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:403_depth:17_arch:gradual_base_filters:33_batch:14_input_size:168_act:prelu_dropout:0.40188004364801044_dropout:True_batchnorm:True.out | 17 | [('conv2d', 33, 168, 168, 14, 924), ('batchnorm2d', 33, 168, 168, 14, 66), ('PReLU', 33, 168, 168, 14, 0), ('dropout', 33, 168, 168, 14, 0), ('conv2d', 37, 168, 168, 14, 11026), ('batchnorm2d', 37, 168, 168, 14, 74), ('PReLU', 37, 168, 168, 14, 0), ('dropout', 37, 168, 168, 14, 0), ('conv2d', 42, 168, 168, 14, 14028), ... | PReLU | 197,681,932 | 2,003,709 | 14 | 18,341 | 93.703125 | 0.935429 | 0.889945 | 0.410836 | 0.032981 | 17 | 17 | 17 | 1 | 1 | SUCCESSFUL | 4.48 | 26,393.36 | 7.64 | 26,405.48 |
input_channels:1_num_classes:57_depth:19_arch:hourglass_base_filters:105_batch:60_input_size:70_act:prelu_dropout:0.15841506735980082_dropout:True_batchnorm:True.out | 19 | [('conv2d', 105, 70, 70, 60, 1050), ('batchnorm2d', 105, 70, 70, 60, 210), ('PReLU', 105, 70, 70, 60, 0), ('dropout', 105, 70, 70, 60, 0), ('conv2d', 146, 70, 70, 60, 138116), ('batchnorm2d', 146, 70, 70, 60, 292), ('PReLU', 146, 70, 70, 60, 0), ('dropout', 146, 70, 70, 60, 0), ('conv2d', 203, 70, 70, 60, 266945), ('ba... | PReLU | 207,329,019 | 83,387,586 | 60 | 39,883 | -1 | -1 | -1 | -1 | -1 | 19 | 19 | 19 | 1 | 1 | OOM_CRASH | 1.2 | 118,634.4 | 318.1 | 118,953.7 |
input_channels:1_num_classes:450_depth:15_arch:residual_base_filters:50_batch:8_input_size:6_act:mish_dropout:0.3399049830577918_dropout:True_batchnorm:True.out | 0 | [] | null | 0 | 0 | 8 | 0 | 50.5 | 0.043 | 0.169 | 0.079 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:344_depth:20_arch:hourglass_base_filters:35_batch:30_input_size:126_act:gelu_dropout:0.29962255383212855_dropout:False_batchnorm:True.out | 20 | [('conv2d', 35, 126, 126, 30, 350), ('batchnorm2d', 35, 126, 126, 30, 70), ('GELU', 35, 126, 126, 30, 0), ('conv2d', 52, 126, 126, 30, 16432), ('batchnorm2d', 52, 126, 126, 30, 104), ('GELU', 52, 126, 126, 30, 0), ('conv2d', 78, 126, 126, 30, 36582), ('batchnorm2d', 78, 126, 126, 30, 156), ('GELU', 78, 126, 126, 30, 0)... | GELU | 381,405,747 | 56,677,422 | 30 | 39,967 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 0 | 1 | 1 | OOM_CRASH | 1.8 | 116,395.8 | 216.21 | 116,613.81 |
input_channels:1_num_classes:555_depth:10_arch:hourglass_base_filters:50_batch:26_input_size:204_act:swish_dropout:0.234885557055481_dropout:True_batchnorm:False.out | 10 | [('conv2d', 50, 204, 204, 26, 500), ('SiLU', 50, 204, 204, 26, 0), ('dropout', 50, 204, 204, 26, 0), ('conv2d', 105, 204, 204, 26, 47355), ('SiLU', 105, 204, 204, 26, 0), ('dropout', 105, 204, 204, 26, 0), ('conv2d', 220, 204, 204, 26, 208120), ('SiLU', 220, 204, 204, 26, 0), ('dropout', 220, 204, 204, 26, 0), ('conv2d... | SiLU | 452,450,312 | 19,031,559 | 26 | 39,817 | -1 | -1 | -1 | -1 | -1 | 10 | 0 | 10 | 1 | 1 | OOM_CRASH | 4.16 | 119,666.56 | 72.6 | 119,743.32 |
input_channels:1_num_classes:830_depth:1_arch:pyramid_base_filters:57_batch:30_input_size:104_act:softplus_dropout:0.29638218660893423_dropout:False_batchnorm:False.out | 1 | [('conv2d', 57, 104, 104, 30, 570), ('Softplus', 57, 104, 104, 30, 0), ('adaptive_avg_pool2d', 0, 0, 57, 30, 0), ('linear', 0, 0, 830, 30, 48140), ('softmax', 0, 0, 830, 30, 0)] | Softplus | 1,234,741 | 48,710 | 30 | 1,991 | 34.338462 | 0.291585 | 0.226375 | 0.156196 | 0.055316 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.2 | 423.6 | 0.19 | 424.99 |
input_channels:3_num_classes:296_depth:15_arch:uniform_base_filters:126_batch:56_input_size:162_act:mish_dropout:0.33413346181706827_dropout:True_batchnorm:False.out | 15 | [('conv2d', 126, 162, 162, 56, 3528), ('Mish', 126, 162, 162, 56, 0), ('dropout', 126, 162, 162, 56, 0), ('conv2d', 126, 162, 162, 56, 143010), ('Mish', 126, 162, 162, 56, 0), ('dropout', 126, 162, 162, 56, 0), ('conv2d', 126, 162, 162, 56, 143010), ('Mish', 126, 162, 162, 56, 0), ('dropout', 126, 162, 162, 56, 0), ('c... | Mish | 148,804,198 | 2,043,260 | 56 | 30,747 | -1 | -1 | -1 | -1 | -1 | 15 | 0 | 15 | 1 | 1 | SUCCESSFUL | 16.8 | 84,767.76 | 7.79 | 84,792.35 |
input_channels:1_num_classes:268_depth:27_arch:uniform_base_filters:118_batch:4_input_size:224_act:elu_dropout:0.4386822343273704_dropout:True_batchnorm:True.out | 27 | [('conv2d', 118, 224, 224, 4, 1180), ('batchnorm2d', 118, 224, 224, 4, 236), ('ELU', 118, 224, 224, 4, 0), ('dropout', 118, 224, 224, 4, 0), ('conv2d', 118, 224, 224, 4, 125434), ('batchnorm2d', 118, 224, 224, 4, 236), ('ELU', 118, 224, 224, 4, 0), ('dropout', 118, 224, 224, 4, 0), ('conv2d', 118, 224, 224, 4, 125434),... | ELU | 639,443,598 | 3,300,728 | 4 | 11,513 | -1 | -1 | -1 | -1 | -1 | 27 | 27 | 27 | 1 | 1 | SUCCESSFUL | 0.76 | 24,392.84 | 12.59 | 24,406.19 |
input_channels:1_num_classes:945_depth:26_arch:hourglass_base_filters:95_batch:10_input_size:98_act:gelu_dropout:0.37620502162765845_dropout:False_batchnorm:True.out | 26 | [('conv2d', 95, 98, 98, 10, 950), ('batchnorm2d', 95, 98, 98, 10, 190), ('GELU', 95, 98, 98, 10, 0), ('conv2d', 120, 98, 98, 10, 102720), ('batchnorm2d', 120, 98, 98, 10, 240), ('GELU', 120, 98, 98, 10, 0), ('conv2d', 152, 98, 98, 10, 164312), ('batchnorm2d', 152, 98, 98, 10, 304), ('GELU', 152, 98, 98, 10, 0), ('conv2... | GELU | 422,040,161 | 121,930,926 | 10 | 24,291 | -1 | -1 | -1 | -1 | -1 | 26 | 26 | 0 | 1 | 1 | SUCCESSFUL | 0.4 | 42,932.1 | 465.13 | 43,397.63 |
input_channels:1_num_classes:659_depth:9_arch:gradual_base_filters:17_batch:8_input_size:182_act:elu_dropout:0.3173576071384448_dropout:True_batchnorm:True.out | 9 | [('conv2d', 17, 182, 182, 8, 170), ('batchnorm2d', 17, 182, 182, 8, 34), ('ELU', 17, 182, 182, 8, 0), ('dropout', 17, 182, 182, 8, 0), ('conv2d', 22, 182, 182, 8, 3388), ('batchnorm2d', 22, 182, 182, 8, 44), ('ELU', 22, 182, 182, 8, 0), ('dropout', 22, 182, 182, 8, 0), ('conv2d', 28, 182, 182, 8, 5572), ('batchnorm2d',... | ELU | 73,006,756 | 427,351 | 8 | 4,935 | 90.625 | 0.924 | 0.79887 | 0.389963 | 0.079286 | 9 | 9 | 9 | 1 | 1 | SUCCESSFUL | 1.04 | 5,569.92 | 1.63 | 5,572.59 |
input_channels:3_num_classes:142_depth:12_arch:uniform_base_filters:79_batch:46_input_size:186_act:leaky_relu_dropout:0.29290138962263673_dropout:False_batchnorm:True.out | 12 | [('conv2d', 79, 186, 186, 46, 2212), ('batchnorm2d', 79, 186, 186, 46, 158), ('LeakyReLU', 79, 186, 186, 46, 0), ('conv2d', 79, 186, 186, 46, 56248), ('batchnorm2d', 79, 186, 186, 46, 158), ('LeakyReLU', 79, 186, 186, 46, 0), ('conv2d', 79, 186, 186, 46, 56248), ('batchnorm2d', 79, 186, 186, 46, 158), ('LeakyReLU', 79,... | LeakyReLU | 98,391,387 | 634,196 | 46 | 22,367 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 18.4 | 46,040.94 | 2.42 | 46,061.76 |
input_channels:3_num_classes:763_depth:16_arch:residual_base_filters:63_batch:60_input_size:48_act:mish_dropout:0.40622601138391734_dropout:False_batchnorm:False.out | 18 | [('conv2d', 63, 48, 48, 60, 252), ('conv2d', 63, 48, 48, 60, 1764), ('Mish', 63, 48, 48, 60, 0), ('conv2d', 63, 48, 48, 60, 35784), ('Mish', 63, 48, 48, 60, 0), ('conv2d', 78, 24, 24, 60, 4992), ('conv2d', 78, 24, 24, 60, 44304), ('Mish', 78, 24, 24, 60, 0), ('conv2d', 78, 24, 24, 60, 54834), ('Mish', 78, 24, 24, 60, 0... | Mish | 1,460,072 | 1,670,117 | 60 | 2,275 | 68.890625 | 0.649646 | 0.555754 | 0.26014 | 0.053589 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.8 | 1,202.4 | 6.37 | 1,210.57 |
input_channels:1_num_classes:413_depth:21_arch:dense_base_filters:94_batch:62_input_size:190_act:prelu_dropout:0.36790499241669417_dropout:False_batchnorm:False.out | 21 | [('conv2d', 32, 190, 190, 62, 320), ('PReLU', 32, 190, 190, 62, 0), ('conv2d', 32, 190, 190, 62, 9536), ('PReLU', 32, 190, 190, 62, 0), ('conv2d', 32, 190, 190, 62, 18752), ('PReLU', 32, 190, 190, 62, 0), ('conv2d', 32, 190, 190, 62, 27968), ('PReLU', 32, 190, 190, 62, 0), ('conv2d', 64, 190, 190, 62, 8320), ('ReLU', 6... | PReLU | 23,105,402 | 1,704,541 | 62 | 25,425 | -1 | -1 | -1 | -1 | -1 | 21 | 0 | 0 | 1 | 1 | SUCCESSFUL | 8.68 | 25,700.24 | 6.5 | 25,715.42 |
