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:681_depth:3_arch:gradual_base_filters:54_batch:32_input_size:36_act:mish_dropout:0.3693401552270871_dropout:False_batchnorm:False.out | 3 | [('conv2d', 54, 36, 36, 32, 1512), ('Mish', 54, 36, 36, 32, 0), ('conv2d', 98, 36, 36, 32, 47726), ('Mish', 98, 36, 36, 32, 0), ('conv2d', 181, 36, 36, 32, 159823), ('Mish', 181, 36, 36, 32, 0), ('adaptive_avg_pool2d', 0, 0, 181, 32, 0), ('linear', 0, 0, 681, 32, 123942), ('softmax', 0, 0, 681, 32, 0)] | Mish | 864,679 | 333,003 | 32 | 1,925 | -1 | -1 | -1 | -1 | -1 | 3 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.32 | 316.48 | 1.27 | 318.07 |
input_channels:3_num_classes:995_depth:13_arch:bottleneck_base_filters:55_batch:22_input_size:26_act:elu_dropout:0.45154953710325496_dropout:True_batchnorm:False.out | 13 | [('conv2d', 110, 26, 26, 22, 3080), ('ELU', 110, 26, 26, 22, 0), ('dropout', 110, 26, 26, 22, 0), ('conv2d', 55, 26, 26, 22, 54505), ('ELU', 55, 26, 26, 22, 0), ('dropout', 55, 26, 26, 22, 0), ('conv2d', 74, 26, 26, 22, 36704), ('ELU', 74, 26, 26, 22, 0), ('dropout', 74, 26, 26, 22, 0), ('conv2d', 100, 26, 26, 22, 6670... | ELU | 11,705,065 | 35,240,970 | 22 | 3,511 | -1 | -1 | -1 | -1 | -1 | 13 | 0 | 13 | 1 | 1 | SUCCESSFUL | 0.22 | 2,619.32 | 134.43 | 2,753.97 |
input_channels:1_num_classes:575_depth:9_arch:pyramid_base_filters:81_batch:48_input_size:28_act:tanh_dropout:0.3332161820474243_dropout:True_batchnorm:False.out | 9 | [('conv2d', 81, 28, 28, 48, 810), ('Tanh', 81, 28, 28, 48, 0), ('dropout', 81, 28, 28, 48, 0), ('conv2d', 115, 28, 28, 48, 83950), ('Tanh', 115, 28, 28, 48, 0), ('dropout', 115, 28, 28, 48, 0), ('conv2d', 166, 28, 28, 48, 171976), ('Tanh', 166, 28, 28, 48, 0), ('dropout', 166, 28, 28, 48, 0), ('conv2d', 237, 28, 28, 48... | Tanh | 10,708,884 | 25,832,077 | 48 | 4,417 | 91.703125 | 0.899047 | 0.8945 | 0.260783 | 0.007797 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 0 | 5,228.64 | 98.54 | 5,327.18 |
input_channels:1_num_classes:93_depth:19_arch:dense_base_filters:30_batch:4_input_size:144_act:relu_dropout:0.25667059407700155_dropout:True_batchnorm:False.out | 17 | [('conv2d', 32, 144, 144, 4, 320), ('ReLU', 32, 144, 144, 4, 0), ('dropout', 32, 144, 144, 4, 0), ('conv2d', 32, 144, 144, 4, 9536), ('ReLU', 32, 144, 144, 4, 0), ('dropout', 32, 144, 144, 4, 0), ('conv2d', 32, 144, 144, 4, 18752), ('ReLU', 32, 144, 144, 4, 0), ('dropout', 32, 144, 144, 4, 0), ('conv2d', 32, 144, 144, ... | ReLU | 16,589,434 | 936,477 | 4 | 2,479 | 88.53125 | 0.879127 | 0.712926 | 0.3075 | 0.152944 | 17 | 0 | 16 | 1 | 1 | SUCCESSFUL | 0.32 | 942.28 | 3.57 | 946.17 |
input_channels:3_num_classes:257_depth:4_arch:hourglass_base_filters:127_batch:30_input_size:182_act:gelu_dropout:0.16184805325965237_dropout:False_batchnorm:False.out | 4 | [('conv2d', 127, 182, 182, 30, 3556), ('GELU', 127, 182, 182, 30, 0), ('conv2d', 509, 182, 182, 30, 582296), ('GELU', 509, 182, 182, 30, 0), ('conv2d', 509, 182, 182, 30, 2332238), ('GELU', 509, 182, 182, 30, 0), ('conv2d', 127, 182, 182, 30, 581914), ('GELU', 127, 182, 182, 30, 0), ('adaptive_avg_pool2d', 0, 0, 127, 3... | GELU | 84,268,097 | 3,532,900 | 30 | 24,985 | 94.09375 | 0.931516 | 0.98383 | 0.361604 | 0.0282 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 11.4 | 28,931.1 | 13.48 | 28,955.98 |
input_channels:1_num_classes:225_depth:14_arch:bottleneck_base_filters:109_batch:44_input_size:68_act:selu_dropout:0.290269147272718_dropout:True_batchnorm:False.out | 14 | [('conv2d', 218, 68, 68, 44, 2180), ('SELU', 218, 68, 68, 44, 0), ('dropout', 218, 68, 68, 44, 0), ('conv2d', 109, 68, 68, 44, 213967), ('SELU', 109, 68, 68, 44, 0), ('dropout', 109, 68, 68, 44, 0), ('conv2d', 136, 68, 68, 44, 133552), ('SELU', 136, 68, 68, 44, 0), ('dropout', 136, 68, 68, 44, 0), ('conv2d', 171, 68, 6... | SELU | 109,202,468 | 53,113,533 | 44 | 26,033 | 94.215385 | 0.945714 | 0.954964 | 0.2375 | 0.009241 | 14 | 0 | 14 | 1 | 1 | SUCCESSFUL | 0.88 | 48,877.84 | 202.61 | 49,081.33 |
input_channels:3_num_classes:513_depth:6_arch:residual_base_filters:104_batch:36_input_size:72_act:selu_dropout:0.31538427599757934_dropout:False_batchnorm:True.out | 9 | [('conv2d', 104, 72, 72, 36, 416), ('batchnorm2d', 104, 72, 72, 36, 208), ('conv2d', 104, 72, 72, 36, 2912), ('batchnorm2d', 104, 72, 72, 36, 208), ('SELU', 104, 72, 72, 36, 0), ('conv2d', 104, 72, 72, 36, 97448), ('batchnorm2d', 104, 72, 72, 36, 208), ('SELU', 104, 72, 72, 36, 0), ('conv2d', 170, 36, 36, 36, 17850), (... | SELU | 8,979,994 | 1,868,103 | 36 | 3,761 | 86.095238 | 0.827984 | 0.776691 | 0.3318 | 0.043566 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 2.16 | 3,391.2 | 7.13 | 3,400.49 |
input_channels:3_num_classes:174_depth:24_arch:gradual_base_filters:125_batch:48_input_size:82_act:swish_dropout:0.4714796554350642_dropout:True_batchnorm:True.out | 24 | [('conv2d', 125, 82, 82, 48, 3500), ('batchnorm2d', 125, 82, 82, 48, 250), ('SiLU', 125, 82, 82, 48, 0), ('dropout', 125, 82, 82, 48, 0), ('conv2d', 132, 82, 82, 48, 148632), ('batchnorm2d', 132, 82, 82, 48, 264), ('SiLU', 132, 82, 82, 48, 0), ('dropout', 132, 82, 82, 48, 0), ('conv2d', 140, 82, 82, 48, 166460), ('batc... | SiLU | 170,494,569 | 16,433,643 | 48 | 34,009 | 95.25 | 0.919862 | 0.907789 | 0.335877 | 0.024873 | 24 | 24 | 24 | 1 | 1 | SUCCESSFUL | 3.84 | 78,046.08 | 62.69 | 78,112.61 |
input_channels:1_num_classes:831_depth:17_arch:dense_base_filters:46_batch:4_input_size:168_act:selu_dropout:0.24881949829138242_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 168, 168, 4, 320), ('batchnorm2d', 32, 168, 168, 4, 64), ('SELU', 32, 168, 168, 4, 0), ('conv2d', 32, 168, 168, 4, 9536), ('batchnorm2d', 32, 168, 168, 4, 64), ('SELU', 32, 168, 168, 4, 0), ('conv2d', 32, 168, 168, 4, 18752), ('batchnorm2d', 32, 168, 168, 4, 64), ('SELU', 32, 168, 168, 4, 0), ('conv2d',... | SELU | 24,387,646 | 1,268,991 | 4 | 2,901 | 90.323077 | 0.880641 | 0.690148 | 0.305481 | 0.133556 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 0.44 | 1,337.72 | 4.84 | 1,343 |
input_channels:3_num_classes:471_depth:23_arch:uniform_base_filters:122_batch:2_input_size:42_act:elu_dropout:0.1935946404894248_dropout:False_batchnorm:False.out | 23 | [('conv2d', 122, 42, 42, 2, 3416), ('ELU', 122, 42, 42, 2, 0), ('conv2d', 122, 42, 42, 2, 134078), ('ELU', 122, 42, 42, 2, 0), ('conv2d', 122, 42, 42, 2, 134078), ('ELU', 122, 42, 42, 2, 0), ('conv2d', 122, 42, 42, 2, 134078), ('ELU', 122, 42, 42, 2, 0), ('conv2d', 122, 42, 42, 2, 134078), ('ELU', 122, 42, 42, 2, 0), (... | ELU | 9,900,632 | 3,011,065 | 2 | 1,873 | 75.761905 | 0.726215 | 0.386607 | 0.147893 | 0.007833 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.04 | 226.6 | 11.49 | 238.13 |
input_channels:1_num_classes:937_depth:16_arch:residual_base_filters:74_batch:32_input_size:104_act:softplus_dropout:0.17507944045981755_dropout:False_batchnorm:False.out | 24 | [('conv2d', 74, 104, 104, 32, 148), ('conv2d', 74, 104, 104, 32, 740), ('Softplus', 74, 104, 104, 32, 0), ('conv2d', 74, 104, 104, 32, 49358), ('Softplus', 74, 104, 104, 32, 0), ('conv2d', 91, 52, 52, 32, 6825), ('conv2d', 91, 52, 52, 32, 60697), ('Softplus', 91, 52, 52, 32, 0), ('conv2d', 91, 52, 52, 32, 74620), ('Sof... | Softplus | 8,253,295 | 5,099,491 | 32 | 3,567 | -1 | -1 | -1 | -1 | -1 | 24 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.28 | 3,626.56 | 19.45 | 3,647.29 |
input_channels:1_num_classes:531_depth:13_arch:dense_base_filters:30_batch:12_input_size:164_act:gelu_dropout:0.4136270531606767_dropout:True_batchnorm:False.out | 13 | [('conv2d', 32, 164, 164, 12, 320), ('GELU', 32, 164, 164, 12, 0), ('dropout', 32, 164, 164, 12, 0), ('conv2d', 32, 164, 164, 12, 9536), ('GELU', 32, 164, 164, 12, 0), ('dropout', 32, 164, 164, 12, 0), ('conv2d', 32, 164, 164, 12, 18752), ('GELU', 32, 164, 164, 12, 0), ('dropout', 32, 164, 164, 12, 0), ('conv2d', 32, 1... | GELU | 18,936,166 | 641,107 | 12 | 4,019 | 91.421875 | 0.898159 | 0.7764 | 0.4034 | 0.107 | 13 | 0 | 12 | 1 | 1 | SUCCESSFUL | 1.2 | 3,075.72 | 2.45 | 3,079.37 |
