Filename,Depth,Activations-Params,Activation Function,Total Activations,Total Parameters,Batch Size,Batch Normalization Layers,Dropout Layers,Max GPU Memory (MiB),Avg GPUTL,Avg GRACT,Avg SMACT,Avg SMOCC,Avg FP32A
input:2346_output:197_depth:2_arch:pyramid_batch:996_act:relu_dropout:0.3382392352475416_dropout:True_batchnorm:True.out,3,"[('linear', 1173, 2753031), ('batch_normalization', 1173, 2346), ('ReLU', 1173, 0), ('dropout', 1173, 0), ('linear', 586, 687964), ('batch_normalization', 586, 1172), ('ReLU', 586, 0), ('dropout', 586, 0), ('linear', 197, 115639), ('Softmax', 197, 0)]",ReLU,7430,3560152,996,2,2,1545,29.761904761904763,0.25809523809523816,0.2006923076923077,0.05038461538461537,0.14996296296296302
input:1873_output:453_depth:8_arch:pyramid_batch:939_act:softplus_dropout:0.1748465288359581_dropout:True_batchnorm:False.out,9,"[('linear', 936, 1754064), ('Softplus', 936, 0), ('dropout', 936, 0), ('linear', 468, 438516), ('Softplus', 468, 0), ('dropout', 468, 0), ('linear', 453, 212457), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softplus', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('Softmax', 453, 0)]",Softplus,13272,3639009,939,0,8,1569,34.317460317460316,0.3149032258064516,0.22605769230769232,0.05576923076923078,0.15026415094339618
input:1230_output:172_depth:9_arch:pyramid_batch:873_act:gelu_dropout:0.2792865327906022_dropout:False_batchnorm:False.out,10,"[('linear', 615, 757065), ('GELU', 615, 0), ('linear', 307, 189112), ('GELU', 307, 0), ('linear', 172, 52976), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('GELU', 172, 0), ('linear', 172, 29756), ('Softmax', 172, 0)]",GELU,4596,1207445,873,0,0,1507,27.095238095238095,0.2321774193548387,0.12028301886792456,0.019301886792452837,0.07090740740740743
input:591_output:45_depth:2_arch:bottleneck_batch:518_act:mish_dropout:0.33756387363716606_dropout:False_batchnorm:True.out,4,"[('linear', 295, 174640), ('batch_normalization', 295, 590), ('Mish', 295, 0), ('linear', 147, 43512), ('batch_normalization', 147, 294), ('Mish', 147, 0), ('linear', 73, 10804), ('batch_normalization', 73, 146), ('Mish', 73, 0), ('linear', 45, 3330), ('Softmax', 45, 0)]",Mish,1635,233316,518,3,0,1457,20.50793650793651,0.19212903225806452,0.0448076923076923,0.005730769230769234,0.016865384615384626
input:3742_output:73_depth:10_arch:uniform_batch:983_act:selu_dropout:0.3301430140240789_dropout:False_batchnorm:False.out,11,"[('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 3742, 14006306), ('SELU', 3742, 0), ('linear', 73, 273239), ('Softmax', 73, 0)]",SELU,74986,140336299,983,0,0,4505,82.98387096774194,0.805225806451613,0.8051785714285715,0.3063928571428571,0.6247142857142858
input:2615_output:218_depth:6_arch:bottleneck_batch:827_act:elu_dropout:0.3891392125918064_dropout:False_batchnorm:False.out,8,"[('linear', 1307, 3419112), ('ELU', 1307, 0), ('linear', 653, 854124), ('ELU', 653, 0), ('linear', 326, 213204), ('ELU', 326, 0), ('linear', 218, 71286), ('ELU', 218, 0), ('linear', 218, 47742), ('ELU', 218, 0), ('linear', 218, 47742), ('ELU', 218, 0), ('linear', 218, 47742), ('ELU', 218, 0), ('linear', 218, 47742), ('Softmax', 218, 0)]",ELU,6752,4748694,827,0,0,1577,36.03174603174603,0.3074444444444445,0.2553636363636364,0.05745454545454546,0.17521052631578954
input:327_output:46_depth:9_arch:uniform_batch:503_act:mish_dropout:0.25869711671604523_dropout:False_batchnorm:True.out,10,"[('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 327, 107256), ('batch_normalization', 327, 654), ('Mish', 327, 0), ('linear', 46, 15088), ('Softmax', 46, 0)]",Mish,8921,986278,503,9,0,1483,36.0,0.35149206349206363,0.1376730769230769,0.016519230769230783,0.05850943396226414
input:280_output:12_depth:7_arch:gradual_batch:358_act:tanh_dropout:0.3964663380569271_dropout:True_batchnorm:True.out,8,"[('linear', 242, 68002), ('batch_normalization', 242, 484), ('Tanh', 242, 0), ('dropout', 242, 0), ('linear', 204, 49572), ('batch_normalization', 204, 408), ('Tanh', 204, 0), ('dropout', 204, 0), ('linear', 166, 34030), ('batch_normalization', 166, 332), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 128, 21376), ('batch_normalization', 128, 256), ('Tanh', 128, 0), ('dropout', 128, 0), ('linear', 90, 11610), ('batch_normalization', 90, 180), ('Tanh', 90, 0), ('dropout', 90, 0), ('linear', 52, 4732), ('batch_normalization', 52, 104), ('Tanh', 52, 0), ('dropout', 52, 0), ('linear', 14, 742), ('batch_normalization', 14, 28), ('Tanh', 14, 0), ('dropout', 14, 0), ('linear', 12, 180), ('Softmax', 12, 0)]",Tanh,3608,192036,358,7,7,1457,29.206349206349206,0.2842741935483869,0.04836538461538461,0.005711538461538464,0.010560000000000005
input:2162_output:397_depth:9_arch:bottleneck_batch:166_act:elu_dropout:0.44882669227958527_dropout:True_batchnorm:True.out,11,"[('linear', 1081, 2338203), ('batch_normalization', 1081, 2162), ('ELU', 1081, 0), ('dropout', 1081, 0), ('linear', 540, 584280), ('batch_normalization', 540, 1080), ('ELU', 540, 0), ('dropout', 540, 0), ('linear', 397, 214777), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('batch_normalization', 397, 794), ('ELU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('Softmax', 397, 0)]",ELU,19982,4410902,166,10,10,1547,37.57142857142857,0.356095238095238,0.16192592592592595,0.02344444444444446,0.060962962962962934
input:2865_output:474_depth:7_arch:bottleneck_batch:538_act:elu_dropout:0.3464765453028342_dropout:False_batchnorm:True.out,9,"[('linear', 1432, 4104112), ('batch_normalization', 1432, 2864), ('ELU', 1432, 0), ('linear', 716, 1026028), ('batch_normalization', 716, 1432), ('ELU', 716, 0), ('linear', 474, 339858), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('batch_normalization', 474, 948), ('ELU', 474, 0), ('linear', 474, 225150), ('Softmax', 474, 0)]",ELU,15924,6830882,538,8,0,1627,36.225806451612904,0.3223387096774195,0.23575,0.05133928571428569,0.1452857142857142
input:1718_output:150_depth:4_arch:uniform_batch:653_act:tanh_dropout:0.21463509225264424_dropout:False_batchnorm:True.out,5,"[('linear', 1718, 2953242), ('batch_normalization', 1718, 3436), ('Tanh', 1718, 0), ('linear', 1718, 2953242), ('batch_normalization', 1718, 3436), ('Tanh', 1718, 0), ('linear', 1718, 2953242), ('batch_normalization', 1718, 3436), ('Tanh', 1718, 0), ('linear', 1718, 2953242), ('batch_normalization', 1718, 3436), ('Tanh', 1718, 0), ('linear', 150, 257850), ('Softmax', 150, 0)]",Tanh,20916,12084562,653,4,0,1721,42.67741935483871,0.4051612903225805,0.37251785714285723,0.12348214285714286,0.2559090909090908
input:3567_output:528_depth:9_arch:gradual_batch:689_act:elu_dropout:0.41193077647158005_dropout:False_batchnorm:False.out,10,"[('linear', 3230, 11524640), ('ELU', 3230, 0), ('linear', 2893, 9347283), ('ELU', 2893, 0), ('linear', 2556, 7397064), ('ELU', 2556, 0), ('linear', 2219, 5673983), ('ELU', 2219, 0), ('linear', 1882, 4178040), ('ELU', 1882, 0), ('linear', 1545, 2909235), ('ELU', 1545, 0), ('linear', 1208, 1867568), ('ELU', 1208, 0), ('linear', 871, 1053039), ('ELU', 871, 0), ('linear', 534, 465648), ('ELU', 534, 0), ('linear', 528, 282480), ('Softmax', 528, 0)]",ELU,34932,44698980,689,0,0,2439,65.28571428571429,0.6328387096774195,0.6037321428571427,0.20974999999999996,0.4357142857142856
input:1534_output:281_depth:6_arch:bottleneck_batch:145_act:selu_dropout:0.24295796984064333_dropout:False_batchnorm:False.out,8,"[('linear', 767, 1177345), ('SELU', 767, 0), ('linear', 383, 294144), ('SELU', 383, 0), ('linear', 281, 107904), ('SELU', 281, 0), ('linear', 281, 79242), ('SELU', 281, 0), ('linear', 281, 79242), ('SELU', 281, 0), ('linear', 281, 79242), ('SELU', 281, 0), ('linear', 281, 79242), ('SELU', 281, 0), ('linear', 281, 79242), ('Softmax', 281, 0)]",SELU,5672,1975603,145,0,0,1503,38.016129032258064,0.35746774193548403,0.13683636363636356,0.018527272727272732,0.04372727272727273