input_channels:3_num_classes:472_depth:18_arch:hourglass_base_filters:32_batch:58_input_size:102_act:tanh_dropout:0.3387306424133535_dropout:True_batchnorm:False.out | 18 | [('conv2d', 32, 102, 102, 58, 896), ('Tanh', 32, 102, 102, 58, 0), ('dropout', 32, 102, 102, 58, 0), ('conv2d', 50, 102, 102, 58, 14450), ('Tanh', 50, 102, 102, 58, 0), ('dropout', 50, 102, 102, 58, 0), ('conv2d', 80, 102, 102, 58, 36080), ('Tanh', 80, 102, 102, 58, 0), ('dropout', 80, 102, 102, 58, 0), ('conv2d', 127,... | Tanh | 213,928,024 | 46,209,692 | 58 | 39,901 | 93.30303 | 0.9305 | 0.988283 | 0.273717 | 0.381857 | 18 | 0 | 18 | 1 | 1 | SUCCESSFUL | 6.96 | 126,219.02 | 176.28 | 126,402.26 |
input_channels:1_num_classes:101_depth:21_arch:residual_base_filters:53_batch:46_input_size:8_act:tanh_dropout:0.36567451982204546_dropout:False_batchnorm:False.out | 6 | [('conv2d', 53, 8, 8, 46, 106), ('conv2d', 53, 8, 8, 46, 530), ('Tanh', 53, 8, 8, 46, 0), ('conv2d', 53, 8, 8, 46, 25334), ('Tanh', 53, 8, 8, 46, 0), ('conv2d', 63, 4, 4, 46, 3402), ('conv2d', 63, 4, 4, 46, 30114), ('Tanh', 63, 4, 4, 46, 0), ('conv2d', 63, 4, 4, 46, 35784), ('Tanh', 63, 4, 4, 46, 0), ('adaptive_avg_poo... | Tanh | 22,265 | 101,734 | 46 | 1,707 | 25.786885 | 0.226369 | 0.070464 | 0.018411 | 0.0112 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 13.8 | 0.39 | 14.19 |
input_channels:1_num_classes:603_depth:26_arch:uniform_base_filters:59_batch:12_input_size:182_act:selu_dropout:0.20861201721086933_dropout:True_batchnorm:True.out | 26 | [('conv2d', 59, 182, 182, 12, 590), ('batchnorm2d', 59, 182, 182, 12, 118), ('SELU', 59, 182, 182, 12, 0), ('dropout', 59, 182, 182, 12, 0), ('conv2d', 59, 182, 182, 12, 31388), ('batchnorm2d', 59, 182, 182, 12, 118), ('SELU', 59, 182, 182, 12, 0), ('dropout', 59, 182, 182, 12, 0), ('conv2d', 59, 182, 182, 12, 31388), ... | SELU | 203,250,129 | 824,538 | 12 | 10,709 | -1 | -1 | -1 | -1 | -1 | 26 | 26 | 26 | 1 | 1 | SUCCESSFUL | 1.56 | 23,260.08 | 3.15 | 23,264.79 |
input_channels:1_num_classes:1000_depth:4_arch:dense_base_filters:114_batch:26_input_size:166_act:selu_dropout:0.49170226504957626_dropout:True_batchnorm:True.out | 4 | [('conv2d', 32, 166, 166, 26, 320), ('batchnorm2d', 32, 166, 166, 26, 64), ('SELU', 32, 166, 166, 26, 0), ('dropout', 32, 166, 166, 26, 0), ('conv2d', 32, 166, 166, 26, 9536), ('batchnorm2d', 32, 166, 166, 26, 64), ('SELU', 32, 166, 166, 26, 0), ('dropout', 32, 166, 166, 26, 0), ('conv2d', 32, 166, 166, 26, 18752), ('b... | SELU | 14,110,801 | 186,832 | 26 | 5,003 | -1 | -1 | -1 | -1 | -1 | 4 | 4 | 4 | 1 | 1 | SUCCESSFUL | 2.86 | 4,203.94 | 0.71 | 4,207.51 |
input_channels:3_num_classes:328_depth:20_arch:pyramid_base_filters:74_batch:38_input_size:54_act:mish_dropout:0.4632177722655514_dropout:False_batchnorm:True.out | 20 | [('conv2d', 74, 54, 54, 38, 2072), ('batchnorm2d', 74, 54, 54, 38, 148), ('Mish', 74, 54, 54, 38, 0), ('conv2d', 87, 54, 54, 38, 58029), ('batchnorm2d', 87, 54, 54, 38, 174), ('Mish', 87, 54, 54, 38, 0), ('conv2d', 103, 54, 54, 38, 80752), ('batchnorm2d', 103, 54, 54, 38, 206), ('Mish', 103, 54, 54, 38, 0), ('conv2d', ... | Mish | 95,530,550 | 81,553,213 | 38 | 24,955 | 94.125 | 0.925308 | 0.945103 | 0.21669 | 0.022164 | 20 | 20 | 0 | 1 | 1 | SUCCESSFUL | 1.14 | 36,927.64 | 311.1 | 37,239.88 |
input_channels:1_num_classes:494_depth:8_arch:dense_base_filters:121_batch:26_input_size:124_act:tanh_dropout:0.37119457503616426_dropout:False_batchnorm:True.out | 9 | [('conv2d', 32, 124, 124, 26, 320), ('batchnorm2d', 32, 124, 124, 26, 64), ('Tanh', 32, 124, 124, 26, 0), ('conv2d', 32, 124, 124, 26, 9536), ('batchnorm2d', 32, 124, 124, 26, 64), ('Tanh', 32, 124, 124, 26, 0), ('conv2d', 32, 124, 124, 26, 18752), ('batchnorm2d', 32, 124, 124, 26, 64), ('Tanh', 32, 124, 124, 26, 0), (... | Tanh | 10,333,852 | 290,030 | 26 | 4,113 | 86.453125 | 0.854769 | 0.687375 | 0.341732 | 0.10178 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 1.56 | 3,370.64 | 1.11 | 3,373.31 |
input_channels:3_num_classes:958_depth:11_arch:hourglass_base_filters:127_batch:38_input_size:8_act:prelu_dropout:0.27482696605146023_dropout:False_batchnorm:True.out | 11 | [('conv2d', 127, 8, 8, 38, 3556), ('batchnorm2d', 127, 8, 8, 38, 254), ('PReLU', 127, 8, 8, 38, 0), ('conv2d', 221, 8, 8, 38, 252824), ('batchnorm2d', 221, 8, 8, 38, 442), ('PReLU', 221, 8, 8, 38, 0), ('conv2d', 386, 8, 8, 38, 768140), ('batchnorm2d', 386, 8, 8, 38, 772), ('PReLU', 386, 8, 8, 38, 0), ('conv2d', 673, 8,... | PReLU | 1,122,555 | 39,596,519 | 38 | 2,759 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 0 | 1 | 1 | SUCCESSFUL | 0 | 433.58 | 151.05 | 584.63 |
input_channels:3_num_classes:426_depth:16_arch:dense_base_filters:108_batch:24_input_size:32_act:gelu_dropout:0.4118615888005951_dropout:True_batchnorm:False.out | 17 | [('conv2d', 32, 32, 32, 24, 896), ('GELU', 32, 32, 32, 24, 0), ('dropout', 32, 32, 32, 24, 0), ('conv2d', 32, 32, 32, 24, 10112), ('GELU', 32, 32, 32, 24, 0), ('dropout', 32, 32, 32, 24, 0), ('conv2d', 32, 32, 32, 24, 19328), ('GELU', 32, 32, 32, 24, 0), ('dropout', 32, 32, 32, 24, 0), ('conv2d', 32, 32, 32, 24, 28544)... | GELU | 822,549 | 1,092,440 | 24 | 1,949 | 54.206349 | 0.527031 | 0.311145 | 0.103574 | 0.018463 | 17 | 0 | 16 | 1 | 1 | SUCCESSFUL | 0.24 | 280.56 | 4.17 | 284.97 |
input_channels:1_num_classes:394_depth:12_arch:bottleneck_base_filters:22_batch:6_input_size:6_act:selu_dropout:0.2709641868368866_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:39_depth:24_arch:gradual_base_filters:72_batch:8_input_size:136_act:relu_dropout:0.15294600967443808_dropout:True_batchnorm:True.out | 24 | [('conv2d', 72, 136, 136, 8, 2016), ('batchnorm2d', 72, 136, 136, 8, 144), ('ReLU', 72, 136, 136, 8, 0), ('dropout', 72, 136, 136, 8, 0), ('conv2d', 77, 136, 136, 8, 49973), ('batchnorm2d', 77, 136, 136, 8, 154), ('ReLU', 77, 136, 136, 8, 0), ('dropout', 77, 136, 136, 8, 0), ('conv2d', 82, 136, 136, 8, 56908), ('batchn... | ReLU | 318,723,508 | 7,926,936 | 8 | 12,695 | 93.846154 | 0.900606 | 0.90425 | 0.375893 | 0.017273 | 24 | 24 | 24 | 1 | 1 | SUCCESSFUL | 1.68 | 24,316.64 | 30.24 | 24,348.56 |
input_channels:1_num_classes:788_depth:12_arch:hourglass_base_filters:86_batch:32_input_size:74_act:gelu_dropout:0.4527253104062673_dropout:True_batchnorm:True.out | 12 | [('conv2d', 86, 74, 74, 32, 860), ('batchnorm2d', 86, 74, 74, 32, 172), ('GELU', 86, 74, 74, 32, 0), ('dropout', 86, 74, 74, 32, 0), ('conv2d', 145, 74, 74, 32, 112375), ('batchnorm2d', 145, 74, 74, 32, 290), ('GELU', 145, 74, 74, 32, 0), ('dropout', 145, 74, 74, 32, 0), ('conv2d', 247, 74, 74, 32, 322582), ('batchnorm... | GELU | 123,321,182 | 36,739,413 | 32 | 17,931 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 12 | 1 | 1 | SUCCESSFUL | 0.64 | 37,634.56 | 140.15 | 37,775.35 |
input_channels:3_num_classes:950_depth:2_arch:dense_base_filters:85_batch:62_input_size:138_act:mish_dropout:0.30608698415816415_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 62 | 1,467 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:765_depth:19_arch:uniform_base_filters:30_batch:8_input_size:188_act:gelu_dropout:0.3844845763978586_dropout:False_batchnorm:False.out | 19 | [('conv2d', 30, 188, 188, 8, 840), ('GELU', 30, 188, 188, 8, 0), ('conv2d', 30, 188, 188, 8, 8130), ('GELU', 30, 188, 188, 8, 0), ('conv2d', 30, 188, 188, 8, 8130), ('GELU', 30, 188, 188, 8, 0), ('conv2d', 30, 188, 188, 8, 8130), ('GELU', 30, 188, 188, 8, 0), ('conv2d', 30, 188, 188, 8, 8130), ('GELU', 30, 188, 188, 8,... | GELU | 40,293,720 | 170,895 | 8 | 3,481 | 90.875 | 0.906619 | 0.779218 | 0.403873 | 0.132491 | 19 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.2 | 3,688.96 | 0.65 | 3,692.81 |