input_channels:3_num_classes:733_depth:12_arch:residual_base_filters:43_batch:10_input_size:206_act:prelu_dropout:0.3006107693336523_dropout:True_batchnorm:False.out | 18 | [('conv2d', 43, 206, 206, 10, 172), ('conv2d', 43, 206, 206, 10, 1204), ('PReLU', 43, 206, 206, 10, 0), ('dropout', 43, 206, 206, 10, 0), ('conv2d', 43, 206, 206, 10, 16684), ('PReLU', 43, 206, 206, 10, 0), ('dropout', 43, 206, 206, 10, 0), ('conv2d', 59, 103, 103, 10, 2596), ('conv2d', 59, 103, 103, 10, 22892), ('PReL... | PReLU | 29,242,893 | 1,684,508 | 10 | 2,999 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 12 | 1 | 1 | SUCCESSFUL | 4.9 | 3,505.9 | 6.43 | 3,517.23 |
input_channels:3_num_classes:213_depth:5_arch:residual_base_filters:32_batch:16_input_size:178_act:selu_dropout:0.2705399390291948_dropout:True_batchnorm:True.out | 6 | [('conv2d', 32, 178, 178, 16, 128), ('batchnorm2d', 32, 178, 178, 16, 64), ('conv2d', 32, 178, 178, 16, 896), ('batchnorm2d', 32, 178, 178, 16, 64), ('SELU', 32, 178, 178, 16, 0), ('dropout', 32, 178, 178, 16, 0), ('conv2d', 32, 178, 178, 16, 9248), ('batchnorm2d', 32, 178, 178, 16, 64), ('SELU', 32, 178, 178, 16, 0), ... | SELU | 15,921,709 | 98,204 | 16 | 3,055 | 92.859375 | 0.855953 | 0.628912 | 0.310298 | 0.0635 | 6 | 6 | 4 | 1 | 1 | SUCCESSFUL | 5.76 | 2,526.56 | 0.37 | 2,532.69 |
input_channels:3_num_classes:492_depth:4_arch:bottleneck_base_filters:26_batch:14_input_size:60_act:gelu_dropout:0.3698546673508305_dropout:True_batchnorm:True.out | 4 | [('conv2d', 52, 60, 60, 14, 1456), ('batchnorm2d', 52, 60, 60, 14, 104), ('GELU', 52, 60, 60, 14, 0), ('dropout', 52, 60, 60, 14, 0), ('conv2d', 26, 60, 60, 14, 12194), ('batchnorm2d', 26, 60, 60, 14, 52), ('GELU', 26, 60, 60, 14, 0), ('dropout', 26, 60, 60, 14, 0), ('conv2d', 111, 60, 60, 14, 26085), ('batchnorm2d', 1... | GELU | 9,591,861 | 753,243 | 14 | 2,415 | 79.619048 | 0.744547 | 0.701148 | 0.372241 | 0.0598 | 4 | 4 | 4 | 1 | 1 | SUCCESSFUL | 0.56 | 1,280.58 | 2.87 | 1,284.01 |
input_channels:1_num_classes:853_depth:28_arch:gradual_base_filters:71_batch:30_input_size:28_act:swish_dropout:0.46242812753640006_dropout:False_batchnorm:True.out | 28 | [('conv2d', 71, 28, 28, 30, 710), ('batchnorm2d', 71, 28, 28, 30, 142), ('SiLU', 71, 28, 28, 30, 0), ('conv2d', 75, 28, 28, 30, 48000), ('batchnorm2d', 75, 28, 28, 30, 150), ('SiLU', 75, 28, 28, 30, 0), ('conv2d', 80, 28, 28, 30, 54080), ('batchnorm2d', 80, 28, 28, 30, 160), ('SiLU', 80, 28, 28, 30, 0), ('conv2d', 85, ... | SiLU | 11,766,769 | 9,561,540 | 30 | 3,739 | 90.590909 | 0.8714 | 0.788518 | 0.286321 | 0.032068 | 28 | 28 | 0 | 1 | 1 | SUCCESSFUL | 0 | 3,590.7 | 36.47 | 3,627.17 |
input_channels:1_num_classes:958_depth:8_arch:gradual_base_filters:121_batch:36_input_size:158_act:prelu_dropout:0.4576007196985359_dropout:True_batchnorm:True.out | 8 | [('conv2d', 121, 158, 158, 36, 1210), ('batchnorm2d', 121, 158, 158, 36, 242), ('PReLU', 121, 158, 158, 36, 0), ('dropout', 121, 158, 158, 36, 0), ('conv2d', 144, 158, 158, 36, 156960), ('batchnorm2d', 144, 158, 158, 36, 288), ('PReLU', 144, 158, 158, 36, 0), ('dropout', 144, 158, 158, 36, 0), ('conv2d', 172, 158, 158,... | PReLU | 194,222,253 | 4,427,290 | 36 | 37,061 | -1 | -1 | -1 | -1 | -1 | 8 | 8 | 8 | 1 | 1 | SUCCESSFUL | 3.6 | 66,680.64 | 16.89 | 66,701.13 |
input_channels:3_num_classes:296_depth:1_arch:hourglass_base_filters:33_batch:14_input_size:166_act:tanh_dropout:0.32825006277798396_dropout:False_batchnorm:False.out | 1 | [('conv2d', 33, 166, 166, 14, 924), ('Tanh', 33, 166, 166, 14, 0), ('adaptive_avg_pool2d', 0, 0, 33, 14, 0), ('linear', 0, 0, 296, 14, 10064), ('softmax', 0, 0, 296, 14, 0)] | Tanh | 1,819,321 | 10,988 | 14 | 1,871 | 30.460317 | 0.254079 | 0.202963 | 0.103241 | 0.071446 | 1 | 0 | 0 | 1 | 1 | SUCCESSFUL | 4.48 | 291.48 | 0.04 | 296 |
input_channels:3_num_classes:784_depth:29_arch:residual_base_filters:77_batch:6_input_size:150_act:selu_dropout:0.38560896192324157_dropout:False_batchnorm:False.out | 30 | [('conv2d', 77, 150, 150, 6, 308), ('conv2d', 77, 150, 150, 6, 2156), ('SELU', 77, 150, 150, 6, 0), ('conv2d', 77, 150, 150, 6, 53438), ('SELU', 77, 150, 150, 6, 0), ('conv2d', 86, 75, 75, 6, 6708), ('conv2d', 86, 75, 75, 6, 59684), ('SELU', 86, 75, 75, 6, 0), ('conv2d', 86, 75, 75, 6, 66650), ('SELU', 86, 75, 75, 6, 0... | SELU | 16,158,766 | 3,704,572 | 6 | 2,437 | -1 | -1 | -1 | -1 | -1 | 30 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.56 | 1,331.4 | 14.13 | 1,347.09 |
input_channels:1_num_classes:115_depth:12_arch:hourglass_base_filters:116_batch:56_input_size:118_act:gelu_dropout:0.24568353669991524_dropout:False_batchnorm:True.out | 12 | [('conv2d', 116, 118, 118, 56, 1160), ('batchnorm2d', 116, 118, 118, 56, 232), ('GELU', 116, 118, 118, 56, 0), ('conv2d', 187, 118, 118, 56, 195415), ('batchnorm2d', 187, 118, 118, 56, 374), ('GELU', 187, 118, 118, 56, 0), ('conv2d', 302, 118, 118, 56, 508568), ('batchnorm2d', 302, 118, 118, 56, 604), ('GELU', 302, 118... | GELU | 262,913,314 | 43,424,838 | 56 | 39,601 | -1 | -1 | -1 | -1 | -1 | 12 | 12 | 0 | 1 | 1 | OOM_CRASH | 2.8 | 149,771.44 | 165.65 | 149,939.89 |
input_channels:3_num_classes:96_depth:25_arch:pyramid_base_filters:95_batch:56_input_size:156_act:elu_dropout:0.22809893091733624_dropout:True_batchnorm:True.out | 25 | [('conv2d', 95, 156, 156, 56, 2660), ('batchnorm2d', 95, 156, 156, 56, 190), ('ELU', 95, 156, 156, 56, 0), ('dropout', 95, 156, 156, 56, 0), ('conv2d', 107, 156, 156, 56, 91592), ('batchnorm2d', 107, 156, 156, 56, 214), ('ELU', 107, 156, 156, 56, 0), ('dropout', 107, 156, 156, 56, 0), ('conv2d', 121, 156, 156, 56, 1166... | ELU | 1,453,542,611 | 119,663,949 | 56 | 39,421 | 31.666667 | 0.1745 | 0.622 | 0.229333 | 0.178 | 25 | 25 | 25 | 1 | 1 | OOM_CRASH | 15.68 | 776,275.36 | 456.48 | 776,747.52 |
input_channels:3_num_classes:171_depth:16_arch:pyramid_base_filters:44_batch:8_input_size:172_act:softplus_dropout:0.1899447033491477_dropout:False_batchnorm:True.out | 16 | [('conv2d', 44, 172, 172, 8, 1232), ('batchnorm2d', 44, 172, 172, 8, 88), ('Softplus', 44, 172, 172, 8, 0), ('conv2d', 55, 172, 172, 8, 21835), ('batchnorm2d', 55, 172, 172, 8, 110), ('Softplus', 55, 172, 172, 8, 0), ('conv2d', 71, 172, 172, 8, 35216), ('batchnorm2d', 71, 172, 172, 8, 142), ('Softplus', 71, 172, 172, 8... | Softplus | 654,991,712 | 48,399,705 | 8 | 29,813 | 93.015385 | 0.936781 | 0.968167 | 0.215907 | 0.015463 | 16 | 16 | 0 | 1 | 1 | SUCCESSFUL | 2.72 | 53,303.36 | 184.63 | 53,490.71 |
input_channels:3_num_classes:608_depth:6_arch:bottleneck_base_filters:59_batch:30_input_size:82_act:softplus_dropout:0.2682729761805527_dropout:False_batchnorm:False.out | 6 | [('conv2d', 118, 82, 82, 30, 3304), ('Softplus', 118, 82, 82, 30, 0), ('conv2d', 59, 82, 82, 30, 62717), ('Softplus', 59, 82, 82, 30, 0), ('conv2d', 119, 82, 82, 30, 63308), ('Softplus', 119, 82, 82, 30, 0), ('conv2d', 243, 82, 82, 30, 260496), ('Softplus', 243, 82, 82, 30, 0), ('conv2d', 495, 82, 82, 30, 1083060), ('S... | Softplus | 27,449,591 | 6,572,941 | 30 | 7,755 | -1 | -1 | -1 | -1 | -1 | 6 | 0 | 0 | 1 | 1 | SUCCESSFUL | 2.4 | 9,423.9 | 25.07 | 9,451.37 |
input_channels:1_num_classes:247_depth:9_arch:uniform_base_filters:104_batch:48_input_size:106_act:tanh_dropout:0.1076728206506899_dropout:False_batchnorm:True.out | 9 | [('conv2d', 104, 106, 106, 48, 1040), ('batchnorm2d', 104, 106, 106, 48, 208), ('Tanh', 104, 106, 106, 48, 0), ('conv2d', 104, 106, 106, 48, 97448), ('batchnorm2d', 104, 106, 106, 48, 208), ('Tanh', 104, 106, 106, 48, 0), ('conv2d', 104, 106, 106, 48, 97448), ('batchnorm2d', 104, 106, 106, 48, 208), ('Tanh', 104, 106, ... | Tanh | 31,551,286 | 808,431 | 48 | 7,097 | 91.09375 | 0.91127 | 0.950911 | 0.403143 | 0.035964 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 1.92 | 15,405.6 | 3.08 | 15,410.6 |