input:3053_output:96_depth:4_arch:pyramid_batch:417_act:tanh_dropout:0.16712849058503135_dropout:False_batchnorm:False.out,5,"[('linear', 1526, 4660404), ('Tanh', 1526, 0), ('linear', 763, 1165101), ('Tanh', 763, 0), ('linear', 381, 291084), ('Tanh', 381, 0), ('linear', 190, 72580), ('Tanh', 190, 0), ('linear', 96, 18336), ('Softmax', 96, 0)]",Tanh,5912,6207505,417,0,0,1589,36.796875,0.3159047619047619,0.2545272727272728,0.05872727272727273,0.1596666666666667
input:25_output:1_depth:7_arch:bottleneck_batch:278_act:prelu_dropout:0.1835179522341393_dropout:True_batchnorm:True.out,9,"[('linear', 12, 312), ('batch_normalization', 12, 24), ('PReLU', 12, 0), ('dropout', 12, 0), ('linear', 6, 78), ('batch_normalization', 6, 12), ('PReLU', 6, 0), ('dropout', 6, 0), ('linear', 3, 21), ('batch_normalization', 3, 6), ('PReLU', 3, 0), ('dropout', 3, 0), ('linear', 1, 4), ('batch_normalization', 1, 2), ('PReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('PReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('PReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('PReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('PReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Sigmoid', 1, 0)]",PReLU,106,477,278,8,8,1451,22.873015873015873,0.22535483870967746,0.004903846153846156,0.0010000000000000007,0
input:1181_output:176_depth:2_arch:bottleneck_batch:545_act:selu_dropout:0.40662727319362013_dropout:True_batchnorm:False.out,4,"[('linear', 590, 697380), ('SELU', 590, 0), ('dropout', 590, 0), ('linear', 295, 174345), ('SELU', 295, 0), ('dropout', 295, 0), ('linear', 176, 52096), ('SELU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('Softmax', 176, 0)]",SELU,3535,954973,545,0,3,1479,24.396825396825395,0.21431746031746035,0.10317307692307696,0.017250000000000012,0.056566037735849055
input:3979_output:949_depth:10_arch:bottleneck_batch:504_act:mish_dropout:0.10002278314561602_dropout:True_batchnorm:False.out,12,"[('linear', 1989, 7916220), ('Mish', 1989, 0), ('dropout', 1989, 0), ('linear', 994, 1978060), ('Mish', 994, 0), ('dropout', 994, 0), ('linear', 949, 944255), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Mish', 949, 0), ('dropout', 949, 0), ('linear', 949, 901550), ('Softmax', 949, 0)]",Mish,36470,18952485,504,0,11,1879,52.078125,0.47906349206349214,0.412859649122807,0.14661403508771928,0.24835714285714294
input:1083_output:222_depth:4_arch:bottleneck_batch:58_act:relu_dropout:0.4453763544138506_dropout:False_batchnorm:True.out,6,"[('linear', 541, 586444), ('batch_normalization', 541, 1082), ('ReLU', 541, 0), ('linear', 270, 146340), ('batch_normalization', 270, 540), ('ReLU', 270, 0), ('linear', 222, 60162), ('batch_normalization', 222, 444), ('ReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('ReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('ReLU', 222, 0), ('linear', 222, 49506), ('Softmax', 222, 0)]",ReLU,4875,944418,58,5,0,1479,37.59375,0.36577777777777815,0.06198113207547168,0.008000000000000005,0.014528301886792463
input:616_output:115_depth:2_arch:gradual_batch:271_act:mish_dropout:0.14228195727723905_dropout:True_batchnorm:True.out,3,"[('linear', 366, 225822), ('batch_normalization', 366, 732), ('Mish', 366, 0), ('dropout', 366, 0), ('linear', 116, 42572), ('batch_normalization', 116, 232), ('Mish', 116, 0), ('dropout', 116, 0), ('linear', 115, 13455), ('Softmax', 115, 0)]",Mish,2158,282813,271,2,2,1459,24.333333333333332,0.2299682539682539,0.05067272727272731,0.0068545454545454595,0.015254545454545467
input:343_output:15_depth:1_arch:uniform_batch:451_act:mish_dropout:0.38077369230410396_dropout:False_batchnorm:False.out,2,"[('linear', 343, 117992), ('Mish', 343, 0), ('linear', 15, 5160), ('Softmax', 15, 0)]",Mish,716,123152,451,0,0,1455,14.65079365079365,0.13204761904761902,0.024074074074074074,0.003759259259259262,0.008518518518518522
input:3404_output:818_depth:3_arch:uniform_batch:243_act:mish_dropout:0.28722783437729427_dropout:True_batchnorm:False.out,4,"[('linear', 3404, 11590620), ('Mish', 3404, 0), ('dropout', 3404, 0), ('linear', 3404, 11590620), ('Mish', 3404, 0), ('dropout', 3404, 0), ('linear', 3404, 11590620), ('Mish', 3404, 0), ('dropout', 3404, 0), ('linear', 818, 2785290), ('Softmax', 818, 0)]",Mish,32272,37557150,243,0,3,2223,69.36507936507937,0.6562539682539685,0.647344827586207,0.2425517241379309,0.35337931034482756
input:483_output:116_depth:2_arch:pyramid_batch:244_act:leaky_relu_dropout:0.3308403394954508_dropout:False_batchnorm:False.out,3,"[('linear', 241, 116644), ('LeakyReLU', 241, 0), ('linear', 120, 29040), ('LeakyReLU', 120, 0), ('linear', 116, 14036), ('Softmax', 116, 0)]",LeakyReLU,954,159720,244,0,0,1455,23.822580645161292,0.2197741935483871,0.03594339622641507,0.002924528301886794,0.009547169811320758
input:2910_output:436_depth:1_arch:pyramid_batch:761_act:prelu_dropout:0.3586668717464322_dropout:False_batchnorm:True.out,2,"[('linear', 1455, 4235505), ('batch_normalization', 1455, 2910), ('PReLU', 1455, 0), ('linear', 436, 634816), ('Softmax', 436, 0)]",PReLU,5237,4873231,761,1,0,1583,33.904761904761905,0.2855396825396826,0.2393269230769231,0.05705769230769228,0.1705283018867924
input:2406_output:548_depth:2_arch:gradual_batch:855_act:leaky_relu_dropout:0.1868614094424511_dropout:False_batchnorm:True.out,3,"[('linear', 1477, 3555139), ('batch_normalization', 1477, 2954), ('LeakyReLU', 1477, 0), ('linear', 548, 809944), ('batch_normalization', 548, 1096), ('LeakyReLU', 548, 0), ('linear', 548, 300852), ('Softmax', 548, 0)]",LeakyReLU,7171,4669985,855,2,0,1595,35.61904761904762,0.30683870967741933,0.2569807692307693,0.06207692307692306,0.18979245283018872
input:3735_output:197_depth:4_arch:uniform_batch:351_act:tanh_dropout:0.27027276458126176_dropout:False_batchnorm:False.out,5,"[('linear', 3735, 13953960), ('Tanh', 3735, 0), ('linear', 3735, 13953960), ('Tanh', 3735, 0), ('linear', 3735, 13953960), ('Tanh', 3735, 0), ('linear', 3735, 13953960), ('Tanh', 3735, 0), ('linear', 197, 735992), ('Softmax', 197, 0)]",Tanh,30274,56551832,351,0,0,2593,71.8125,0.7089838709677421,0.6906666666666667,0.3136785714285715,0.4150714285714286
input:741_output:56_depth:9_arch:uniform_batch:454_act:leaky_relu_dropout:0.38836809536232175_dropout:False_batchnorm:True.out,10,"[('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 741, 549822), ('batch_normalization', 741, 1482), ('LeakyReLU', 741, 0), ('linear', 56, 41552), ('Softmax', 56, 0)]",LeakyReLU,20119,5003288,454,9,0,1573,37.596774193548384,0.35293650793650805,0.23605357142857142,0.05760714285714287,0.13561403508771935
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input:1383_output:172_depth:5_arch:bottleneck_batch:932_act:mish_dropout:0.467894822545304_dropout:False_batchnorm:False.out,7,"[('linear', 691, 956344), ('Mish', 691, 0), ('linear', 345, 238740), ('Mish', 345, 0), ('linear', 172, 59512), ('Mish', 172, 0), ('linear', 172, 29756), ('Mish', 172, 0), ('linear', 172, 29756), ('Mish', 172, 0), ('linear', 172, 29756), ('Mish', 172, 0), ('linear', 172, 29756), ('Softmax', 172, 0)]",Mish,3792,1373620,932,0,0,1503,25.349206349206348,0.21661290322580642,0.12600000000000003,0.02411538461538462,0.07668518518518519
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input:973_output:146_depth:2_arch:gradual_batch:968_act:elu_dropout:0.37153540967846765_dropout:False_batchnorm:True.out,3,"[('linear', 560, 545440), ('batch_normalization', 560, 1120), ('ELU', 560, 0), ('linear', 147, 82467), ('batch_normalization', 147, 294), ('ELU', 147, 0), ('linear', 146, 21608), ('Softmax', 146, 0)]",ELU,2413,650929,968,2,0,1477,17.03174603174603,0.141,0.05976363636363637,0.01145454545454546,0.037754716981132065