input_channels:3_num_classes:339_depth:16_arch:uniform_base_filters:39_batch:36_input_size:62_act:softplus_dropout:0.28646110674331304_dropout:True_batchnorm:True.out | 16 | [('conv2d', 39, 62, 62, 36, 1092), ('batchnorm2d', 39, 62, 62, 36, 78), ('Softplus', 39, 62, 62, 36, 0), ('dropout', 39, 62, 62, 36, 0), ('conv2d', 39, 62, 62, 36, 13728), ('batchnorm2d', 39, 62, 62, 36, 78), ('Softplus', 39, 62, 62, 36, 0), ('dropout', 39, 62, 62, 36, 0), ('conv2d', 39, 62, 62, 36, 13728), ('batchnorm... | Softplus | 9,595,341 | 221,820 | 36 | 2,991 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 1.44 | 3,294.36 | 0.85 | 3,296.65 |
input_channels:1_num_classes:900_depth:2_arch:residual_base_filters:20_batch:36_input_size:58_act:leaky_relu_dropout:0.43479730801548533_dropout:False_batchnorm:True.out | 3 | [('conv2d', 20, 58, 58, 36, 40), ('batchnorm2d', 20, 58, 58, 36, 40), ('conv2d', 20, 58, 58, 36, 200), ('batchnorm2d', 20, 58, 58, 36, 40), ('LeakyReLU', 20, 58, 58, 36, 0), ('conv2d', 20, 58, 58, 36, 3620), ('batchnorm2d', 20, 58, 58, 36, 40), ('LeakyReLU', 20, 58, 58, 36, 0), ('adaptive_avg_pool2d', 0, 0, 20, 36, 0),... | LeakyReLU | 540,060 | 22,880 | 36 | 1,845 | -1 | -1 | -1 | -1 | -1 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 0.36 | 203.76 | 0.09 | 204.21 |
input_channels:3_num_classes:409_depth:16_arch:uniform_base_filters:88_batch:6_input_size:160_act:gelu_dropout:0.31879207674233184_dropout:True_batchnorm:True.out | 16 | [('conv2d', 88, 160, 160, 6, 2464), ('batchnorm2d', 88, 160, 160, 6, 176), ('GELU', 88, 160, 160, 6, 0), ('dropout', 88, 160, 160, 6, 0), ('conv2d', 88, 160, 160, 6, 69784), ('batchnorm2d', 88, 160, 160, 6, 176), ('GELU', 88, 160, 160, 6, 0), ('dropout', 88, 160, 160, 6, 0), ('conv2d', 88, 160, 160, 6, 69784), ('batchn... | GELU | 144,180,106 | 1,088,441 | 6 | 5,465 | 92.78125 | 0.903703 | 0.840109 | 0.37763 | 0.044182 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 1.74 | 8,250.06 | 4.15 | 8,255.95 |
input_channels:3_num_classes:266_depth:27_arch:gradual_base_filters:45_batch:18_input_size:204_act:leaky_relu_dropout:0.4045957776883944_dropout:False_batchnorm:False.out | 27 | [('conv2d', 45, 204, 204, 18, 1260), ('LeakyReLU', 45, 204, 204, 18, 0), ('conv2d', 48, 204, 204, 18, 19488), ('LeakyReLU', 48, 204, 204, 18, 0), ('conv2d', 51, 204, 204, 18, 22083), ('LeakyReLU', 51, 204, 204, 18, 0), ('conv2d', 55, 204, 204, 18, 25300), ('LeakyReLU', 55, 204, 204, 18, 0), ('conv2d', 59, 204, 204, 18,... | LeakyReLU | 292,644,526 | 5,007,968 | 18 | 34,791 | 94.046875 | 0.909569 | 0.939418 | 0.388709 | 0.010148 | 27 | 0 | 0 | 1 | 1 | SUCCESSFUL | 8.64 | 60,282.9 | 19.1 | 60,310.64 |
input_channels:3_num_classes:64_depth:27_arch:hourglass_base_filters:73_batch:28_input_size:132_act:tanh_dropout:0.19820506340932098_dropout:False_batchnorm:True.out | 27 | [('conv2d', 73, 132, 132, 28, 2044), ('batchnorm2d', 73, 132, 132, 28, 146), ('Tanh', 73, 132, 132, 28, 0), ('conv2d', 94, 132, 132, 28, 61852), ('batchnorm2d', 94, 132, 132, 28, 188), ('Tanh', 94, 132, 132, 28, 0), ('conv2d', 121, 132, 132, 28, 102487), ('batchnorm2d', 121, 132, 132, 28, 242), ('Tanh', 121, 132, 132, ... | Tanh | 736,355,865 | 115,070,336 | 28 | 39,857 | 37.5 | 0.196 | 0.183 | 0.048 | 0.005 | 27 | 27 | 0 | 1 | 1 | OOM_CRASH | 5.6 | 209,736.8 | 438.96 | 210,181.36 |
input_channels:1_num_classes:569_depth:17_arch:uniform_base_filters:76_batch:18_input_size:58_act:relu_dropout:0.3787026363395789_dropout:False_batchnorm:False.out | 17 | [('conv2d', 76, 58, 58, 18, 760), ('ReLU', 76, 58, 58, 18, 0), ('conv2d', 76, 58, 58, 18, 52060), ('ReLU', 76, 58, 58, 18, 0), ('conv2d', 76, 58, 58, 18, 52060), ('ReLU', 76, 58, 58, 18, 0), ('conv2d', 76, 58, 58, 18, 52060), ('ReLU', 76, 58, 58, 18, 0), ('conv2d', 76, 58, 58, 18, 52060), ('ReLU', 76, 58, 58, 18, 0), (... | ReLU | 8,693,790 | 877,533 | 18 | 2,139 | 85.709677 | 0.821531 | 0.719038 | 0.26834 | 0.012593 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.18 | 1,790.82 | 3.35 | 1,794.35 |
input_channels:1_num_classes:298_depth:13_arch:hourglass_base_filters:34_batch:50_input_size:12_act:tanh_dropout:0.3137075955793065_dropout:False_batchnorm:True.out | 13 | [('conv2d', 34, 12, 12, 50, 340), ('batchnorm2d', 34, 12, 12, 50, 68), ('Tanh', 34, 12, 12, 50, 0), ('conv2d', 67, 12, 12, 50, 20569), ('batchnorm2d', 67, 12, 12, 50, 134), ('Tanh', 67, 12, 12, 50, 0), ('conv2d', 133, 12, 12, 50, 80332), ('batchnorm2d', 133, 12, 12, 50, 266), ('Tanh', 133, 12, 12, 50, 0), ('conv2d', 26... | Tanh | 1,979,622 | 26,568,107 | 50 | 2,799 | 81.112903 | 0.796063 | 0.758179 | 0.222607 | 0.010875 | 13 | 13 | 0 | 1 | 1 | SUCCESSFUL | 0 | 1,007 | 101.35 | 1,108.35 |
input_channels:1_num_classes:735_depth:1_arch:residual_base_filters:124_batch:18_input_size:66_act:leaky_relu_dropout:0.438758167571182_dropout:False_batchnorm:False.out | 0 | [] | null | 0 | 0 | 18 | 1,451 | 11.063492 | 0.090855 | 0.002927 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:874_depth:3_arch:hourglass_base_filters:28_batch:62_input_size:158_act:relu_dropout:0.296137617257492_dropout:False_batchnorm:False.out | 3 | [('conv2d', 28, 158, 158, 62, 280), ('ReLU', 28, 158, 158, 62, 0), ('conv2d', 239, 158, 158, 62, 60467), ('ReLU', 239, 158, 158, 62, 0), ('conv2d', 28, 158, 158, 62, 60256), ('ReLU', 28, 158, 158, 62, 0), ('adaptive_avg_pool2d', 0, 0, 28, 62, 0), ('linear', 0, 0, 874, 62, 25346), ('softmax', 0, 0, 874, 62, 0)] | ReLU | 14,730,536 | 146,349 | 62 | 9,711 | 88.953125 | 0.883524 | 0.868868 | 0.476679 | 0.103596 | 3 | 0 | 0 | 1 | 1 | SUCCESSFUL | 6.2 | 10,451.34 | 0.56 | 10,458.1 |
input_channels:3_num_classes:966_depth:20_arch:hourglass_base_filters:20_batch:52_input_size:136_act:selu_dropout:0.3276082912305156_dropout:False_batchnorm:True.out | 20 | [('conv2d', 20, 136, 136, 52, 560), ('batchnorm2d', 20, 136, 136, 52, 40), ('SELU', 20, 136, 136, 52, 0), ('conv2d', 31, 136, 136, 52, 5611), ('batchnorm2d', 31, 136, 136, 52, 62), ('SELU', 31, 136, 136, 52, 0), ('conv2d', 50, 136, 136, 52, 14000), ('batchnorm2d', 50, 136, 136, 52, 100), ('SELU', 50, 136, 136, 52, 0), ... | SELU | 381,870,368 | 46,126,611 | 52 | 35,673 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 0 | 1 | 1 | OOM_CRASH | 10.92 | 201,998.16 | 175.96 | 202,185.04 |
input_channels:1_num_classes:597_depth:2_arch:bottleneck_base_filters:121_batch:4_input_size:20_act:relu_dropout:0.4026718582502008_dropout:False_batchnorm:False.out | 2 | [('conv2d', 242, 20, 20, 4, 2420), ('ReLU', 242, 20, 20, 4, 0), ('conv2d', 121, 20, 20, 4, 263659), ('ReLU', 121, 20, 20, 4, 0), ('adaptive_avg_pool2d', 0, 0, 121, 4, 0), ('linear', 0, 0, 597, 4, 72834), ('softmax', 0, 0, 597, 4, 0)] | ReLU | 291,715 | 338,913 | 4 | 1,725 | -1 | -1 | -1 | -1 | -1 | 2 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 13.32 | 1.29 | 14.61 |
input_channels:1_num_classes:517_depth:14_arch:bottleneck_base_filters:77_batch:12_input_size:128_act:prelu_dropout:0.17110017200928462_dropout:False_batchnorm:True.out | 14 | [('conv2d', 154, 128, 128, 12, 1540), ('batchnorm2d', 154, 128, 128, 12, 308), ('PReLU', 154, 128, 128, 12, 0), ('conv2d', 77, 128, 128, 12, 106799), ('batchnorm2d', 77, 128, 128, 12, 154), ('PReLU', 77, 128, 128, 12, 0), ('conv2d', 99, 128, 128, 12, 68706), ('batchnorm2d', 99, 128, 128, 12, 198), ('PReLU', 99, 128, 12... | PReLU | 344,803,905 | 45,473,768 | 12 | 25,061 | -1 | -1 | -1 | -1 | -1 | 14 | 14 | 0 | 1 | 1 | SUCCESSFUL | 0.72 | 42,090.24 | 173.47 | 42,264.43 |
input_channels:3_num_classes:159_depth:18_arch:gradual_base_filters:66_batch:54_input_size:106_act:relu_dropout:0.13672371364298527_dropout:True_batchnorm:True.out | 18 | [('conv2d', 66, 106, 106, 54, 1848), ('batchnorm2d', 66, 106, 106, 54, 132), ('ReLU', 66, 106, 106, 54, 0), ('dropout', 66, 106, 106, 54, 0), ('conv2d', 72, 106, 106, 54, 42840), ('batchnorm2d', 72, 106, 106, 54, 144), ('ReLU', 72, 106, 106, 54, 0), ('dropout', 72, 106, 106, 54, 0), ('conv2d', 79, 106, 106, 54, 51271),... | ReLU | 135,012,428 | 5,094,942 | 54 | 32,103 | 92.476923 | 0.933462 | 0.9068 | 0.379927 | 0.018304 | 18 | 18 | 18 | 1 | 1 | SUCCESSFUL | 7.02 | 69,529.32 | 19.44 | 69,555.78 |
