Filename string | Depth int64 | Activations-Params string | Activation Function string | Total Activations int64 | Total Parameters int64 | Batch Size int64 | Max GPU Memory (MiB) int64 | Avg GPUTL float64 | Avg GRACT float64 | Avg SMACT float64 | Avg SMOCC float64 | Avg FP32A float64 | Conv2d Count int64 | BatchNorm2d Count int64 | Dropout Count int64 | AdaptiveAvgPool2d Count int64 | Linear Count int64 | Status string | Input Size (MB) float64 | Forward/Backward Pass Size (MB) float64 | Params Size (MB) float64 | Estimated Total Size (MB) float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
input_channels:1_num_classes:135_depth:20_arch:dense_base_filters:65_batch:54_input_size:110_act:tanh_dropout:0.34281988880870445_dropout:True_batchnorm:False.out | 21 | [('conv2d', 32, 110, 110, 54, 320), ('Tanh', 32, 110, 110, 54, 0), ('dropout', 32, 110, 110, 54, 0), ('conv2d', 32, 110, 110, 54, 9536), ('Tanh', 32, 110, 110, 54, 0), ('dropout', 32, 110, 110, 54, 0), ('conv2d', 32, 110, 110, 54, 18752), ('Tanh', 32, 110, 110, 54, 0), ('dropout', 32, 110, 110, 54, 0), ('conv2d', 32, 1... | Tanh | 10,842,446 | 1,544,135 | 54 | 8,999 | -1 | -1 | -1 | -1 | -1 | 21 | 0 | 20 | 1 | 1 | SUCCESSFUL | 2.7 | 8,778.78 | 5.89 | 8,787.37 |
input_channels:3_num_classes:907_depth:25_arch:uniform_base_filters:50_batch:34_input_size:42_act:elu_dropout:0.1659216433410033_dropout:False_batchnorm:True.out | 25 | [('conv2d', 50, 42, 42, 34, 1400), ('batchnorm2d', 50, 42, 42, 34, 100), ('ELU', 50, 42, 42, 34, 0), ('conv2d', 50, 42, 42, 34, 22550), ('batchnorm2d', 50, 42, 42, 34, 100), ('ELU', 50, 42, 42, 34, 0), ('conv2d', 50, 42, 42, 34, 22550), ('batchnorm2d', 50, 42, 42, 34, 100), ('ELU', 50, 42, 42, 34, 0), ('conv2d', 50, 42... | ELU | 6,616,864 | 591,357 | 34 | 2,781 | -1 | -1 | -1 | -1 | -1 | 25 | 25 | 0 | 1 | 1 | SUCCESSFUL | 0.68 | 2,288.54 | 2.26 | 2,291.48 |
input_channels:3_num_classes:178_depth:9_arch:uniform_base_filters:34_batch:54_input_size:150_act:mish_dropout:0.3441215017380211_dropout:True_batchnorm:False.out | 9 | [('conv2d', 34, 150, 150, 54, 952), ('Mish', 34, 150, 150, 54, 0), ('dropout', 34, 150, 150, 54, 0), ('conv2d', 34, 150, 150, 54, 10438), ('Mish', 34, 150, 150, 54, 0), ('dropout', 34, 150, 150, 54, 0), ('conv2d', 34, 150, 150, 54, 10438), ('Mish', 34, 150, 150, 54, 0), ('dropout', 34, 150, 150, 54, 0), ('conv2d', 34, ... | Mish | 20,655,390 | 90,686 | 54 | 5,521 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 14.04 | 11,346.48 | 0.35 | 11,360.87 |
input_channels:3_num_classes:945_depth:26_arch:bottleneck_base_filters:103_batch:8_input_size:214_act:swish_dropout:0.11027233324682424_dropout:True_batchnorm:True.out | 26 | [('conv2d', 206, 214, 214, 8, 5768), ('batchnorm2d', 206, 214, 214, 8, 412), ('SiLU', 206, 214, 214, 8, 0), ('dropout', 206, 214, 214, 8, 0), ('conv2d', 103, 214, 214, 8, 191065), ('batchnorm2d', 103, 214, 214, 8, 206), ('SiLU', 103, 214, 214, 8, 0), ('dropout', 103, 214, 214, 8, 0), ('conv2d', 116, 214, 214, 8, 107648... | SiLU | 2,840,454,811 | 125,407,158 | 8 | 39,359 | 21 | 0.1452 | 0.49 | 0.146 | 0 | 26 | 26 | 26 | 1 | 1 | OOM_CRASH | 4.16 | 216,709.44 | 478.39 | 217,191.99 |
input_channels:1_num_classes:372_depth:28_arch:pyramid_base_filters:78_batch:4_input_size:212_act:elu_dropout:0.29881237346003453_dropout:False_batchnorm:False.out | 28 | [('conv2d', 78, 212, 212, 4, 780), ('ELU', 78, 212, 212, 4, 0), ('conv2d', 87, 212, 212, 4, 61161), ('ELU', 87, 212, 212, 4, 0), ('conv2d', 98, 212, 212, 4, 76832), ('ELU', 98, 212, 212, 4, 0), ('conv2d', 110, 212, 212, 4, 97130), ('ELU', 110, 212, 212, 4, 0), ('conv2d', 124, 212, 212, 4, 122884), ('ELU', 124, 212, 212... | ELU | 1,429,221,766 | 128,104,383 | 4 | 38,343 | 93.030303 | 0.933727 | 0.954175 | 0.206035 | 0.007407 | 28 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.68 | 65,424.56 | 488.68 | 65,913.92 |
input_channels:3_num_classes:381_depth:18_arch:pyramid_base_filters:57_batch:40_input_size:10_act:gelu_dropout:0.28457802553080835_dropout:False_batchnorm:True.out | 18 | [('conv2d', 57, 10, 10, 40, 1596), ('batchnorm2d', 57, 10, 10, 40, 114), ('GELU', 57, 10, 10, 40, 0), ('conv2d', 69, 10, 10, 40, 35466), ('batchnorm2d', 69, 10, 10, 40, 138), ('GELU', 69, 10, 10, 40, 0), ('conv2d', 84, 10, 10, 40, 52248), ('batchnorm2d', 84, 10, 10, 40, 168), ('GELU', 84, 10, 10, 40, 0), ('conv2d', 103... | GELU | 2,713,240 | 63,826,224 | 40 | 3,451 | -1 | -1 | -1 | -1 | -1 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 0 | 1,103.6 | 243.48 | 1,347.08 |
input_channels:1_num_classes:152_depth:19_arch:gradual_base_filters:69_batch:56_input_size:88_act:mish_dropout:0.2185335028606779_dropout:True_batchnorm:True.out | 19 | [('conv2d', 69, 88, 88, 56, 690), ('batchnorm2d', 69, 88, 88, 56, 138), ('Mish', 69, 88, 88, 56, 0), ('dropout', 69, 88, 88, 56, 0), ('conv2d', 75, 88, 88, 56, 46650), ('batchnorm2d', 75, 88, 88, 56, 150), ('Mish', 75, 88, 88, 56, 0), ('dropout', 75, 88, 88, 56, 0), ('conv2d', 82, 88, 88, 56, 55432), ('batchnorm2d', 82... | Mish | 101,601,927 | 5,752,504 | 56 | 29,249 | -1 | -1 | -1 | -1 | -1 | 19 | 19 | 19 | 1 | 1 | SUCCESSFUL | 1.68 | 54,261.2 | 21.94 | 54,284.82 |
input_channels:3_num_classes:691_depth:9_arch:residual_base_filters:38_batch:58_input_size:186_act:mish_dropout:0.33075827685213754_dropout:True_batchnorm:False.out | 12 | [('conv2d', 38, 186, 186, 58, 152), ('conv2d', 38, 186, 186, 58, 1064), ('Mish', 38, 186, 186, 58, 0), ('dropout', 38, 186, 186, 58, 0), ('conv2d', 38, 186, 186, 58, 13034), ('Mish', 38, 186, 186, 58, 0), ('dropout', 38, 186, 186, 58, 0), ('conv2d', 59, 93, 93, 58, 2301), ('conv2d', 59, 93, 93, 58, 20237), ('Mish', 59,... | Mish | 20,557,263 | 614,442 | 58 | 7,613 | 90.140625 | 0.872828 | 0.881638 | 0.482948 | 0.1616 | 12 | 0 | 8 | 1 | 1 | SUCCESSFUL | 23.2 | 14,294.68 | 2.34 | 14,320.22 |
input_channels:3_num_classes:21_depth:22_arch:hourglass_base_filters:115_batch:2_input_size:82_act:prelu_dropout:0.13065098225837143_dropout:True_batchnorm:False.out | 22 | [('conv2d', 115, 82, 82, 2, 3220), ('PReLU', 115, 82, 82, 2, 0), ('dropout', 115, 82, 82, 2, 0), ('conv2d', 149, 82, 82, 2, 154364), ('PReLU', 149, 82, 82, 2, 0), ('dropout', 149, 82, 82, 2, 0), ('conv2d', 194, 82, 82, 2, 260348), ('PReLU', 194, 82, 82, 2, 0), ('dropout', 194, 82, 82, 2, 0), ('conv2d', 252, 82, 82, 2, ... | PReLU | 260,420,677 | 106,282,999 | 2 | 5,147 | -1 | -1 | -1 | -1 | -1 | 22 | 0 | 22 | 1 | 1 | SUCCESSFUL | 0.16 | 5,298.28 | 405.44 | 5,703.88 |
input_channels:1_num_classes:311_depth:29_arch:hourglass_base_filters:112_batch:6_input_size:10_act:selu_dropout:0.2124353384985529_dropout:True_batchnorm:False.out | 29 | [('conv2d', 112, 10, 10, 6, 1120), ('SELU', 112, 10, 10, 6, 0), ('dropout', 112, 10, 10, 6, 0), ('conv2d', 137, 10, 10, 6, 138233), ('SELU', 137, 10, 10, 6, 0), ('dropout', 137, 10, 10, 6, 0), ('conv2d', 169, 10, 10, 6, 208546), ('SELU', 169, 10, 10, 6, 0), ('dropout', 169, 10, 10, 6, 0), ('conv2d', 208, 10, 10, 6, 316... | SELU | 5,231,534 | 149,962,987 | 6 | 4,663 | -1 | -1 | -1 | -1 | -1 | 29 | 0 | 29 | 1 | 1 | SUCCESSFUL | 0 | 319.32 | 572.06 | 891.38 |
input_channels:1_num_classes:937_depth:18_arch:uniform_base_filters:40_batch:18_input_size:16_act:swish_dropout:0.43449366744435325_dropout:True_batchnorm:False.out | 18 | [('conv2d', 40, 16, 16, 18, 400), ('SiLU', 40, 16, 16, 18, 0), ('dropout', 40, 16, 16, 18, 0), ('conv2d', 40, 16, 16, 18, 14440), ('SiLU', 40, 16, 16, 18, 0), ('dropout', 40, 16, 16, 18, 0), ('conv2d', 40, 16, 16, 18, 14440), ('SiLU', 40, 16, 16, 18, 0), ('dropout', 40, 16, 16, 18, 0), ('conv2d', 40, 16, 16, 18, 14440)... | SiLU | 554,874 | 284,297 | 18 | 1,741 | 43.467742 | 0.417734 | 0.139018 | 0.022579 | 0.061232 | 18 | 0 | 18 | 1 | 1 | SUCCESSFUL | 0 | 101.52 | 1.08 | 102.6 |