input:3694_output:567_depth:7_arch:bottleneck_batch:788_act:softplus_dropout:0.1726036685565841_dropout:True_batchnorm:True.out,9,"[('linear', 1847, 6824665), ('batch_normalization', 1847, 3694), ('Softplus', 1847, 0), ('dropout', 1847, 0), ('linear', 923, 1705704), ('batch_normalization', 923, 1846), ('Softplus', 923, 0), ('dropout', 923, 0), ('linear', 567, 523908), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('dropout', 567, 0), ('linear', 567, 322056), ('Softmax', 567, 0)]",Softplus,25822,10998957,788,8,8,1729,39.0,0.33673015873015866,0.26535714285714285,0.06919642857142855,0.17996491228070172
input:2482_output:599_depth:9_arch:gradual_batch:599_act:leaky_relu_dropout:0.24514678490953612_dropout:False_batchnorm:False.out,10,"[('linear', 2273, 5643859), ('LeakyReLU', 2273, 0), ('linear', 2064, 4693536), ('LeakyReLU', 2064, 0), ('linear', 1855, 3830575), ('LeakyReLU', 1855, 0), ('linear', 1646, 3054976), ('LeakyReLU', 1646, 0), ('linear', 1437, 2366739), ('LeakyReLU', 1437, 0), ('linear', 1228, 1765864), ('LeakyReLU', 1228, 0), ('linear', 1019, 1252351), ('LeakyReLU', 1019, 0), ('linear', 810, 826200), ('LeakyReLU', 810, 0), ('linear', 601, 487411), ('LeakyReLU', 601, 0), ('linear', 599, 360598), ('Softmax', 599, 0)]",LeakyReLU,27064,24282109,599,0,0,1979,56.96774193548387,0.5412258064516129,0.49550943396226416,0.1815660377358491,0.3451607142857143
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input:3872_output:951_depth:8_arch:pyramid_batch:528_act:selu_dropout:0.3666019881638558_dropout:False_batchnorm:True.out,9,"[('linear', 1936, 7498128), ('batch_normalization', 1936, 3872), ('SELU', 1936, 0), ('linear', 968, 1875016), ('batch_normalization', 968, 1936), ('SELU', 968, 0), ('linear', 951, 921519), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('batch_normalization', 951, 1902), ('SELU', 951, 0), ('linear', 951, 905352), ('Softmax', 951, 0)]",SELU,27732,15743995,528,8,0,1801,47.698412698412696,0.42844444444444457,0.35970909090909103,0.12474545454545459,0.2250185185185185
input:2528_output:456_depth:3_arch:pyramid_batch:283_act:swish_dropout:0.48897682705865_dropout:True_batchnorm:False.out,4,"[('linear', 1264, 3196656), ('SiLU', 1264, 0), ('dropout', 1264, 0), ('linear', 632, 799480), ('SiLU', 632, 0), ('dropout', 632, 0), ('linear', 456, 288648), ('SiLU', 456, 0), ('dropout', 456, 0), ('linear', 456, 208392), ('Softmax', 456, 0)]",SiLU,7968,4493176,283,0,3,1569,37.26984126984127,0.3278412698412698,0.2170181818181818,0.038545454545454556,0.13223636363636362
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input:2016_output:19_depth:9_arch:gradual_batch:504_act:selu_dropout:0.47615503416052873_dropout:True_batchnorm:False.out,10,"[('linear', 1795, 3620515), ('SELU', 1795, 0), ('dropout', 1795, 0), ('linear', 1574, 2826904), ('SELU', 1574, 0), ('dropout', 1574, 0), ('linear', 1353, 2130975), ('SELU', 1353, 0), ('dropout', 1353, 0), ('linear', 1132, 1532728), ('SELU', 1132, 0), ('dropout', 1132, 0), ('linear', 911, 1032163), ('SELU', 911, 0), ('dropout', 911, 0), ('linear', 690, 629280), ('SELU', 690, 0), ('dropout', 690, 0), ('linear', 469, 324079), ('SELU', 469, 0), ('dropout', 469, 0), ('linear', 248, 116560), ('SELU', 248, 0), ('dropout', 248, 0), ('linear', 27, 6723), ('SELU', 27, 0), ('dropout', 27, 0), ('linear', 19, 532), ('Softmax', 19, 0)]",SELU,24635,12220459,504,0,9,1721,46.301587301587304,0.43569841269841253,0.3772166666666668,0.11984999999999998,0.23000000000000007
input:2090_output:359_depth:7_arch:pyramid_batch:94_act:identity_dropout:0.26157415121424954_dropout:False_batchnorm:True.out,8,"[('linear', 1045, 2185095), ('batch_normalization', 1045, 2090), ('Identity', 1045, 0), ('linear', 522, 546012), ('batch_normalization', 522, 1044), ('Identity', 522, 0), ('linear', 359, 187757), ('batch_normalization', 359, 718), ('Identity', 359, 0), ('linear', 359, 129240), ('batch_normalization', 359, 718), ('Identity', 359, 0), ('linear', 359, 129240), ('batch_normalization', 359, 718), ('Identity', 359, 0), ('linear', 359, 129240), ('batch_normalization', 359, 718), ('Identity', 359, 0), ('linear', 359, 129240), ('batch_normalization', 359, 718), ('Identity', 359, 0), ('linear', 359, 129240), ('Softmax', 359, 0)]",Identity,10804,3571788,94,7,0,1529,38.29032258064516,0.3576825396825397,0.14688679245283007,0.026999999999999986,0.04590740740740741
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input:1957_output:394_depth:8_arch:uniform_batch:88_act:gelu_dropout:0.30692332928007227_dropout:True_batchnorm:True.out,9,"[('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 1957, 3831806), ('batch_normalization', 1957, 3914), ('GELU', 1957, 0), ('dropout', 1957, 0), ('linear', 394, 771452), ('Softmax', 394, 0)]",GELU,63412,31457212,88,8,8,2135,66.36507936507937,0.6453968253968254,0.5227017543859648,0.20256140350877203,0.17232758620689656
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input:3681_output:482_depth:9_arch:bottleneck_batch:29_act:leaky_relu_dropout:0.326893044373064_dropout:False_batchnorm:True.out,11,"[('linear', 1840, 6774880), ('batch_normalization', 1840, 3680), ('LeakyReLU', 1840, 0), ('linear', 920, 1693720), ('batch_normalization', 920, 1840), ('LeakyReLU', 920, 0), ('linear', 482, 443922), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('batch_normalization', 482, 964), ('LeakyReLU', 482, 0), ('linear', 482, 232806), ('Softmax', 482, 0)]",LeakyReLU,20812,10788202,29,10,0,1661,38.645161290322584,0.37177419354838714,0.19641509433962262,0.05983018867924534,0.032884615384615366
input:2104_output:185_depth:4_arch:bottleneck_batch:273_act:prelu_dropout:0.15325781195211907_dropout:True_batchnorm:True.out,6,"[('linear', 1052, 2214460), ('batch_normalization', 1052, 2104), ('PReLU', 1052, 0), ('dropout', 1052, 0), ('linear', 526, 553878), ('batch_normalization', 526, 1052), ('PReLU', 526, 0), ('dropout', 526, 0), ('linear', 263, 138601), ('batch_normalization', 263, 526), ('PReLU', 263, 0), ('dropout', 263, 0), ('linear', 185, 48840), ('batch_normalization', 185, 370), ('PReLU', 185, 0), ('dropout', 185, 0), ('linear', 185, 34410), ('batch_normalization', 185, 370), ('PReLU', 185, 0), ('dropout', 185, 0), ('linear', 185, 34410), ('Softmax', 185, 0)]",PReLU,9214,3029021,273,5,5,1445,4.333333333333333,0.021,0,0,0
input:2749_output:544_depth:2_arch:bottleneck_batch:879_act:relu_dropout:0.15291745816702554_dropout:False_batchnorm:False.out,4,"[('linear', 1374, 3778500), ('ReLU', 1374, 0), ('linear', 687, 944625), ('ReLU', 687, 0), ('linear', 544, 374272), ('ReLU', 544, 0), ('linear', 544, 296480), ('Softmax', 544, 0)]",ReLU,6298,5393877,879,0,0,1587,35.23809523809524,0.29577777777777775,0.25407843137254904,0.06533333333333335,0.19126415094339624
input:1714_output:255_depth:5_arch:bottleneck_batch:50_act:relu_dropout:0.37729231722872025_dropout:False_batchnorm:True.out,7,"[('linear', 857, 1469755), ('batch_normalization', 857, 1714), ('ReLU', 857, 0), ('linear', 428, 367224), ('batch_normalization', 428, 856), ('ReLU', 428, 0), ('linear', 255, 109395), ('batch_normalization', 255, 510), ('ReLU', 255, 0), ('linear', 255, 65280), ('batch_normalization', 255, 510), ('ReLU', 255, 0), ('linear', 255, 65280), ('batch_normalization', 255, 510), ('ReLU', 255, 0), ('linear', 255, 65280), ('batch_normalization', 255, 510), ('ReLU', 255, 0), ('linear', 255, 65280), ('Softmax', 255, 0)]",ReLU,7425,2212104,50,6,0,1499,37.682539682539684,0.3664193548387098,0.09024528301886792,0.015037735849056615,0.023925925925925937