input_channels:1_num_classes:422_depth:18_arch:uniform_base_filters:51_batch:48_input_size:136_act:elu_dropout:0.3896944715009153_dropout:True_batchnorm:True.out | 18 | [('conv2d', 51, 136, 136, 48, 510), ('batchnorm2d', 51, 136, 136, 48, 102), ('ELU', 51, 136, 136, 48, 0), ('dropout', 51, 136, 136, 48, 0), ('conv2d', 51, 136, 136, 48, 23460), ('batchnorm2d', 51, 136, 136, 48, 102), ('ELU', 51, 136, 136, 48, 0), ('dropout', 51, 136, 136, 48, 0), ('conv2d', 51, 136, 136, 48, 23460), ('... | ELU | 67,918,207 | 423,110 | 48 | 13,395 | 92.046875 | 0.92119 | 0.8176 | 0.440273 | 0.035571 | 18 | 18 | 18 | 1 | 1 | SUCCESSFUL | 3.36 | 31,090.56 | 1.61 | 31,095.53 |
input_channels:1_num_classes:533_depth:10_arch:uniform_base_filters:39_batch:48_input_size:58_act:tanh_dropout:0.3920415791072911_dropout:False_batchnorm:True.out | 10 | [('conv2d', 39, 58, 58, 48, 390), ('batchnorm2d', 39, 58, 58, 48, 78), ('Tanh', 39, 58, 58, 48, 0), ('conv2d', 39, 58, 58, 48, 13728), ('batchnorm2d', 39, 58, 58, 48, 78), ('Tanh', 39, 58, 58, 48, 0), ('conv2d', 39, 58, 58, 48, 13728), ('batchnorm2d', 39, 58, 58, 48, 78), ('Tanh', 39, 58, 58, 48, 0), ('conv2d', 39, 58,... | Tanh | 3,936,985 | 146,042 | 48 | 2,389 | 83 | 0.788469 | 0.579754 | 0.216702 | 0.257576 | 10 | 10 | 0 | 1 | 1 | SUCCESSFUL | 0.48 | 1,922.4 | 0.56 | 1,923.44 |
input_channels:3_num_classes:176_depth:21_arch:uniform_base_filters:78_batch:52_input_size:144_act:swish_dropout:0.3188816457648753_dropout:True_batchnorm:True.out | 21 | [('conv2d', 78, 144, 144, 52, 2184), ('batchnorm2d', 78, 144, 144, 52, 156), ('SiLU', 78, 144, 144, 52, 0), ('dropout', 78, 144, 144, 52, 0), ('conv2d', 78, 144, 144, 52, 54834), ('batchnorm2d', 78, 144, 144, 52, 156), ('SiLU', 78, 144, 144, 52, 0), ('dropout', 78, 144, 144, 52, 0), ('conv2d', 78, 144, 144, 52, 54834),... | SiLU | 135,862,702 | 1,116,044 | 52 | 26,641 | 94.046875 | 0.917246 | 0.892246 | 0.419368 | 0.035246 | 21 | 21 | 21 | 1 | 1 | SUCCESSFUL | 12.48 | 67,375.88 | 4.26 | 67,392.62 |
input_channels:3_num_classes:142_depth:28_arch:pyramid_base_filters:75_batch:14_input_size:76_act:tanh_dropout:0.47935259605065805_dropout:True_batchnorm:False.out | 28 | [('conv2d', 75, 76, 76, 14, 2100), ('Tanh', 75, 76, 76, 14, 0), ('dropout', 75, 76, 76, 14, 0), ('conv2d', 84, 76, 76, 14, 56784), ('Tanh', 84, 76, 76, 14, 0), ('dropout', 84, 76, 76, 14, 0), ('conv2d', 94, 76, 76, 14, 71158), ('Tanh', 94, 76, 76, 14, 0), ('dropout', 94, 76, 76, 14, 0), ('conv2d', 106, 76, 76, 14, 8978... | Tanh | 272,450,247 | 125,804,516 | 14 | 23,595 | 94.25 | 0.921203 | 0.959911 | 0.222821 | 0.005204 | 28 | 0 | 28 | 1 | 1 | SUCCESSFUL | 0.98 | 38,801 | 479.91 | 39,281.89 |
input_channels:3_num_classes:723_depth:2_arch:residual_base_filters:61_batch:36_input_size:128_act:softplus_dropout:0.3258483707276706_dropout:False_batchnorm:True.out | 3 | [('conv2d', 61, 128, 128, 36, 244), ('batchnorm2d', 61, 128, 128, 36, 122), ('conv2d', 61, 128, 128, 36, 1708), ('batchnorm2d', 61, 128, 128, 36, 122), ('Softplus', 61, 128, 128, 36, 0), ('conv2d', 61, 128, 128, 36, 33550), ('batchnorm2d', 61, 128, 128, 36, 122), ('Softplus', 61, 128, 128, 36, 0), ('adaptive_avg_pool2d... | Softplus | 7,996,899 | 80,694 | 36 | 3,645 | -1 | -1 | -1 | -1 | -1 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 6.84 | 3,020.04 | 0.31 | 3,027.19 |
input_channels:1_num_classes:902_depth:7_arch:bottleneck_base_filters:102_batch:46_input_size:34_act:selu_dropout:0.3941757359210315_dropout:False_batchnorm:False.out | 7 | [('conv2d', 204, 34, 34, 46, 2040), ('SELU', 204, 34, 34, 46, 0), ('conv2d', 102, 34, 34, 46, 187374), ('SELU', 102, 34, 34, 46, 0), ('conv2d', 168, 34, 34, 46, 154392), ('SELU', 168, 34, 34, 46, 0), ('conv2d', 277, 34, 34, 46, 419101), ('SELU', 277, 34, 34, 46, 0), ('conv2d', 457, 34, 34, 46, 1139758), ('SELU', 457, 3... | SELU | 7,408,382 | 14,539,969 | 46 | 4,951 | 90.125 | 0.90527 | 0.888466 | 0.259431 | 0.011309 | 7 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0 | 3,899.42 | 55.47 | 3,954.89 |
input_channels:3_num_classes:594_depth:3_arch:residual_base_filters:67_batch:4_input_size:20_act:prelu_dropout:0.3589634745120943_dropout:False_batchnorm:True.out | 3 | [('conv2d', 67, 20, 20, 4, 268), ('batchnorm2d', 67, 20, 20, 4, 134), ('conv2d', 67, 20, 20, 4, 1876), ('batchnorm2d', 67, 20, 20, 4, 134), ('PReLU', 67, 20, 20, 4, 0), ('conv2d', 67, 20, 20, 4, 40468), ('batchnorm2d', 67, 20, 20, 4, 134), ('PReLU', 67, 20, 20, 4, 0), ('adaptive_avg_pool2d', 0, 0, 67, 4, 0), ('linear',... | PReLU | 215,655 | 83,406 | 4 | 1,745 | 33.661538 | 0.338921 | 0.093981 | 0.02187 | 0.009255 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 0 | 9.04 | 0.32 | 9.36 |
input_channels:3_num_classes:271_depth:9_arch:dense_base_filters:23_batch:12_input_size:184_act:swish_dropout:0.15096306737781695_dropout:True_batchnorm:False.out | 9 | [('conv2d', 32, 184, 184, 12, 896), ('SiLU', 32, 184, 184, 12, 0), ('dropout', 32, 184, 184, 12, 0), ('conv2d', 32, 184, 184, 12, 10112), ('SiLU', 32, 184, 184, 12, 0), ('dropout', 32, 184, 184, 12, 0), ('conv2d', 32, 184, 184, 12, 19328), ('SiLU', 32, 184, 184, 12, 0), ('dropout', 32, 184, 184, 12, 0), ('conv2d', 32, ... | SiLU | 20,652,895 | 250,338 | 12 | 4,031 | 88.625 | 0.892381 | 0.799782 | 0.412127 | 0.117018 | 9 | 0 | 8 | 1 | 1 | SUCCESSFUL | 4.68 | 3,244.56 | 0.95 | 3,250.19 |
input_channels:3_num_classes:928_depth:21_arch:uniform_base_filters:127_batch:6_input_size:164_act:swish_dropout:0.4021801308021954_dropout:False_batchnorm:True.out | 21 | [('conv2d', 127, 164, 164, 6, 3556), ('batchnorm2d', 127, 164, 164, 6, 254), ('SiLU', 127, 164, 164, 6, 0), ('conv2d', 127, 164, 164, 6, 145288), ('batchnorm2d', 127, 164, 164, 6, 254), ('SiLU', 127, 164, 164, 6, 0), ('conv2d', 127, 164, 164, 6, 145288), ('batchnorm2d', 127, 164, 164, 6, 254), ('SiLU', 127, 164, 164, 6... | SiLU | 215,196,879 | 3,033,434 | 6 | 8,959 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 1.86 | 13,134.54 | 11.57 | 13,147.97 |
input_channels:3_num_classes:52_depth:20_arch:gradual_base_filters:125_batch:50_input_size:56_act:mish_dropout:0.34452622446629044_dropout:False_batchnorm:True.out | 20 | [('conv2d', 125, 56, 56, 50, 3500), ('batchnorm2d', 125, 56, 56, 50, 250), ('Mish', 125, 56, 56, 50, 0), ('conv2d', 134, 56, 56, 50, 150884), ('batchnorm2d', 134, 56, 56, 50, 268), ('Mish', 134, 56, 56, 50, 0), ('conv2d', 143, 56, 56, 50, 172601), ('batchnorm2d', 143, 56, 56, 50, 286), ('Mish', 143, 56, 56, 50, 0), ('c... | Mish | 49,411,391 | 13,310,413 | 50 | 14,959 | 91.8 | 0.923 | 0.913327 | 0.33163 | 0.044036 | 20 | 20 | 0 | 1 | 1 | SUCCESSFUL | 2 | 25,132 | 50.78 | 25,184.78 |
input_channels:3_num_classes:274_depth:8_arch:dense_base_filters:111_batch:34_input_size:212_act:swish_dropout:0.3306524096341017_dropout:True_batchnorm:False.out | 9 | [('conv2d', 32, 212, 212, 34, 896), ('SiLU', 32, 212, 212, 34, 0), ('dropout', 32, 212, 212, 34, 0), ('conv2d', 32, 212, 212, 34, 10112), ('SiLU', 32, 212, 212, 34, 0), ('dropout', 32, 212, 212, 34, 0), ('conv2d', 32, 212, 212, 34, 19328), ('SiLU', 32, 212, 212, 34, 0), ('dropout', 32, 212, 212, 34, 0), ('conv2d', 32, ... | SiLU | 27,416,581 | 250,920 | 34 | 9,981 | -1 | -1 | -1 | -1 | -1 | 9 | 0 | 8 | 1 | 1 | SUCCESSFUL | 17.34 | 12,203.62 | 0.96 | 12,221.92 |
input_channels:3_num_classes:871_depth:18_arch:pyramid_base_filters:117_batch:58_input_size:52_act:leaky_relu_dropout:0.3963003389393065_dropout:False_batchnorm:True.out | 18 | [('conv2d', 117, 52, 52, 58, 3276), ('batchnorm2d', 117, 52, 52, 58, 234), ('LeakyReLU', 117, 52, 52, 58, 0), ('conv2d', 137, 52, 52, 58, 144398), ('batchnorm2d', 137, 52, 52, 58, 274), ('LeakyReLU', 137, 52, 52, 58, 0), ('conv2d', 160, 52, 52, 58, 197440), ('batchnorm2d', 160, 52, 52, 58, 320), ('LeakyReLU', 160, 52, ... | LeakyReLU | 90,809,216 | 87,063,445 | 58 | 32,073 | -1 | -1 | -1 | -1 | -1 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 1.74 | 53,577.5 | 332.12 | 53,911.36 |