input_channels:3_num_classes:204_depth:28_arch:hourglass_base_filters:118_batch:6_input_size:192_act:leaky_relu_dropout:0.27311573407644285_dropout:False_batchnorm:True.out | 28 | [('conv2d', 118, 192, 192, 6, 3304), ('batchnorm2d', 118, 192, 192, 6, 236), ('LeakyReLU', 118, 192, 192, 6, 0), ('conv2d', 144, 192, 192, 6, 153072), ('batchnorm2d', 144, 192, 192, 6, 288), ('LeakyReLU', 144, 192, 192, 6, 0), ('conv2d', 177, 192, 192, 6, 229569), ('batchnorm2d', 177, 192, 192, 6, 354), ('LeakyReLU', 1... | LeakyReLU | 1,886,478,862 | 146,794,098 | 6 | 40,361 | 29.285714 | 0.274833 | 0.596667 | 0.148 | 0.006 | 28 | 28 | 0 | 1 | 1 | OOM_CRASH | 2.52 | 115,141.5 | 559.98 | 115,704 |
input_channels:3_num_classes:61_depth:11_arch:residual_base_filters:50_batch:50_input_size:86_act:prelu_dropout:0.4405681685866206_dropout:False_batchnorm:True.out | 15 | [('conv2d', 50, 86, 86, 50, 200), ('batchnorm2d', 50, 86, 86, 50, 100), ('conv2d', 50, 86, 86, 50, 1400), ('batchnorm2d', 50, 86, 86, 50, 100), ('PReLU', 50, 86, 86, 50, 0), ('conv2d', 50, 86, 86, 50, 22550), ('batchnorm2d', 50, 86, 86, 50, 100), ('PReLU', 50, 86, 86, 50, 0), ('conv2d', 70, 43, 43, 50, 3570), ('batchno... | PReLU | 6,717,658 | 1,172,829 | 50 | 3,421 | 84.296875 | 0.793375 | 0.660389 | 0.316204 | 0.037717 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 4 | 3,523.5 | 4.47 | 3,531.97 |
input_channels:3_num_classes:870_depth:1_arch:dense_base_filters:20_batch:14_input_size:118_act:prelu_dropout:0.18328092897205225_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 14 | 1,451 | 12.721311 | 0.062667 | 0.004444 | 0.001 | 0.001 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:670_depth:1_arch:uniform_base_filters:48_batch:48_input_size:146_act:relu_dropout:0.18464940122184534_dropout:True_batchnorm:False.out | 1 | [('conv2d', 48, 146, 146, 48, 480), ('ReLU', 48, 146, 146, 48, 0), ('dropout', 48, 146, 146, 48, 0), ('adaptive_avg_pool2d', 0, 0, 48, 48, 0), ('linear', 0, 0, 670, 48, 32830), ('softmax', 0, 0, 670, 48, 0)] | ReLU | 3,070,892 | 33,310 | 48 | 2,473 | -1 | -1 | -1 | -1 | -1 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 3.84 | 1,499.52 | 0.13 | 1,503.49 |
input_channels:3_num_classes:926_depth:22_arch:bottleneck_base_filters:70_batch:14_input_size:134_act:elu_dropout:0.3878234150969818_dropout:False_batchnorm:False.out | 22 | [('conv2d', 140, 134, 134, 14, 3920), ('ELU', 140, 134, 134, 14, 0), ('conv2d', 70, 134, 134, 14, 88270), ('ELU', 70, 134, 134, 14, 0), ('conv2d', 82, 134, 134, 14, 51742), ('ELU', 82, 134, 134, 14, 0), ('conv2d', 96, 134, 134, 14, 70944), ('ELU', 96, 134, 134, 14, 0), ('conv2d', 113, 134, 134, 14, 97745), ('ELU', 113,... | ELU | 411,914,235 | 86,219,502 | 14 | 38,861 | 92.80303 | 0.9296 | 0.980796 | 0.202611 | 0.005571 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.94 | 65,995.58 | 328.9 | 66,327.42 |
input_channels:3_num_classes:40_depth:25_arch:dense_base_filters:48_batch:18_input_size:150_act:relu_dropout:0.2789080231867518_dropout:True_batchnorm:False.out | 25 | [('conv2d', 32, 150, 150, 18, 896), ('ReLU', 32, 150, 150, 18, 0), ('dropout', 32, 150, 150, 18, 0), ('conv2d', 32, 150, 150, 18, 10112), ('ReLU', 32, 150, 150, 18, 0), ('dropout', 32, 150, 150, 18, 0), ('conv2d', 32, 150, 150, 18, 19328), ('ReLU', 32, 150, 150, 18, 0), ('dropout', 32, 150, 150, 18, 0), ('conv2d', 32, ... | ReLU | 22,365,785 | 2,221,780 | 18 | 7,811 | -1 | -1 | -1 | -1 | -1 | 25 | 0 | 24 | 1 | 1 | SUCCESSFUL | 4.68 | 6,401.7 | 8.48 | 6,414.86 |
input_channels:3_num_classes:228_depth:19_arch:gradual_base_filters:64_batch:2_input_size:190_act:elu_dropout:0.43026023819476367_dropout:False_batchnorm:True.out | 19 | [('conv2d', 64, 190, 190, 2, 1792), ('batchnorm2d', 64, 190, 190, 2, 128), ('ELU', 64, 190, 190, 2, 0), ('conv2d', 70, 190, 190, 2, 40390), ('batchnorm2d', 70, 190, 190, 2, 140), ('ELU', 70, 190, 190, 2, 0), ('conv2d', 76, 190, 190, 2, 47956), ('batchnorm2d', 76, 190, 190, 2, 152), ('ELU', 76, 190, 190, 2, 0), ('conv2d... | ELU | 337,138,686 | 5,242,437 | 2 | 5,169 | 94.571429 | 0.919569 | 0.875115 | 0.345212 | 0.028444 | 19 | 19 | 0 | 1 | 1 | SUCCESSFUL | 0.82 | 6,859.1 | 20 | 6,879.92 |
input_channels:1_num_classes:278_depth:3_arch:bottleneck_base_filters:24_batch:48_input_size:38_act:selu_dropout:0.442358692927754_dropout:True_batchnorm:False.out | 3 | [('conv2d', 48, 38, 38, 48, 480), ('SELU', 48, 38, 38, 48, 0), ('dropout', 48, 38, 38, 48, 0), ('conv2d', 24, 38, 38, 48, 10392), ('SELU', 24, 38, 38, 48, 0), ('dropout', 24, 38, 38, 48, 0), ('conv2d', 221, 38, 38, 48, 47957), ('SELU', 221, 38, 38, 48, 0), ('dropout', 221, 38, 38, 48, 0), ('adaptive_avg_pool2d', 0, 0, ... | SELU | 1,270,053 | 120,545 | 48 | 2,043 | 46.796875 | 0.451508 | 0.372719 | 0.202737 | 0.089946 | 3 | 0 | 3 | 1 | 1 | SUCCESSFUL | 0.48 | 620.16 | 0.46 | 621.1 |
input_channels:1_num_classes:372_depth:1_arch:bottleneck_base_filters:112_batch:16_input_size:164_act:elu_dropout:0.34742645180517795_dropout:False_batchnorm:True.out | 1 | [('conv2d', 224, 164, 164, 16, 2240), ('batchnorm2d', 224, 164, 164, 16, 448), ('ELU', 224, 164, 164, 16, 0), ('adaptive_avg_pool2d', 0, 0, 224, 16, 0), ('linear', 0, 0, 372, 16, 83700), ('softmax', 0, 0, 372, 16, 0)] | ELU | 18,075,080 | 86,388 | 16 | 3,333 | 83.78125 | 0.794908 | 0.787304 | 0.432964 | 0.072091 | 1 | 1 | 0 | 1 | 1 | SUCCESSFUL | 1.6 | 2,941.92 | 0.33 | 2,943.85 |
input_channels:1_num_classes:562_depth:4_arch:residual_base_filters:85_batch:40_input_size:96_act:elu_dropout:0.3863065738743985_dropout:False_batchnorm:True.out | 6 | [('conv2d', 85, 96, 96, 40, 170), ('batchnorm2d', 85, 96, 96, 40, 170), ('conv2d', 85, 96, 96, 40, 850), ('batchnorm2d', 85, 96, 96, 40, 170), ('ELU', 85, 96, 96, 40, 0), ('conv2d', 85, 96, 96, 40, 65110), ('batchnorm2d', 85, 96, 96, 40, 170), ('ELU', 85, 96, 96, 40, 0), ('conv2d', 188, 48, 48, 40, 16168), ('batchnorm2... | ELU | 9,733,408 | 652,446 | 40 | 4,391 | 83.307692 | 0.833312 | 0.783768 | 0.368339 | 0.057764 | 6 | 6 | 0 | 1 | 1 | SUCCESSFUL | 1.6 | 4,084 | 2.49 | 4,088.09 |
input_channels:1_num_classes:284_depth:27_arch:pyramid_base_filters:96_batch:54_input_size:102_act:leaky_relu_dropout:0.3870221884671736_dropout:True_batchnorm:False.out | 27 | [('conv2d', 96, 102, 102, 54, 960), ('LeakyReLU', 96, 102, 102, 54, 0), ('dropout', 96, 102, 102, 54, 0), ('conv2d', 107, 102, 102, 54, 92555), ('LeakyReLU', 107, 102, 102, 54, 0), ('dropout', 107, 102, 102, 54, 0), ('conv2d', 120, 102, 102, 54, 115680), ('LeakyReLU', 120, 102, 102, 54, 0), ('dropout', 120, 102, 102, 5... | LeakyReLU | 507,291,032 | 132,514,713 | 54 | 40,059 | -1 | -1 | -1 | -1 | -1 | 27 | 0 | 27 | 1 | 1 | OOM_CRASH | 2.16 | 278,663.22 | 505.5 | 279,170.88 |
input_channels:3_num_classes:939_depth:22_arch:hourglass_base_filters:97_batch:2_input_size:186_act:tanh_dropout:0.22106065935086777_dropout:False_batchnorm:False.out | 22 | [('conv2d', 97, 186, 186, 2, 2716), ('Tanh', 97, 186, 186, 2, 0), ('conv2d', 127, 186, 186, 2, 110998), ('Tanh', 127, 186, 186, 2, 0), ('conv2d', 168, 186, 186, 2, 192192), ('Tanh', 168, 186, 186, 2, 0), ('conv2d', 222, 186, 186, 2, 335886), ('Tanh', 222, 186, 186, 2, 0), ('conv2d', 294, 186, 186, 2, 587706), ('Tanh', ... | Tanh | 844,282,759 | 98,606,965 | 2 | 9,925 | 91.575758 | 0.917477 | 0.977073 | 0.213418 | 0.005196 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.8 | 19,324.08 | 376.16 | 19,701.04 |
input_channels:3_num_classes:335_depth:18_arch:hourglass_base_filters:75_batch:52_input_size:4_act:prelu_dropout:0.3117216343419094_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 52 | 0 | 61 | 0.494 | 0 | 0 | 0.138 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:24_depth:18_arch:hourglass_base_filters:84_batch:6_input_size:148_act:elu_dropout:0.3081565118795163_dropout:True_batchnorm:False.out | 18 | [('conv2d', 84, 148, 148, 6, 2352), ('ELU', 84, 148, 148, 6, 0), ('dropout', 84, 148, 148, 6, 0), ('conv2d', 119, 148, 148, 6, 90083), ('ELU', 119, 148, 148, 6, 0), ('dropout', 119, 148, 148, 6, 0), ('conv2d', 170, 148, 148, 6, 182240), ('ELU', 170, 148, 148, 6, 0), ('dropout', 170, 148, 148, 6, 0), ('conv2d', 243, 148... | ELU | 605,470,500 | 69,585,934 | 6 | 25,301 | 95.546875 | 0.926523 | 0.964375 | 0.226179 | 0.008315 | 18 | 0 | 18 | 1 | 1 | SUCCESSFUL | 1.5 | 36,954.96 | 265.45 | 37,221.91 |