input:1902_output:43_depth:10_arch:pyramid_batch:494_act:leaky_relu_dropout:0.10157789956759192_dropout:False_batchnorm:False.out,11,"[('linear', 951, 1809753), ('LeakyReLU', 951, 0), ('linear', 475, 452200), ('LeakyReLU', 475, 0), ('linear', 237, 112812), ('LeakyReLU', 237, 0), ('linear', 118, 28084), ('LeakyReLU', 118, 0), ('linear', 59, 7021), ('LeakyReLU', 59, 0), ('linear', 43, 2580), ('LeakyReLU', 43, 0), ('linear', 43, 1892), ('LeakyReLU', 43, 0), ('linear', 43, 1892), ('LeakyReLU', 43, 0), ('linear', 43, 1892), ('LeakyReLU', 43, 0), ('linear', 43, 1892), ('LeakyReLU', 43, 0), ('linear', 43, 1892), ('Softmax', 43, 0)]",LeakyReLU,4196,2421910,494,0,0,1517,36.58730158730159,0.3276190476190477,0.15341071428571426,0.028214285714285716,0.0919827586206897
input:2077_output:511_depth:4_arch:gradual_batch:233_act:swish_dropout:0.32706802314827177_dropout:True_batchnorm:False.out,5,"[('linear', 1686, 3503508), ('SiLU', 1686, 0), ('dropout', 1686, 0), ('linear', 1295, 2184665), ('SiLU', 1295, 0), ('dropout', 1295, 0), ('linear', 904, 1171584), ('SiLU', 904, 0), ('dropout', 904, 0), ('linear', 513, 464265), ('SiLU', 513, 0), ('dropout', 513, 0), ('linear', 511, 262654), ('Softmax', 511, 0)]",SiLU,14216,7586676,233,0,4,1631,40.904761904761905,0.38243548387096776,0.30570909090909093,0.0697636363636364,0.14556140350877192
input:1735_output:177_depth:4_arch:uniform_batch:177_act:gelu_dropout:0.4436848212861556_dropout:False_batchnorm:True.out,5,"[('linear', 1735, 3011960), ('batch_normalization', 1735, 3470), ('GELU', 1735, 0), ('linear', 1735, 3011960), ('batch_normalization', 1735, 3470), ('GELU', 1735, 0), ('linear', 1735, 3011960), ('batch_normalization', 1735, 3470), ('GELU', 1735, 0), ('linear', 1735, 3011960), ('batch_normalization', 1735, 3470), ('GELU', 1735, 0), ('linear', 177, 307272), ('Softmax', 177, 0)]",GELU,21174,12368992,177,4,0,1713,52.83870967741935,0.5089516129032259,0.39606896551724136,0.11308620689655181,0.18053448275862066
input:1175_output:83_depth:2_arch:bottleneck_batch:149_act:relu_dropout:0.37265961152176263_dropout:False_batchnorm:True.out,4,"[('linear', 587, 690312), ('batch_normalization', 587, 1174), ('ReLU', 587, 0), ('linear', 293, 172284), ('batch_normalization', 293, 586), ('ReLU', 293, 0), ('linear', 146, 42924), ('batch_normalization', 146, 292), ('ReLU', 146, 0), ('linear', 83, 12201), ('Softmax', 83, 0)]",ReLU,3244,919773,149,3,0,1477,37.03225806451613,0.3497258064516129,0.09037735849056604,0.015000000000000012,0.03309433962264153
input:1387_output:115_depth:8_arch:pyramid_batch:146_act:prelu_dropout:0.3116111512103118_dropout:True_batchnorm:True.out,9,"[('linear', 693, 961884), ('batch_normalization', 693, 1386), ('PReLU', 693, 0), ('dropout', 693, 0), ('linear', 346, 240124), ('batch_normalization', 346, 692), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 173, 60031), ('batch_normalization', 173, 346), ('PReLU', 173, 0), ('dropout', 173, 0), ('linear', 115, 20010), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Softmax', 115, 0)]",PReLU,7378,1352323,146,8,8,1481,37.65079365079365,0.36358730158730157,0.06887037037037035,0.010000000000000005,0.021792452830188686
input:3462_output:574_depth:8_arch:pyramid_batch:730_act:swish_dropout:0.4148069993125416_dropout:False_batchnorm:True.out,9,"[('linear', 1731, 5994453), ('batch_normalization', 1731, 3462), ('SiLU', 1731, 0), ('linear', 865, 1498180), ('batch_normalization', 865, 1730), ('SiLU', 865, 0), ('linear', 574, 497084), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('batch_normalization', 574, 1148), ('SiLU', 574, 0), ('linear', 574, 330050), ('Softmax', 574, 0)]",SiLU,19268,9982097,730,8,0,1717,37.04838709677419,0.3117460317460317,0.2578750000000001,0.0710357142857143,0.16655357142857147
input:5_output:1_depth:6_arch:bottleneck_batch:326_act:softplus_dropout:0.2436799670090283_dropout:True_batchnorm:True.out,8,"[('linear', 2, 12), ('batch_normalization', 2, 4), ('Softplus', 2, 0), ('dropout', 2, 0), ('linear', 1, 3), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('Softplus', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Identity', 1, 0)]",Softplus,34,43,326,7,7,1451,20.677419354838708,0.20147619047619053,0.0038679245283018897,0.0010000000000000007,0
input:3722_output:619_depth:2_arch:gradual_batch:374_act:swish_dropout:0.404083810993655_dropout:False_batchnorm:False.out,3,"[('linear', 2171, 8082633), ('SiLU', 2171, 0), ('linear', 620, 1346640), ('SiLU', 620, 0), ('linear', 619, 384399), ('Softmax', 619, 0)]",SiLU,6820,9813672,374,0,0,1677,36.96875,0.3139523809523808,0.2829655172413794,0.07550000000000004,0.159875
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input:362_output:35_depth:6_arch:pyramid_batch:408_act:prelu_dropout:0.25280696140961495_dropout:True_batchnorm:True.out,7,"[('linear', 181, 65703), ('batch_normalization', 181, 362), ('PReLU', 181, 0), ('dropout', 181, 0), ('linear', 90, 16380), ('batch_normalization', 90, 180), ('PReLU', 90, 0), ('dropout', 90, 0), ('linear', 45, 4095), ('batch_normalization', 45, 90), ('PReLU', 45, 0), ('dropout', 45, 0), ('linear', 35, 1610), ('batch_normalization', 35, 70), ('PReLU', 35, 0), ('dropout', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('PReLU', 35, 0), ('dropout', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('PReLU', 35, 0), ('dropout', 35, 0), ('linear', 35, 1260), ('Softmax', 35, 0)]",PReLU,1754,92410,408,6,6,1455,27.193548387096776,0.2643709677419356,0.029107142857142866,0.0029642857142857166,0.00481818181818182
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input:408_output:84_depth:3_arch:gradual_batch:817_act:gelu_dropout:0.2662998550092717_dropout:False_batchnorm:False.out,4,"[('linear', 300, 122700), ('GELU', 300, 0), ('linear', 192, 57792), ('GELU', 192, 0), ('linear', 84, 16212), ('GELU', 84, 0), ('linear', 84, 7140), ('Softmax', 84, 0)]",GELU,1320,203844,817,0,0,1459,15.238095238095237,0.12941935483870967,0.04192592592592591,0.006537037037037042,0.016777777777777787
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input:331_output:67_depth:9_arch:gradual_batch:979_act:prelu_dropout:0.45098697386472986_dropout:True_batchnorm:True.out,10,"[('linear', 302, 100264), ('batch_normalization', 302, 604), ('PReLU', 302, 0), ('dropout', 302, 0), ('linear', 273, 82719), ('batch_normalization', 273, 546), ('PReLU', 273, 0), ('dropout', 273, 0), ('linear', 244, 66856), ('batch_normalization', 244, 488), ('PReLU', 244, 0), ('dropout', 244, 0), ('linear', 215, 52675), ('batch_normalization', 215, 430), ('PReLU', 215, 0), ('dropout', 215, 0), ('linear', 186, 40176), ('batch_normalization', 186, 372), ('PReLU', 186, 0), ('dropout', 186, 0), ('linear', 157, 29359), ('batch_normalization', 157, 314), ('PReLU', 157, 0), ('dropout', 157, 0), ('linear', 128, 20224), ('batch_normalization', 128, 256), ('PReLU', 128, 0), ('dropout', 128, 0), ('linear', 99, 12771), ('batch_normalization', 99, 198), ('PReLU', 99, 0), ('dropout', 99, 0), ('linear', 70, 7000), ('batch_normalization', 70, 140), ('PReLU', 70, 0), ('dropout', 70, 0), ('linear', 67, 4757), ('Softmax', 67, 0)]",PReLU,6830,420149,979,9,9,1491,28.634920634920636,0.2817903225806452,0.0823846153846154,0.01598076923076924,0.02732692307692309
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input:1342_output:232_depth:2_arch:bottleneck_batch:685_act:mish_dropout:0.17602037861953473_dropout:False_batchnorm:False.out,4,"[('linear', 671, 901153), ('Mish', 671, 0), ('linear', 335, 225120), ('Mish', 335, 0), ('linear', 232, 77952), ('Mish', 232, 0), ('linear', 232, 54056), ('Softmax', 232, 0)]",Mish,2940,1258281,685,0,0,1483,25.0,0.21432258064516127,0.11737254901960782,0.02252941176470589,0.07439215686274514