input_channels:3_num_classes:457_depth:10_arch:bottleneck_base_filters:51_batch:22_input_size:190_act:softplus_dropout:0.1794823076161891_dropout:False_batchnorm:True.out | 10 | [('conv2d', 102, 190, 190, 22, 2856), ('batchnorm2d', 102, 190, 190, 22, 204), ('Softplus', 102, 190, 190, 22, 0), ('conv2d', 51, 190, 190, 22, 46869), ('batchnorm2d', 51, 190, 190, 22, 102), ('Softplus', 51, 190, 190, 22, 0), ('conv2d', 76, 190, 190, 22, 34960), ('batchnorm2d', 76, 190, 190, 22, 152), ('Softplus', 76,... | Softplus | 436,884,472 | 20,318,037 | 22 | 39,147 | 16.166667 | 0.247167 | 0.410667 | 0.177333 | 0.943 | 10 | 10 | 0 | 1 | 1 | OOM_CRASH | 9.02 | 97,772.62 | 77.51 | 97,859.15 |
input_channels:3_num_classes:71_depth:11_arch:bottleneck_base_filters:89_batch:36_input_size:132_act:selu_dropout:0.19423710230454827_dropout:True_batchnorm:True.out | 11 | [('conv2d', 178, 132, 132, 36, 4984), ('batchnorm2d', 178, 132, 132, 36, 356), ('SELU', 178, 132, 132, 36, 0), ('dropout', 178, 132, 132, 36, 0), ('conv2d', 89, 132, 132, 36, 142667), ('batchnorm2d', 89, 132, 132, 36, 178), ('SELU', 89, 132, 132, 36, 0), ('dropout', 89, 132, 132, 36, 0), ('conv2d', 121, 132, 132, 36, 9... | SELU | 382,772,070 | 31,739,421 | 36 | 39,827 | -1 | -1 | -1 | -1 | -1 | 11 | 11 | 11 | 1 | 1 | OOM_CRASH | 7.2 | 131,414.4 | 121.08 | 131,542.68 |
input_channels:3_num_classes:692_depth:18_arch:residual_base_filters:55_batch:12_input_size:52_act:tanh_dropout:0.11368360587628193_dropout:False_batchnorm:False.out | 18 | [('conv2d', 55, 52, 52, 12, 220), ('conv2d', 55, 52, 52, 12, 1540), ('Tanh', 55, 52, 52, 12, 0), ('conv2d', 55, 52, 52, 12, 27280), ('Tanh', 55, 52, 52, 12, 0), ('conv2d', 67, 26, 26, 12, 3752), ('conv2d', 67, 26, 26, 12, 33232), ('Tanh', 67, 26, 26, 12, 0), ('conv2d', 67, 26, 26, 12, 40468), ('Tanh', 67, 26, 26, 12, 0... | Tanh | 1,473,094 | 1,141,258 | 12 | 1,807 | 61.625 | 0.594556 | 0.311232 | 0.108839 | 0.031036 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.36 | 242.64 | 4.35 | 247.35 |
input_channels:1_num_classes:261_depth:28_arch:dense_base_filters:120_batch:8_input_size:138_act:prelu_dropout:0.4519886009398656_dropout:True_batchnorm:False.out | 29 | [('conv2d', 32, 138, 138, 8, 320), ('PReLU', 32, 138, 138, 8, 0), ('dropout', 32, 138, 138, 8, 0), ('conv2d', 32, 138, 138, 8, 9536), ('PReLU', 32, 138, 138, 8, 0), ('dropout', 32, 138, 138, 8, 0), ('conv2d', 32, 138, 138, 8, 18752), ('PReLU', 32, 138, 138, 8, 0), ('dropout', 32, 138, 138, 8, 0), ('conv2d', 32, 138, 13... | PReLU | 20,721,226 | 3,269,061 | 8 | 4,807 | 91.461538 | 0.910094 | 0.832339 | 0.421786 | 0.119618 | 29 | 0 | 28 | 1 | 1 | SUCCESSFUL | 0.56 | 2,790.88 | 12.47 | 2,803.91 |
input_channels:3_num_classes:136_depth:5_arch:residual_base_filters:83_batch:36_input_size:108_act:softplus_dropout:0.39013723926763666_dropout:False_batchnorm:False.out | 6 | [('conv2d', 83, 108, 108, 36, 332), ('conv2d', 83, 108, 108, 36, 2324), ('Softplus', 83, 108, 108, 36, 0), ('conv2d', 83, 108, 108, 36, 62084), ('Softplus', 83, 108, 108, 36, 0), ('conv2d', 157, 54, 54, 36, 13188), ('conv2d', 157, 54, 54, 36, 117436), ('Softplus', 157, 54, 54, 36, 0), ('conv2d', 157, 54, 54, 36, 221998... | Softplus | 7,130,049 | 438,850 | 36 | 3,599 | 83.190476 | 0.813109 | 0.719158 | 0.376193 | 0.071614 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.68 | 3,524.76 | 1.67 | 3,531.11 |
input_channels:1_num_classes:588_depth:2_arch:dense_base_filters:28_batch:40_input_size:150_act:prelu_dropout:0.38911940668660805_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 40 | 1,451 | 7.762712 | 0.032206 | 0.002571 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:827_depth:11_arch:gradual_base_filters:43_batch:42_input_size:164_act:prelu_dropout:0.4784747866673248_dropout:True_batchnorm:True.out | 11 | [('conv2d', 43, 164, 164, 42, 1204), ('batchnorm2d', 43, 164, 164, 42, 86), ('PReLU', 43, 164, 164, 42, 0), ('dropout', 43, 164, 164, 42, 0), ('conv2d', 51, 164, 164, 42, 19788), ('batchnorm2d', 51, 164, 164, 42, 102), ('PReLU', 51, 164, 164, 42, 0), ('dropout', 51, 164, 164, 42, 0), ('conv2d', 61, 164, 164, 42, 28060)... | PReLU | 141,690,030 | 1,733,880 | 42 | 35,577 | 94.546875 | 0.929683 | 0.930264 | 0.441302 | 0.023642 | 11 | 11 | 11 | 1 | 1 | SUCCESSFUL | 13.02 | 56,752.92 | 6.61 | 56,772.55 |
input_channels:1_num_classes:761_depth:22_arch:gradual_base_filters:117_batch:12_input_size:136_act:tanh_dropout:0.40732187177369517_dropout:True_batchnorm:True.out | 22 | [('conv2d', 117, 136, 136, 12, 1170), ('batchnorm2d', 117, 136, 136, 12, 234), ('Tanh', 117, 136, 136, 12, 0), ('dropout', 117, 136, 136, 12, 0), ('conv2d', 124, 136, 136, 12, 130696), ('batchnorm2d', 124, 136, 136, 12, 248), ('Tanh', 124, 136, 136, 12, 0), ('dropout', 124, 136, 136, 12, 0), ('conv2d', 133, 136, 136, 1... | Tanh | 409,133,500 | 13,910,970 | 12 | 23,523 | -1 | -1 | -1 | -1 | -1 | 22 | 22 | 22 | 1 | 1 | SUCCESSFUL | 0.84 | 46,821.6 | 53.07 | 46,875.51 |
input_channels:3_num_classes:289_depth:15_arch:dense_base_filters:80_batch:26_input_size:92_act:tanh_dropout:0.4328723026320609_dropout:True_batchnorm:False.out | 13 | [('conv2d', 32, 92, 92, 26, 896), ('Tanh', 32, 92, 92, 26, 0), ('dropout', 32, 92, 92, 26, 0), ('conv2d', 32, 92, 92, 26, 10112), ('Tanh', 32, 92, 92, 26, 0), ('dropout', 32, 92, 92, 26, 0), ('conv2d', 32, 92, 92, 26, 19328), ('Tanh', 32, 92, 92, 26, 0), ('dropout', 32, 92, 92, 26, 0), ('conv2d', 32, 92, 92, 26, 28544)... | Tanh | 5,976,483 | 568,582 | 26 | 3,225 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 12 | 1 | 1 | SUCCESSFUL | 2.6 | 2,107.3 | 2.17 | 2,112.07 |
input_channels:1_num_classes:564_depth:2_arch:pyramid_base_filters:97_batch:12_input_size:34_act:selu_dropout:0.13247640002735955_dropout:True_batchnorm:False.out | 2 | [('conv2d', 97, 34, 34, 12, 970), ('SELU', 97, 34, 34, 12, 0), ('dropout', 97, 34, 34, 12, 0), ('conv2d', 445, 34, 34, 12, 388930), ('SELU', 445, 34, 34, 12, 0), ('dropout', 445, 34, 34, 12, 0), ('adaptive_avg_pool2d', 0, 0, 445, 12, 0), ('linear', 0, 0, 564, 12, 251544), ('softmax', 0, 0, 564, 12, 0)] | SELU | 1,881,229 | 641,444 | 12 | 1,883 | 61.859649 | 0.522844 | 0.400222 | 0.184704 | 0.016855 | 2 | 0 | 2 | 1 | 1 | SUCCESSFUL | 0 | 229.56 | 2.45 | 232.01 |
input_channels:1_num_classes:768_depth:21_arch:gradual_base_filters:60_batch:8_input_size:142_act:prelu_dropout:0.28311847255778044_dropout:False_batchnorm:True.out | 21 | [('conv2d', 60, 142, 142, 8, 600), ('batchnorm2d', 60, 142, 142, 8, 120), ('PReLU', 60, 142, 142, 8, 0), ('conv2d', 65, 142, 142, 8, 35165), ('batchnorm2d', 65, 142, 142, 8, 130), ('PReLU', 65, 142, 142, 8, 0), ('conv2d', 70, 142, 142, 8, 41020), ('batchnorm2d', 70, 142, 142, 8, 140), ('PReLU', 70, 142, 142, 8, 0), ('c... | PReLU | 199,867,426 | 5,594,598 | 8 | 11,055 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 0.64 | 16,265.2 | 21.34 | 16,287.18 |
input_channels:1_num_classes:720_depth:16_arch:dense_base_filters:119_batch:62_input_size:146_act:prelu_dropout:0.3194615387907196_dropout:False_batchnorm:False.out | 17 | [('conv2d', 32, 146, 146, 62, 320), ('PReLU', 32, 146, 146, 62, 0), ('conv2d', 32, 146, 146, 62, 9536), ('PReLU', 32, 146, 146, 62, 0), ('conv2d', 32, 146, 146, 62, 18752), ('PReLU', 32, 146, 146, 62, 0), ('conv2d', 32, 146, 146, 62, 27968), ('PReLU', 32, 146, 146, 62, 0), ('conv2d', 64, 146, 146, 62, 8320), ('ReLU', 6... | PReLU | 12,279,904 | 1,218,000 | 62 | 13,873 | 91.892308 | 0.90425 | 0.87413 | 0.462222 | 0.139352 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.96 | 12,755.88 | 4.65 | 12,765.49 |
input_channels:3_num_classes:585_depth:12_arch:gradual_base_filters:106_batch:50_input_size:24_act:leaky_relu_dropout:0.3111784159578983_dropout:True_batchnorm:True.out | 12 | [('conv2d', 106, 24, 24, 50, 2968), ('batchnorm2d', 106, 24, 24, 50, 212), ('LeakyReLU', 106, 24, 24, 50, 0), ('dropout', 106, 24, 24, 50, 0), ('conv2d', 119, 24, 24, 50, 113645), ('batchnorm2d', 119, 24, 24, 50, 238), ('LeakyReLU', 119, 24, 24, 50, 0), ('dropout', 119, 24, 24, 50, 0), ('conv2d', 135, 24, 24, 50, 14472... | LeakyReLU | 6,303,021 | 5,992,656 | 50 | 3,211 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 12 | 1 | 1 | SUCCESSFUL | 0.5 | 3,005.5 | 22.86 | 3,028.86 |