input_channels:3_num_classes:913_depth:23_arch:gradual_base_filters:89_batch:12_input_size:176_act:tanh_dropout:0.3446932599271385_dropout:False_batchnorm:False.out | 23 | [('conv2d', 89, 176, 176, 12, 2492), ('Tanh', 89, 176, 176, 12, 0), ('conv2d', 95, 176, 176, 12, 76190), ('Tanh', 95, 176, 176, 12, 0), ('conv2d', 102, 176, 176, 12, 87312), ('Tanh', 102, 176, 176, 12, 0), ('conv2d', 109, 176, 176, 12, 100171), ('Tanh', 109, 176, 176, 12, 0), ('conv2d', 116, 176, 176, 12, 113912), ('Ta... | Tanh | 296,008,880 | 10,293,122 | 12 | 22,751 | 94.046875 | 0.933094 | 0.955208 | 0.344453 | 0.012357 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.2 | 40,650.48 | 39.27 | 40,693.95 |
input_channels:3_num_classes:4_depth:13_arch:hourglass_base_filters:87_batch:60_input_size:110_act:softplus_dropout:0.10978773812135106_dropout:False_batchnorm:True.out | 13 | [('conv2d', 87, 110, 110, 60, 2436), ('batchnorm2d', 87, 110, 110, 60, 174), ('Softplus', 87, 110, 110, 60, 0), ('conv2d', 147, 110, 110, 60, 115248), ('batchnorm2d', 147, 110, 110, 60, 294), ('Softplus', 147, 110, 110, 60, 0), ('conv2d', 249, 110, 110, 60, 329676), ('batchnorm2d', 249, 110, 110, 60, 498), ('Softplus',... | Softplus | 227,346,995 | 42,378,622 | 60 | 38,799 | 28.666667 | 0.09625 | 0 | 0 | 0.005 | 13 | 13 | 0 | 1 | 1 | OOM_CRASH | 8.4 | 138,761.4 | 161.66 | 138,931.46 |
input_channels:1_num_classes:633_depth:20_arch:gradual_base_filters:75_batch:16_input_size:40_act:gelu_dropout:0.32273007411823273_dropout:False_batchnorm:True.out | 20 | [('conv2d', 75, 40, 40, 16, 750), ('batchnorm2d', 75, 40, 40, 16, 150), ('GELU', 75, 40, 40, 16, 0), ('conv2d', 81, 40, 40, 16, 54756), ('batchnorm2d', 81, 40, 40, 16, 162), ('GELU', 81, 40, 40, 16, 0), ('conv2d', 88, 40, 40, 16, 64240), ('batchnorm2d', 88, 40, 40, 16, 176), ('GELU', 88, 40, 40, 16, 0), ('conv2d', 96, ... | GELU | 17,608,026 | 6,982,866 | 16 | 3,619 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 0 | 1 | 1 | SUCCESSFUL | 0.16 | 2,865.76 | 26.64 | 2,892.56 |
input_channels:1_num_classes:275_depth:23_arch:pyramid_base_filters:36_batch:12_input_size:150_act:selu_dropout:0.23079435308113372_dropout:False_batchnorm:True.out | 23 | [('conv2d', 36, 150, 150, 12, 360), ('batchnorm2d', 36, 150, 150, 12, 72), ('SELU', 36, 150, 150, 12, 0), ('conv2d', 42, 150, 150, 12, 13650), ('batchnorm2d', 42, 150, 150, 12, 84), ('SELU', 42, 150, 150, 12, 0), ('conv2d', 51, 150, 150, 12, 19329), ('batchnorm2d', 51, 150, 150, 12, 102), ('SELU', 51, 150, 150, 12, 0),... | SELU | 706,322,268 | 75,599,487 | 12 | 39,737 | -1 | -1 | -1 | -1 | -1 | 23 | 23 | 0 | 1 | 1 | OOM_CRASH | 1.08 | 86,220.96 | 288.39 | 86,510.43 |
input_channels:1_num_classes:453_depth:20_arch:hourglass_base_filters:79_batch:2_input_size:126_act:softplus_dropout:0.47250943743235563_dropout:False_batchnorm:True.out | 20 | [('conv2d', 79, 126, 126, 2, 790), ('batchnorm2d', 79, 126, 126, 2, 158), ('Softplus', 79, 126, 126, 2, 0), ('conv2d', 109, 126, 126, 2, 77608), ('batchnorm2d', 109, 126, 126, 2, 218), ('Softplus', 109, 126, 126, 2, 0), ('conv2d', 151, 126, 126, 2, 148282), ('batchnorm2d', 151, 126, 126, 2, 302), ('Softplus', 151, 126,... | Softplus | 487,044,913 | 78,910,887 | 2 | 7,771 | 94.606061 | 0.927562 | 0.939304 | 0.231232 | 0.015745 | 20 | 20 | 0 | 1 | 1 | SUCCESSFUL | 0.12 | 9,908.94 | 301.02 | 10,210.08 |
input_channels:3_num_classes:689_depth:28_arch:dense_base_filters:70_batch:22_input_size:44_act:mish_dropout:0.3510112823428344_dropout:False_batchnorm:False.out | 30 | [('conv2d', 32, 44, 44, 22, 896), ('Mish', 32, 44, 44, 22, 0), ('conv2d', 32, 44, 44, 22, 10112), ('Mish', 32, 44, 44, 22, 0), ('conv2d', 32, 44, 44, 22, 19328), ('Mish', 32, 44, 44, 22, 0), ('conv2d', 32, 44, 44, 22, 28544), ('Mish', 32, 44, 44, 22, 0), ('conv2d', 65, 44, 44, 22, 8580), ('ReLU', 65, 44, 44, 22, 0), ('... | Mish | 1,740,386 | 3,234,389 | 22 | 2,437 | 81.507692 | 0.800562 | 0.619389 | 0.258926 | 0.037604 | 30 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.44 | 697.62 | 12.34 | 710.4 |
input_channels:3_num_classes:75_depth:27_arch:bottleneck_base_filters:99_batch:28_input_size:214_act:tanh_dropout:0.15255581363556253_dropout:True_batchnorm:True.out | 27 | [('conv2d', 198, 214, 214, 28, 5544), ('batchnorm2d', 198, 214, 214, 28, 396), ('Tanh', 198, 214, 214, 28, 0), ('dropout', 198, 214, 214, 28, 0), ('conv2d', 99, 214, 214, 28, 176517), ('batchnorm2d', 99, 214, 214, 28, 198), ('Tanh', 99, 214, 214, 28, 0), ('dropout', 99, 214, 214, 28, 0), ('conv2d', 111, 214, 214, 28, 9... | Tanh | 2,922,702,692 | 127,858,473 | 28 | 40,217 | 31.857143 | 0.173571 | 0.525 | 0.174 | 0.0015 | 27 | 27 | 27 | 1 | 1 | OOM_CRASH | 14.56 | 780,445.68 | 487.74 | 780,947.98 |
input_channels:3_num_classes:923_depth:2_arch:pyramid_base_filters:89_batch:24_input_size:30_act:softplus_dropout:0.12139229084902442_dropout:False_batchnorm:True.out | 2 | [('conv2d', 89, 30, 30, 24, 2492), ('batchnorm2d', 89, 30, 30, 24, 178), ('Softplus', 89, 30, 30, 24, 0), ('conv2d', 426, 30, 30, 24, 341652), ('batchnorm2d', 426, 30, 30, 24, 852), ('Softplus', 426, 30, 30, 24, 0), ('adaptive_avg_pool2d', 0, 0, 426, 24, 0), ('linear', 0, 0, 923, 24, 394121), ('softmax', 0, 0, 923, 24,... | Softplus | 1,392,772 | 739,295 | 24 | 2,035 | 55.372881 | 0.51473 | 0.400268 | 0.188321 | 0.024895 | 2 | 2 | 0 | 1 | 1 | SUCCESSFUL | 0.24 | 339.84 | 2.82 | 342.9 |
input_channels:3_num_classes:408_depth:8_arch:residual_base_filters:42_batch:22_input_size:218_act:selu_dropout:0.4658618791481838_dropout:True_batchnorm:False.out | 12 | [('conv2d', 42, 218, 218, 22, 168), ('conv2d', 42, 218, 218, 22, 1176), ('SELU', 42, 218, 218, 22, 0), ('dropout', 42, 218, 218, 22, 0), ('conv2d', 42, 218, 218, 22, 15918), ('SELU', 42, 218, 218, 22, 0), ('dropout', 42, 218, 218, 22, 0), ('conv2d', 68, 109, 109, 22, 2924), ('conv2d', 68, 109, 109, 22, 25772), ('SELU',... | SELU | 32,588,278 | 835,660 | 22 | 5,407 | -1 | -1 | -1 | -1 | -1 | 12 | 0 | 8 | 1 | 1 | SUCCESSFUL | 11.88 | 8,595.4 | 3.19 | 8,610.47 |
input_channels:1_num_classes:7_depth:22_arch:bottleneck_base_filters:102_batch:62_input_size:90_act:relu_dropout:0.29765898089639037_dropout:True_batchnorm:True.out | 22 | [('conv2d', 204, 90, 90, 62, 2040), ('batchnorm2d', 204, 90, 90, 62, 408), ('ReLU', 204, 90, 90, 62, 0), ('dropout', 204, 90, 90, 62, 0), ('conv2d', 102, 90, 90, 62, 187374), ('batchnorm2d', 102, 90, 90, 62, 204), ('ReLU', 102, 90, 90, 62, 0), ('dropout', 102, 90, 90, 62, 0), ('conv2d', 117, 90, 90, 62, 107523), ('batc... | ReLU | 416,924,989 | 98,790,351 | 62 | 38,911 | 38 | 0.184667 | 0.861 | 0.188 | 0.005 | 22 | 22 | 22 | 1 | 1 | OOM_CRASH | 1.86 | 246,518.2 | 376.86 | 246,896.92 |
input_channels:3_num_classes:436_depth:12_arch:uniform_base_filters:20_batch:32_input_size:106_act:swish_dropout:0.34367136061831416_dropout:True_batchnorm:True.out | 12 | [('conv2d', 20, 106, 106, 32, 560), ('batchnorm2d', 20, 106, 106, 32, 40), ('SiLU', 20, 106, 106, 32, 0), ('dropout', 20, 106, 106, 32, 0), ('conv2d', 20, 106, 106, 32, 3620), ('batchnorm2d', 20, 106, 106, 32, 40), ('SiLU', 20, 106, 106, 32, 0), ('dropout', 20, 106, 106, 32, 0), ('conv2d', 20, 106, 106, 32, 3620), ('ba... | SiLU | 10,787,452 | 50,016 | 32 | 2,987 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 12 | 1 | 1 | SUCCESSFUL | 4.16 | 3,292.16 | 0.19 | 3,296.51 |
input_channels:1_num_classes:24_depth:5_arch:dense_base_filters:105_batch:4_input_size:54_act:mish_dropout:0.42383116397145704_dropout:False_batchnorm:False.out | 4 | [('conv2d', 32, 54, 54, 4, 320), ('Mish', 32, 54, 54, 4, 0), ('conv2d', 32, 54, 54, 4, 9536), ('Mish', 32, 54, 54, 4, 0), ('conv2d', 32, 54, 54, 4, 18752), ('Mish', 32, 54, 54, 4, 0), ('conv2d', 32, 54, 54, 4, 27968), ('Mish', 32, 54, 54, 4, 0), ('adaptive_avg_pool2d', 0, 0, 129, 4, 0), ('linear', 0, 0, 24, 4, 3120), (... | Mish | 746,673 | 59,696 | 4 | 1,749 | -1 | -1 | -1 | -1 | -1 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.04 | 45.64 | 0.23 | 45.91 |