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input:2184_output:471_depth:5_arch:bottleneck_batch:233_act:leaky_relu_dropout:0.1563654610939866_dropout:True_batchnorm:True.out,7,"[('linear', 1092, 2386020), ('batch_normalization', 1092, 2184), ('LeakyReLU', 1092, 0), ('dropout', 1092, 0), ('linear', 546, 596778), ('batch_normalization', 546, 1092), ('LeakyReLU', 546, 0), ('dropout', 546, 0), ('linear', 471, 257637), ('batch_normalization', 471, 942), ('LeakyReLU', 471, 0), ('dropout', 471, 0), ('linear', 471, 222312), ('batch_normalization', 471, 942), ('LeakyReLU', 471, 0), ('dropout', 471, 0), ('linear', 471, 222312), ('batch_normalization', 471, 942), ('LeakyReLU', 471, 0), ('dropout', 471, 0), ('linear', 471, 222312), ('batch_normalization', 471, 942), ('LeakyReLU', 471, 0), ('dropout', 471, 0), ('linear', 471, 222312), ('Softmax', 471, 0)]",LeakyReLU,15030,4136727,233,6,6,1539,37.725806451612904,0.35437096774193544,0.1792321428571428,0.03496428571428569,0.08225925925925927
input:178_output:19_depth:5_arch:pyramid_batch:570_act:elu_dropout:0.48506360942054083_dropout:True_batchnorm:False.out,6,"[('linear', 89, 15931), ('ELU', 89, 0), ('dropout', 89, 0), ('linear', 44, 3960), ('ELU', 44, 0), ('dropout', 44, 0), ('linear', 22, 990), ('ELU', 22, 0), ('dropout', 22, 0), ('linear', 19, 437), ('ELU', 19, 0), ('dropout', 19, 0), ('linear', 19, 380), ('ELU', 19, 0), ('dropout', 19, 0), ('linear', 19, 380), ('Softmax', 19, 0)]",ELU,617,22078,570,0,5,1453,15.17741935483871,0.14596774193548387,0.01501851851851853,0.0014814814814814825,0.0020000000000000013
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input:2691_output:398_depth:5_arch:pyramid_batch:324_act:relu_dropout:0.401529704377648_dropout:False_batchnorm:False.out,6,"[('linear', 1345, 3620740), ('ReLU', 1345, 0), ('linear', 672, 904512), ('ReLU', 672, 0), ('linear', 398, 267854), ('ReLU', 398, 0), ('linear', 398, 158802), ('ReLU', 398, 0), ('linear', 398, 158802), ('ReLU', 398, 0), ('linear', 398, 158802), ('Softmax', 398, 0)]",ReLU,7218,5269512,324,0,0,1579,37.38709677419355,0.3285,0.23441071428571436,0.05405357142857146,0.1276428571428571
input:2513_output:562_depth:1_arch:bottleneck_batch:31_act:tanh_dropout:0.4605987920645013_dropout:True_batchnorm:False.out,3,"[('linear', 1256, 3157584), ('Tanh', 1256, 0), ('dropout', 1256, 0), ('linear', 628, 789396), ('Tanh', 628, 0), ('dropout', 628, 0), ('linear', 562, 353498), ('Softmax', 562, 0)]",Tanh,6776,4300478,31,0,2,1535,36.9375,0.3613548387096775,0.183109090909091,0.035963636363636385,0.041333333333333326
input:3856_output:631_depth:1_arch:pyramid_batch:322_act:identity_dropout:0.40004095280072616_dropout:False_batchnorm:False.out,2,"[('linear', 1928, 7436296), ('Identity', 1928, 0), ('linear', 631, 1217199), ('Softmax', 631, 0)]",Identity,5118,8653495,322,0,0,1643,37.193548387096776,0.31730158730158736,0.29469230769230764,0.0729230769230769,0.159135593220339
input:2971_output:38_depth:3_arch:bottleneck_batch:655_act:prelu_dropout:0.36268657376790503_dropout:False_batchnorm:True.out,5,"[('linear', 1485, 4413420), ('batch_normalization', 1485, 2970), ('PReLU', 1485, 0), ('linear', 742, 1102612), ('batch_normalization', 742, 1484), ('PReLU', 742, 0), ('linear', 371, 275653), ('batch_normalization', 371, 742), ('PReLU', 371, 0), ('linear', 185, 68820), ('batch_normalization', 185, 370), ('PReLU', 185, 0), ('linear', 38, 7068), ('Softmax', 38, 0)]",PReLU,8425,5873139,655,4,0,1607,37.12698412698413,0.3204761904761904,0.24632727272727276,0.05909090909090909,0.16283636363636364
input:2093_output:264_depth:10_arch:uniform_batch:296_act:leaky_relu_dropout:0.12064660695897356_dropout:True_batchnorm:True.out,11,"[('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 2093, 4382742), ('batch_normalization', 2093, 4186), ('LeakyReLU', 2093, 0), ('dropout', 2093, 0), ('linear', 264, 552816), ('Softmax', 264, 0)]",LeakyReLU,84248,44422096,296,10,10,2423,74.53125,0.734984126984127,0.6639999999999999,0.23247272727272736,0.377527272727273
input:3302_output:397_depth:4_arch:uniform_batch:424_act:softplus_dropout:0.49028982485293626_dropout:False_batchnorm:False.out,5,"[('linear', 3302, 10906506), ('Softplus', 3302, 0), ('linear', 3302, 10906506), ('Softplus', 3302, 0), ('linear', 3302, 10906506), ('Softplus', 3302, 0), ('linear', 3302, 10906506), ('Softplus', 3302, 0), ('linear', 397, 1311291), ('Softmax', 397, 0)]",Softplus,27210,44937315,424,0,0,2373,67.9375,0.6676612903225805,0.6134464285714287,0.23503571428571426,0.41814545454545443
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input:2322_output:247_depth:7_arch:gradual_batch:710_act:leaky_relu_dropout:0.2702457455878331_dropout:True_batchnorm:False.out,8,"[('linear', 2026, 4706398), ('LeakyReLU', 2026, 0), ('dropout', 2026, 0), ('linear', 1730, 3506710), ('LeakyReLU', 1730, 0), ('dropout', 1730, 0), ('linear', 1434, 2482254), ('LeakyReLU', 1434, 0), ('dropout', 1434, 0), ('linear', 1138, 1633030), ('LeakyReLU', 1138, 0), ('dropout', 1138, 0), ('linear', 842, 959038), ('LeakyReLU', 842, 0), ('dropout', 842, 0), ('linear', 546, 460278), ('LeakyReLU', 546, 0), ('dropout', 546, 0), ('linear', 250, 136750), ('LeakyReLU', 250, 0), ('dropout', 250, 0), ('linear', 247, 61997), ('Softmax', 247, 0)]",LeakyReLU,24392,13946455,710,0,7,1777,43.096774193548384,0.39103174603174595,0.3795517241379311,0.11181034482758621,0.26322413793103455
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input:999_output:112_depth:4_arch:uniform_batch:629_act:tanh_dropout:0.13071103256504527_dropout:False_batchnorm:True.out,5,"[('linear', 999, 999000), ('batch_normalization', 999, 1998), ('Tanh', 999, 0), ('linear', 999, 999000), ('batch_normalization', 999, 1998), ('Tanh', 999, 0), ('linear', 999, 999000), ('batch_normalization', 999, 1998), ('Tanh', 999, 0), ('linear', 999, 999000), ('batch_normalization', 999, 1998), ('Tanh', 999, 0), ('linear', 112, 112000), ('Softmax', 112, 0)]",Tanh,12212,4115992,629,4,0,1553,35.725806451612904,0.33050793650793636,0.2662407407407407,0.06792592592592592,0.17096363636363632
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input:3991_output:183_depth:1_arch:uniform_batch:1018_act:mish_dropout:0.1955637983458717_dropout:False_batchnorm:False.out,2,"[('linear', 3991, 15932072), ('Mish', 3991, 0), ('linear', 183, 730536), ('Softmax', 183, 0)]",Mish,8348,16662608,1018,0,0,1847,37.82258064516129,0.3124444444444444,0.2998035714285714,0.09396428571428571,0.225509090909091
input:3681_output:813_depth:2_arch:uniform_batch:978_act:softplus_dropout:0.13200472701885124_dropout:False_batchnorm:True.out,3,"[('linear', 3681, 13553442), ('batch_normalization', 3681, 7362), ('Softplus', 3681, 0), ('linear', 3681, 13553442), ('batch_normalization', 3681, 7362), ('Softplus', 3681, 0), ('linear', 813, 2993466), ('Softmax', 813, 0)]",Softplus,23712,30115074,978,2,0,2123,50.61904761904762,0.4787096774193547,0.4565263157894736,0.1643859649122807,0.34635714285714275
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input:1985_output:253_depth:5_arch:uniform_batch:245_act:relu_dropout:0.27622847211271073_dropout:True_batchnorm:False.out,6,"[('linear', 1985, 3942210), ('ReLU', 1985, 0), ('dropout', 1985, 0), ('linear', 1985, 3942210), ('ReLU', 1985, 0), ('dropout', 1985, 0), ('linear', 1985, 3942210), ('ReLU', 1985, 0), ('dropout', 1985, 0), ('linear', 1985, 3942210), ('ReLU', 1985, 0), ('dropout', 1985, 0), ('linear', 1985, 3942210), ('ReLU', 1985, 0), ('dropout', 1985, 0), ('linear', 253, 502458), ('Softmax', 253, 0)]",ReLU,30281,20213508,245,0,5,1895,61.693548387096776,0.5931129032258063,0.5272321428571429,0.1944999999999999,0.2735