input_channels:3_num_classes:461_depth:20_arch:uniform_base_filters:74_batch:52_input_size:122_act:tanh_dropout:0.3974786599396113_dropout:True_batchnorm:True.out | 20 | [('conv2d', 74, 122, 122, 52, 2072), ('batchnorm2d', 74, 122, 122, 52, 148), ('Tanh', 74, 122, 122, 52, 0), ('dropout', 74, 122, 122, 52, 0), ('conv2d', 74, 122, 122, 52, 49358), ('batchnorm2d', 74, 122, 122, 52, 148), ('Tanh', 74, 122, 122, 52, 0), ('dropout', 74, 122, 122, 52, 0), ('conv2d', 74, 122, 122, 52, 49358),... | Tanh | 88,114,276 | 977,409 | 52 | 18,375 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 20 | 1 | 1 | SUCCESSFUL | 8.84 | 43,696.64 | 3.73 | 43,709.21 |
input_channels:1_num_classes:134_depth:5_arch:bottleneck_base_filters:65_batch:24_input_size:150_act:relu_dropout:0.36952853213357684_dropout:False_batchnorm:True.out | 5 | [('conv2d', 130, 150, 150, 24, 1300), ('batchnorm2d', 130, 150, 150, 24, 260), ('ReLU', 130, 150, 150, 24, 0), ('conv2d', 65, 150, 150, 24, 76115), ('batchnorm2d', 65, 150, 150, 24, 130), ('ReLU', 65, 150, 150, 24, 0), ('conv2d', 153, 150, 150, 24, 89658), ('batchnorm2d', 153, 150, 150, 24, 306), ('ReLU', 153, 150, 150... | ReLU | 106,381,132 | 3,619,055 | 24 | 19,909 | 95.53125 | 0.931406 | 0.948339 | 0.338071 | 0.015431 | 5 | 5 | 0 | 1 | 1 | SUCCESSFUL | 2.16 | 25,971.84 | 13.81 | 25,987.81 |
input_channels:3_num_classes:863_depth:12_arch:pyramid_base_filters:84_batch:10_input_size:190_act:softplus_dropout:0.1065895958993651_dropout:False_batchnorm:True.out | 12 | [('conv2d', 84, 190, 190, 10, 2352), ('batchnorm2d', 84, 190, 190, 10, 168), ('Softplus', 84, 190, 190, 10, 0), ('conv2d', 109, 190, 190, 10, 82513), ('batchnorm2d', 109, 190, 190, 10, 218), ('Softplus', 109, 190, 190, 10, 0), ('conv2d', 143, 190, 190, 10, 140426), ('batchnorm2d', 143, 190, 190, 10, 286), ('Softplus', ... | Softplus | 696,913,795 | 42,361,889 | 10 | 38,921 | 94.298507 | 0.917258 | 0.914807 | 0.2228 | 0.013304 | 12 | 12 | 0 | 1 | 1 | SUCCESSFUL | 4.1 | 70,893.7 | 161.6 | 71,059.4 |
input_channels:1_num_classes:319_depth:23_arch:residual_base_filters:20_batch:4_input_size:118_act:elu_dropout:0.1355058791925346_dropout:True_batchnorm:False.out | 24 | [('conv2d', 20, 118, 118, 4, 40), ('conv2d', 20, 118, 118, 4, 200), ('ELU', 20, 118, 118, 4, 0), ('dropout', 20, 118, 118, 4, 0), ('conv2d', 20, 118, 118, 4, 3620), ('ELU', 20, 118, 118, 4, 0), ('dropout', 20, 118, 118, 4, 0), ('conv2d', 24, 59, 59, 4, 504), ('conv2d', 24, 59, 59, 4, 4344), ('ELU', 24, 59, 59, 4, 0), (... | ELU | 3,970,818 | 348,258 | 4 | 1,775 | 44.609375 | 0.412369 | 0.17675 | 0.048339 | 0.025719 | 24 | 0 | 16 | 1 | 1 | SUCCESSFUL | 0.2 | 190.4 | 1.33 | 191.93 |
input_channels:1_num_classes:161_depth:16_arch:bottleneck_base_filters:29_batch:14_input_size:206_act:prelu_dropout:0.13261116737089132_dropout:True_batchnorm:True.out | 16 | [('conv2d', 58, 206, 206, 14, 580), ('batchnorm2d', 58, 206, 206, 14, 116), ('PReLU', 58, 206, 206, 14, 0), ('dropout', 58, 206, 206, 14, 0), ('conv2d', 29, 206, 206, 14, 15167), ('batchnorm2d', 29, 206, 206, 14, 58), ('PReLU', 29, 206, 206, 14, 0), ('dropout', 29, 206, 206, 14, 0), ('conv2d', 38, 206, 206, 14, 9956), ... | PReLU | 1,052,923,895 | 37,416,747 | 14 | 38,539 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 16 | 1 | 1 | OOM_CRASH | 2.24 | 140,580.44 | 142.73 | 140,725.41 |
input_channels:1_num_classes:487_depth:9_arch:pyramid_base_filters:66_batch:54_input_size:46_act:elu_dropout:0.11990562836990884_dropout:False_batchnorm:True.out | 9 | [('conv2d', 66, 46, 46, 54, 660), ('batchnorm2d', 66, 46, 46, 54, 132), ('ELU', 66, 46, 46, 54, 0), ('conv2d', 96, 46, 46, 54, 57120), ('batchnorm2d', 96, 46, 46, 54, 192), ('ELU', 96, 46, 46, 54, 0), ('conv2d', 141, 46, 46, 54, 121965), ('batchnorm2d', 141, 46, 46, 54, 282), ('ELU', 141, 46, 46, 54, 0), ('conv2d', 207... | ELU | 27,044,852 | 23,105,605 | 54 | 11,327 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 0.54 | 14,855.94 | 88.14 | 14,944.62 |
input_channels:1_num_classes:37_depth:20_arch:residual_base_filters:98_batch:12_input_size:48_act:selu_dropout:0.4431941875912945_dropout:False_batchnorm:False.out | 18 | [('conv2d', 98, 48, 48, 12, 196), ('conv2d', 98, 48, 48, 12, 980), ('SELU', 98, 48, 48, 12, 0), ('conv2d', 98, 48, 48, 12, 86534), ('SELU', 98, 48, 48, 12, 0), ('conv2d', 114, 24, 24, 12, 11286), ('conv2d', 114, 24, 24, 12, 100662), ('SELU', 114, 24, 24, 12, 0), ('conv2d', 114, 24, 24, 12, 117078), ('SELU', 114, 24, 24... | SELU | 2,115,103 | 2,381,816 | 12 | 1,899 | 68.15625 | 0.655719 | 0.421037 | 0.149519 | 0.015926 | 18 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.12 | 348.48 | 9.09 | 357.69 |
input_channels:3_num_classes:192_depth:14_arch:gradual_base_filters:117_batch:54_input_size:164_act:prelu_dropout:0.4710447434293966_dropout:False_batchnorm:True.out | 14 | [('conv2d', 117, 164, 164, 54, 3276), ('batchnorm2d', 117, 164, 164, 54, 234), ('PReLU', 117, 164, 164, 54, 0), ('conv2d', 129, 164, 164, 54, 135966), ('batchnorm2d', 129, 164, 164, 54, 258), ('PReLU', 129, 164, 164, 54, 0), ('conv2d', 143, 164, 164, 54, 166166), ('batchnorm2d', 143, 164, 164, 54, 286), ('PReLU', 143, ... | PReLU | 278,777,865 | 8,054,469 | 54 | 39,557 | 16.6 | 0.0935 | 0.001 | 0 | 0.006 | 14 | 14 | 0 | 1 | 1 | OOM_CRASH | 16.74 | 153,136.98 | 30.73 | 153,184.45 |
input_channels:1_num_classes:157_depth:22_arch:uniform_base_filters:49_batch:16_input_size:138_act:gelu_dropout:0.20114669845975489_dropout:False_batchnorm:True.out | 22 | [('conv2d', 49, 138, 138, 16, 490), ('batchnorm2d', 49, 138, 138, 16, 98), ('GELU', 49, 138, 138, 16, 0), ('conv2d', 49, 138, 138, 16, 21658), ('batchnorm2d', 49, 138, 138, 16, 98), ('GELU', 49, 138, 138, 16, 0), ('conv2d', 49, 138, 138, 16, 21658), ('batchnorm2d', 49, 138, 138, 16, 98), ('GELU', 49, 138, 138, 16, 0), ... | GELU | 61,588,659 | 465,314 | 16 | 6,565 | 90.640625 | 0.922667 | 0.767333 | 0.389019 | 0.036418 | 22 | 22 | 0 | 1 | 1 | SUCCESSFUL | 1.12 | 10,024.16 | 1.78 | 10,027.06 |
input_channels:1_num_classes:287_depth:7_arch:residual_base_filters:29_batch:38_input_size:130_act:prelu_dropout:0.30984760972175385_dropout:True_batchnorm:True.out | 9 | [('conv2d', 29, 130, 130, 38, 58), ('batchnorm2d', 29, 130, 130, 38, 58), ('conv2d', 29, 130, 130, 38, 290), ('batchnorm2d', 29, 130, 130, 38, 58), ('PReLU', 29, 130, 130, 38, 0), ('dropout', 29, 130, 130, 38, 0), ('conv2d', 29, 130, 130, 38, 7598), ('batchnorm2d', 29, 130, 130, 38, 58), ('PReLU', 29, 130, 130, 38, 0),... | PReLU | 11,239,171 | 214,338 | 38 | 3,603 | 87.84375 | 0.858016 | 0.659702 | 0.341579 | 0.066554 | 9 | 9 | 6 | 1 | 1 | SUCCESSFUL | 2.28 | 4,235.86 | 0.82 | 4,238.96 |
input_channels:3_num_classes:814_depth:12_arch:bottleneck_base_filters:50_batch:48_input_size:66_act:tanh_dropout:0.3777900274968632_dropout:True_batchnorm:False.out | 12 | [('conv2d', 100, 66, 66, 48, 2800), ('Tanh', 100, 66, 66, 48, 0), ('dropout', 100, 66, 66, 48, 0), ('conv2d', 50, 66, 66, 48, 45050), ('Tanh', 50, 66, 66, 48, 0), ('dropout', 50, 66, 66, 48, 0), ('conv2d', 70, 66, 66, 48, 31570), ('Tanh', 70, 66, 66, 48, 0), ('dropout', 70, 66, 66, 48, 0), ('conv2d', 98, 66, 66, 48, 61... | Tanh | 66,283,985 | 29,109,180 | 48 | 16,479 | 92.84375 | 0.919123 | 0.947965 | 0.244368 | 0.006182 | 12 | 0 | 12 | 1 | 1 | SUCCESSFUL | 2.4 | 32,364.96 | 111.04 | 32,478.4 |
input_channels:3_num_classes:389_depth:19_arch:gradual_base_filters:116_batch:20_input_size:14_act:softplus_dropout:0.11314847535977575_dropout:True_batchnorm:False.out | 19 | [('conv2d', 116, 14, 14, 20, 3248), ('Softplus', 116, 14, 14, 20, 0), ('dropout', 116, 14, 14, 20, 0), ('conv2d', 125, 14, 14, 20, 130625), ('Softplus', 125, 14, 14, 20, 0), ('dropout', 125, 14, 14, 20, 0), ('conv2d', 134, 14, 14, 20, 150884), ('Softplus', 134, 14, 14, 20, 0), ('dropout', 134, 14, 14, 20, 0), ('conv2d'... | Softplus | 2,778,353 | 11,498,465 | 20 | 2,113 | -1 | -1 | -1 | -1 | -1 | 19 | 0 | 19 | 1 | 1 | SUCCESSFUL | 0 | 565.2 | 43.86 | 609.06 |