input_channels:1_num_classes:81_depth:15_arch:uniform_base_filters:116_batch:20_input_size:20_act:relu_dropout:0.1226871720383691_dropout:False_batchnorm:True.out | 15 | [('conv2d', 116, 20, 20, 20, 1160), ('batchnorm2d', 116, 20, 20, 20, 232), ('ReLU', 116, 20, 20, 20, 0), ('conv2d', 116, 20, 20, 20, 121220), ('batchnorm2d', 116, 20, 20, 20, 232), ('ReLU', 116, 20, 20, 20, 0), ('conv2d', 116, 20, 20, 20, 121220), ('batchnorm2d', 116, 20, 20, 20, 232), ('ReLU', 116, 20, 20, 20, 0), ('c... | ReLU | 2,088,278 | 1,711,197 | 20 | 1,915 | -1 | -1 | -1 | -1 | -1 | 15 | 15 | 0 | 1 | 1 | SUCCESSFUL | 0 | 424.8 | 6.53 | 431.33 |
input_channels:1_num_classes:597_depth:26_arch:residual_base_filters:35_batch:48_input_size:64_act:leaky_relu_dropout:0.3881133333888883_dropout:True_batchnorm:False.out | 24 | [('conv2d', 35, 64, 64, 48, 70), ('conv2d', 35, 64, 64, 48, 350), ('LeakyReLU', 35, 64, 64, 48, 0), ('dropout', 35, 64, 64, 48, 0), ('conv2d', 35, 64, 64, 48, 11060), ('LeakyReLU', 35, 64, 64, 48, 0), ('dropout', 35, 64, 64, 48, 0), ('conv2d', 40, 32, 32, 48, 1440), ('conv2d', 40, 32, 32, 48, 12640), ('LeakyReLU', 40, ... | LeakyReLU | 1,929,042 | 699,741 | 48 | 2,117 | -1 | -1 | -1 | -1 | -1 | 24 | 0 | 16 | 1 | 1 | SUCCESSFUL | 0.96 | 1,109.76 | 2.67 | 1,113.39 |
input_channels:1_num_classes:472_depth:29_arch:residual_base_filters:118_batch:62_input_size:34_act:tanh_dropout:0.1913659756084668_dropout:True_batchnorm:False.out | 18 | [('conv2d', 118, 34, 34, 62, 236), ('conv2d', 118, 34, 34, 62, 1180), ('Tanh', 118, 34, 34, 62, 0), ('dropout', 118, 34, 34, 62, 0), ('conv2d', 118, 34, 34, 62, 125434), ('Tanh', 118, 34, 34, 62, 0), ('dropout', 118, 34, 34, 62, 0), ('conv2d', 130, 17, 17, 62, 15470), ('conv2d', 130, 17, 17, 62, 138190), ('Tanh', 130, ... | Tanh | 1,730,291 | 2,565,334 | 62 | 2,301 | -1 | -1 | -1 | -1 | -1 | 18 | 0 | 12 | 1 | 1 | SUCCESSFUL | 0 | 1,285.88 | 9.79 | 1,295.67 |
input_channels:3_num_classes:857_depth:14_arch:uniform_base_filters:55_batch:30_input_size:64_act:prelu_dropout:0.4055551866008057_dropout:True_batchnorm:False.out | 14 | [('conv2d', 55, 64, 64, 30, 1540), ('PReLU', 55, 64, 64, 30, 0), ('dropout', 55, 64, 64, 30, 0), ('conv2d', 55, 64, 64, 30, 27280), ('PReLU', 55, 64, 64, 30, 0), ('dropout', 55, 64, 64, 30, 0), ('conv2d', 55, 64, 64, 30, 27280), ('PReLU', 55, 64, 64, 30, 0), ('dropout', 55, 64, 64, 30, 0), ('conv2d', 55, 64, 64, 30, 27... | PReLU | 9,463,529 | 404,172 | 30 | 2,717 | -1 | -1 | -1 | -1 | -1 | 14 | 0 | 14 | 1 | 1 | SUCCESSFUL | 1.5 | 2,887.8 | 1.54 | 2,890.84 |
input_channels:1_num_classes:654_depth:16_arch:dense_base_filters:119_batch:6_input_size:196_act:prelu_dropout:0.4053674385994406_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 196, 196, 6, 320), ('batchnorm2d', 32, 196, 196, 6, 64), ('PReLU', 32, 196, 196, 6, 0), ('conv2d', 32, 196, 196, 6, 9536), ('batchnorm2d', 32, 196, 196, 6, 64), ('PReLU', 32, 196, 196, 6, 0), ('conv2d', 32, 196, 196, 6, 18752), ('batchnorm2d', 32, 196, 196, 6, 64), ('PReLU', 32, 196, 196, 6, 0), ('conv2... | PReLU | 33,193,180 | 1,189,518 | 6 | 4,335 | 91.71875 | 0.896078 | 0.75322 | 0.377898 | 0.105519 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 0.9 | 2,731.08 | 4.54 | 2,736.52 |
input_channels:3_num_classes:280_depth:7_arch:residual_base_filters:111_batch:44_input_size:188_act:elu_dropout:0.28746102199977197_dropout:False_batchnorm:False.out | 9 | [('conv2d', 111, 188, 188, 44, 444), ('conv2d', 111, 188, 188, 44, 3108), ('ELU', 111, 188, 188, 44, 0), ('conv2d', 111, 188, 188, 44, 111000), ('ELU', 111, 188, 188, 44, 0), ('conv2d', 168, 94, 94, 44, 18816), ('conv2d', 168, 94, 94, 44, 168000), ('ELU', 168, 94, 94, 44, 0), ('conv2d', 168, 94, 94, 44, 254184), ('ELU'... | ELU | 38,304,875 | 1,641,622 | 44 | 15,253 | 90.095238 | 0.888585 | 0.9385 | 0.490148 | 0.048712 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 17.6 | 23,145.32 | 6.26 | 23,169.18 |
input_channels:1_num_classes:503_depth:21_arch:gradual_base_filters:113_batch:8_input_size:58_act:gelu_dropout:0.20170581653085182_dropout:True_batchnorm:False.out | 21 | [('conv2d', 113, 58, 58, 8, 1130), ('GELU', 113, 58, 58, 8, 0), ('dropout', 113, 58, 58, 8, 0), ('conv2d', 121, 58, 58, 8, 123178), ('GELU', 121, 58, 58, 8, 0), ('dropout', 121, 58, 58, 8, 0), ('conv2d', 129, 58, 58, 8, 140610), ('GELU', 129, 58, 58, 8, 0), ('dropout', 129, 58, 58, 8, 0), ('conv2d', 138, 58, 58, 8, 160... | GELU | 51,924,794 | 12,507,316 | 8 | 3,555 | 93.078125 | 0.92427 | 0.872182 | 0.308218 | 0.022035 | 21 | 0 | 21 | 1 | 1 | SUCCESSFUL | 0.08 | 4,225.6 | 47.71 | 4,273.39 |
input_channels:3_num_classes:846_depth:23_arch:hourglass_base_filters:48_batch:32_input_size:32_act:softplus_dropout:0.3536769316084929_dropout:False_batchnorm:True.out | 23 | [('conv2d', 48, 32, 32, 32, 1344), ('batchnorm2d', 48, 32, 32, 32, 96), ('Softplus', 48, 32, 32, 32, 0), ('conv2d', 67, 32, 32, 32, 29011), ('batchnorm2d', 67, 32, 32, 32, 134), ('Softplus', 67, 32, 32, 32, 0), ('conv2d', 94, 32, 32, 32, 56776), ('batchnorm2d', 94, 32, 32, 32, 188), ('Softplus', 94, 32, 32, 32, 0), ('c... | Softplus | 31,803,084 | 78,715,329 | 32 | 7,385 | 94.515625 | 0.931078 | 0.928528 | 0.233717 | 0.019966 | 23 | 23 | 0 | 1 | 1 | SUCCESSFUL | 0.32 | 10,352.32 | 300.28 | 10,652.92 |
input_channels:3_num_classes:221_depth:8_arch:hourglass_base_filters:67_batch:12_input_size:156_act:softplus_dropout:0.39609164739108915_dropout:False_batchnorm:True.out | 8 | [('conv2d', 67, 156, 156, 12, 1876), ('batchnorm2d', 67, 156, 156, 12, 134), ('Softplus', 67, 156, 156, 12, 0), ('conv2d', 157, 156, 156, 12, 94828), ('batchnorm2d', 157, 156, 156, 12, 314), ('Softplus', 157, 156, 156, 12, 0), ('conv2d', 370, 156, 156, 12, 523180), ('batchnorm2d', 370, 156, 156, 12, 740), ('Softplus', ... | Softplus | 213,767,933 | 13,866,883 | 12 | 17,763 | 93.307692 | 0.942187 | 0.960444 | 0.283463 | 0.022345 | 8 | 8 | 0 | 1 | 1 | SUCCESSFUL | 3.36 | 26,094.72 | 52.9 | 26,150.98 |
input_channels:3_num_classes:214_depth:26_arch:gradual_base_filters:91_batch:6_input_size:120_act:tanh_dropout:0.3286131504818817_dropout:False_batchnorm:False.out | 26 | [('conv2d', 91, 120, 120, 6, 2548), ('Tanh', 91, 120, 120, 6, 0), ('conv2d', 96, 120, 120, 6, 78720), ('Tanh', 96, 120, 120, 6, 0), ('conv2d', 102, 120, 120, 6, 88230), ('Tanh', 102, 120, 120, 6, 0), ('conv2d', 108, 120, 120, 6, 99252), ('Tanh', 108, 120, 120, 6, 0), ('conv2d', 115, 120, 120, 6, 111895), ('Tanh', 115, ... | Tanh | 158,573,634 | 11,834,310 | 6 | 5,859 | 95.333333 | 0.933444 | 0.922849 | 0.333585 | 0.009655 | 26 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.96 | 10,888.38 | 45.14 | 10,934.48 |
input_channels:1_num_classes:171_depth:7_arch:hourglass_base_filters:37_batch:30_input_size:164_act:tanh_dropout:0.22048476727507338_dropout:True_batchnorm:True.out | 7 | [('conv2d', 37, 164, 164, 30, 370), ('batchnorm2d', 37, 164, 164, 30, 74), ('Tanh', 37, 164, 164, 30, 0), ('dropout', 37, 164, 164, 30, 0), ('conv2d', 141, 164, 164, 30, 47094), ('batchnorm2d', 141, 164, 164, 30, 282), ('Tanh', 141, 164, 164, 30, 0), ('dropout', 141, 164, 164, 30, 0), ('conv2d', 537, 164, 164, 30, 6819... | Tanh | 201,935,547 | 6,502,668 | 30 | 32,109 | -1 | -1 | -1 | -1 | -1 | 7 | 7 | 7 | 1 | 1 | SUCCESSFUL | 3 | 57,774.3 | 24.81 | 57,802.11 |
input_channels:3_num_classes:139_depth:20_arch:dense_base_filters:37_batch:38_input_size:216_act:softplus_dropout:0.169389353236853_dropout:True_batchnorm:True.out | 21 | [('conv2d', 32, 216, 216, 38, 896), ('batchnorm2d', 32, 216, 216, 38, 64), ('Softplus', 32, 216, 216, 38, 0), ('dropout', 32, 216, 216, 38, 0), ('conv2d', 32, 216, 216, 38, 10112), ('batchnorm2d', 32, 216, 216, 38, 64), ('Softplus', 32, 216, 216, 38, 0), ('dropout', 32, 216, 216, 38, 0), ('conv2d', 32, 216, 216, 38, 19... | Softplus | 56,874,519 | 1,555,164 | 38 | 23,157 | 94.84375 | 0.920062 | 0.8015 | 0.409643 | 0.108164 | 21 | 21 | 20 | 1 | 1 | SUCCESSFUL | 20.14 | 28,249.96 | 5.93 | 28,276.03 |
