conv2d', 17, 168, 168, 42, 170), ('batchnorm2d', 17, 168, 168, 42, 34), ('GELU', 17, 168, 168, 42, 0), ('dropout', 17, 168, 168, 42, 0), ('conv2d', 24, 168, 168, 42, 3696), ('batchnorm2d', 24, 168, 168, 42, 48), ('GELU', 24, 168, 168, 42, 0), ('dropout', 24, 168, 168, 42, 0), ('conv2d', 35, 168, 168, 42, 7595), ('ba... | GELU | 513,792,550 | 24,937,718 | 42 | 37,061 | -1 | -1 | -1 | -1 | -1 | 13 | 13 | 13 | 1 | 1 | OOM_CRASH | 4.62 | 205,795.8 | 95.13 | 205,895.55 |
input_channels:3_num_classes:984_depth:5_arch:dense_base_filters:70_batch:58_input_size:62_act:prelu_dropout:0.3319989428329623_dropout:True_batchnorm:True.out | 4 | [('conv2d', 32, 62, 62, 58, 896), ('batchnorm2d', 32, 62, 62, 58, 64), ('PReLU', 32, 62, 62, 58, 0), ('dropout', 32, 62, 62, 58, 0), ('conv2d', 32, 62, 62, 58, 10112), ('batchnorm2d', 32, 62, 62, 58, 64), ('PReLU', 32, 62, 62, 58, 0), ('dropout', 32, 62, 62, 58, 0), ('conv2d', 32, 62, 62, 58, 19328), ('batchnorm2d', 32... | PReLU | 1,970,227 | 189,024 | 58 | 2,761 | 67.828125 | 0.646672 | 0.489855 | 0.259509 | 0.092204 | 4 | 4 | 4 | 1 | 1 | SUCCESSFUL | 2.32 | 1,312.54 | 0.72 | 1,315.58 |
input_channels:3_num_classes:440_depth:26_arch:pyramid_base_filters:17_batch:54_input_size:94_act:tanh_dropout:0.1228383805623846_dropout:False_batchnorm:True.out | 26 | [('conv2d', 17, 94, 94, 54, 476), ('batchnorm2d', 17, 94, 94, 54, 34), ('Tanh', 17, 94, 94, 54, 0), ('conv2d', 20, 94, 94, 54, 3080), ('batchnorm2d', 20, 94, 94, 54, 40), ('Tanh', 20, 94, 94, 54, 0), ('conv2d', 24, 94, 94, 54, 4344), ('batchnorm2d', 24, 94, 94, 54, 48), ('Tanh', 24, 94, 94, 54, 0), ('conv2d', 29, 94, 9... | Tanh | 265,718,775 | 71,130,609 | 54 | 39,309 | -1 | -1 | -1 | -1 | -1 | 26 | 26 | 0 | 1 | 1 | OOM_CRASH | 5.4 | 145,963.08 | 271.34 | 146,239.82 |
input_channels:1_num_classes:410_depth:18_arch:uniform_base_filters:52_batch:34_input_size:130_act:leaky_relu_dropout:0.153340238559773_dropout:False_batchnorm:True.out | 18 | [('conv2d', 52, 130, 130, 34, 520), ('batchnorm2d', 52, 130, 130, 34, 104), ('LeakyReLU', 52, 130, 130, 34, 0), ('conv2d', 52, 130, 130, 34, 24388), ('batchnorm2d', 52, 130, 130, 34, 104), ('LeakyReLU', 52, 130, 130, 34, 0), ('conv2d', 52, 130, 130, 34, 24388), ('batchnorm2d', 52, 130, 130, 34, 104), ('LeakyReLU', 52, ... | LeakyReLU | 47,456,072 | 438,718 | 34 | 9,035 | -1 | -1 | -1 | -1 | -1 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 2.04 | 16,413.5 | 1.67 | 16,417.21 |
input_channels:3_num_classes:613_depth:19_arch:dense_base_filters:29_batch:10_input_size:188_act:mish_dropout:0.23585517972182385_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 188, 188, 10, 896), ('batchnorm2d', 32, 188, 188, 10, 64), ('Mish', 32, 188, 188, 10, 0), ('conv2d', 32, 188, 188, 10, 10112), ('batchnorm2d', 32, 188, 188, 10, 64), ('Mish', 32, 188, 188, 10, 0), ('conv2d', 32, 188, 188, 10, 19328), ('batchnorm2d', 32, 188, 188, 10, 64), ('Mish', 32, 188, 188, 10, 0), ... | Mish | 30,644,923 | 1,177,744 | 10 | 5,589 | 91.476923 | 0.917127 | 0.773811 | 0.387962 | 0.120375 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 4 | 4,207.4 | 4.49 | 4,215.89 |
input_channels:3_num_classes:457_depth:24_arch:gradual_base_filters:88_batch:36_input_size:192_act:elu_dropout:0.37709114639711994_dropout:True_batchnorm:True.out | 24 | [('conv2d', 88, 192, 192, 36, 2464), ('batchnorm2d', 88, 192, 192, 36, 176), ('ELU', 88, 192, 192, 36, 0), ('dropout', 88, 192, 192, 36, 0), ('conv2d', 93, 192, 192, 36, 73749), ('batchnorm2d', 93, 192, 192, 36, 186), ('ELU', 93, 192, 192, 36, 0), ('dropout', 93, 192, 192, 36, 0), ('conv2d', 100, 192, 192, 36, 83800), ... | ELU | 730,793,247 | 10,471,073 | 36 | 39,567 | 14 | 0.078667 | 0.08325 | 0.049333 | 0.015 | 24 | 24 | 24 | 1 | 1 | OOM_CRASH | 15.12 | 250,898.04 | 39.94 | 250,953.1 |
input_channels:3_num_classes:306_depth:27_arch:uniform_base_filters:55_batch:8_input_size:212_act:mish_dropout:0.260190411909923_dropout:False_batchnorm:False.out | 27 | [('conv2d', 55, 212, 212, 8, 1540), ('Mish', 55, 212, 212, 8, 0), ('conv2d', 55, 212, 212, 8, 27280), ('Mish', 55, 212, 212, 8, 0), ('conv2d', 55, 212, 212, 8, 27280), ('Mish', 55, 212, 212, 8, 0), ('conv2d', 55, 212, 212, 8, 27280), ('Mish', 55, 212, 212, 8, 0), ('conv2d', 55, 212, 212, 8, 27280), ('Mish', 55, 212, 21... | Mish | 133,484,347 | 727,956 | 8 | 7,341 | 94.47619 | 0.922422 | 0.900368 | 0.528893 | 0.066339 | 27 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.08 | 12,220.8 | 2.78 | 12,227.66 |
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