input_channels:1_num_classes:401_depth:3_arch:bottleneck_base_filters:107_batch:40_input_size:140_act:elu_dropout:0.25169866369237326_dropout:True_batchnorm:True.out | 3 | [('conv2d', 214, 140, 140, 40, 2140), ('batchnorm2d', 214, 140, 140, 40, 428), ('ELU', 214, 140, 140, 40, 0), ('dropout', 214, 140, 140, 40, 0), ('conv2d', 107, 140, 140, 40, 206189), ('batchnorm2d', 107, 140, 140, 40, 214), ('ELU', 107, 140, 140, 40, 0), ('dropout', 107, 140, 140, 40, 0), ('conv2d', 468, 140, 140, 40,... | ELU | 61,858,870 | 849,128 | 40 | 15,651 | 93.111111 | 0.903516 | 0.918132 | 0.465415 | 0.053566 | 3 | 3 | 3 | 1 | 1 | SUCCESSFUL | 2.8 | 23,597.2 | 3.24 | 23,603.24 |
input_channels:1_num_classes:820_depth:20_arch:residual_base_filters:46_batch:36_input_size:132_act:selu_dropout:0.21764590511838292_dropout:False_batchnorm:False.out | 30 | [('conv2d', 46, 132, 132, 36, 92), ('conv2d', 46, 132, 132, 36, 460), ('SELU', 46, 132, 132, 36, 0), ('conv2d', 46, 132, 132, 36, 19090), ('SELU', 46, 132, 132, 36, 0), ('conv2d', 55, 66, 66, 36, 2585), ('conv2d', 55, 66, 66, 36, 22825), ('SELU', 55, 66, 66, 36, 0), ('conv2d', 55, 66, 66, 36, 27280), ('SELU', 55, 66, 6... | SELU | 8,204,708 | 3,610,462 | 36 | 3,869 | 90.968254 | 0.839656 | 0.75187 | 0.383963 | 0.088453 | 30 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.52 | 4,055.76 | 13.77 | 4,072.05 |
input_channels:1_num_classes:640_depth:26_arch:uniform_base_filters:45_batch:18_input_size:164_act:selu_dropout:0.41801162069076603_dropout:True_batchnorm:False.out | 26 | [('conv2d', 45, 164, 164, 18, 450), ('SELU', 45, 164, 164, 18, 0), ('dropout', 45, 164, 164, 18, 0), ('conv2d', 45, 164, 164, 18, 18270), ('SELU', 45, 164, 164, 18, 0), ('dropout', 45, 164, 164, 18, 0), ('conv2d', 45, 164, 164, 18, 18270), ('SELU', 45, 164, 164, 18, 0), ('dropout', 45, 164, 164, 18, 0), ('conv2d', 45, ... | SELU | 94,406,285 | 486,640 | 18 | 7,961 | -1 | -1 | -1 | -1 | -1 | 26 | 0 | 26 | 1 | 1 | SUCCESSFUL | 1.8 | 17,286.3 | 1.86 | 17,289.96 |
input_channels:1_num_classes:458_depth:25_arch:residual_base_filters:66_batch:38_input_size:150_act:swish_dropout:0.2670191159503892_dropout:True_batchnorm:True.out | 30 | [('conv2d', 66, 150, 150, 38, 132), ('batchnorm2d', 66, 150, 150, 38, 132), ('conv2d', 66, 150, 150, 38, 660), ('batchnorm2d', 66, 150, 150, 38, 132), ('SiLU', 66, 150, 150, 38, 0), ('dropout', 66, 150, 150, 38, 0), ('conv2d', 66, 150, 150, 38, 39270), ('batchnorm2d', 66, 150, 150, 38, 132), ('SiLU', 66, 150, 150, 38, ... | SiLU | 28,424,273 | 3,624,174 | 38 | 6,721 | 92.539683 | 0.901937 | 0.826426 | 0.3945 | 0.054893 | 30 | 30 | 20 | 1 | 1 | SUCCESSFUL | 3.42 | 10,712.96 | 13.83 | 10,730.21 |
input_channels:3_num_classes:203_depth:5_arch:uniform_base_filters:49_batch:10_input_size:20_act:leaky_relu_dropout:0.11251647163947012_dropout:True_batchnorm:True.out | 5 | [('conv2d', 49, 20, 20, 10, 1372), ('batchnorm2d', 49, 20, 20, 10, 98), ('LeakyReLU', 49, 20, 20, 10, 0), ('dropout', 49, 20, 20, 10, 0), ('conv2d', 49, 20, 20, 10, 21658), ('batchnorm2d', 49, 20, 20, 10, 98), ('LeakyReLU', 49, 20, 20, 10, 0), ('dropout', 49, 20, 20, 10, 0), ('conv2d', 49, 20, 20, 10, 21658), ('batchno... | LeakyReLU | 392,455 | 98,644 | 10 | 1,757 | 33.375 | 0.310891 | 0.102236 | 0.033891 | 0.00187 | 5 | 5 | 5 | 1 | 1 | SUCCESSFUL | 0 | 37.4 | 0.38 | 37.78 |
input_channels:1_num_classes:78_depth:1_arch:bottleneck_base_filters:58_batch:22_input_size:138_act:selu_dropout:0.33136843759088985_dropout:False_batchnorm:True.out | 1 | [('conv2d', 116, 138, 138, 22, 1160), ('batchnorm2d', 116, 138, 138, 22, 232), ('SELU', 116, 138, 138, 22, 0), ('adaptive_avg_pool2d', 0, 0, 116, 22, 0), ('linear', 0, 0, 78, 22, 9126), ('softmax', 0, 0, 78, 22, 0)] | SELU | 6,627,584 | 10,518 | 22 | 2,713 | 62.968254 | 0.670625 | 0.641446 | 0.361393 | 0.067661 | 1 | 1 | 0 | 1 | 1 | SUCCESSFUL | 1.54 | 1,483.24 | 0.04 | 1,484.82 |
input_channels:1_num_classes:892_depth:27_arch:residual_base_filters:80_batch:62_input_size:106_act:tanh_dropout:0.46374785715918454_dropout:True_batchnorm:True.out | 24 | [('conv2d', 80, 106, 106, 62, 160), ('batchnorm2d', 80, 106, 106, 62, 160), ('conv2d', 80, 106, 106, 62, 800), ('batchnorm2d', 80, 106, 106, 62, 160), ('Tanh', 80, 106, 106, 62, 0), ('dropout', 80, 106, 106, 62, 0), ('conv2d', 80, 106, 106, 62, 57680), ('batchnorm2d', 80, 106, 106, 62, 160), ('Tanh', 80, 106, 106, 62, ... | Tanh | 16,823,719 | 2,557,490 | 62 | 6,747 | -1 | -1 | -1 | -1 | -1 | 24 | 24 | 16 | 1 | 1 | SUCCESSFUL | 2.48 | 10,345.32 | 9.76 | 10,357.56 |
input_channels:3_num_classes:459_depth:15_arch:gradual_base_filters:85_batch:18_input_size:62_act:elu_dropout:0.14393339681268613_dropout:True_batchnorm:True.out | 15 | [('conv2d', 85, 62, 62, 18, 2380), ('batchnorm2d', 85, 62, 62, 18, 170), ('ELU', 85, 62, 62, 18, 0), ('dropout', 85, 62, 62, 18, 0), ('conv2d', 94, 62, 62, 18, 72004), ('batchnorm2d', 94, 62, 62, 18, 188), ('ELU', 94, 62, 62, 18, 0), ('dropout', 94, 62, 62, 18, 0), ('conv2d', 105, 62, 62, 18, 88935), ('batchnorm2d', 10... | ELU | 45,529,629 | 5,811,876 | 18 | 5,875 | 90.276923 | 0.892892 | 0.882491 | 0.349127 | 0.0304 | 15 | 15 | 15 | 1 | 1 | SUCCESSFUL | 0.72 | 7,815.6 | 22.17 | 7,838.49 |
input_channels:3_num_classes:198_depth:16_arch:pyramid_base_filters:27_batch:44_input_size:64_act:leaky_relu_dropout:0.3359117595879366_dropout:True_batchnorm:False.out | 16 | [('conv2d', 27, 64, 64, 44, 756), ('LeakyReLU', 27, 64, 64, 44, 0), ('dropout', 27, 64, 64, 44, 0), ('conv2d', 35, 64, 64, 44, 8540), ('LeakyReLU', 35, 64, 64, 44, 0), ('dropout', 35, 64, 64, 44, 0), ('conv2d', 46, 64, 64, 44, 14536), ('LeakyReLU', 46, 64, 64, 44, 0), ('dropout', 46, 64, 64, 44, 0), ('conv2d', 60, 64, ... | LeakyReLU | 79,837,094 | 40,371,029 | 44 | 18,255 | 95.349206 | 0.938476 | 0.97 | 0.239731 | 0.006736 | 16 | 0 | 16 | 1 | 1 | SUCCESSFUL | 2.2 | 35,734.16 | 154 | 35,890.36 |
input_channels:1_num_classes:837_depth:11_arch:dense_base_filters:61_batch:54_input_size:224_act:softplus_dropout:0.2688645743249678_dropout:True_batchnorm:False.out | 9 | [('conv2d', 32, 224, 224, 54, 320), ('Softplus', 32, 224, 224, 54, 0), ('dropout', 32, 224, 224, 54, 0), ('conv2d', 32, 224, 224, 54, 9536), ('Softplus', 32, 224, 224, 54, 0), ('dropout', 32, 224, 224, 54, 0), ('conv2d', 32, 224, 224, 54, 18752), ('Softplus', 32, 224, 224, 54, 0), ('dropout', 32, 224, 224, 54, 0), ('co... | Softplus | 30,508,874 | 355,589 | 54 | 16,369 | 91.138462 | 0.907266 | 0.852407 | 0.463037 | 0.131926 | 9 | 0 | 8 | 1 | 1 | SUCCESSFUL | 10.26 | 21,520.08 | 1.36 | 21,531.7 |
input_channels:3_num_classes:156_depth:5_arch:residual_base_filters:43_batch:24_input_size:154_act:elu_dropout:0.45972816590711096_dropout:False_batchnorm:False.out | 6 | [('conv2d', 43, 154, 154, 24, 172), ('conv2d', 43, 154, 154, 24, 1204), ('ELU', 43, 154, 154, 24, 0), ('conv2d', 43, 154, 154, 24, 16684), ('ELU', 43, 154, 154, 24, 0), ('conv2d', 93, 77, 77, 24, 4092), ('conv2d', 93, 77, 77, 24, 36084), ('ELU', 93, 77, 77, 24, 0), ('conv2d', 93, 77, 77, 24, 77934), ('ELU', 93, 77, 77,... | ELU | 7,856,330 | 150,834 | 24 | 3,145 | 81.742424 | 0.805831 | 0.737719 | 0.424263 | 0.090357 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 6.48 | 2,589.36 | 0.58 | 2,596.42 |
input_channels:3_num_classes:123_depth:26_arch:bottleneck_base_filters:46_batch:14_input_size:10_act:relu_dropout:0.21487620257491413_dropout:True_batchnorm:True.out | 26 | [('conv2d', 92, 10, 10, 14, 2576), ('batchnorm2d', 92, 10, 10, 14, 184), ('ReLU', 92, 10, 10, 14, 0), ('dropout', 92, 10, 10, 14, 0), ('conv2d', 46, 10, 10, 14, 38134), ('batchnorm2d', 46, 10, 10, 14, 92), ('ReLU', 46, 10, 10, 14, 0), ('dropout', 46, 10, 10, 14, 0), ('conv2d', 53, 10, 10, 14, 21995), ('batchnorm2d', 53... | ReLU | 4,917,605 | 91,513,923 | 14 | 3,853 | 83.421875 | 0.8115 | 0.711214 | 0.329232 | 0.014161 | 26 | 26 | 26 | 1 | 1 | SUCCESSFUL | 0 | 656.46 | 349.1 | 1,005.56 |