input_channels:1_num_classes:8_depth:5_arch:hourglass_base_filters:23_batch:10_input_size:142_act:prelu_dropout:0.1104648306499656_dropout:True_batchnorm:False.out | 5 | [('conv2d', 23, 142, 142, 10, 230), ('PReLU', 23, 142, 142, 10, 0), ('dropout', 23, 142, 142, 10, 0), ('conv2d', 217, 142, 142, 10, 45136), ('PReLU', 217, 142, 142, 10, 0), ('dropout', 217, 142, 142, 10, 0), ('conv2d', 458, 142, 142, 10, 894932), ('PReLU', 458, 142, 142, 10, 0), ('dropout', 458, 142, 142, 10, 0), ('con... | PReLU | 49,784,955 | 1,382,173 | 10 | 5,235 | -1 | -1 | -1 | -1 | -1 | 5 | 0 | 5 | 1 | 1 | SUCCESSFUL | 0.8 | 5,064.4 | 5.27 | 5,070.47 |
input_channels:1_num_classes:774_depth:19_arch:bottleneck_base_filters:114_batch:40_input_size:210_act:gelu_dropout:0.35958973160449614_dropout:False_batchnorm:True.out | 19 | [('conv2d', 228, 210, 210, 40, 2280), ('batchnorm2d', 228, 210, 210, 40, 456), ('GELU', 228, 210, 210, 40, 0), ('conv2d', 114, 210, 210, 40, 234042), ('batchnorm2d', 114, 210, 210, 40, 228), ('GELU', 114, 210, 210, 40, 0), ('conv2d', 133, 210, 210, 40, 136591), ('batchnorm2d', 133, 210, 210, 40, 266), ('GELU', 133, 210... | GELU | 1,499,094,592 | 86,130,036 | 40 | 40,035 | 15 | 0.0922 | 0.239 | 0.082 | 0 | 19 | 19 | 0 | 1 | 1 | OOM_CRASH | 6.8 | 609,982.8 | 328.56 | 610,318.16 |
input_channels:3_num_classes:938_depth:29_arch:residual_base_filters:101_batch:16_input_size:188_act:gelu_dropout:0.1776215409182026_dropout:True_batchnorm:True.out | 30 | [('conv2d', 101, 188, 188, 16, 404), ('batchnorm2d', 101, 188, 188, 16, 202), ('conv2d', 101, 188, 188, 16, 2828), ('batchnorm2d', 101, 188, 188, 16, 202), ('GELU', 101, 188, 188, 16, 0), ('dropout', 101, 188, 188, 16, 0), ('conv2d', 101, 188, 188, 16, 91910), ('batchnorm2d', 101, 188, 188, 16, 202), ('GELU', 101, 188,... | GELU | 65,717,543 | 5,689,212 | 16 | 6,793 | -1 | -1 | -1 | -1 | -1 | 30 | 30 | 20 | 1 | 1 | SUCCESSFUL | 6.4 | 10,428.8 | 21.7 | 10,456.9 |
input_channels:3_num_classes:426_depth:2_arch:hourglass_base_filters:111_batch:8_input_size:96_act:elu_dropout:0.173227398048738_dropout:False_batchnorm:True.out | 2 | [('conv2d', 111, 96, 96, 8, 3108), ('batchnorm2d', 111, 96, 96, 8, 222), ('ELU', 111, 96, 96, 8, 0), ('conv2d', 111, 96, 96, 8, 111000), ('batchnorm2d', 111, 96, 96, 8, 222), ('ELU', 111, 96, 96, 8, 0), ('adaptive_avg_pool2d', 0, 0, 111, 8, 0), ('linear', 0, 0, 426, 8, 47712), ('softmax', 0, 0, 426, 8, 0)] | ELU | 6,138,819 | 162,264 | 8 | 2,141 | 73.730159 | 0.696875 | 0.598241 | 0.271333 | 0.044855 | 2 | 2 | 0 | 1 | 1 | SUCCESSFUL | 0.88 | 499.52 | 0.62 | 501.02 |
input_channels:1_num_classes:2_depth:1_arch:uniform_base_filters:125_batch:8_input_size:162_act:elu_dropout:0.15259870824084298_dropout:True_batchnorm:True.out | 1 | [('conv2d', 125, 162, 162, 8, 1250), ('batchnorm2d', 125, 162, 162, 8, 250), ('ELU', 125, 162, 162, 8, 0), ('dropout', 125, 162, 162, 8, 0), ('adaptive_avg_pool2d', 0, 0, 125, 8, 0), ('linear', 0, 0, 2, 8, 252), ('softmax', 0, 0, 2, 8, 0)] | ELU | 13,122,129 | 1,752 | 8 | 2,361 | -1 | -1 | -1 | -1 | -1 | 1 | 1 | 1 | 1 | 1 | SUCCESSFUL | 0.8 | 1,001.12 | 0.01 | 1,001.93 |
input_channels:3_num_classes:204_depth:18_arch:residual_base_filters:26_batch:26_input_size:60_act:gelu_dropout:0.43565779238032776_dropout:False_batchnorm:True.out | 18 | [('conv2d', 26, 60, 60, 26, 104), ('batchnorm2d', 26, 60, 60, 26, 52), ('conv2d', 26, 60, 60, 26, 728), ('batchnorm2d', 26, 60, 60, 26, 52), ('GELU', 26, 60, 60, 26, 0), ('conv2d', 26, 60, 60, 26, 6110), ('batchnorm2d', 26, 60, 60, 26, 52), ('GELU', 26, 60, 60, 26, 0), ('conv2d', 33, 30, 30, 26, 891), ('batchnorm2d', 3... | GELU | 1,551,639 | 328,192 | 26 | 1,915 | -1 | -1 | -1 | -1 | -1 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 1.04 | 423.28 | 1.25 | 425.57 |
input_channels:1_num_classes:511_depth:3_arch:bottleneck_base_filters:42_batch:6_input_size:88_act:relu_dropout:0.4454124099834206_dropout:False_batchnorm:False.out | 3 | [('conv2d', 84, 88, 88, 6, 840), ('ReLU', 84, 88, 88, 6, 0), ('conv2d', 42, 88, 88, 6, 31794), ('ReLU', 42, 88, 88, 6, 0), ('conv2d', 293, 88, 88, 6, 111047), ('ReLU', 293, 88, 88, 6, 0), ('adaptive_avg_pool2d', 0, 0, 293, 6, 0), ('linear', 0, 0, 511, 6, 150234), ('softmax', 0, 0, 511, 6, 0)] | ReLU | 6,490,787 | 293,915 | 6 | 2,011 | 74.375 | 0.741063 | 0.597296 | 0.302759 | 0.010963 | 3 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.18 | 445.68 | 1.12 | 446.98 |
input_channels:1_num_classes:35_depth:14_arch:hourglass_base_filters:45_batch:12_input_size:112_act:elu_dropout:0.31355101802656843_dropout:False_batchnorm:True.out | 14 | [('conv2d', 45, 112, 112, 12, 450), ('batchnorm2d', 45, 112, 112, 12, 90), ('ELU', 45, 112, 112, 12, 0), ('conv2d', 77, 112, 112, 12, 31262), ('batchnorm2d', 77, 112, 112, 12, 154), ('ELU', 77, 112, 112, 12, 0), ('conv2d', 133, 112, 112, 12, 92302), ('batchnorm2d', 133, 112, 112, 12, 266), ('ELU', 133, 112, 112, 12, 0)... | ELU | 207,578,227 | 34,754,000 | 12 | 15,749 | 95.53125 | 0.926369 | 0.946111 | 0.23487 | 0.017964 | 14 | 14 | 0 | 1 | 1 | SUCCESSFUL | 0.6 | 25,339.08 | 132.58 | 25,472.26 |
input_channels:1_num_classes:640_depth:17_arch:bottleneck_base_filters:124_batch:46_input_size:168_act:prelu_dropout:0.33796711620901265_dropout:True_batchnorm:False.out | 17 | [('conv2d', 248, 168, 168, 46, 2480), ('PReLU', 248, 168, 168, 46, 0), ('dropout', 248, 168, 168, 46, 0), ('conv2d', 124, 168, 168, 46, 276892), ('PReLU', 124, 168, 168, 46, 0), ('dropout', 124, 168, 168, 46, 0), ('conv2d', 147, 168, 168, 46, 164199), ('PReLU', 147, 168, 168, 46, 0), ('dropout', 147, 168, 168, 46, 0), ... | PReLU | 870,515,830 | 76,348,245 | 46 | 38,371 | 9.75 | 0.042 | 0.417 | 0.086 | 0 | 17 | 0 | 17 | 1 | 1 | OOM_CRASH | 5.06 | 407,345.64 | 291.25 | 407,641.95 |
input_channels:3_num_classes:761_depth:23_arch:gradual_base_filters:85_batch:22_input_size:72_act:softplus_dropout:0.2667952068976807_dropout:False_batchnorm:False.out | 23 | [('conv2d', 85, 72, 72, 22, 2380), ('Softplus', 85, 72, 72, 22, 0), ('conv2d', 91, 72, 72, 22, 69706), ('Softplus', 91, 72, 72, 22, 0), ('conv2d', 97, 72, 72, 22, 79540), ('Softplus', 97, 72, 72, 22, 0), ('conv2d', 104, 72, 72, 22, 90896), ('Softplus', 104, 72, 72, 22, 0), ('conv2d', 112, 72, 72, 22, 104944), ('Softplu... | Softplus | 47,974,647 | 9,648,124 | 22 | 8,315 | 92 | 0.919231 | 0.90039 | 0.327102 | 0.024724 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 1.32 | 12,078.44 | 36.8 | 12,116.56 |
input_channels:3_num_classes:791_depth:3_arch:dense_base_filters:68_batch:42_input_size:202_act:tanh_dropout:0.3867155566327959_dropout:False_batchnorm:True.out | 0 | [] | null | 0 | 0 | 42 | 1,471 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:345_depth:17_arch:residual_base_filters:45_batch:54_input_size:34_act:relu_dropout:0.46363446744035164_dropout:False_batchnorm:True.out | 18 | [('conv2d', 45, 34, 34, 54, 90), ('batchnorm2d', 45, 34, 34, 54, 90), ('conv2d', 45, 34, 34, 54, 450), ('batchnorm2d', 45, 34, 34, 54, 90), ('ReLU', 45, 34, 34, 54, 0), ('conv2d', 45, 34, 34, 54, 18270), ('batchnorm2d', 45, 34, 34, 54, 90), ('ReLU', 45, 34, 34, 54, 0), ('conv2d', 56, 17, 17, 54, 2576), ('batchnorm2d', ... | ReLU | 864,204 | 868,109 | 54 | 1,935 | 43.753846 | 0.444815 | 0.259862 | 0.093672 | 0.013017 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 0 | 489.24 | 3.31 | 492.55 |
input_channels:1_num_classes:826_depth:9_arch:gradual_base_filters:108_batch:48_input_size:88_act:tanh_dropout:0.19556589261635177_dropout:True_batchnorm:True.out | 9 | [('conv2d', 108, 88, 88, 48, 1080), ('batchnorm2d', 108, 88, 88, 48, 216), ('Tanh', 108, 88, 88, 48, 0), ('dropout', 108, 88, 88, 48, 0), ('conv2d', 127, 88, 88, 48, 123571), ('batchnorm2d', 127, 88, 88, 48, 254), ('Tanh', 127, 88, 88, 48, 0), ('dropout', 127, 88, 88, 48, 0), ('conv2d', 149, 88, 88, 48, 170456), ('batc... | Tanh | 63,100,163 | 4,378,195 | 48 | 13,799 | 93.515625 | 0.927921 | 0.939321 | 0.372179 | 0.024071 | 9 | 9 | 9 | 1 | 1 | SUCCESSFUL | 1.44 | 28,884.96 | 16.7 | 28,903.1 |
input_channels:3_num_classes:159_depth:21_arch:residual_base_filters:49_batch:24_input_size:164_act:softplus_dropout:0.41023087017564475_dropout:True_batchnorm:False.out | 30 | [('conv2d', 49, 164, 164, 24, 196), ('conv2d', 49, 164, 164, 24, 1372), ('Softplus', 49, 164, 164, 24, 0), ('dropout', 49, 164, 164, 24, 0), ('conv2d', 49, 164, 164, 24, 21658), ('Softplus', 49, 164, 164, 24, 0), ('dropout', 49, 164, 164, 24, 0), ('conv2d', 58, 82, 82, 24, 2900), ('conv2d', 58, 82, 82, 24, 25636), ('So... | Softplus | 18,527,740 | 3,328,165 | 24 | 3,885 | 89.59375 | 0.862889 | 0.793902 | 0.420392 | 0.077804 | 30 | 0 | 20 | 1 | 1 | SUCCESSFUL | 7.44 | 5,331.12 | 12.7 | 5,351.26 |