input_channels:3_num_classes:940_depth:11_arch:gradual_base_filters:72_batch:52_input_size:204_act:selu_dropout:0.27938035317624776_dropout:False_batchnorm:False.out | 11 | [('conv2d', 72, 204, 204, 52, 2016), ('SELU', 72, 204, 204, 52, 0), ('conv2d', 83, 204, 204, 52, 53867), ('SELU', 83, 204, 204, 52, 0), ('conv2d', 97, 204, 204, 52, 72556), ('SELU', 97, 204, 204, 52, 0), ('conv2d', 113, 204, 204, 52, 98762), ('SELU', 113, 204, 204, 52, 0), ('conv2d', 132, 204, 204, 52, 134376), ('SELU'... | SELU | 157,560,385 | 3,351,087 | 52 | 38,585 | 22.6 | 0.0746 | 0.246 | 0.097 | 0 | 11 | 0 | 0 | 1 | 1 | OOM_CRASH | 24.96 | 93,762.76 | 12.78 | 93,800.5 |
input_channels:1_num_classes:126_depth:6_arch:uniform_base_filters:53_batch:50_input_size:218_act:elu_dropout:0.40367217092206387_dropout:False_batchnorm:False.out | 6 | [('conv2d', 53, 218, 218, 50, 530), ('ELU', 53, 218, 218, 50, 0), ('conv2d', 53, 218, 218, 50, 25334), ('ELU', 53, 218, 218, 50, 0), ('conv2d', 53, 218, 218, 50, 25334), ('ELU', 53, 218, 218, 50, 0), ('conv2d', 53, 218, 218, 50, 25334), ('ELU', 53, 218, 218, 50, 0), ('conv2d', 53, 218, 218, 50, 25334), ('ELU', 53, 218,... | ELU | 30,225,569 | 134,004 | 50 | 10,517 | 94.375 | 0.897375 | 0.9305 | 0.55225 | 0.039089 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 9 | 17,295 | 0.51 | 17,304.51 |
input_channels:3_num_classes:885_depth:27_arch:dense_base_filters:20_batch:12_input_size:68_act:prelu_dropout:0.12665593206477418_dropout:False_batchnorm:True.out | 25 | [('conv2d', 32, 68, 68, 12, 896), ('batchnorm2d', 32, 68, 68, 12, 64), ('PReLU', 32, 68, 68, 12, 0), ('conv2d', 32, 68, 68, 12, 10112), ('batchnorm2d', 32, 68, 68, 12, 64), ('PReLU', 32, 68, 68, 12, 0), ('conv2d', 32, 68, 68, 12, 19328), ('batchnorm2d', 32, 68, 68, 12, 64), ('PReLU', 32, 68, 68, 12, 0), ('conv2d', 32, ... | PReLU | 4,899,291 | 2,820,016 | 12 | 2,639 | 83.671875 | 0.821937 | 0.625316 | 0.265193 | 0.1 | 25 | 25 | 0 | 1 | 1 | SUCCESSFUL | 0.6 | 904.8 | 10.76 | 916.16 |
input_channels:1_num_classes:689_depth:16_arch:hourglass_base_filters:43_batch:60_input_size:80_act:tanh_dropout:0.20228210435157112_dropout:False_batchnorm:True.out | 16 | [('conv2d', 43, 80, 80, 60, 430), ('batchnorm2d', 43, 80, 80, 60, 86), ('Tanh', 43, 80, 80, 60, 0), ('conv2d', 69, 80, 80, 60, 26772), ('batchnorm2d', 69, 80, 80, 60, 138), ('Tanh', 69, 80, 80, 60, 0), ('conv2d', 112, 80, 80, 60, 69664), ('batchnorm2d', 112, 80, 80, 60, 224), ('Tanh', 112, 80, 80, 60, 0), ('conv2d', 18... | Tanh | 123,841,421 | 42,940,822 | 60 | 29,513 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 0 | 1 | 1 | SUCCESSFUL | 1.2 | 75,586.8 | 163.81 | 75,751.81 |
input_channels:1_num_classes:915_depth:23_arch:hourglass_base_filters:51_batch:26_input_size:174_act:mish_dropout:0.260189492289441_dropout:False_batchnorm:True.out | 23 | [('conv2d', 51, 174, 174, 26, 510), ('batchnorm2d', 51, 174, 174, 26, 102), ('Mish', 51, 174, 174, 26, 0), ('conv2d', 71, 174, 174, 26, 32660), ('batchnorm2d', 71, 174, 174, 26, 142), ('Mish', 71, 174, 174, 26, 0), ('conv2d', 99, 174, 174, 26, 63360), ('batchnorm2d', 99, 174, 174, 26, 198), ('Mish', 99, 174, 174, 26, 0... | Mish | 957,147,345 | 80,569,146 | 26 | 39,987 | 8 | 0.2352 | 0.506667 | 0.172 | 0.014 | 23 | 23 | 0 | 1 | 1 | OOM_CRASH | 3.12 | 253,151.6 | 307.35 | 253,462.07 |
input_channels:1_num_classes:84_depth:1_arch:pyramid_base_filters:85_batch:32_input_size:68_act:tanh_dropout:0.13270033557564465_dropout:True_batchnorm:False.out | 1 | [('conv2d', 85, 68, 68, 32, 850), ('Tanh', 85, 68, 68, 32, 0), ('dropout', 85, 68, 68, 32, 0), ('adaptive_avg_pool2d', 0, 0, 85, 32, 0), ('linear', 0, 0, 84, 32, 7224), ('softmax', 0, 0, 84, 32, 0)] | Tanh | 1,179,373 | 8,074 | 32 | 1,893 | -1 | -1 | -1 | -1 | -1 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 0.64 | 384 | 0.03 | 384.67 |
input_channels:1_num_classes:927_depth:7_arch:pyramid_base_filters:81_batch:36_input_size:106_act:prelu_dropout:0.441865315968906_dropout:True_batchnorm:False.out | 7 | [('conv2d', 81, 106, 106, 36, 810), ('PReLU', 81, 106, 106, 36, 0), ('dropout', 81, 106, 106, 36, 0), ('conv2d', 128, 106, 106, 36, 93440), ('PReLU', 128, 106, 106, 36, 0), ('dropout', 128, 106, 106, 36, 0), ('conv2d', 203, 106, 106, 36, 234059), ('PReLU', 203, 106, 106, 36, 0), ('dropout', 203, 106, 106, 36, 0), ('con... | PReLU | 112,924,944 | 16,791,743 | 36 | 21,759 | -1 | -1 | -1 | -1 | -1 | 7 | 0 | 7 | 1 | 1 | SUCCESSFUL | 1.44 | 41,353.92 | 64.06 | 41,419.42 |
input_channels:1_num_classes:762_depth:15_arch:bottleneck_base_filters:105_batch:56_input_size:188_act:swish_dropout:0.2875926841692986_dropout:False_batchnorm:False.out | 15 | [('conv2d', 210, 188, 188, 56, 2100), ('SiLU', 210, 188, 188, 56, 0), ('conv2d', 105, 188, 188, 56, 198555), ('SiLU', 105, 188, 188, 56, 0), ('conv2d', 129, 188, 188, 56, 122034), ('SiLU', 129, 188, 188, 56, 0), ('conv2d', 160, 188, 188, 56, 185920), ('SiLU', 160, 188, 188, 56, 0), ('conv2d', 198, 188, 188, 56, 285318)... | SiLU | 595,408,204 | 58,920,917 | 56 | 39,703 | 45.833333 | 0.0475 | 0.511 | 0.097 | 0 | 15 | 0 | 0 | 1 | 1 | OOM_CRASH | 7.28 | 381,577.84 | 224.77 | 381,809.89 |
input_channels:3_num_classes:136_depth:1_arch:uniform_base_filters:97_batch:14_input_size:28_act:tanh_dropout:0.3861085158113705_dropout:False_batchnorm:False.out | 1 | [('conv2d', 97, 28, 28, 14, 2716), ('Tanh', 97, 28, 28, 14, 0), ('adaptive_avg_pool2d', 0, 0, 97, 14, 0), ('linear', 0, 0, 136, 14, 13328), ('softmax', 0, 0, 136, 14, 0)] | Tanh | 152,465 | 16,044 | 14 | 1,723 | -1 | -1 | -1 | -1 | -1 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.14 | 24.36 | 0.06 | 24.56 |
input_channels:3_num_classes:653_depth:11_arch:hourglass_base_filters:54_batch:12_input_size:40_act:gelu_dropout:0.3575829406920633_dropout:False_batchnorm:False.out | 11 | [('conv2d', 54, 40, 40, 12, 1512), ('GELU', 54, 40, 40, 12, 0), ('conv2d', 111, 40, 40, 12, 54057), ('GELU', 111, 40, 40, 12, 0), ('conv2d', 231, 40, 40, 12, 231000), ('GELU', 231, 40, 40, 12, 0), ('conv2d', 478, 40, 40, 12, 994240), ('GELU', 478, 40, 40, 12, 0), ('conv2d', 989, 40, 40, 12, 4255667), ('GELU', 989, 40, ... | GELU | 13,614,160 | 24,207,266 | 12 | 3,555 | 92.703125 | 0.914032 | 0.866397 | 0.252759 | 0.015204 | 11 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.24 | 1,869.6 | 92.34 | 1,962.18 |
input_channels:3_num_classes:210_depth:4_arch:residual_base_filters:60_batch:56_input_size:52_act:leaky_relu_dropout:0.1667838899495187_dropout:False_batchnorm:False.out | 6 | [('conv2d', 60, 52, 52, 56, 240), ('conv2d', 60, 52, 52, 56, 1680), ('LeakyReLU', 60, 52, 52, 56, 0), ('conv2d', 60, 52, 52, 56, 32460), ('LeakyReLU', 60, 52, 52, 56, 0), ('conv2d', 145, 26, 26, 56, 8845), ('conv2d', 145, 26, 26, 56, 78445), ('LeakyReLU', 145, 26, 26, 56, 0), ('conv2d', 145, 26, 26, 56, 189370), ('Leak... | LeakyReLU | 1,301,865 | 341,700 | 56 | 2,389 | 57.515625 | 0.537141 | 0.497966 | 0.253 | 0.019286 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.68 | 1,000.72 | 1.3 | 1,003.7 |
input_channels:1_num_classes:123_depth:1_arch:gradual_base_filters:52_batch:50_input_size:118_act:swish_dropout:0.15586658438096168_dropout:True_batchnorm:False.out | 1 | [('conv2d', 52, 118, 118, 50, 520), ('SiLU', 52, 118, 118, 50, 0), ('dropout', 52, 118, 118, 50, 0), ('adaptive_avg_pool2d', 0, 0, 52, 50, 0), ('linear', 0, 0, 123, 50, 6519), ('softmax', 0, 0, 123, 50, 0)] | SiLU | 2,172,442 | 7,039 | 50 | 2,177 | 37.375 | 0.346143 | 0.325088 | 0.235333 | 0.061552 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 2.5 | 1,105 | 0.03 | 1,107.53 |
input_channels:1_num_classes:787_depth:1_arch:hourglass_base_filters:91_batch:30_input_size:162_act:softplus_dropout:0.35961845467152853_dropout:True_batchnorm:False.out | 1 | [('conv2d', 91, 162, 162, 30, 910), ('Softplus', 91, 162, 162, 30, 0), ('dropout', 91, 162, 162, 30, 0), ('adaptive_avg_pool2d', 0, 0, 91, 30, 0), ('linear', 0, 0, 787, 30, 72404), ('softmax', 0, 0, 787, 30, 0)] | Softplus | 7,166,277 | 73,314 | 30 | 2,655 | -1 | -1 | -1 | -1 | -1 | 1 | 0 | 1 | 1 | 1 | SUCCESSFUL | 3 | 2,186.7 | 0.28 | 2,189.98 |