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input:3103_output:690_depth:1_arch:gradual_batch:708_act:softplus_dropout:0.3647275603771637_dropout:True_batchnorm:True.out,2,"[('linear', 690, 2141760), ('batch_normalization', 690, 1380), ('Softplus', 690, 0), ('dropout', 690, 0), ('linear', 690, 476790), ('Softmax', 690, 0)]",Softplus,4140,2619930,708,1,1,1531,28.26984126984127,0.21473015873015877,0.1483461538461538,0.0331923076923077,0.10569230769230775
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input:1512_output:336_depth:8_arch:bottleneck_batch:16_act:mish_dropout:0.25030371522921746_dropout:True_batchnorm:True.out,10,"[('linear', 756, 1143828), ('batch_normalization', 756, 1512), ('Mish', 756, 0), ('dropout', 756, 0), ('linear', 378, 286146), ('batch_normalization', 378, 756), ('Mish', 378, 0), ('dropout', 378, 0), ('linear', 336, 127344), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('batch_normalization', 336, 672), ('Mish', 336, 0), ('dropout', 336, 0), ('linear', 336, 113232), ('Softmax', 336, 0)]",Mish,14616,2356914,16,9,9,1511,37.44444444444444,0.3642380952380952,0.06728301886792451,0.009094339622641515,0.010423076923076927
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input:493_output:55_depth:2_arch:pyramid_batch:994_act:elu_dropout:0.41780108632015245_dropout:False_batchnorm:True.out,3,"[('linear', 246, 121524), ('batch_normalization', 246, 492), ('ELU', 246, 0), ('linear', 123, 30381), ('batch_normalization', 123, 246), ('ELU', 123, 0), ('linear', 55, 6820), ('Softmax', 55, 0)]",ELU,1217,159463,994,2,0,1457,13.476190476190476,0.11843548387096774,0.02644230769230769,0.00330769230769231,0.011111111111111117
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input:2983_output:467_depth:2_arch:uniform_batch:1014_act:selu_dropout:0.1579783917042324_dropout:False_batchnorm:True.out,3,"[('linear', 2983, 8901272), ('batch_normalization', 2983, 5966), ('SELU', 2983, 0), ('linear', 2983, 8901272), ('batch_normalization', 2983, 5966), ('SELU', 2983, 0), ('linear', 467, 1393528), ('Softmax', 467, 0)]",SELU,18832,19208004,1014,2,0,1919,46.32258064516129,0.4140634920634921,0.3896226415094339,0.11332075471698112,0.29064912280701755
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input:195_output:11_depth:8_arch:pyramid_batch:392_act:prelu_dropout:0.35900288734539976_dropout:True_batchnorm:True.out,9,"[('linear', 97, 19012), ('batch_normalization', 97, 194), ('PReLU', 97, 0), ('dropout', 97, 0), ('linear', 48, 4704), ('batch_normalization', 48, 96), ('PReLU', 48, 0), ('dropout', 48, 0), ('linear', 24, 1176), ('batch_normalization', 24, 48), ('PReLU', 24, 0), ('dropout', 24, 0), ('linear', 12, 300), ('batch_normalization', 12, 24), ('PReLU', 12, 0), ('dropout', 12, 0), ('linear', 11, 143), ('batch_normalization', 11, 22), ('PReLU', 11, 0), ('dropout', 11, 0), ('linear', 11, 132), ('batch_normalization', 11, 22), ('PReLU', 11, 0), ('dropout', 11, 0), ('linear', 11, 132), ('batch_normalization', 11, 22), ('PReLU', 11, 0), ('dropout', 11, 0), ('linear', 11, 132), ('batch_normalization', 11, 22), ('PReLU', 11, 0), ('dropout', 11, 0), ('linear', 11, 132), ('Softmax', 11, 0)]",PReLU,922,26313,392,8,8,1453,28.0,0.2725396825396826,0.01549056603773586,0.0018490566037735862,0.001981481481481483
input:166_output:5_depth:10_arch:uniform_batch:711_act:tanh_dropout:0.18613870086869913_dropout:True_batchnorm:False.out,11,"[('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Tanh', 166, 0), ('dropout', 166, 0), ('linear', 5, 835), ('Softmax', 5, 0)]",Tanh,4990,278055,711,0,10,1467,22.238095238095237,0.2145,0.08282352941176471,0.014490196078431383,0.02596226415094339
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input:1479_output:169_depth:3_arch:pyramid_batch:562_act:identity_dropout:0.3828967589786376_dropout:True_batchnorm:False.out,4,"[('linear', 739, 1093720), ('Identity', 739, 0), ('dropout', 739, 0), ('linear', 369, 273060), ('Identity', 369, 0), ('dropout', 369, 0), ('linear', 184, 68080), ('Identity', 184, 0), ('dropout', 184, 0), ('linear', 169, 31265), ('Softmax', 169, 0)]",Identity,4214,1466125,562,0,3,1495,25.50793650793651,0.22061904761904766,0.12986792452830187,0.02730188679245283,0.0768301886792453
input:1436_output:71_depth:2_arch:uniform_batch:272_act:selu_dropout:0.2346563538583961_dropout:True_batchnorm:True.out,3,"[('linear', 1436, 2063532), ('batch_normalization', 1436, 2872), ('SELU', 1436, 0), ('dropout', 1436, 0), ('linear', 1436, 2063532), ('batch_normalization', 1436, 2872), ('SELU', 1436, 0), ('dropout', 1436, 0), ('linear', 71, 102027), ('Softmax', 71, 0)]",SELU,11630,4234835,272,2,2,1553,37.08064516129032,0.3444516129032257,0.25680357142857146,0.05960714285714287,0.13501818181818184
input:2481_output:484_depth:9_arch:gradual_batch:981_act:relu_dropout:0.1809533171517415_dropout:True_batchnorm:False.out,10,"[('linear', 2260, 5609320), ('ReLU', 2260, 0), ('dropout', 2260, 0), ('linear', 2039, 4610179), ('ReLU', 2039, 0), ('dropout', 2039, 0), ('linear', 1818, 3708720), ('ReLU', 1818, 0), ('dropout', 1818, 0), ('linear', 1597, 2904943), ('ReLU', 1597, 0), ('dropout', 1597, 0), ('linear', 1376, 2198848), ('ReLU', 1376, 0), ('dropout', 1376, 0), ('linear', 1155, 1590435), ('ReLU', 1155, 0), ('dropout', 1155, 0), ('linear', 934, 1079704), ('ReLU', 934, 0), ('dropout', 934, 0), ('linear', 713, 666655), ('ReLU', 713, 0), ('dropout', 713, 0), ('linear', 492, 351288), ('ReLU', 492, 0), ('dropout', 492, 0), ('linear', 484, 238612), ('Softmax', 484, 0)]",ReLU,38120,22958704,981,0,9,1979,51.953125,0.49962903225806465,0.4625283018867923,0.162566037735849,0.3318888888888888
input:3780_output:582_depth:8_arch:pyramid_batch:528_act:mish_dropout:0.47225935176844636_dropout:False_batchnorm:False.out,9,"[('linear', 1890, 7146090), ('Mish', 1890, 0), ('linear', 945, 1786995), ('Mish', 945, 0), ('linear', 582, 550572), ('Mish', 582, 0), ('linear', 582, 339306), ('Mish', 582, 0), ('linear', 582, 339306), ('Mish', 582, 0), ('linear', 582, 339306), ('Mish', 582, 0), ('linear', 582, 339306), ('Mish', 582, 0), ('linear', 582, 339306), ('Mish', 582, 0), ('linear', 582, 339306), ('Softmax', 582, 0)]",Mish,13818,11519493,528,0,0,1733,39.483870967741936,0.33859677419354856,0.3002631578947368,0.090140350877193,0.18093103448275866
input:458_output:78_depth:1_arch:gradual_batch:160_act:leaky_relu_dropout:0.13183321191291567_dropout:True_batchnorm:True.out,2,"[('linear', 78, 35802), ('batch_normalization', 78, 156), ('LeakyReLU', 78, 0), ('dropout', 78, 0), ('linear', 78, 6162), ('Softmax', 78, 0)]",LeakyReLU,468,42120,160,1,1,1453,21.365079365079364,0.19612903225806455,0.015981481481481492,0.0010000000000000007,0.0029811320754716997
input:1718_output:108_depth:8_arch:gradual_batch:985_act:prelu_dropout:0.10765352997448994_dropout:True_batchnorm:True.out,9,"[('linear', 1517, 2607723), ('batch_normalization', 1517, 3034), ('PReLU', 1517, 0), ('dropout', 1517, 0), ('linear', 1316, 1997688), ('batch_normalization', 1316, 2632), ('PReLU', 1316, 0), ('dropout', 1316, 0), ('linear', 1115, 1468455), ('batch_normalization', 1115, 2230), ('PReLU', 1115, 0), ('dropout', 1115, 0), ('linear', 914, 1020024), ('batch_normalization', 914, 1828), ('PReLU', 914, 0), ('dropout', 914, 0), ('linear', 713, 652395), ('batch_normalization', 713, 1426), ('PReLU', 713, 0), ('dropout', 713, 0), ('linear', 512, 365568), ('batch_normalization', 512, 1024), ('PReLU', 512, 0), ('dropout', 512, 0), ('linear', 311, 159543), ('batch_normalization', 311, 622), ('PReLU', 311, 0), ('dropout', 311, 0), ('linear', 110, 34320), ('batch_normalization', 110, 220), ('PReLU', 110, 0), ('dropout', 110, 0), ('linear', 108, 11988), ('Softmax', 108, 0)]",PReLU,26248,8330720,985,8,8,1667,37.63492063492063,0.3265,0.2527142857142857,0.062160714285714305,0.17269642857142858