input_channels:3_num_classes:644_depth:23_arch:hourglass_base_filters:114_batch:18_input_size:164_act:softplus_dropout:0.19676263364958266_dropout:True_batchnorm:True.out | 23 | [('conv2d', 114, 164, 164, 18, 3192), ('batchnorm2d', 114, 164, 164, 18, 228), ('Softplus', 114, 164, 164, 18, 0), ('dropout', 114, 164, 164, 18, 0), ('conv2d', 148, 164, 164, 18, 151996), ('batchnorm2d', 148, 164, 164, 18, 296), ('Softplus', 148, 164, 164, 18, 0), ('dropout', 148, 164, 164, 18, 0), ('conv2d', 192, 164... | Softplus | 1,456,150,842 | 112,358,561 | 18 | 39,997 | -1 | -1 | -1 | -1 | -1 | 23 | 23 | 23 | 1 | 1 | OOM_CRASH | 5.58 | 249,964.74 | 428.61 | 250,398.93 |
input_channels:3_num_classes:84_depth:19_arch:bottleneck_base_filters:79_batch:8_input_size:52_act:prelu_dropout:0.2599757633273626_dropout:False_batchnorm:False.out | 19 | [('conv2d', 158, 52, 52, 8, 4424), ('PReLU', 158, 52, 52, 8, 0), ('conv2d', 79, 52, 52, 8, 112417), ('PReLU', 79, 52, 52, 8, 0), ('conv2d', 94, 52, 52, 8, 66928), ('PReLU', 94, 52, 52, 8, 0), ('conv2d', 113, 52, 52, 8, 95711), ('PReLU', 113, 52, 52, 8, 0), ('conv2d', 135, 52, 52, 8, 137430), ('PReLU', 135, 52, 52, 8, 0... | PReLU | 54,525,333 | 72,335,072 | 8 | 7,015 | 94.546875 | 0.932032 | 0.922316 | 0.241632 | 0.005491 | 19 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.24 | 4,991.92 | 275.94 | 5,268.1 |
input_channels:1_num_classes:393_depth:22_arch:gradual_base_filters:41_batch:50_input_size:48_act:softplus_dropout:0.4733402089398555_dropout:False_batchnorm:False.out | 22 | [('conv2d', 41, 48, 48, 50, 410), ('Softplus', 41, 48, 48, 50, 0), ('conv2d', 44, 48, 48, 50, 16280), ('Softplus', 44, 48, 48, 50, 0), ('conv2d', 48, 48, 48, 50, 19056), ('Softplus', 48, 48, 48, 50, 0), ('conv2d', 53, 48, 48, 50, 22949), ('Softplus', 53, 48, 48, 50, 0), ('conv2d', 58, 48, 48, 50, 27724), ('Softplus', 5... | Softplus | 12,276,763 | 3,551,178 | 50 | 5,627 | 90.938462 | 0.894391 | 0.872464 | 0.3685 | 0.034852 | 22 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.5 | 7,024.5 | 13.55 | 7,038.55 |
input_channels:1_num_classes:634_depth:19_arch:pyramid_base_filters:50_batch:38_input_size:76_act:selu_dropout:0.43799320556703014_dropout:True_batchnorm:False.out | 19 | [('conv2d', 50, 76, 76, 38, 500), ('SELU', 50, 76, 76, 38, 0), ('dropout', 50, 76, 76, 38, 0), ('conv2d', 60, 76, 76, 38, 27060), ('SELU', 60, 76, 76, 38, 0), ('dropout', 60, 76, 76, 38, 0), ('conv2d', 73, 76, 76, 38, 39493), ('SELU', 73, 76, 76, 38, 0), ('dropout', 73, 76, 76, 38, 0), ('conv2d', 89, 76, 76, 38, 58562)... | SELU | 160,252,296 | 65,871,220 | 38 | 30,227 | 95.546875 | 0.916576 | 0.949483 | 0.208034 | 0.006947 | 19 | 0 | 19 | 1 | 1 | SUCCESSFUL | 0.76 | 61,946.08 | 251.28 | 62,198.12 |
input_channels:3_num_classes:99_depth:9_arch:bottleneck_base_filters:113_batch:48_input_size:4_act:prelu_dropout:0.11694682170902625_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 48 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:3_num_classes:251_depth:9_arch:hourglass_base_filters:83_batch:38_input_size:54_act:tanh_dropout:0.22111147736071937_dropout:True_batchnorm:True.out | 9 | [('conv2d', 83, 54, 54, 38, 2324), ('batchnorm2d', 83, 54, 54, 38, 166), ('Tanh', 83, 54, 54, 38, 0), ('dropout', 83, 54, 54, 38, 0), ('conv2d', 184, 54, 54, 38, 137632), ('batchnorm2d', 184, 54, 54, 38, 368), ('Tanh', 184, 54, 54, 38, 0), ('dropout', 184, 54, 54, 38, 0), ('conv2d', 412, 54, 54, 38, 682684), ('batchnor... | Tanh | 44,113,833 | 20,743,761 | 38 | 9,333 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 9 | 1 | 1 | SUCCESSFUL | 1.14 | 15,986.6 | 79.13 | 16,066.87 |
input_channels:3_num_classes:15_depth:23_arch:gradual_base_filters:56_batch:48_input_size:112_act:gelu_dropout:0.14760030448145908_dropout:False_batchnorm:False.out | 23 | [('conv2d', 56, 112, 112, 48, 1568), ('GELU', 56, 112, 112, 48, 0), ('conv2d', 60, 112, 112, 48, 30300), ('GELU', 60, 112, 112, 48, 0), ('conv2d', 65, 112, 112, 48, 35165), ('GELU', 65, 112, 112, 48, 0), ('conv2d', 70, 112, 112, 48, 41020), ('GELU', 70, 112, 112, 48, 0), ('conv2d', 76, 112, 112, 48, 47956), ('GELU', 76... | GELU | 86,829,911 | 5,432,759 | 48 | 26,705 | 93.953846 | 0.94073 | 0.937648 | 0.372963 | 0.027564 | 23 | 0 | 0 | 1 | 1 | SUCCESSFUL | 6.72 | 47,697.12 | 20.72 | 47,724.56 |
input_channels:3_num_classes:898_depth:3_arch:dense_base_filters:62_batch:32_input_size:94_act:gelu_dropout:0.4548320489379427_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 32 | 1,451 | 10.169492 | 0.037984 | 0.003302 | 0.001 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:939_depth:10_arch:bottleneck_base_filters:43_batch:20_input_size:46_act:elu_dropout:0.32984511205800404_dropout:True_batchnorm:True.out | 10 | [('conv2d', 86, 46, 46, 20, 860), ('batchnorm2d', 86, 46, 46, 20, 172), ('ELU', 86, 46, 46, 20, 0), ('dropout', 86, 46, 46, 20, 0), ('conv2d', 43, 46, 46, 20, 33325), ('batchnorm2d', 43, 46, 46, 20, 86), ('ELU', 43, 46, 46, 20, 0), ('dropout', 43, 46, 46, 20, 0), ('conv2d', 66, 46, 46, 20, 25608), ('batchnorm2d', 66, 4... | ELU | 32,344,155 | 19,312,581 | 20 | 4,897 | 92.140625 | 0.933127 | 0.890093 | 0.266333 | 0.018891 | 10 | 10 | 10 | 1 | 1 | SUCCESSFUL | 0.2 | 6,169 | 73.67 | 6,242.87 |
input_channels:1_num_classes:459_depth:22_arch:bottleneck_base_filters:40_batch:14_input_size:78_act:swish_dropout:0.22132177484959797_dropout:True_batchnorm:True.out | 22 | [('conv2d', 80, 78, 78, 14, 800), ('batchnorm2d', 80, 78, 78, 14, 160), ('SiLU', 80, 78, 78, 14, 0), ('dropout', 80, 78, 78, 14, 0), ('conv2d', 40, 78, 78, 14, 28840), ('batchnorm2d', 40, 78, 78, 14, 80), ('SiLU', 40, 78, 78, 14, 0), ('dropout', 40, 78, 78, 14, 0), ('conv2d', 48, 78, 78, 14, 17328), ('batchnorm2d', 48,... | SiLU | 238,836,119 | 69,547,494 | 14 | 21,301 | -1 | -1 | -1 | -1 | -1 | 22 | 22 | 22 | 1 | 1 | SUCCESSFUL | 0.28 | 31,887.94 | 265.3 | 32,153.52 |
input_channels:1_num_classes:66_depth:3_arch:bottleneck_base_filters:25_batch:50_input_size:24_act:prelu_dropout:0.11949661167912384_dropout:False_batchnorm:True.out | 3 | [('conv2d', 50, 24, 24, 50, 500), ('batchnorm2d', 50, 24, 24, 50, 100), ('PReLU', 50, 24, 24, 50, 0), ('conv2d', 25, 24, 24, 50, 11275), ('batchnorm2d', 25, 24, 24, 50, 50), ('PReLU', 25, 24, 24, 50, 0), ('conv2d', 226, 24, 24, 50, 51076), ('batchnorm2d', 226, 24, 24, 50, 452), ('PReLU', 226, 24, 24, 50, 0), ('adaptive... | PReLU | 520,486 | 78,435 | 50 | 1,959 | -1 | -1 | -1 | -1 | -1 | 3 | 3 | 0 | 1 | 1 | SUCCESSFUL | 0 | 264.5 | 0.3 | 264.8 |
input_channels:1_num_classes:835_depth:14_arch:hourglass_base_filters:46_batch:2_input_size:112_act:swish_dropout:0.3633543340762534_dropout:False_batchnorm:True.out | 14 | [('conv2d', 46, 112, 112, 2, 460), ('batchnorm2d', 46, 112, 112, 2, 92), ('SiLU', 46, 112, 112, 2, 0), ('conv2d', 79, 112, 112, 2, 32785), ('batchnorm2d', 79, 112, 112, 2, 158), ('SiLU', 79, 112, 112, 2, 0), ('conv2d', 136, 112, 112, 2, 96832), ('batchnorm2d', 136, 112, 112, 2, 272), ('SiLU', 136, 112, 112, 2, 0), ('co... | SiLU | 209,160,372 | 35,156,045 | 2 | 4,281 | -1 | -1 | -1 | -1 | -1 | 14 | 14 | 0 | 1 | 1 | SUCCESSFUL | 0.1 | 4,255.36 | 134.11 | 4,389.57 |
input_channels:1_num_classes:845_depth:3_arch:gradual_base_filters:110_batch:34_input_size:16_act:selu_dropout:0.4985804556418312_dropout:True_batchnorm:False.out | 3 | [('conv2d', 110, 16, 16, 34, 1100), ('SELU', 110, 16, 16, 34, 0), ('dropout', 110, 16, 16, 34, 0), ('conv2d', 179, 16, 16, 34, 177389), ('SELU', 179, 16, 16, 34, 0), ('dropout', 179, 16, 16, 34, 0), ('conv2d', 291, 16, 16, 34, 469092), ('SELU', 291, 16, 16, 34, 0), ('dropout', 291, 16, 16, 34, 0), ('adaptive_avg_pool2d... | SELU | 447,421 | 894,321 | 34 | 1,813 | 28.637931 | 0.325409 | 0.211576 | 0.074424 | 0.00781 | 3 | 0 | 3 | 1 | 1 | SUCCESSFUL | 0 | 154.7 | 3.41 | 158.11 |