input_channels:1_num_classes:449_depth:17_arch:gradual_base_filters:46_batch:2_input_size:34_act:relu_dropout:0.46028980634740524_dropout:True_batchnorm:True.out | 17 | [('conv2d', 46, 34, 34, 2, 460), ('batchnorm2d', 46, 34, 34, 2, 92), ('ReLU', 46, 34, 34, 2, 0), ('dropout', 46, 34, 34, 2, 0), ('conv2d', 51, 34, 34, 2, 21165), ('batchnorm2d', 51, 34, 34, 2, 102), ('ReLU', 51, 34, 34, 2, 0), ('dropout', 51, 34, 34, 2, 0), ('conv2d', 57, 34, 34, 2, 26220), ('batchnorm2d', 57, 34, 34, ... | ReLU | 10,178,596 | 3,058,273 | 2 | 1,893 | -1 | -1 | -1 | -1 | -1 | 17 | 17 | 17 | 1 | 1 | SUCCESSFUL | 0 | 194.14 | 11.67 | 205.81 |
input_channels:3_num_classes:834_depth:10_arch:dense_base_filters:51_batch:30_input_size:180_act:gelu_dropout:0.19557353475044026_dropout:True_batchnorm:False.out | 9 | [('conv2d', 32, 180, 180, 30, 896), ('GELU', 32, 180, 180, 30, 0), ('dropout', 32, 180, 180, 30, 0), ('conv2d', 32, 180, 180, 30, 10112), ('GELU', 32, 180, 180, 30, 0), ('dropout', 32, 180, 180, 30, 0), ('conv2d', 32, 180, 180, 30, 19328), ('GELU', 32, 180, 180, 30, 0), ('dropout', 32, 180, 180, 30, 0), ('conv2d', 32, ... | GELU | 19,765,861 | 359,560 | 30 | 6,959 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 8 | 1 | 1 | SUCCESSFUL | 11.1 | 7,762.8 | 1.37 | 7,775.27 |
input_channels:1_num_classes:340_depth:17_arch:dense_base_filters:51_batch:32_input_size:26_act:mish_dropout:0.294090634473456_dropout:False_batchnorm:False.out | 17 | [('conv2d', 32, 26, 26, 32, 320), ('Mish', 32, 26, 26, 32, 0), ('conv2d', 32, 26, 26, 32, 9536), ('Mish', 32, 26, 26, 32, 0), ('conv2d', 32, 26, 26, 32, 18752), ('Mish', 32, 26, 26, 32, 0), ('conv2d', 32, 26, 26, 32, 27968), ('Mish', 32, 26, 26, 32, 0), ('conv2d', 64, 26, 26, 32, 8320), ('ReLU', 64, 26, 26, 32, 0), ('c... | Mish | 390,504 | 1,047,380 | 32 | 1,887 | 44.688525 | 0.457554 | 0.264018 | 0.086782 | 0.014893 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 208.96 | 4 | 212.96 |
input_channels:1_num_classes:32_depth:27_arch:gradual_base_filters:63_batch:26_input_size:24_act:elu_dropout:0.12305496551182885_dropout:True_batchnorm:False.out | 27 | [('conv2d', 63, 24, 24, 26, 630), ('ELU', 63, 24, 24, 26, 0), ('dropout', 63, 24, 24, 26, 0), ('conv2d', 67, 24, 24, 26, 38056), ('ELU', 67, 24, 24, 26, 0), ('dropout', 67, 24, 24, 26, 0), ('conv2d', 71, 24, 24, 26, 42884), ('ELU', 71, 24, 24, 26, 0), ('dropout', 71, 24, 24, 26, 0), ('conv2d', 76, 24, 24, 26, 48640), (... | ELU | 7,662,352 | 7,610,435 | 26 | 2,637 | -1 | -1 | -1 | -1 | -1 | 27 | 0 | 27 | 1 | 1 | SUCCESSFUL | 0 | 2,026.44 | 29.03 | 2,055.47 |
input_channels:1_num_classes:438_depth:4_arch:gradual_base_filters:90_batch:36_input_size:32_act:swish_dropout:0.224924686159889_dropout:False_batchnorm:True.out | 4 | [('conv2d', 90, 32, 32, 36, 900), ('batchnorm2d', 90, 32, 32, 36, 180), ('SiLU', 90, 32, 32, 36, 0), ('conv2d', 133, 32, 32, 36, 107863), ('batchnorm2d', 133, 32, 32, 36, 266), ('SiLU', 133, 32, 32, 36, 0), ('conv2d', 196, 32, 32, 36, 234808), ('batchnorm2d', 196, 32, 32, 36, 392), ('SiLU', 196, 32, 32, 36, 0), ('conv2... | SiLU | 2,179,214 | 984,297 | 36 | 2,251 | 50.983051 | 0.650169 | 0.583836 | 0.216345 | 0.020527 | 4 | 4 | 0 | 1 | 1 | SUCCESSFUL | 0 | 798.12 | 3.75 | 801.87 |
input_channels:3_num_classes:696_depth:28_arch:uniform_base_filters:40_batch:18_input_size:80_act:softplus_dropout:0.36169054831877745_dropout:True_batchnorm:True.out | 28 | [('conv2d', 40, 80, 80, 18, 1120), ('batchnorm2d', 40, 80, 80, 18, 80), ('Softplus', 40, 80, 80, 18, 0), ('dropout', 40, 80, 80, 18, 0), ('conv2d', 40, 80, 80, 18, 14440), ('batchnorm2d', 40, 80, 80, 18, 80), ('Softplus', 40, 80, 80, 18, 0), ('dropout', 40, 80, 80, 18, 0), ('conv2d', 40, 80, 80, 18, 14440), ('batchnorm... | Softplus | 28,673,432 | 421,776 | 18 | 3,481 | -1 | -1 | -1 | -1 | -1 | 28 | 28 | 28 | 1 | 1 | SUCCESSFUL | 1.26 | 4,922.1 | 1.61 | 4,924.97 |
input_channels:3_num_classes:333_depth:19_arch:gradual_base_filters:94_batch:2_input_size:110_act:gelu_dropout:0.440600735649331_dropout:True_batchnorm:True.out | 19 | [('conv2d', 94, 110, 110, 2, 2632), ('batchnorm2d', 94, 110, 110, 2, 188), ('GELU', 94, 110, 110, 2, 0), ('dropout', 94, 110, 110, 2, 0), ('conv2d', 101, 110, 110, 2, 85547), ('batchnorm2d', 101, 110, 110, 2, 202), ('GELU', 101, 110, 110, 2, 0), ('dropout', 101, 110, 110, 2, 0), ('conv2d', 110, 110, 110, 2, 100100), ('... | GELU | 197,085,870 | 8,702,283 | 2 | 3,515 | 93.265625 | 0.892062 | 0.823382 | 0.301055 | 0.029453 | 19 | 19 | 19 | 1 | 1 | SUCCESSFUL | 0.28 | 3,759.12 | 33.2 | 3,792.6 |
input_channels:3_num_classes:50_depth:21_arch:residual_base_filters:37_batch:48_input_size:222_act:tanh_dropout:0.26521717470900763_dropout:True_batchnorm:True.out | 30 | [('conv2d', 37, 222, 222, 48, 148), ('batchnorm2d', 37, 222, 222, 48, 74), ('conv2d', 37, 222, 222, 48, 1036), ('batchnorm2d', 37, 222, 222, 48, 74), ('Tanh', 37, 222, 222, 48, 0), ('dropout', 37, 222, 222, 48, 0), ('conv2d', 37, 222, 222, 48, 12358), ('batchnorm2d', 37, 222, 222, 48, 74), ('Tanh', 37, 222, 222, 48, 0)... | Tanh | 37,198,386 | 2,262,866 | 48 | 9,517 | 90.0625 | 0.889266 | 0.746509 | 0.369208 | 0.085982 | 30 | 30 | 20 | 1 | 1 | SUCCESSFUL | 26.88 | 17,709.12 | 8.63 | 17,744.63 |
input_channels:1_num_classes:554_depth:18_arch:residual_base_filters:112_batch:56_input_size:92_act:mish_dropout:0.17456074657609047_dropout:True_batchnorm:False.out | 24 | [('conv2d', 112, 92, 92, 56, 224), ('conv2d', 112, 92, 92, 56, 1120), ('Mish', 112, 92, 92, 56, 0), ('dropout', 112, 92, 92, 56, 0), ('conv2d', 112, 92, 92, 56, 113008), ('Mish', 112, 92, 92, 56, 0), ('dropout', 112, 92, 92, 56, 0), ('conv2d', 131, 46, 46, 56, 14803), ('conv2d', 131, 46, 46, 56, 132179), ('Mish', 131, ... | Mish | 12,955,192 | 7,118,554 | 56 | 5,555 | 88.578125 | 0.864781 | 0.800404 | 0.408577 | 0.059907 | 24 | 0 | 16 | 1 | 1 | SUCCESSFUL | 1.68 | 8,697.36 | 27.16 | 8,726.2 |
input_channels:1_num_classes:494_depth:6_arch:pyramid_base_filters:95_batch:24_input_size:190_act:leaky_relu_dropout:0.4310256693480571_dropout:False_batchnorm:True.out | 6 | [('conv2d', 95, 190, 190, 24, 950), ('batchnorm2d', 95, 190, 190, 24, 190), ('LeakyReLU', 95, 190, 190, 24, 0), ('conv2d', 158, 190, 190, 24, 135248), ('batchnorm2d', 158, 190, 190, 24, 316), ('LeakyReLU', 158, 190, 190, 24, 0), ('conv2d', 264, 190, 190, 24, 375672), ('batchnorm2d', 264, 190, 190, 24, 528), ('LeakyReLU... | LeakyReLU | 316,238,215 | 13,208,381 | 24 | 40,153 | -1 | -1 | -1 | -1 | -1 | 6 | 6 | 0 | 1 | 1 | OOM_CRASH | 3.36 | 77,206.56 | 50.39 | 77,260.31 |
input_channels:3_num_classes:866_depth:12_arch:uniform_base_filters:36_batch:58_input_size:128_act:elu_dropout:0.21720030472107546_dropout:False_batchnorm:False.out | 12 | [('conv2d', 36, 128, 128, 58, 1008), ('ELU', 36, 128, 128, 58, 0), ('conv2d', 36, 128, 128, 58, 11700), ('ELU', 36, 128, 128, 58, 0), ('conv2d', 36, 128, 128, 58, 11700), ('ELU', 36, 128, 128, 58, 0), ('conv2d', 36, 128, 128, 58, 11700), ('ELU', 36, 128, 128, 58, 0), ('conv2d', 36, 128, 128, 58, 11700), ('ELU', 36, 128... | ELU | 14,157,544 | 161,750 | 58 | 5,387 | 88.96875 | 0.879524 | 0.829786 | 0.333554 | 0.459964 | 12 | 0 | 0 | 1 | 1 | SUCCESSFUL | 11.02 | 9,396.58 | 0.62 | 9,408.22 |
input_channels:1_num_classes:507_depth:13_arch:gradual_base_filters:78_batch:38_input_size:116_act:prelu_dropout:0.41148897159424314_dropout:False_batchnorm:True.out | 13 | [('conv2d', 78, 116, 116, 38, 780), ('batchnorm2d', 78, 116, 116, 38, 156), ('PReLU', 78, 116, 116, 38, 0), ('conv2d', 88, 116, 116, 38, 61864), ('batchnorm2d', 88, 116, 116, 38, 176), ('PReLU', 88, 116, 116, 38, 0), ('conv2d', 100, 116, 116, 38, 79300), ('batchnorm2d', 100, 116, 116, 38, 200), ('PReLU', 100, 116, 116,... | PReLU | 96,723,094 | 4,387,134 | 38 | 23,423 | -1 | -1 | -1 | -1 | -1 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 1.9 | 37,388.58 | 16.74 | 37,407.22 |