input_channels:1_num_classes:341_depth:27_arch:pyramid_base_filters:60_batch:50_input_size:194_act:mish_dropout:0.32591150781310807_dropout:True_batchnorm:False.out | 27 | [('conv2d', 60, 194, 194, 50, 600), ('Mish', 60, 194, 194, 50, 0), ('dropout', 60, 194, 194, 50, 0), ('conv2d', 68, 194, 194, 50, 36788), ('Mish', 68, 194, 194, 50, 0), ('dropout', 68, 194, 194, 50, 0), ('conv2d', 77, 194, 194, 50, 47201), ('Mish', 77, 194, 194, 50, 0), ('dropout', 77, 194, 194, 50, 0), ('conv2d', 88, ... | Mish | 1,605,328,422 | 111,194,470 | 50 | 38,711 | -1 | -1 | -1 | -1 | -1 | 27 | 0 | 27 | 1 | 1 | OOM_CRASH | 7 | 816,512 | 424.17 | 816,943.17 |
input_channels:1_num_classes:367_depth:22_arch:gradual_base_filters:101_batch:30_input_size:38_act:gelu_dropout:0.31637924786741334_dropout:True_batchnorm:True.out | 22 | [('conv2d', 101, 38, 38, 30, 1010), ('batchnorm2d', 101, 38, 38, 30, 202), ('GELU', 101, 38, 38, 30, 0), ('dropout', 101, 38, 38, 30, 0), ('conv2d', 108, 38, 38, 30, 98280), ('batchnorm2d', 108, 38, 38, 30, 216), ('GELU', 108, 38, 38, 30, 0), ('dropout', 108, 38, 38, 30, 0), ('conv2d', 115, 38, 38, 30, 111895), ('batch... | GELU | 28,811,846 | 11,318,780 | 30 | 5,467 | 91 | 0.908556 | 0.856685 | 0.320815 | 0.027963 | 22 | 22 | 22 | 1 | 1 | SUCCESSFUL | 0.3 | 8,243.1 | 43.18 | 8,286.58 |
input_channels:1_num_classes:432_depth:16_arch:dense_base_filters:72_batch:62_input_size:68_act:mish_dropout:0.17722220644298683_dropout:True_batchnorm:False.out | 17 | [('conv2d', 32, 68, 68, 62, 320), ('Mish', 32, 68, 68, 62, 0), ('dropout', 32, 68, 68, 62, 0), ('conv2d', 32, 68, 68, 62, 9536), ('Mish', 32, 68, 68, 62, 0), ('dropout', 32, 68, 68, 62, 0), ('conv2d', 32, 68, 68, 62, 18752), ('Mish', 32, 68, 68, 62, 0), ('dropout', 32, 68, 68, 62, 0), ('conv2d', 32, 68, 68, 62, 27968),... | Mish | 3,700,512 | 1,088,688 | 62 | 4,251 | 86.095238 | 0.832262 | 0.752737 | 0.38307 | 0.150411 | 17 | 0 | 16 | 1 | 1 | SUCCESSFUL | 1.24 | 3,257.48 | 4.15 | 3,262.87 |
input_channels:3_num_classes:505_depth:27_arch:uniform_base_filters:51_batch:16_input_size:80_act:prelu_dropout:0.12106494784394806_dropout:True_batchnorm:False.out | 27 | [('conv2d', 51, 80, 80, 16, 1428), ('PReLU', 51, 80, 80, 16, 0), ('dropout', 51, 80, 80, 16, 0), ('conv2d', 51, 80, 80, 16, 23460), ('PReLU', 51, 80, 80, 16, 0), ('dropout', 51, 80, 80, 16, 0), ('conv2d', 51, 80, 80, 16, 23460), ('PReLU', 51, 80, 80, 16, 0), ('dropout', 51, 80, 80, 16, 0), ('conv2d', 51, 80, 80, 16, 23... | PReLU | 26,439,461 | 637,648 | 16 | 3,119 | 90.707692 | 0.889047 | 0.792679 | 0.421857 | 0.014981 | 27 | 0 | 27 | 1 | 1 | SUCCESSFUL | 1.12 | 4,303.2 | 2.43 | 4,306.75 |
input_channels:3_num_classes:927_depth:28_arch:uniform_base_filters:88_batch:2_input_size:88_act:mish_dropout:0.38527125244350624_dropout:False_batchnorm:True.out | 28 | [('conv2d', 88, 88, 88, 2, 2464), ('batchnorm2d', 88, 88, 88, 2, 176), ('Mish', 88, 88, 88, 2, 0), ('conv2d', 88, 88, 88, 2, 69784), ('batchnorm2d', 88, 88, 88, 2, 176), ('Mish', 88, 88, 88, 2, 0), ('conv2d', 88, 88, 88, 2, 69784), ('batchnorm2d', 88, 88, 88, 2, 176), ('Mish', 88, 88, 88, 2, 0), ('conv2d', 88, 88, 88, ... | Mish | 57,245,590 | 1,974,063 | 2 | 2,341 | -1 | -1 | -1 | -1 | -1 | 28 | 28 | 0 | 1 | 1 | SUCCESSFUL | 0.18 | 1,164.66 | 7.53 | 1,172.37 |
input_channels:3_num_classes:906_depth:13_arch:pyramid_base_filters:113_batch:8_input_size:218_act:softplus_dropout:0.23392659547956987_dropout:False_batchnorm:False.out | 13 | [('conv2d', 113, 218, 218, 8, 3164), ('Softplus', 113, 218, 218, 8, 0), ('conv2d', 141, 218, 218, 8, 143538), ('Softplus', 141, 218, 218, 8, 0), ('conv2d', 176, 218, 218, 8, 223520), ('Softplus', 176, 218, 218, 8, 0), ('conv2d', 220, 218, 218, 8, 348700), ('Softplus', 220, 218, 218, 8, 0), ('conv2d', 275, 218, 218, 8, ... | Softplus | 736,150,210 | 54,963,281 | 8 | 37,151 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.32 | 67,396.48 | 209.67 | 67,610.47 |
input_channels:1_num_classes:405_depth:16_arch:pyramid_base_filters:59_batch:26_input_size:40_act:selu_dropout:0.4374559138139704_dropout:False_batchnorm:True.out | 16 | [('conv2d', 59, 40, 40, 26, 590), ('batchnorm2d', 59, 40, 40, 26, 118), ('SELU', 59, 40, 40, 26, 0), ('conv2d', 73, 40, 40, 26, 38836), ('batchnorm2d', 73, 40, 40, 26, 146), ('SELU', 73, 40, 40, 26, 0), ('conv2d', 91, 40, 40, 26, 59878), ('batchnorm2d', 91, 40, 40, 26, 182), ('SELU', 91, 40, 40, 26, 0), ('conv2d', 114,... | SELU | 38,426,450 | 54,745,122 | 26 | 8,703 | 93.212121 | 0.905591 | 0.947236 | 0.233164 | 0.03807 | 16 | 16 | 0 | 1 | 1 | SUCCESSFUL | 0.26 | 10,163.14 | 208.84 | 10,372.24 |
input_channels:1_num_classes:548_depth:20_arch:pyramid_base_filters:21_batch:36_input_size:192_act:selu_dropout:0.2729453699322127_dropout:False_batchnorm:False.out | 20 | [('conv2d', 21, 192, 192, 36, 210), ('SELU', 21, 192, 192, 36, 0), ('conv2d', 26, 192, 192, 36, 4940), ('SELU', 26, 192, 192, 36, 0), ('conv2d', 33, 192, 192, 36, 7755), ('SELU', 33, 192, 192, 36, 0), ('conv2d', 41, 192, 192, 36, 12218), ('SELU', 41, 192, 192, 36, 0), ('conv2d', 52, 192, 192, 36, 19240), ('SELU', 52, 1... | SELU | 579,947,172 | 52,508,817 | 36 | 39,131 | -1 | -1 | -1 | -1 | -1 | 20 | 0 | 0 | 1 | 1 | OOM_CRASH | 5.04 | 238,930.56 | 200.31 | 239,135.91 |
input_channels:1_num_classes:692_depth:21_arch:pyramid_base_filters:65_batch:36_input_size:164_act:selu_dropout:0.2147285858316563_dropout:False_batchnorm:False.out | 21 | [('conv2d', 65, 164, 164, 36, 650), ('SELU', 65, 164, 164, 36, 0), ('conv2d', 76, 164, 164, 36, 44536), ('SELU', 76, 164, 164, 36, 0), ('conv2d', 90, 164, 164, 36, 61650), ('SELU', 90, 164, 164, 36, 0), ('conv2d', 106, 164, 164, 36, 85966), ('SELU', 106, 164, 164, 36, 0), ('conv2d', 125, 164, 164, 36, 119375), ('SELU',... | SELU | 596,932,945 | 83,362,148 | 36 | 39,461 | 6 | 0.0944 | 0.215 | 0.055 | 0.01 | 21 | 0 | 0 | 1 | 1 | OOM_CRASH | 3.6 | 245,928.24 | 318 | 246,249.84 |
input_channels:3_num_classes:72_depth:5_arch:residual_base_filters:78_batch:22_input_size:140_act:leaky_relu_dropout:0.4924586690388989_dropout:False_batchnorm:False.out | 6 | [('conv2d', 78, 140, 140, 22, 312), ('conv2d', 78, 140, 140, 22, 2184), ('LeakyReLU', 78, 140, 140, 22, 0), ('conv2d', 78, 140, 140, 22, 54834), ('LeakyReLU', 78, 140, 140, 22, 0), ('conv2d', 149, 70, 70, 22, 11771), ('conv2d', 149, 70, 70, 22, 104747), ('LeakyReLU', 149, 70, 70, 22, 0), ('conv2d', 149, 70, 70, 22, 199... | LeakyReLU | 11,294,793 | 384,606 | 22 | 3,435 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.84 | 3,412.42 | 1.47 | 3,418.73 |
input_channels:3_num_classes:762_depth:27_arch:residual_base_filters:56_batch:18_input_size:216_act:elu_dropout:0.15990108231518516_dropout:False_batchnorm:True.out | 30 | [('conv2d', 56, 216, 216, 18, 224), ('batchnorm2d', 56, 216, 216, 18, 112), ('conv2d', 56, 216, 216, 18, 1568), ('batchnorm2d', 56, 216, 216, 18, 112), ('ELU', 56, 216, 216, 18, 0), ('conv2d', 56, 216, 216, 18, 28280), ('batchnorm2d', 56, 216, 216, 18, 112), ('ELU', 56, 216, 216, 18, 0), ('conv2d', 63, 108, 108, 18, 35... | ELU | 39,654,461 | 2,544,622 | 18 | 5,913 | -1 | -1 | -1 | -1 | -1 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 9.54 | 7,487.82 | 9.71 | 7,507.07 |
input_channels:3_num_classes:435_depth:26_arch:gradual_base_filters:72_batch:28_input_size:162_act:relu_dropout:0.42158715033737837_dropout:False_batchnorm:True.out | 26 | [('conv2d', 72, 162, 162, 28, 2016), ('batchnorm2d', 72, 162, 162, 28, 144), ('ReLU', 72, 162, 162, 28, 0), ('conv2d', 76, 162, 162, 28, 49324), ('batchnorm2d', 76, 162, 162, 28, 152), ('ReLU', 76, 162, 162, 28, 0), ('conv2d', 81, 162, 162, 28, 55485), ('batchnorm2d', 81, 162, 162, 28, 162), ('ReLU', 81, 162, 162, 28, ... | ReLU | 368,388,258 | 8,825,004 | 28 | 37,967 | -1 | -1 | -1 | -1 | -1 | 26 | 26 | 0 | 1 | 1 | SUCCESSFUL | 8.4 | 104,928.32 | 33.66 | 104,970.38 |
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