input_channels:1_num_classes:822_depth:17_arch:uniform_base_filters:66_batch:40_input_size:58_act:relu_dropout:0.46807554588928735_dropout:True_batchnorm:True.out | 17 | [('conv2d', 66, 58, 58, 40, 660), ('batchnorm2d', 66, 58, 58, 40, 132), ('ReLU', 66, 58, 58, 40, 0), ('dropout', 66, 58, 58, 40, 0), ('conv2d', 66, 58, 58, 40, 39270), ('batchnorm2d', 66, 58, 58, 40, 132), ('ReLU', 66, 58, 58, 40, 0), ('dropout', 66, 58, 58, 40, 0), ('conv2d', 66, 58, 58, 40, 39270), ('batchnorm2d', 66... | ReLU | 15,099,342 | 686,298 | 40 | 3,813 | -1 | -1 | -1 | -1 | -1 | 17 | 17 | 17 | 1 | 1 | SUCCESSFUL | 0.4 | 5,760 | 2.62 | 5,763.02 |
input_channels:1_num_classes:596_depth:26_arch:bottleneck_base_filters:85_batch:4_input_size:128_act:prelu_dropout:0.1946917599814361_dropout:True_batchnorm:True.out | 26 | [('conv2d', 170, 128, 128, 4, 1700), ('batchnorm2d', 170, 128, 128, 4, 340), ('PReLU', 170, 128, 128, 4, 0), ('dropout', 170, 128, 128, 4, 0), ('conv2d', 85, 128, 128, 4, 130135), ('batchnorm2d', 85, 128, 128, 4, 170), ('PReLU', 85, 128, 128, 4, 0), ('dropout', 85, 128, 128, 4, 0), ('conv2d', 96, 128, 128, 4, 73536), (... | PReLU | 958,073,779 | 115,500,140 | 4 | 27,291 | 92.707692 | 0.934969 | 0.951255 | 0.25487 | 0.009125 | 26 | 26 | 26 | 1 | 1 | SUCCESSFUL | 0.24 | 36,547.6 | 440.6 | 36,988.44 |
input_channels:1_num_classes:928_depth:20_arch:bottleneck_base_filters:71_batch:6_input_size:78_act:relu_dropout:0.4394746914826413_dropout:False_batchnorm:False.out | 20 | [('conv2d', 142, 78, 78, 6, 1420), ('ReLU', 142, 78, 78, 6, 0), ('conv2d', 71, 78, 78, 6, 90809), ('ReLU', 71, 78, 78, 6, 0), ('conv2d', 84, 78, 78, 6, 53760), ('ReLU', 84, 78, 78, 6, 0), ('conv2d', 101, 78, 78, 6, 76457), ('ReLU', 101, 78, 78, 6, 0), ('conv2d', 120, 78, 78, 6, 109200), ('ReLU', 120, 78, 78, 6, 0), ('c... | ReLU | 125,918,035 | 75,980,857 | 6 | 10,261 | -1 | -1 | -1 | -1 | -1 | 20 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.12 | 8,646 | 289.84 | 8,935.96 |
input_channels:3_num_classes:352_depth:16_arch:hourglass_base_filters:51_batch:26_input_size:34_act:gelu_dropout:0.4745235655011236_dropout:True_batchnorm:True.out | 16 | [('conv2d', 51, 34, 34, 26, 1428), ('batchnorm2d', 51, 34, 34, 26, 102), ('GELU', 51, 34, 34, 26, 0), ('dropout', 51, 34, 34, 26, 0), ('conv2d', 80, 34, 34, 26, 36800), ('batchnorm2d', 80, 34, 34, 26, 160), ('GELU', 80, 34, 34, 26, 0), ('dropout', 80, 34, 34, 26, 0), ('conv2d', 128, 34, 34, 26, 92288), ('batchnorm2d', ... | GELU | 31,443,955 | 46,269,931 | 26 | 5,293 | -1 | -1 | -1 | -1 | -1 | 16 | 16 | 16 | 1 | 1 | SUCCESSFUL | 0.26 | 7,796.62 | 176.51 | 7,973.39 |
input_channels:3_num_classes:848_depth:9_arch:dense_base_filters:115_batch:26_input_size:44_act:gelu_dropout:0.4464743823600442_dropout:False_batchnorm:True.out | 9 | [('conv2d', 32, 44, 44, 26, 896), ('batchnorm2d', 32, 44, 44, 26, 64), ('GELU', 32, 44, 44, 26, 0), ('conv2d', 32, 44, 44, 26, 10112), ('batchnorm2d', 32, 44, 44, 26, 64), ('GELU', 32, 44, 44, 26, 0), ('conv2d', 32, 44, 44, 26, 19328), ('batchnorm2d', 32, 44, 44, 26, 64), ('GELU', 32, 44, 44, 26, 0), ('conv2d', 32, 44,... | GELU | 1,308,689 | 362,918 | 26 | 2,033 | -1 | -1 | -1 | -1 | -1 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 0.52 | 427.44 | 1.38 | 429.34 |
input_channels:1_num_classes:971_depth:9_arch:gradual_base_filters:66_batch:8_input_size:72_act:mish_dropout:0.2531741488388146_dropout:False_batchnorm:True.out | 9 | [('conv2d', 66, 72, 72, 8, 660), ('batchnorm2d', 66, 72, 72, 8, 132), ('Mish', 66, 72, 72, 8, 0), ('conv2d', 79, 72, 72, 8, 47005), ('batchnorm2d', 79, 72, 72, 8, 158), ('Mish', 79, 72, 72, 8, 0), ('conv2d', 96, 72, 72, 8, 68352), ('batchnorm2d', 96, 72, 72, 8, 192), ('Mish', 96, 72, 72, 8, 0), ('conv2d', 116, 72, 72, ... | Mish | 22,241,605 | 2,350,340 | 8 | 2,901 | 89.3125 | 0.859738 | 0.784574 | 0.30863 | 0.050904 | 9 | 9 | 0 | 1 | 1 | SUCCESSFUL | 0.16 | 1,810 | 8.97 | 1,819.13 |
input_channels:3_num_classes:736_depth:21_arch:residual_base_filters:85_batch:52_input_size:198_act:tanh_dropout:0.3518995331313727_dropout:False_batchnorm:True.out | 30 | [('conv2d', 85, 198, 198, 52, 340), ('batchnorm2d', 85, 198, 198, 52, 170), ('conv2d', 85, 198, 198, 52, 2380), ('batchnorm2d', 85, 198, 198, 52, 170), ('Tanh', 85, 198, 198, 52, 0), ('conv2d', 85, 198, 198, 52, 65110), ('batchnorm2d', 85, 198, 198, 52, 170), ('Tanh', 85, 198, 198, 52, 0), ('conv2d', 98, 99, 99, 52, 84... | Tanh | 51,923,132 | 7,239,816 | 52 | 16,203 | -1 | -1 | -1 | -1 | -1 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 23.4 | 28,323.88 | 27.62 | 28,374.9 |
input_channels:3_num_classes:668_depth:17_arch:bottleneck_base_filters:122_batch:4_input_size:156_act:tanh_dropout:0.1342660941597862_dropout:False_batchnorm:True.out | 17 | [('conv2d', 244, 156, 156, 4, 6832), ('batchnorm2d', 244, 156, 156, 4, 488), ('Tanh', 244, 156, 156, 4, 0), ('conv2d', 122, 156, 156, 4, 268034), ('batchnorm2d', 122, 156, 156, 4, 244), ('Tanh', 122, 156, 156, 4, 0), ('conv2d', 145, 156, 156, 4, 159355), ('batchnorm2d', 145, 156, 156, 4, 290), ('Tanh', 145, 156, 156, 4... | Tanh | 746,655,868 | 75,851,681 | 4 | 24,681 | 92.681818 | 0.912303 | 0.975585 | 0.242906 | 0.010644 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 1.12 | 30,381.48 | 289.35 | 30,671.95 |
input_channels:3_num_classes:492_depth:21_arch:pyramid_base_filters:51_batch:46_input_size:64_act:relu_dropout:0.15877797868602334_dropout:True_batchnorm:False.out | 21 | [('conv2d', 51, 64, 64, 46, 1428), ('ReLU', 51, 64, 64, 46, 0), ('dropout', 51, 64, 64, 46, 0), ('conv2d', 60, 64, 64, 46, 27600), ('ReLU', 60, 64, 64, 46, 0), ('dropout', 60, 64, 64, 46, 0), ('conv2d', 72, 64, 64, 46, 38952), ('ReLU', 72, 64, 64, 46, 0), ('dropout', 72, 64, 64, 46, 0), ('conv2d', 86, 64, 64, 46, 55814... | ReLU | 127,515,277 | 75,827,226 | 46 | 27,403 | 93.430769 | 0.936281 | 0.959073 | 0.237764 | 0.004286 | 21 | 0 | 21 | 1 | 1 | SUCCESSFUL | 2.3 | 59,668.9 | 289.26 | 59,960.46 |
input_channels:3_num_classes:680_depth:5_arch:hourglass_base_filters:110_batch:18_input_size:156_act:tanh_dropout:0.3911541725483838_dropout:True_batchnorm:True.out | 5 | [('conv2d', 110, 156, 156, 18, 3080), ('batchnorm2d', 110, 156, 156, 18, 220), ('Tanh', 110, 156, 156, 18, 0), ('dropout', 110, 156, 156, 18, 0), ('conv2d', 474, 156, 156, 18, 469734), ('batchnorm2d', 474, 156, 156, 18, 948), ('Tanh', 474, 156, 156, 18, 0), ('dropout', 474, 156, 156, 18, 0), ('conv2d', 772, 156, 156, 1... | Tanh | 171,034,878 | 6,156,291 | 18 | 20,529 | -1 | -1 | -1 | -1 | -1 | 5 | 5 | 5 | 1 | 1 | SUCCESSFUL | 5.04 | 29,359.98 | 23.48 | 29,388.5 |
input_channels:3_num_classes:777_depth:1_arch:gradual_base_filters:76_batch:28_input_size:64_act:elu_dropout:0.2031792583315838_dropout:False_batchnorm:True.out | 1 | [('conv2d', 76, 64, 64, 28, 2128), ('batchnorm2d', 76, 64, 64, 28, 152), ('ELU', 76, 64, 64, 28, 0), ('adaptive_avg_pool2d', 0, 0, 76, 28, 0), ('linear', 0, 0, 777, 28, 59829), ('softmax', 0, 0, 777, 28, 0)] | ELU | 935,518 | 62,109 | 28 | 1,913 | 26.639344 | 0.285609 | 0.196714 | 0.081982 | 0.035196 | 1 | 1 | 0 | 1 | 1 | SUCCESSFUL | 1.4 | 266.28 | 0.24 | 267.92 |
input_channels:1_num_classes:896_depth:9_arch:residual_base_filters:101_batch:28_input_size:160_act:tanh_dropout:0.18726661417750098_dropout:True_batchnorm:False.out | 12 | [('conv2d', 101, 160, 160, 28, 202), ('conv2d', 101, 160, 160, 28, 1010), ('Tanh', 101, 160, 160, 28, 0), ('dropout', 101, 160, 160, 28, 0), ('conv2d', 101, 160, 160, 28, 91910), ('Tanh', 101, 160, 160, 28, 0), ('dropout', 101, 160, 160, 28, 0), ('conv2d', 141, 80, 80, 28, 14382), ('conv2d', 141, 80, 80, 28, 128310), (... | Tanh | 36,323,667 | 2,513,022 | 28 | 7,037 | 90.40625 | 0.876031 | 0.913673 | 0.474945 | 0.02983 | 12 | 0 | 8 | 1 | 1 | SUCCESSFUL | 2.8 | 12,193.44 | 9.59 | 12,205.83 |