input_channels:3_num_classes:573_depth:8_arch:hourglass_base_filters:98_batch:14_input_size:222_act:swish_dropout:0.2816593993243117_dropout:True_batchnorm:False.out | 8 | [('conv2d', 98, 222, 222, 14, 2744), ('SiLU', 98, 222, 222, 14, 0), ('dropout', 98, 222, 222, 14, 0), ('conv2d', 209, 222, 222, 14, 184547), ('SiLU', 209, 222, 222, 14, 0), ('dropout', 209, 222, 222, 14, 0), ('conv2d', 448, 222, 222, 14, 843136), ('SiLU', 448, 222, 222, 14, 0), ('dropout', 448, 222, 222, 14, 0), ('conv... | SiLU | 506,246,492 | 18,076,738 | 14 | 33,849 | 94.646154 | 0.9302 | 0.945179 | 0.267107 | 0.012722 | 8 | 0 | 8 | 1 | 1 | SUCCESSFUL | 7.84 | 72,097.2 | 68.96 | 72,174 |
input_channels:1_num_classes:500_depth:10_arch:hourglass_base_filters:61_batch:8_input_size:198_act:swish_dropout:0.38906503043754836_dropout:True_batchnorm:True.out | 10 | [('conv2d', 61, 198, 198, 8, 610), ('batchnorm2d', 61, 198, 198, 8, 122), ('SiLU', 61, 198, 198, 8, 0), ('dropout', 61, 198, 198, 8, 0), ('conv2d', 123, 198, 198, 8, 67650), ('batchnorm2d', 123, 198, 198, 8, 246), ('SiLU', 123, 198, 198, 8, 0), ('dropout', 123, 198, 198, 8, 0), ('conv2d', 248, 198, 198, 8, 274784), ('b... | SiLU | 610,956,197 | 21,384,559 | 8 | 21,481 | -1 | -1 | -1 | -1 | -1 | 10 | 10 | 10 | 1 | 1 | SUCCESSFUL | 1.2 | 46,612.24 | 81.58 | 46,695.02 |
input_channels:1_num_classes:26_depth:16_arch:gradual_base_filters:50_batch:8_input_size:182_act:relu_dropout:0.15735694751033333_dropout:True_batchnorm:True.out | 16 | [('conv2d', 50, 182, 182, 8, 500), ('batchnorm2d', 50, 182, 182, 8, 100), ('ReLU', 50, 182, 182, 8, 0), ('dropout', 50, 182, 182, 8, 0), ('conv2d', 56, 182, 182, 8, 25256), ('batchnorm2d', 56, 182, 182, 8, 112), ('ReLU', 56, 182, 182, 8, 0), ('dropout', 56, 182, 182, 8, 0), ('conv2d', 63, 182, 182, 8, 31815), ('batchno... | ReLU | 289,901,584 | 3,042,231 | 8 | 12,753 | 92.323077 | 0.922031 | 0.915964 | 0.405411 | 0.019164 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 1.04 | 22,117.76 | 11.61 | 22,130.41 |
input_channels:1_num_classes:518_depth:13_arch:hourglass_base_filters:25_batch:42_input_size:120_act:selu_dropout:0.49581927807541304_dropout:True_batchnorm:False.out | 13 | [('conv2d', 25, 120, 120, 42, 250), ('SELU', 25, 120, 120, 42, 0), ('dropout', 25, 120, 120, 42, 0), ('conv2d', 52, 120, 120, 42, 11752), ('SELU', 52, 120, 120, 42, 0), ('dropout', 52, 120, 120, 42, 0), ('conv2d', 108, 120, 120, 42, 50652), ('SELU', 108, 120, 120, 42, 0), ('dropout', 108, 120, 120, 42, 0), ('conv2d', 2... | SELU | 180,101,861 | 23,019,675 | 42 | 33,315 | 94.734375 | 0.941968 | 0.975411 | 0.246643 | 0.011224 | 13 | 0 | 13 | 1 | 1 | SUCCESSFUL | 2.1 | 76,947.78 | 87.81 | 77,037.69 |
input_channels:3_num_classes:118_depth:12_arch:hourglass_base_filters:111_batch:28_input_size:112_act:gelu_dropout:0.15802575342053393_dropout:True_batchnorm:False.out | 12 | [('conv2d', 111, 112, 112, 28, 3108), ('GELU', 111, 112, 112, 28, 0), ('dropout', 111, 112, 112, 28, 0), ('conv2d', 180, 112, 112, 28, 180000), ('GELU', 180, 112, 112, 28, 0), ('dropout', 180, 112, 112, 28, 0), ('conv2d', 293, 112, 112, 28, 474953), ('GELU', 293, 112, 112, 28, 0), ('dropout', 293, 112, 112, 28, 0), ('c... | GELU | 232,867,163 | 42,310,764 | 28 | 26,431 | -1 | -1 | -1 | -1 | -1 | 12 | 0 | 12 | 1 | 1 | SUCCESSFUL | 3.92 | 66,327.8 | 161.4 | 66,493.12 |
input_channels:3_num_classes:217_depth:12_arch:pyramid_base_filters:31_batch:6_input_size:164_act:mish_dropout:0.44029459212082245_dropout:False_batchnorm:True.out | 12 | [('conv2d', 31, 164, 164, 6, 868), ('batchnorm2d', 31, 164, 164, 6, 62), ('Mish', 31, 164, 164, 6, 0), ('conv2d', 43, 164, 164, 6, 12040), ('batchnorm2d', 43, 164, 164, 6, 86), ('Mish', 43, 164, 164, 6, 0), ('conv2d', 62, 164, 164, 6, 24056), ('batchnorm2d', 62, 164, 164, 6, 124), ('Mish', 62, 164, 164, 6, 0), ('conv2d... | Mish | 388,918,038 | 26,622,182 | 6 | 16,321 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 1.86 | 23,737.62 | 101.56 | 23,841.04 |
input_channels:3_num_classes:640_depth:15_arch:pyramid_base_filters:16_batch:4_input_size:78_act:elu_dropout:0.16392323243553386_dropout:False_batchnorm:True.out | 15 | [('conv2d', 16, 78, 78, 4, 448), ('batchnorm2d', 16, 78, 78, 4, 32), ('ELU', 16, 78, 78, 4, 0), ('conv2d', 22, 78, 78, 4, 3190), ('batchnorm2d', 22, 78, 78, 4, 44), ('ELU', 22, 78, 78, 4, 0), ('conv2d', 30, 78, 78, 4, 5970), ('batchnorm2d', 30, 78, 78, 4, 60), ('ELU', 30, 78, 78, 4, 0), ('conv2d', 42, 78, 78, 4, 11382)... | ELU | 97,012,142 | 30,962,650 | 4 | 4,429 | 93.230769 | 0.929492 | 0.91287 | 0.253352 | 0.02063 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 0.28 | 3,947.4 | 118.11 | 4,065.79 |
input_channels:1_num_classes:12_depth:9_arch:bottleneck_base_filters:29_batch:12_input_size:140_act:softplus_dropout:0.2556694131710471_dropout:True_batchnorm:False.out | 9 | [('conv2d', 58, 140, 140, 12, 580), ('Softplus', 58, 140, 140, 12, 0), ('dropout', 58, 140, 140, 12, 0), ('conv2d', 29, 140, 140, 12, 15167), ('Softplus', 29, 140, 140, 12, 0), ('dropout', 29, 140, 140, 12, 0), ('conv2d', 49, 140, 140, 12, 12838), ('Softplus', 49, 140, 140, 12, 0), ('dropout', 49, 140, 140, 12, 0), ('c... | Softplus | 172,167,626 | 11,677,188 | 12 | 11,513 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 0.84 | 21,016.56 | 44.54 | 21,061.94 |
input_channels:3_num_classes:228_depth:20_arch:bottleneck_base_filters:111_batch:46_input_size:60_act:prelu_dropout:0.4462183178838792_dropout:True_batchnorm:True.out | 20 | [('conv2d', 222, 60, 60, 46, 6216), ('batchnorm2d', 222, 60, 60, 46, 444), ('PReLU', 222, 60, 60, 46, 0), ('dropout', 222, 60, 60, 46, 0), ('conv2d', 111, 60, 60, 46, 221889), ('batchnorm2d', 111, 60, 60, 46, 222), ('PReLU', 111, 60, 60, 46, 0), ('dropout', 111, 60, 60, 46, 0), ('conv2d', 129, 60, 60, 46, 129000), ('ba... | PReLU | 171,247,012 | 90,333,798 | 46 | 35,561 | 93.984375 | 0.931578 | 0.956632 | 0.24107 | 0.008509 | 20 | 20 | 20 | 1 | 1 | SUCCESSFUL | 1.84 | 75,123.98 | 344.6 | 75,470.42 |
input_channels:3_num_classes:202_depth:20_arch:dense_base_filters:122_batch:42_input_size:22_act:elu_dropout:0.17359227315784181_dropout:True_batchnorm:True.out | 21 | [('conv2d', 32, 22, 22, 42, 896), ('batchnorm2d', 32, 22, 22, 42, 64), ('ELU', 32, 22, 22, 42, 0), ('dropout', 32, 22, 22, 42, 0), ('conv2d', 32, 22, 22, 42, 10112), ('batchnorm2d', 32, 22, 22, 42, 64), ('ELU', 32, 22, 22, 42, 0), ('dropout', 32, 22, 22, 42, 0), ('conv2d', 32, 22, 22, 42, 19328), ('batchnorm2d', 32, 22... | ELU | 590,977 | 1,591,578 | 42 | 2,061 | 42.857143 | 0.414698 | 0.227268 | 0.078 | 0.008351 | 21 | 21 | 20 | 1 | 1 | SUCCESSFUL | 0.42 | 324.24 | 6.07 | 330.73 |
input_channels:3_num_classes:138_depth:20_arch:bottleneck_base_filters:112_batch:34_input_size:52_act:relu_dropout:0.4362262389040694_dropout:False_batchnorm:True.out | 20 | [('conv2d', 224, 52, 52, 34, 6272), ('batchnorm2d', 224, 52, 52, 34, 448), ('ReLU', 224, 52, 52, 34, 0), ('conv2d', 112, 52, 52, 34, 225904), ('batchnorm2d', 112, 52, 52, 34, 224), ('ReLU', 112, 52, 52, 34, 0), ('conv2d', 130, 52, 52, 34, 131170), ('batchnorm2d', 130, 52, 52, 34, 260), ('ReLU', 130, 52, 52, 34, 0), ('c... | ReLU | 96,778,193 | 90,586,896 | 34 | 17,251 | 94.476923 | 0.924766 | 0.966887 | 0.233472 | 0.007558 | 20 | 20 | 0 | 1 | 1 | SUCCESSFUL | 1.02 | 33,471.98 | 345.56 | 33,818.56 |
input_channels:3_num_classes:617_depth:18_arch:dense_base_filters:109_batch:30_input_size:166_act:leaky_relu_dropout:0.19235983433075338_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 166, 166, 30, 896), ('batchnorm2d', 32, 166, 166, 30, 64), ('LeakyReLU', 32, 166, 166, 30, 0), ('conv2d', 32, 166, 166, 30, 10112), ('batchnorm2d', 32, 166, 166, 30, 64), ('LeakyReLU', 32, 166, 166, 30, 0), ('conv2d', 32, 166, 166, 30, 19328), ('batchnorm2d', 32, 166, 166, 30, 64), ('LeakyReLU', 32, 166... | LeakyReLU | 23,892,735 | 1,179,544 | 30 | 10,191 | -1 | -1 | -1 | -1 | -1 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 9.6 | 9,840.9 | 4.5 | 9,855 |