input:339_output:23_depth:8_arch:pyramid_batch:334_act:swish_dropout:0.4073292314518967_dropout:False_batchnorm:False.out,9,"[('linear', 169, 57460), ('SiLU', 169, 0), ('linear', 84, 14280), ('SiLU', 84, 0), ('linear', 42, 3570), ('SiLU', 42, 0), ('linear', 23, 989), ('SiLU', 23, 0), ('linear', 23, 552), ('SiLU', 23, 0), ('linear', 23, 552), ('SiLU', 23, 0), ('linear', 23, 552), ('SiLU', 23, 0), ('linear', 23, 552), ('SiLU', 23, 0), ('linear', 23, 552), ('Softmax', 23, 0)]",SiLU,866,79059,334,0,0,1453,26.73015873015873,0.24879032258064512,0.02449999999999999,0.0020000000000000013,0.005629629629629633
input:2341_output:5_depth:3_arch:gradual_batch:996_act:gelu_dropout:0.49627112259467476_dropout:False_batchnorm:True.out,4,"[('linear', 1563, 3660546), ('batch_normalization', 1563, 3126), ('GELU', 1563, 0), ('linear', 785, 1227740), ('batch_normalization', 785, 1570), ('GELU', 785, 0), ('linear', 7, 5502), ('batch_normalization', 7, 14), ('GELU', 7, 0), ('linear', 5, 40), ('Softmax', 5, 0)]",GELU,7075,4898538,996,3,0,1571,35.301587301587304,0.3001587301587302,0.24311111111111114,0.04796296296296297,0.1914528301886793
input:76_output:14_depth:4_arch:gradual_batch:160_act:tanh_dropout:0.1947282886451263_dropout:False_batchnorm:False.out,5,"[('linear', 61, 4697), ('Tanh', 61, 0), ('linear', 46, 2852), ('Tanh', 46, 0), ('linear', 31, 1457), ('Tanh', 31, 0), ('linear', 16, 512), ('Tanh', 16, 0), ('linear', 14, 238), ('Softmax', 14, 0)]",Tanh,336,9756,160,0,0,1451,23.603174603174605,0.23306349206349197,0.007000000000000005,0.0010000000000000007,0.0010000000000000007
input:2565_output:221_depth:1_arch:bottleneck_batch:994_act:elu_dropout:0.3107875778311161_dropout:False_batchnorm:True.out,3,"[('linear', 1282, 3289612), ('batch_normalization', 1282, 2564), ('ELU', 1282, 0), ('linear', 641, 822403), ('batch_normalization', 641, 1282), ('ELU', 641, 0), ('linear', 221, 141882), ('Softmax', 221, 0)]",ELU,6211,4257743,994,2,0,1581,33.57142857142857,0.28940322580645156,0.22329090909090904,0.04432727272727275,0.1739107142857143
input:1731_output:84_depth:2_arch:uniform_batch:667_act:identity_dropout:0.3232247516135119_dropout:True_batchnorm:False.out,3,"[('linear', 1731, 2998092), ('Identity', 1731, 0), ('dropout', 1731, 0), ('linear', 1731, 2998092), ('Identity', 1731, 0), ('dropout', 1731, 0), ('linear', 84, 145488), ('Softmax', 84, 0)]",Identity,10554,6141672,667,0,2,1597,35.77777777777778,0.32812698412698416,0.2825849056603774,0.0758867924528302,0.20774074074074078
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input:1461_output:268_depth:6_arch:uniform_batch:17_act:swish_dropout:0.21686464868344213_dropout:False_batchnorm:False.out,7,"[('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 1461, 2135982), ('SiLU', 1461, 0), ('linear', 268, 391816), ('Softmax', 268, 0)]",SiLU,18068,13207708,17,0,0,1753,50.58064516129032,0.4985967741935481,0.4021636363636362,0.1527818181818181,0.06016071428571424
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input:492_output:47_depth:5_arch:gradual_batch:450_act:selu_dropout:0.3892234580846957_dropout:True_batchnorm:False.out,6,"[('linear', 403, 198679), ('SELU', 403, 0), ('dropout', 403, 0), ('linear', 314, 126856), ('SELU', 314, 0), ('dropout', 314, 0), ('linear', 225, 70875), ('SELU', 225, 0), ('dropout', 225, 0), ('linear', 136, 30736), ('SELU', 136, 0), ('dropout', 136, 0), ('linear', 47, 6439), ('SELU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('Softmax', 47, 0)]",SELU,3469,435841,450,0,5,1463,25.22222222222222,0.2364920634920634,0.08059259259259263,0.01211111111111112,0.03072727272727272
input:2238_output:218_depth:10_arch:uniform_batch:391_act:relu_dropout:0.22937271722655939_dropout:False_batchnorm:True.out,11,"[('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 2238, 5010882), ('batch_normalization', 2238, 4476), ('ReLU', 2238, 0), ('linear', 218, 488102), ('Softmax', 218, 0)]",ReLU,67576,50641682,391,10,0,2493,73.078125,0.7327903225806454,0.6738421052631578,0.24628070175438593,0.41862499999999975
input:3820_output:609_depth:5_arch:pyramid_batch:988_act:leaky_relu_dropout:0.3299719016356143_dropout:False_batchnorm:True.out,6,"[('linear', 1910, 7298110), ('batch_normalization', 1910, 3820), ('LeakyReLU', 1910, 0), ('linear', 955, 1825005), ('batch_normalization', 955, 1910), ('LeakyReLU', 955, 0), ('linear', 609, 582204), ('batch_normalization', 609, 1218), ('LeakyReLU', 609, 0), ('linear', 609, 371490), ('batch_normalization', 609, 1218), ('LeakyReLU', 609, 0), ('linear', 609, 371490), ('batch_normalization', 609, 1218), ('LeakyReLU', 609, 0), ('linear', 609, 371490), ('Softmax', 609, 0)]",LeakyReLU,15294,10829173,988,5,0,1721,35.83870967741935,0.2954677419354839,0.27349999999999997,0.07626785714285712,0.18080357142857154
input:675_output:166_depth:10_arch:pyramid_batch:752_act:elu_dropout:0.23372922277163252_dropout:True_batchnorm:True.out,11,"[('linear', 337, 227812), ('batch_normalization', 337, 674), ('ELU', 337, 0), ('dropout', 337, 0), ('linear', 168, 56784), ('batch_normalization', 168, 336), ('ELU', 168, 0), ('dropout', 168, 0), ('linear', 166, 28054), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('batch_normalization', 166, 332), ('ELU', 166, 0), ('dropout', 166, 0), ('linear', 166, 27722), ('Softmax', 166, 0)]",ELU,7664,538092,752,10,10,1477,29.349206349206348,0.28466129032258064,0.08855769230769235,0.014653846153846165,0.031698113207547174
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input:442_output:108_depth:4_arch:uniform_batch:390_act:elu_dropout:0.48763726033605037_dropout:True_batchnorm:False.out,5,"[('linear', 442, 195806), ('ELU', 442, 0), ('dropout', 442, 0), ('linear', 442, 195806), ('ELU', 442, 0), ('dropout', 442, 0), ('linear', 442, 195806), ('ELU', 442, 0), ('dropout', 442, 0), ('linear', 442, 195806), ('ELU', 442, 0), ('dropout', 442, 0), ('linear', 108, 47844), ('Softmax', 108, 0)]",ELU,5520,831068,390,0,4,1473,27.693548387096776,0.2581774193548388,0.11237735849056603,0.016037735849056618,0.05458490566037734
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input:432_output:29_depth:1_arch:pyramid_batch:585_act:leaky_relu_dropout:0.4040059085968001_dropout:False_batchnorm:False.out,2,"[('linear', 216, 93528), ('LeakyReLU', 216, 0), ('linear', 29, 6293), ('Softmax', 29, 0)]",LeakyReLU,490,99821,585,0,0,1455,11.603174603174603,0.10266666666666667,0.01828301886792454,0.00188679245283019,0.006500000000000005
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input:2800_output:659_depth:9_arch:bottleneck_batch:998_act:softplus_dropout:0.37666690729421304_dropout:False_batchnorm:False.out,11,"[('linear', 1400, 3921400), ('Softplus', 1400, 0), ('linear', 700, 980700), ('Softplus', 700, 0), ('linear', 659, 461959), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softplus', 659, 0), ('linear', 659, 434940), ('Softmax', 659, 0)]",Softplus,16062,8843579,998,0,0,1665,35.12698412698413,0.3054761904761905,0.23448214285714286,0.05371428571428572,0.18030508474576268
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input:398_output:56_depth:5_arch:uniform_batch:605_act:leaky_relu_dropout:0.44761384224432577_dropout:True_batchnorm:False.out,6,"[('linear', 398, 158802), ('LeakyReLU', 398, 0), ('dropout', 398, 0), ('linear', 398, 158802), ('LeakyReLU', 398, 0), ('dropout', 398, 0), ('linear', 398, 158802), ('LeakyReLU', 398, 0), ('dropout', 398, 0), ('linear', 398, 158802), ('LeakyReLU', 398, 0), ('dropout', 398, 0), ('linear', 398, 158802), ('LeakyReLU', 398, 0), ('dropout', 398, 0), ('linear', 56, 22344), ('Softmax', 56, 0)]",LeakyReLU,6082,816354,605,0,5,1475,27.6984126984127,0.24393650793650792,0.1246153846153847,0.019423076923076935,0.05937735849056602