input_channels:3_num_classes:941_depth:10_arch:dense_base_filters:104_batch:18_input_size:224_act:relu_dropout:0.4436682531579532_dropout:False_batchnorm:False.out | 9 | [('conv2d', 32, 224, 224, 18, 896), ('ReLU', 32, 224, 224, 18, 0), ('conv2d', 32, 224, 224, 18, 10112), ('ReLU', 32, 224, 224, 18, 0), ('conv2d', 32, 224, 224, 18, 19328), ('ReLU', 32, 224, 224, 18, 0), ('conv2d', 32, 224, 224, 18, 28544), ('ReLU', 32, 224, 224, 18, 0), ('conv2d', 65, 224, 224, 18, 8580), ('ReLU', 65, ... | ReLU | 22,581,275 | 380,318 | 18 | 6,649 | 92.09375 | 0.891875 | 0.854685 | 0.443093 | 0.138208 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 10.26 | 6,110.46 | 1.45 | 6,122.17 |
input_channels:3_num_classes:457_depth:8_arch:pyramid_base_filters:111_batch:34_input_size:166_act:selu_dropout:0.24713351837742614_dropout:True_batchnorm:True.out | 8 | [('conv2d', 111, 166, 166, 34, 3108), ('batchnorm2d', 111, 166, 166, 34, 222), ('SELU', 111, 166, 166, 34, 0), ('dropout', 111, 166, 166, 34, 0), ('conv2d', 159, 166, 166, 34, 159000), ('batchnorm2d', 159, 166, 166, 34, 318), ('SELU', 159, 166, 166, 34, 0), ('dropout', 159, 166, 166, 34, 0), ('conv2d', 230, 166, 166, 3... | SELU | 485,318,608 | 24,940,822 | 34 | 39,709 | -1 | -1 | -1 | -1 | -1 | 8 | 8 | 8 | 1 | 1 | OOM_CRASH | 10.88 | 157,363.9 | 95.14 | 157,469.92 |
input_channels:1_num_classes:883_depth:9_arch:gradual_base_filters:55_batch:62_input_size:116_act:relu_dropout:0.3008670272816057_dropout:True_batchnorm:False.out | 9 | [('conv2d', 55, 116, 116, 62, 550), ('ReLU', 55, 116, 116, 62, 0), ('dropout', 55, 116, 116, 62, 0), ('conv2d', 67, 116, 116, 62, 33232), ('ReLU', 67, 116, 116, 62, 0), ('dropout', 67, 116, 116, 62, 0), ('conv2d', 82, 116, 116, 62, 49528), ('ReLU', 82, 116, 116, 62, 0), ('dropout', 82, 116, 116, 62, 0), ('conv2d', 100,... | ReLU | 50,744,616 | 1,843,850 | 62 | 15,803 | 91.390625 | 0.920397 | 0.9186 | 0.424255 | 0.011926 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 3.1 | 32,004.4 | 7.03 | 32,014.53 |
input_channels:3_num_classes:399_depth:17_arch:residual_base_filters:75_batch:4_input_size:166_act:prelu_dropout:0.18919502578167746_dropout:True_batchnorm:True.out | 24 | [('conv2d', 75, 166, 166, 4, 300), ('batchnorm2d', 75, 166, 166, 4, 150), ('conv2d', 75, 166, 166, 4, 2100), ('batchnorm2d', 75, 166, 166, 4, 150), ('PReLU', 75, 166, 166, 4, 0), ('dropout', 75, 166, 166, 4, 0), ('conv2d', 75, 166, 166, 4, 50700), ('batchnorm2d', 75, 166, 166, 4, 150), ('PReLU', 75, 166, 166, 4, 0), ('... | PReLU | 42,038,960 | 4,437,185 | 4 | 2,501 | 79.09375 | 0.777906 | 0.585107 | 0.249607 | 0.02486 | 24 | 24 | 16 | 1 | 1 | SUCCESSFUL | 1.28 | 1,667.8 | 16.93 | 1,686.01 |
input_channels:3_num_classes:880_depth:16_arch:residual_base_filters:68_batch:42_input_size:84_act:softplus_dropout:0.40442453449570237_dropout:True_batchnorm:True.out | 24 | [('conv2d', 68, 84, 84, 42, 272), ('batchnorm2d', 68, 84, 84, 42, 136), ('conv2d', 68, 84, 84, 42, 1904), ('batchnorm2d', 68, 84, 84, 42, 136), ('Softplus', 68, 84, 84, 42, 0), ('dropout', 68, 84, 84, 42, 0), ('conv2d', 68, 84, 84, 42, 41684), ('batchnorm2d', 68, 84, 84, 42, 136), ('Softplus', 68, 84, 84, 42, 0), ('dro... | Softplus | 10,022,891 | 4,557,426 | 42 | 3,627 | 88 | 0.833825 | 0.709774 | 0.316698 | 0.049385 | 24 | 24 | 16 | 1 | 1 | SUCCESSFUL | 3.36 | 4,174.8 | 17.39 | 4,195.55 |
input_channels:3_num_classes:243_depth:19_arch:gradual_base_filters:52_batch:44_input_size:122_act:softplus_dropout:0.15086567419848407_dropout:True_batchnorm:False.out | 19 | [('conv2d', 52, 122, 122, 44, 1456), ('Softplus', 52, 122, 122, 44, 0), ('dropout', 52, 122, 122, 44, 0), ('conv2d', 57, 122, 122, 44, 26733), ('Softplus', 57, 122, 122, 44, 0), ('dropout', 57, 122, 122, 44, 0), ('conv2d', 63, 122, 122, 44, 32382), ('Softplus', 63, 122, 122, 44, 0), ('dropout', 63, 122, 122, 44, 0), ('... | Softplus | 120,293,270 | 4,006,074 | 44 | 28,553 | -1 | -1 | -1 | -1 | -1 | 19 | 0 | 19 | 1 | 1 | SUCCESSFUL | 7.48 | 53,841.92 | 15.28 | 53,864.68 |
input_channels:3_num_classes:73_depth:17_arch:dense_base_filters:19_batch:10_input_size:38_act:elu_dropout:0.41073658231275767_dropout:False_batchnorm:False.out | 17 | [('conv2d', 32, 38, 38, 10, 896), ('ELU', 32, 38, 38, 10, 0), ('conv2d', 32, 38, 38, 10, 10112), ('ELU', 32, 38, 38, 10, 0), ('conv2d', 32, 38, 38, 10, 19328), ('ELU', 32, 38, 38, 10, 0), ('conv2d', 32, 38, 38, 10, 28544), ('ELU', 32, 38, 38, 10, 0), ('conv2d', 65, 38, 38, 10, 8580), ('ReLU', 65, 38, 38, 10, 0), ('conv... | ELU | 835,227 | 933,590 | 10 | 1,823 | 53 | 0.498723 | 0.266879 | 0.071517 | 0.046696 | 17 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.2 | 140.1 | 3.56 | 143.86 |
input_channels:3_num_classes:489_depth:17_arch:dense_base_filters:104_batch:46_input_size:198_act:prelu_dropout:0.4704622915008153_dropout:False_batchnorm:True.out | 17 | [('conv2d', 32, 198, 198, 46, 896), ('batchnorm2d', 32, 198, 198, 46, 64), ('PReLU', 32, 198, 198, 46, 0), ('conv2d', 32, 198, 198, 46, 10112), ('batchnorm2d', 32, 198, 198, 46, 64), ('PReLU', 32, 198, 198, 46, 0), ('conv2d', 32, 198, 198, 46, 19328), ('batchnorm2d', 32, 198, 198, 46, 64), ('PReLU', 32, 198, 198, 46, 0... | PReLU | 33,991,295 | 1,121,944 | 46 | 19,861 | 93.538462 | 0.895538 | 0.808071 | 0.415393 | 0.118278 | 17 | 17 | 0 | 1 | 1 | SUCCESSFUL | 20.7 | 21,467.74 | 4.28 | 21,492.72 |
input_channels:1_num_classes:345_depth:10_arch:gradual_base_filters:113_batch:48_input_size:184_act:tanh_dropout:0.2729009071373233_dropout:False_batchnorm:True.out | 10 | [('conv2d', 113, 184, 184, 48, 1130), ('batchnorm2d', 113, 184, 184, 48, 226), ('Tanh', 113, 184, 184, 48, 0), ('conv2d', 130, 184, 184, 48, 132340), ('batchnorm2d', 130, 184, 184, 48, 260), ('Tanh', 130, 184, 184, 48, 0), ('conv2d', 150, 184, 184, 48, 175650), ('batchnorm2d', 150, 184, 184, 48, 300), ('Tanh', 150, 184... | Tanh | 239,396,882 | 5,103,330 | 48 | 40,225 | -1 | -1 | -1 | -1 | -1 | 10 | 10 | 0 | 1 | 1 | OOM_CRASH | 6.24 | 116,892.96 | 19.47 | 116,918.67 |
input_channels:3_num_classes:203_depth:4_arch:hourglass_base_filters:51_batch:54_input_size:32_act:selu_dropout:0.4596491899441809_dropout:False_batchnorm:False.out | 4 | [('conv2d', 51, 32, 32, 54, 1428), ('SELU', 51, 32, 32, 54, 0), ('conv2d', 323, 32, 32, 54, 148580), ('SELU', 323, 32, 32, 54, 0), ('conv2d', 323, 32, 32, 54, 939284), ('SELU', 323, 32, 32, 54, 0), ('conv2d', 51, 32, 32, 54, 148308), ('SELU', 51, 32, 32, 54, 0), ('adaptive_avg_pool2d', 0, 0, 51, 54, 0), ('linear', 0, 0... | SELU | 1,532,361 | 1,248,156 | 54 | 2,487 | 63.90625 | 0.677234 | 0.643232 | 0.242107 | 0.017386 | 4 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.54 | 946.62 | 4.76 | 951.92 |
input_channels:3_num_classes:251_depth:5_arch:pyramid_base_filters:103_batch:42_input_size:124_act:softplus_dropout:0.4826547933524038_dropout:False_batchnorm:False.out | 5 | [('conv2d', 103, 124, 124, 42, 2884), ('Softplus', 103, 124, 124, 42, 0), ('conv2d', 187, 124, 124, 42, 173536), ('Softplus', 187, 124, 124, 42, 0), ('conv2d', 340, 124, 124, 42, 572560), ('Softplus', 340, 124, 124, 42, 0), ('conv2d', 619, 124, 124, 42, 1894759), ('Softplus', 619, 124, 124, 42, 0), ('conv2d', 1126, 124... | Softplus | 73,037,628 | 9,200,688 | 42 | 24,497 | -1 | -1 | -1 | -1 | -1 | 5 | 0 | 0 | 1 | 1 | SUCCESSFUL | 7.56 | 35,105.28 | 35.1 | 35,147.94 |
input_channels:3_num_classes:956_depth:17_arch:dense_base_filters:49_batch:56_input_size:110_act:selu_dropout:0.23184104340406383_dropout:True_batchnorm:True.out | 17 | [('conv2d', 32, 110, 110, 56, 896), ('batchnorm2d', 32, 110, 110, 56, 64), ('SELU', 32, 110, 110, 56, 0), ('dropout', 32, 110, 110, 56, 0), ('conv2d', 32, 110, 110, 56, 10112), ('batchnorm2d', 32, 110, 110, 56, 64), ('SELU', 32, 110, 110, 56, 0), ('dropout', 32, 110, 110, 56, 0), ('conv2d', 32, 110, 110, 56, 19328), ('... | SELU | 13,203,461 | 1,332,094 | 56 | 8,819 | -1 | -1 | -1 | -1 | -1 | 17 | 17 | 16 | 1 | 1 | SUCCESSFUL | 7.84 | 9,224.88 | 5.08 | 9,237.8 |