input_channels:1_num_classes:228_depth:20_arch:residual_base_filters:107_batch:42_input_size:52_act:gelu_dropout:0.28457367209572215_dropout:False_batchnorm:False.out | 18 | [('conv2d', 107, 52, 52, 42, 214), ('conv2d', 107, 52, 52, 42, 1070), ('GELU', 107, 52, 52, 42, 0), ('conv2d', 107, 52, 52, 42, 103148), ('GELU', 107, 52, 52, 42, 0), ('conv2d', 124, 26, 26, 42, 13392), ('conv2d', 124, 26, 26, 42, 119536), ('GELU', 124, 26, 26, 42, 0), ('conv2d', 124, 26, 26, 42, 138508), ('GELU', 124,... | GELU | 2,707,769 | 2,809,432 | 42 | 2,565 | 74.384615 | 0.748172 | 0.627475 | 0.283831 | 0.060737 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.42 | 1,561.56 | 10.72 | 1,572.7 |
input_channels:1_num_classes:308_depth:29_arch:residual_base_filters:54_batch:36_input_size:56_act:prelu_dropout:0.21470688417926742_dropout:False_batchnorm:False.out | 18 | [('conv2d', 54, 56, 56, 36, 108), ('conv2d', 54, 56, 56, 36, 540), ('PReLU', 54, 56, 56, 36, 0), ('conv2d', 54, 56, 56, 36, 26298), ('PReLU', 54, 56, 56, 36, 0), ('conv2d', 61, 28, 28, 36, 3355), ('conv2d', 61, 28, 28, 36, 29707), ('PReLU', 61, 28, 28, 36, 0), ('conv2d', 61, 28, 28, 36, 33550), ('PReLU', 61, 28, 28, 36... | PReLU | 1,545,442 | 641,908 | 36 | 2,093 | 66.515625 | 0.655047 | 0.457304 | 0.205429 | 0.063182 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.36 | 763.92 | 2.45 | 766.73 |
input_channels:1_num_classes:7_depth:25_arch:uniform_base_filters:47_batch:20_input_size:84_act:tanh_dropout:0.20222479019201178_dropout:True_batchnorm:False.out | 25 | [('conv2d', 47, 84, 84, 20, 470), ('Tanh', 47, 84, 84, 20, 0), ('dropout', 47, 84, 84, 20, 0), ('conv2d', 47, 84, 84, 20, 19928), ('Tanh', 47, 84, 84, 20, 0), ('dropout', 47, 84, 84, 20, 0), ('conv2d', 47, 84, 84, 20, 19928), ('Tanh', 47, 84, 84, 20, 0), ('dropout', 47, 84, 84, 20, 0), ('conv2d', 47, 84, 84, 20, 19928)... | Tanh | 24,872,461 | 479,078 | 20 | 3,343 | 90.492308 | 0.885359 | 0.822727 | 0.395909 | 0.226273 | 25 | 0 | 25 | 1 | 1 | SUCCESSFUL | 0.6 | 5,060.4 | 1.83 | 5,062.83 |
input_channels:3_num_classes:164_depth:29_arch:hourglass_base_filters:99_batch:40_input_size:68_act:mish_dropout:0.29349478365640597_dropout:True_batchnorm:True.out | 29 | [('conv2d', 99, 68, 68, 40, 2772), ('batchnorm2d', 99, 68, 68, 40, 198), ('Mish', 99, 68, 68, 40, 0), ('dropout', 99, 68, 68, 40, 0), ('conv2d', 122, 68, 68, 40, 108824), ('batchnorm2d', 122, 68, 68, 40, 244), ('Mish', 122, 68, 68, 40, 0), ('dropout', 122, 68, 68, 40, 0), ('conv2d', 152, 68, 68, 40, 167048), ('batchnor... | Mish | 310,104,363 | 142,504,667 | 40 | 40,079 | -1 | -1 | -1 | -1 | -1 | 29 | 29 | 29 | 1 | 1 | OOM_CRASH | 2 | 118,295.2 | 543.61 | 118,840.81 |
input_channels:1_num_classes:55_depth:22_arch:uniform_base_filters:19_batch:44_input_size:214_act:tanh_dropout:0.1302260128469472_dropout:False_batchnorm:True.out | 22 | [('conv2d', 19, 214, 214, 44, 190), ('batchnorm2d', 19, 214, 214, 44, 38), ('Tanh', 19, 214, 214, 44, 0), ('conv2d', 19, 214, 214, 44, 3268), ('batchnorm2d', 19, 214, 214, 44, 38), ('Tanh', 19, 214, 214, 44, 0), ('conv2d', 19, 214, 214, 44, 3268), ('batchnorm2d', 19, 214, 214, 44, 38), ('Tanh', 19, 214, 214, 44, 0), ('... | Tanh | 57,428,313 | 70,754 | 44 | 9,161 | 93.234375 | 0.927286 | 0.549661 | 0.235893 | 0.162579 | 22 | 22 | 0 | 1 | 1 | SUCCESSFUL | 7.48 | 25,704.36 | 0.27 | 25,712.11 |
input_channels:1_num_classes:784_depth:6_arch:dense_base_filters:102_batch:10_input_size:46_act:mish_dropout:0.3622668964535197_dropout:True_batchnorm:False.out | 4 | [('conv2d', 32, 46, 46, 10, 320), ('Mish', 32, 46, 46, 10, 0), ('dropout', 32, 46, 46, 10, 0), ('conv2d', 32, 46, 46, 10, 9536), ('Mish', 32, 46, 46, 10, 0), ('dropout', 32, 46, 46, 10, 0), ('conv2d', 32, 46, 46, 10, 18752), ('Mish', 32, 46, 46, 10, 0), ('dropout', 32, 46, 46, 10, 0), ('conv2d', 32, 46, 46, 10, 27968),... | Mish | 814,241 | 158,496 | 10 | 1,783 | 37.569231 | 0.370677 | 0.211 | 0.073 | 0.038224 | 4 | 0 | 4 | 1 | 1 | SUCCESSFUL | 0.1 | 103.6 | 0.6 | 104.3 |
input_channels:1_num_classes:436_depth:17_arch:bottleneck_base_filters:100_batch:16_input_size:118_act:softplus_dropout:0.11777117305051071_dropout:False_batchnorm:False.out | 17 | [('conv2d', 200, 118, 118, 16, 2000), ('Softplus', 200, 118, 118, 16, 0), ('conv2d', 100, 118, 118, 16, 180100), ('Softplus', 100, 118, 118, 16, 0), ('conv2d', 120, 118, 118, 16, 108120), ('Softplus', 120, 118, 118, 16, 0), ('conv2d', 145, 118, 118, 16, 156745), ('Softplus', 145, 118, 118, 16, 0), ('conv2d', 176, 118, ... | Softplus | 266,535,775 | 68,789,117 | 16 | 38,105 | 94.292308 | 0.935569 | 0.961224 | 0.198517 | 0.008696 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.8 | 48,804 | 262.41 | 49,067.21 |
input_channels:3_num_classes:533_depth:12_arch:bottleneck_base_filters:127_batch:56_input_size:212_act:selu_dropout:0.45505471419052956_dropout:True_batchnorm:True.out | 12 | [('conv2d', 254, 212, 212, 56, 7112), ('batchnorm2d', 254, 212, 212, 56, 508), ('SELU', 254, 212, 212, 56, 0), ('dropout', 254, 212, 212, 56, 0), ('conv2d', 127, 212, 212, 56, 290449), ('batchnorm2d', 127, 212, 212, 56, 254), ('SELU', 127, 212, 212, 56, 0), ('dropout', 127, 212, 212, 56, 0), ('conv2d', 163, 212, 212, 5... | SELU | 1,245,850,336 | 45,407,480 | 56 | 40,287 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 12 | 1 | 1 | OOM_CRASH | 28.56 | 665,355.6 | 173.22 | 665,557.38 |
input_channels:3_num_classes:946_depth:28_arch:residual_base_filters:121_batch:14_input_size:176_act:elu_dropout:0.4772836304883875_dropout:False_batchnorm:True.out | 30 | [('conv2d', 121, 176, 176, 14, 484), ('batchnorm2d', 121, 176, 176, 14, 242), ('conv2d', 121, 176, 176, 14, 3388), ('batchnorm2d', 121, 176, 176, 14, 242), ('ELU', 121, 176, 176, 14, 0), ('conv2d', 121, 176, 176, 14, 131890), ('batchnorm2d', 121, 176, 176, 14, 242), ('ELU', 121, 176, 176, 14, 0), ('conv2d', 133, 88, 88... | ELU | 54,939,344 | 7,855,502 | 14 | 6,121 | 92.65625 | 0.897719 | 0.828789 | 0.379772 | 0.043653 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 4.9 | 8,068.62 | 29.97 | 8,103.49 |
input_channels:3_num_classes:840_depth:27_arch:residual_base_filters:66_batch:42_input_size:38_act:tanh_dropout:0.3309805056584538_dropout:True_batchnorm:True.out | 18 | [('conv2d', 66, 38, 38, 42, 264), ('batchnorm2d', 66, 38, 38, 42, 132), ('conv2d', 66, 38, 38, 42, 1848), ('batchnorm2d', 66, 38, 38, 42, 132), ('Tanh', 66, 38, 38, 42, 0), ('dropout', 66, 38, 38, 42, 0), ('conv2d', 66, 38, 38, 42, 39270), ('batchnorm2d', 66, 38, 38, 42, 132), ('Tanh', 66, 38, 38, 42, 0), ('dropout', 6... | Tanh | 1,764,834 | 1,026,876 | 42 | 2,101 | 50.171875 | 0.508781 | 0.327218 | 0.119556 | 0.019545 | 18 | 18 | 12 | 1 | 1 | SUCCESSFUL | 0.84 | 735 | 3.92 | 739.76 |
input_channels:1_num_classes:359_depth:15_arch:bottleneck_base_filters:40_batch:38_input_size:66_act:leaky_relu_dropout:0.37020674514010976_dropout:False_batchnorm:True.out | 15 | [('conv2d', 80, 66, 66, 38, 800), ('batchnorm2d', 80, 66, 66, 38, 160), ('LeakyReLU', 80, 66, 66, 38, 0), ('conv2d', 40, 66, 66, 38, 28840), ('batchnorm2d', 40, 66, 66, 38, 80), ('LeakyReLU', 40, 66, 66, 38, 0), ('conv2d', 52, 66, 66, 38, 18772), ('batchnorm2d', 52, 66, 66, 38, 104), ('LeakyReLU', 52, 66, 66, 38, 0), (... | LeakyReLU | 81,834,080 | 38,324,164 | 38 | 21,813 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 0.76 | 31,633.1 | 146.2 | 31,780.06 |
input_channels:1_num_classes:390_depth:9_arch:hourglass_base_filters:80_batch:4_input_size:138_act:elu_dropout:0.28449796524325466_dropout:False_batchnorm:True.out | 9 | [('conv2d', 80, 138, 138, 4, 800), ('batchnorm2d', 80, 138, 138, 4, 160), ('ELU', 80, 138, 138, 4, 0), ('conv2d', 179, 138, 138, 4, 129059), ('batchnorm2d', 179, 138, 138, 4, 358), ('ELU', 179, 138, 138, 4, 0), ('conv2d', 404, 138, 138, 4, 651248), ('batchnorm2d', 404, 138, 138, 4, 808), ('ELU', 404, 138, 138, 4, 0), (... | ELU | 212,931,824 | 20,259,741 | 4 | 7,011 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 0.28 | 8,664.2 | 77.28 | 8,741.76 |
input_channels:3_num_classes:218_depth:14_arch:residual_base_filters:121_batch:42_input_size:90_act:relu_dropout:0.3261566573700273_dropout:True_batchnorm:False.out | 21 | [('conv2d', 121, 90, 90, 42, 484), ('conv2d', 121, 90, 90, 42, 3388), ('ReLU', 121, 90, 90, 42, 0), ('dropout', 121, 90, 90, 42, 0), ('conv2d', 121, 90, 90, 42, 131890), ('ReLU', 121, 90, 90, 42, 0), ('dropout', 121, 90, 90, 42, 0), ('conv2d', 148, 45, 45, 42, 18056), ('conv2d', 148, 45, 45, 42, 161320), ('ReLU', 148, ... | ReLU | 14,090,897 | 7,990,748 | 42 | 4,663 | 89.765625 | 0.858297 | 0.818375 | 0.423089 | 0.019736 | 21 | 0 | 14 | 1 | 1 | SUCCESSFUL | 3.78 | 7,095.06 | 30.48 | 7,129.32 |
input_channels:1_num_classes:667_depth:9_arch:dense_base_filters:71_batch:42_input_size:118_act:swish_dropout:0.2861437437624188_dropout:False_batchnorm:True.out | 9 | [('conv2d', 32, 118, 118, 42, 320), ('batchnorm2d', 32, 118, 118, 42, 64), ('SiLU', 32, 118, 118, 42, 0), ('conv2d', 32, 118, 118, 42, 9536), ('batchnorm2d', 32, 118, 118, 42, 64), ('SiLU', 32, 118, 118, 42, 0), ('conv2d', 32, 118, 118, 42, 18752), ('batchnorm2d', 32, 118, 118, 42, 64), ('SiLU', 32, 118, 118, 42, 0), (... | SiLU | 9,358,454 | 323,419 | 42 | 5,187 | 90.112903 | 0.874719 | 0.688196 | 0.346232 | 0.112625 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 2.1 | 4,930.8 | 1.23 | 4,934.13 |
input_channels:1_num_classes:655_depth:7_arch:residual_base_filters:104_batch:54_input_size:12_act:selu_dropout:0.3529439273343633_dropout:True_batchnorm:True.out | 6 | [('conv2d', 104, 12, 12, 54, 208), ('batchnorm2d', 104, 12, 12, 54, 208), ('conv2d', 104, 12, 12, 54, 1040), ('batchnorm2d', 104, 12, 12, 54, 208), ('SELU', 104, 12, 12, 54, 0), ('dropout', 104, 12, 12, 54, 0), ('conv2d', 104, 12, 12, 54, 97448), ('batchnorm2d', 104, 12, 12, 54, 208), ('SELU', 104, 12, 12, 54, 0), ('dr... | SELU | 208,469 | 598,440 | 54 | 1,793 | -1 | -1 | -1 | -1 | -1 | 6 | 6 | 4 | 1 | 1 | SUCCESSFUL | 0 | 111.24 | 2.28 | 113.52 |
input_channels:3_num_classes:482_depth:8_arch:gradual_base_filters:70_batch:30_input_size:198_act:gelu_dropout:0.21775392202903765_dropout:False_batchnorm:False.out | 8 | [('conv2d', 70, 198, 198, 30, 1960), ('GELU', 70, 198, 198, 30, 0), ('conv2d', 86, 198, 198, 30, 54266), ('GELU', 86, 198, 198, 30, 0), ('conv2d', 106, 198, 198, 30, 82150), ('GELU', 106, 198, 198, 30, 0), ('conv2d', 131, 198, 198, 30, 125105), ('GELU', 131, 198, 198, 30, 0), ('conv2d', 162, 198, 198, 30, 191160), ('GE... | GELU | 102,715,750 | 2,028,052 | 30 | 23,101 | 94.25 | 0.931619 | 0.942554 | 0.376857 | 0.033709 | 8 | 0 | 0 | 1 | 1 | SUCCESSFUL | 13.5 | 35,264.4 | 7.74 | 35,285.64 |
input_channels:1_num_classes:490_depth:27_arch:uniform_base_filters:20_batch:58_input_size:120_act:selu_dropout:0.31078592267907373_dropout:False_batchnorm:False.out | 27 | [('conv2d', 20, 120, 120, 58, 200), ('SELU', 20, 120, 120, 58, 0), ('conv2d', 20, 120, 120, 58, 3620), ('SELU', 20, 120, 120, 58, 0), ('conv2d', 20, 120, 120, 58, 3620), ('SELU', 20, 120, 120, 58, 0), ('conv2d', 20, 120, 120, 58, 3620), ('SELU', 20, 120, 120, 58, 0), ('conv2d', 20, 120, 120, 58, 3620), ('SELU', 20, 120... | SELU | 15,553,000 | 104,610 | 58 | 5,473 | 88.796875 | 0.878985 | 0.886793 | 0.451121 | 0.181074 | 27 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.9 | 10,323.42 | 0.4 | 10,326.72 |
input_channels:1_num_classes:85_depth:29_arch:bottleneck_base_filters:108_batch:60_input_size:204_act:relu_dropout:0.10132814134417556_dropout:False_batchnorm:True.out | 29 | [('conv2d', 216, 204, 204, 60, 2160), ('batchnorm2d', 216, 204, 204, 60, 432), ('ReLU', 216, 204, 204, 60, 0), ('conv2d', 108, 204, 204, 60, 210060), ('batchnorm2d', 108, 204, 204, 60, 216), ('ReLU', 108, 204, 204, 60, 0), ('conv2d', 119, 204, 204, 60, 115787), ('batchnorm2d', 119, 204, 204, 60, 238), ('ReLU', 119, 204... | ReLU | 2,211,309,789 | 145,084,856 | 60 | 38,537 | 39 | 0.224143 | 0.238333 | 0.067667 | 0.007 | 29 | 29 | 0 | 1 | 1 | OOM_CRASH | 9.6 | 1,349,676 | 553.45 | 1,350,239.05 |
input_channels:1_num_classes:566_depth:2_arch:dense_base_filters:39_batch:36_input_size:62_act:tanh_dropout:0.29825260753731425_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 36 | 1,451 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:350_depth:11_arch:uniform_base_filters:126_batch:12_input_size:4_act:softplus_dropout:0.4684928347886931_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:424_depth:3_arch:uniform_base_filters:44_batch:52_input_size:166_act:gelu_dropout:0.15830777512622407_dropout:False_batchnorm:True.out | 3 | [('conv2d', 44, 166, 166, 52, 1232), ('batchnorm2d', 44, 166, 166, 52, 88), ('GELU', 44, 166, 166, 52, 0), ('conv2d', 44, 166, 166, 52, 17468), ('batchnorm2d', 44, 166, 166, 52, 88), ('GELU', 44, 166, 166, 52, 0), ('conv2d', 44, 166, 166, 52, 17468), ('batchnorm2d', 44, 166, 166, 52, 88), ('GELU', 44, 166, 166, 52, 0),... | GELU | 10,913,068 | 55,512 | 52 | 5,211 | -1 | -1 | -1 | -1 | -1 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 16.64 | 5,772.52 | 0.21 | 5,789.37 |
input_channels:3_num_classes:645_depth:15_arch:bottleneck_base_filters:45_batch:54_input_size:222_act:swish_dropout:0.3574172894740699_dropout:False_batchnorm:True.out | 15 | [('conv2d', 90, 222, 222, 54, 2520), ('batchnorm2d', 90, 222, 222, 54, 180), ('SiLU', 90, 222, 222, 54, 0), ('conv2d', 45, 222, 222, 54, 36495), ('batchnorm2d', 45, 222, 222, 54, 90), ('SiLU', 45, 222, 222, 54, 0), ('conv2d', 59, 222, 222, 54, 23954), ('batchnorm2d', 59, 222, 222, 54, 118), ('SiLU', 59, 222, 222, 54, 0... | SiLU | 956,753,141 | 40,600,638 | 54 | 39,293 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | OOM_CRASH | 30.24 | 525,559.86 | 154.88 | 525,744.98 |
input_channels:3_num_classes:489_depth:23_arch:gradual_base_filters:68_batch:14_input_size:30_act:selu_dropout:0.20077744314562762_dropout:True_batchnorm:True.out | 23 | [('conv2d', 68, 30, 30, 14, 1904), ('batchnorm2d', 68, 30, 30, 14, 136), ('SELU', 68, 30, 30, 14, 0), ('dropout', 68, 30, 30, 14, 0), ('conv2d', 73, 30, 30, 14, 44749), ('batchnorm2d', 73, 30, 30, 14, 146), ('SELU', 73, 30, 30, 14, 0), ('dropout', 73, 30, 30, 14, 0), ('conv2d', 78, 30, 30, 14, 51324), ('batchnorm2d', 7... | SELU | 14,260,924 | 7,161,615 | 14 | 2,943 | -1 | -1 | -1 | -1 | -1 | 23 | 23 | 23 | 1 | 1 | SUCCESSFUL | 0.14 | 1,904 | 27.32 | 1,931.46 |
input_channels:1_num_classes:243_depth:1_arch:residual_base_filters:58_batch:18_input_size:96_act:softplus_dropout:0.14405408966253275_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 18 | 1,451 | 8.770492 | 0.074871 | 0.001889 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:515_depth:25_arch:hourglass_base_filters:70_batch:60_input_size:158_act:gelu_dropout:0.2386272807730494_dropout:True_batchnorm:True.out | 25 | [('conv2d', 70, 158, 158, 60, 1960), ('batchnorm2d', 70, 158, 158, 60, 140), ('GELU', 70, 158, 158, 60, 0), ('dropout', 70, 158, 158, 60, 0), ('conv2d', 92, 158, 158, 60, 58052), ('batchnorm2d', 92, 158, 158, 60, 184), ('GELU', 92, 158, 158, 60, 0), ('dropout', 92, 158, 158, 60, 0), ('conv2d', 122, 158, 158, 60, 101138... | GELU | 1,272,466,108 | 102,218,170 | 60 | 39,671 | 3.666667 | 0.1656 | 0.054 | 0.027 | 0 | 25 | 25 | 25 | 1 | 1 | OOM_CRASH | 17.4 | 728,110.8 | 389.93 | 728,518.13 |
input_channels:3_num_classes:12_depth:1_arch:uniform_base_filters:111_batch:28_input_size:190_act:tanh_dropout:0.27343464378754667_dropout:False_batchnorm:False.out | 1 | [('conv2d', 111, 190, 190, 28, 3108), ('Tanh', 111, 190, 190, 28, 0), ('adaptive_avg_pool2d', 0, 0, 111, 28, 0), ('linear', 0, 0, 12, 28, 1344), ('softmax', 0, 0, 12, 28, 0)] | Tanh | 8,014,335 | 4,452 | 28 | 3,035 | 43.625 | 0.36925 | 0.376218 | 0.269927 | 0.084321 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 11.48 | 2,568.16 | 0.02 | 2,579.66 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.