input_channels:3_num_classes:93_depth:19_arch:bottleneck_base_filters:82_batch:12_input_size:52_act:leaky_relu_dropout:0.18734393508325708_dropout:False_batchnorm:False.out | 19 | [('conv2d', 164, 52, 52, 12, 4592), ('LeakyReLU', 164, 52, 52, 12, 0), ('conv2d', 82, 52, 52, 12, 121114), ('LeakyReLU', 82, 52, 52, 12, 0), ('conv2d', 98, 52, 52, 12, 72422), ('LeakyReLU', 98, 52, 52, 12, 0), ('conv2d', 117, 52, 52, 12, 103311), ('LeakyReLU', 117, 52, 52, 12, 0), ('conv2d', 140, 52, 52, 12, 147560), (... | LeakyReLU | 55,152,682 | 73,471,159 | 12 | 9,635 | 92.359375 | 0.921875 | 0.931056 | 0.227093 | 0.00487 | 19 | 0 | 0 | 1 | 1 | SUCCESSFUL | 0.36 | 7,574.04 | 280.27 | 7,854.67 |
input_channels:3_num_classes:720_depth:27_arch:uniform_base_filters:41_batch:34_input_size:124_act:gelu_dropout:0.3961982119497405_dropout:False_batchnorm:False.out | 27 | [('conv2d', 41, 124, 124, 34, 1148), ('GELU', 41, 124, 124, 34, 0), ('conv2d', 41, 124, 124, 34, 15170), ('GELU', 41, 124, 124, 34, 0), ('conv2d', 41, 124, 124, 34, 15170), ('GELU', 41, 124, 124, 34, 0), ('conv2d', 41, 124, 124, 34, 15170), ('GELU', 41, 124, 124, 34, 0), ('conv2d', 41, 124, 124, 34, 15170), ('GELU', 41... | GELU | 34,043,945 | 425,808 | 34 | 7,021 | 92.453125 | 0.900203 | 0.922571 | 0.424625 | 0.259911 | 27 | 0 | 0 | 1 | 1 | SUCCESSFUL | 6.12 | 13,246.4 | 1.62 | 13,254.14 |
input_channels:3_num_classes:367_depth:9_arch:uniform_base_filters:105_batch:16_input_size:184_act:tanh_dropout:0.3183605911466544_dropout:True_batchnorm:False.out | 9 | [('conv2d', 105, 184, 184, 16, 2940), ('Tanh', 105, 184, 184, 16, 0), ('dropout', 105, 184, 184, 16, 0), ('conv2d', 105, 184, 184, 16, 99330), ('Tanh', 105, 184, 184, 16, 0), ('dropout', 105, 184, 184, 16, 0), ('conv2d', 105, 184, 184, 16, 99330), ('Tanh', 105, 184, 184, 16, 0), ('dropout', 105, 184, 184, 16, 0), ('con... | Tanh | 95,982,599 | 836,482 | 16 | 7,657 | 93.375 | 0.928333 | 0.934291 | 0.511 | 0.023436 | 9 | 0 | 9 | 1 | 1 | SUCCESSFUL | 6.24 | 15,622.08 | 3.19 | 15,631.51 |
input_channels:3_num_classes:730_depth:20_arch:dense_base_filters:41_batch:18_input_size:220_act:mish_dropout:0.4815057511888913_dropout:False_batchnorm:True.out | 21 | [('conv2d', 32, 220, 220, 18, 896), ('batchnorm2d', 32, 220, 220, 18, 64), ('Mish', 32, 220, 220, 18, 0), ('conv2d', 32, 220, 220, 18, 10112), ('batchnorm2d', 32, 220, 220, 18, 64), ('Mish', 32, 220, 220, 18, 0), ('conv2d', 32, 220, 220, 18, 19328), ('batchnorm2d', 32, 220, 220, 18, 64), ('Mish', 32, 220, 220, 18, 0), ... | Mish | 46,611,237 | 1,896,762 | 18 | 12,855 | -1 | -1 | -1 | -1 | -1 | 21 | 21 | 0 | 1 | 1 | SUCCESSFUL | 9.9 | 12,180.42 | 7.24 | 12,197.56 |
input_channels:1_num_classes:692_depth:10_arch:dense_base_filters:105_batch:46_input_size:210_act:gelu_dropout:0.4580626185433372_dropout:False_batchnorm:False.out | 9 | [('conv2d', 32, 210, 210, 46, 320), ('GELU', 32, 210, 210, 46, 0), ('conv2d', 32, 210, 210, 46, 9536), ('GELU', 32, 210, 210, 46, 0), ('conv2d', 32, 210, 210, 46, 18752), ('GELU', 32, 210, 210, 46, 0), ('conv2d', 32, 210, 210, 46, 27968), ('GELU', 32, 210, 210, 46, 0), ('conv2d', 64, 210, 210, 46, 8320), ('ReLU', 64, 2... | GELU | 19,758,376 | 327,604 | 46 | 12,449 | 91.046875 | 0.898234 | 0.850618 | 0.442 | 0.167382 | 9 | 0 | 0 | 1 | 1 | SUCCESSFUL | 7.82 | 13,635.78 | 1.25 | 13,644.85 |
input_channels:3_num_classes:979_depth:28_arch:bottleneck_base_filters:40_batch:2_input_size:138_act:prelu_dropout:0.23256753584072662_dropout:True_batchnorm:False.out | 28 | [('conv2d', 80, 138, 138, 2, 2240), ('PReLU', 80, 138, 138, 2, 0), ('dropout', 80, 138, 138, 2, 0), ('conv2d', 40, 138, 138, 2, 28840), ('PReLU', 40, 138, 138, 2, 0), ('dropout', 40, 138, 138, 2, 0), ('conv2d', 46, 138, 138, 2, 16606), ('PReLU', 46, 138, 138, 2, 0), ('dropout', 46, 138, 138, 2, 0), ('conv2d', 53, 138, ... | PReLU | 734,949,776 | 98,062,369 | 2 | 9,189 | -1 | -1 | -1 | -1 | -1 | 28 | 0 | 28 | 1 | 1 | SUCCESSFUL | 0.44 | 14,952.58 | 374.08 | 15,327.1 |
input_channels:1_num_classes:897_depth:7_arch:bottleneck_base_filters:63_batch:26_input_size:182_act:elu_dropout:0.28643393287356267_dropout:False_batchnorm:False.out | 7 | [('conv2d', 126, 182, 182, 26, 1260), ('ELU', 126, 182, 182, 26, 0), ('conv2d', 63, 182, 182, 26, 71505), ('ELU', 63, 182, 182, 26, 0), ('conv2d', 112, 182, 182, 26, 63616), ('ELU', 112, 182, 182, 26, 0), ('conv2d', 201, 182, 182, 26, 202809), ('ELU', 201, 182, 182, 26, 0), ('conv2d', 359, 182, 182, 26, 649790), ('ELU'... | ELU | 175,427,644 | 10,701,971 | 26 | 34,403 | -1 | -1 | -1 | -1 | -1 | 7 | 0 | 0 | 1 | 1 | SUCCESSFUL | 3.38 | 52,197.6 | 40.82 | 52,241.8 |
input_channels:1_num_classes:454_depth:14_arch:dense_base_filters:127_batch:10_input_size:38_act:gelu_dropout:0.15214681883288939_dropout:True_batchnorm:True.out | 13 | [('conv2d', 32, 38, 38, 10, 320), ('batchnorm2d', 32, 38, 38, 10, 64), ('GELU', 32, 38, 38, 10, 0), ('dropout', 32, 38, 38, 10, 0), ('conv2d', 32, 38, 38, 10, 9536), ('batchnorm2d', 32, 38, 38, 10, 64), ('GELU', 32, 38, 38, 10, 0), ('dropout', 32, 38, 38, 10, 0), ('conv2d', 32, 38, 38, 10, 18752), ('batchnorm2d', 32, 3... | GELU | 1,387,468 | 617,286 | 10 | 1,843 | 35.318182 | 0.341108 | 0.162018 | 0.042439 | 0.026053 | 13 | 13 | 12 | 1 | 1 | SUCCESSFUL | 0.1 | 165.9 | 2.35 | 168.35 |
input_channels:3_num_classes:767_depth:12_arch:residual_base_filters:120_batch:32_input_size:114_act:selu_dropout:0.15211869674056133_dropout:False_batchnorm:True.out | 18 | [('conv2d', 120, 114, 114, 32, 480), ('batchnorm2d', 120, 114, 114, 32, 240), ('conv2d', 120, 114, 114, 32, 3360), ('batchnorm2d', 120, 114, 114, 32, 240), ('SELU', 120, 114, 114, 32, 0), ('conv2d', 120, 114, 114, 32, 129720), ('batchnorm2d', 120, 114, 114, 32, 240), ('SELU', 120, 114, 114, 32, 0), ('conv2d', 152, 57, ... | SELU | 25,830,261 | 6,640,896 | 32 | 6,889 | 90.8 | 0.883641 | 0.846764 | 0.376382 | 0.042852 | 18 | 18 | 0 | 1 | 1 | SUCCESSFUL | 4.8 | 8,670.72 | 25.33 | 8,700.85 |
input_channels:1_num_classes:225_depth:28_arch:hourglass_base_filters:84_batch:26_input_size:6_act:elu_dropout:0.4451004815227192_dropout:True_batchnorm:False.out | 0 | [] | null | 0 | 0 | 26 | 0 | 0 | 0.049 | 0.184 | 0.081 | 0 | 0 | 0 | 0 | 0 | 0 | SUCCESSFUL | 0 | 0 | 0 | 0 |
input_channels:1_num_classes:637_depth:18_arch:pyramid_base_filters:90_batch:42_input_size:76_act:softplus_dropout:0.19359141098974716_dropout:True_batchnorm:True.out | 18 | [('conv2d', 90, 76, 76, 42, 900), ('batchnorm2d', 90, 76, 76, 42, 180), ('Softplus', 90, 76, 76, 42, 0), ('dropout', 90, 76, 76, 42, 0), ('conv2d', 107, 76, 76, 42, 86777), ('batchnorm2d', 107, 76, 76, 42, 214), ('Softplus', 107, 76, 76, 42, 0), ('dropout', 107, 76, 76, 42, 0), ('conv2d', 127, 76, 76, 42, 122428), ('ba... | Softplus | 238,436,275 | 77,275,452 | 42 | 39,241 | 24 | 0.051833 | 0.131 | 0.048 | 0.007 | 18 | 18 | 18 | 1 | 1 | OOM_CRASH | 0.84 | 95,503.8 | 294.78 | 95,799.42 |
input_channels:3_num_classes:415_depth:28_arch:dense_base_filters:111_batch:38_input_size:204_act:prelu_dropout:0.42874186807728776_dropout:False_batchnorm:True.out | 30 | [('conv2d', 32, 204, 204, 38, 896), ('batchnorm2d', 32, 204, 204, 38, 64), ('PReLU', 32, 204, 204, 38, 0), ('conv2d', 32, 204, 204, 38, 10112), ('batchnorm2d', 32, 204, 204, 38, 64), ('PReLU', 32, 204, 204, 38, 0), ('conv2d', 32, 204, 204, 38, 19328), ('batchnorm2d', 32, 204, 204, 38, 64), ('PReLU', 32, 204, 204, 38, 0... | PReLU | 56,058,062 | 3,105,221 | 38 | 26,789 | 94.203125 | 0.931587 | 0.857642 | 0.444377 | 0.105962 | 30 | 30 | 0 | 1 | 1 | SUCCESSFUL | 18.24 | 31,306.68 | 11.85 | 31,336.77 |
input_channels:1_num_classes:794_depth:20_arch:gradual_base_filters:69_batch:34_input_size:160_act:prelu_dropout:0.42200336181145437_dropout:True_batchnorm:True.out | 20 | [('conv2d', 69, 160, 160, 34, 690), ('batchnorm2d', 69, 160, 160, 34, 138), ('PReLU', 69, 160, 160, 34, 0), ('dropout', 69, 160, 160, 34, 0), ('conv2d', 75, 160, 160, 34, 46650), ('batchnorm2d', 75, 160, 160, 34, 150), ('PReLU', 75, 160, 160, 34, 0), ('dropout', 75, 160, 160, 34, 0), ('conv2d', 81, 160, 160, 34, 54756)... | PReLU | 354,203,533 | 6,328,214 | 34 | 40,309 | -1 | -1 | -1 | -1 | -1 | 20 | 20 | 20 | 1 | 1 | OOM_CRASH | 3.4 | 114,849.96 | 24.14 | 114,877.5 |
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