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input:3309_output:35_depth:3_arch:uniform_batch:660_act:gelu_dropout:0.4786288970116517_dropout:False_batchnorm:False.out,4,"[('linear', 3309, 10952790), ('GELU', 3309, 0), ('linear', 3309, 10952790), ('GELU', 3309, 0), ('linear', 3309, 10952790), ('GELU', 3309, 0), ('linear', 35, 115850), ('Softmax', 35, 0)]",GELU,19924,32974220,660,0,0,2163,60.306451612903224,0.557967741935484,0.5273090909090908,0.1862777777777778,0.382927272727273
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input:113_output:1_depth:6_arch:bottleneck_batch:985_act:leaky_relu_dropout:0.32803819712978105_dropout:True_batchnorm:True.out,8,"[('linear', 56, 6384), ('batch_normalization', 56, 112), ('LeakyReLU', 56, 0), ('dropout', 56, 0), ('linear', 28, 1596), ('batch_normalization', 28, 56), ('LeakyReLU', 28, 0), ('dropout', 28, 0), ('linear', 14, 406), ('batch_normalization', 14, 28), ('LeakyReLU', 14, 0), ('dropout', 14, 0), ('linear', 7, 105), ('batch_normalization', 7, 14), ('LeakyReLU', 7, 0), ('dropout', 7, 0), ('linear', 3, 24), ('batch_normalization', 3, 6), ('LeakyReLU', 3, 0), ('dropout', 3, 0), ('linear', 1, 4), ('batch_normalization', 1, 2), ('LeakyReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('batch_normalization', 1, 2), ('LeakyReLU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Identity', 1, 0)]",LeakyReLU,442,8743,985,7,7,1453,17.174603174603174,0.1610952380952381,0.00886538461538462,0.0010000000000000007,0.0010000000000000007
input:1651_output:57_depth:8_arch:uniform_batch:183_act:selu_dropout:0.476601268903981_dropout:False_batchnorm:False.out,9,"[('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 1651, 2727452), ('SELU', 1651, 0), ('linear', 57, 94164), ('Softmax', 57, 0)]",SELU,26530,21913780,183,0,0,1937,65.92063492063492,0.6414761904761901,0.5235172413793103,0.20093103448275862,0.24389655172413782
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input:125_output:22_depth:5_arch:bottleneck_batch:557_act:tanh_dropout:0.3958157693960017_dropout:True_batchnorm:False.out,7,"[('linear', 62, 7812), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 31, 1953), ('Tanh', 31, 0), ('dropout', 31, 0), ('linear', 22, 704), ('Tanh', 22, 0), ('dropout', 22, 0), ('linear', 22, 506), ('Tanh', 22, 0), ('dropout', 22, 0), ('linear', 22, 506), ('Tanh', 22, 0), ('dropout', 22, 0), ('linear', 22, 506), ('Tanh', 22, 0), ('dropout', 22, 0), ('linear', 22, 506), ('Softmax', 22, 0)]",Tanh,587,12493,557,0,6,1453,16.428571428571427,0.15432258064516127,0.011745098039215692,0.0010000000000000007,0.0010000000000000007
input:1015_output:243_depth:8_arch:gradual_batch:126_act:leaky_relu_dropout:0.250383976464679_dropout:True_batchnorm:True.out,9,"[('linear', 919, 933704), ('batch_normalization', 919, 1838), ('LeakyReLU', 919, 0), ('dropout', 919, 0), ('linear', 823, 757160), ('batch_normalization', 823, 1646), ('LeakyReLU', 823, 0), ('dropout', 823, 0), ('linear', 727, 599048), ('batch_normalization', 727, 1454), ('LeakyReLU', 727, 0), ('dropout', 727, 0), ('linear', 631, 459368), ('batch_normalization', 631, 1262), ('LeakyReLU', 631, 0), ('dropout', 631, 0), ('linear', 535, 338120), ('batch_normalization', 535, 1070), ('LeakyReLU', 535, 0), ('dropout', 535, 0), ('linear', 439, 235304), ('batch_normalization', 439, 878), ('LeakyReLU', 439, 0), ('dropout', 439, 0), ('linear', 343, 150920), ('batch_normalization', 343, 686), ('LeakyReLU', 343, 0), ('dropout', 343, 0), ('linear', 247, 84968), ('batch_normalization', 247, 494), ('LeakyReLU', 247, 0), ('dropout', 247, 0), ('linear', 243, 60264), ('Softmax', 243, 0)]",LeakyReLU,19142,3628184,126,8,8,1527,37.806451612903224,0.368661290322581,0.14967924528301896,0.024905660377358484,0.04946296296296294
input:1339_output:224_depth:5_arch:gradual_batch:217_act:mish_dropout:0.4993340148825888_dropout:True_batchnorm:False.out,6,"[('linear', 1116, 1495440), ('Mish', 1116, 0), ('dropout', 1116, 0), ('linear', 893, 997481), ('Mish', 893, 0), ('dropout', 893, 0), ('linear', 670, 598980), ('Mish', 670, 0), ('dropout', 670, 0), ('linear', 447, 299937), ('Mish', 447, 0), ('dropout', 447, 0), ('linear', 224, 100352), ('Mish', 224, 0), ('dropout', 224, 0), ('linear', 224, 50400), ('Softmax', 224, 0)]",Mish,10498,3542590,217,0,5,1541,37.435483870967744,0.3477936507936508,0.20453703703703704,0.03698148148148148,0.09207272727272728
input:22_output:3_depth:5_arch:gradual_batch:234_act:prelu_dropout:0.14237044887670566_dropout:True_batchnorm:False.out,6,"[('linear', 19, 437), ('PReLU', 19, 0), ('dropout', 19, 0), ('linear', 16, 320), ('PReLU', 16, 0), ('dropout', 16, 0), ('linear', 13, 221), ('PReLU', 13, 0), ('dropout', 13, 0), ('linear', 10, 140), ('PReLU', 10, 0), ('dropout', 10, 0), ('linear', 7, 77), ('PReLU', 7, 0), ('dropout', 7, 0), ('linear', 3, 24), ('Softmax', 3, 0)]",PReLU,201,1219,234,0,5,1451,24.725806451612904,0.2392698412698413,0.004833333333333335,0.0010000000000000007,0.0010000000000000007
input:2270_output:530_depth:4_arch:bottleneck_batch:110_act:selu_dropout:0.35360474782837314_dropout:False_batchnorm:True.out,6,"[('linear', 1135, 2577585), ('batch_normalization', 1135, 2270), ('SELU', 1135, 0), ('linear', 567, 644112), ('batch_normalization', 567, 1134), ('SELU', 567, 0), ('linear', 530, 301040), ('batch_normalization', 530, 1060), ('SELU', 530, 0), ('linear', 530, 281430), ('batch_normalization', 530, 1060), ('SELU', 530, 0), ('linear', 530, 281430), ('batch_normalization', 530, 1060), ('SELU', 530, 0), ('linear', 530, 281430), ('Softmax', 530, 0)]",SELU,10936,4373611,110,5,0,1557,38.111111111111114,0.366241935483871,0.17594642857142867,0.034660714285714274,0.05738181818181815
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input:2195_output:183_depth:3_arch:pyramid_batch:533_act:softplus_dropout:0.3329317825785896_dropout:True_batchnorm:True.out,4,"[('linear', 1097, 2409012), ('batch_normalization', 1097, 2194), ('Softplus', 1097, 0), ('dropout', 1097, 0), ('linear', 548, 601704), ('batch_normalization', 548, 1096), ('Softplus', 548, 0), ('dropout', 548, 0), ('linear', 274, 150426), ('batch_normalization', 274, 548), ('Softplus', 274, 0), ('dropout', 274, 0), ('linear', 183, 50325), ('Softmax', 183, 0)]",Softplus,8042,3215305,533,3,3,1539,35.301587301587304,0.3093809523809523,0.2100196078431373,0.04137254901960783,0.1397272727272727
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input:4005_output:597_depth:5_arch:pyramid_batch:153_act:softplus_dropout:0.10568541706715512_dropout:False_batchnorm:False.out,6,"[('linear', 2002, 8020012), ('Softplus', 2002, 0), ('linear', 1001, 2005003), ('Softplus', 1001, 0), ('linear', 597, 598194), ('Softplus', 597, 0), ('linear', 597, 357006), ('Softplus', 597, 0), ('linear', 597, 357006), ('Softplus', 597, 0), ('linear', 597, 357006), ('Softmax', 597, 0)]",Softplus,10782,11694227,153,0,0,1697,49.58730158730159,0.45653225806451625,0.39198245614035077,0.1131052631578948,0.14517857142857132
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input:3542_output:373_depth:1_arch:bottleneck_batch:612_act:prelu_dropout:0.21961495059083697_dropout:False_batchnorm:True.out,3,"[('linear', 1771, 6274653), ('batch_normalization', 1771, 3542), ('PReLU', 1771, 0), ('linear', 885, 1568220), ('batch_normalization', 885, 1770), ('PReLU', 885, 0), ('linear', 373, 330478), ('Softmax', 373, 0)]",PReLU,8714,8178663,612,2,0,1633,36.476190476190474,0.3141612903225807,0.2760357142857143,0.0823392857142857,0.17880357142857137
input:3896_output:374_depth:5_arch:gradual_batch:142_act:relu_dropout:0.20168840178958125_dropout:False_batchnorm:False.out,6,"[('linear', 3192, 12439224), ('ReLU', 3192, 0), ('linear', 2488, 7944184), ('ReLU', 2488, 0), ('linear', 1784, 4440376), ('ReLU', 1784, 0), ('linear', 1080, 1927800), ('ReLU', 1080, 0), ('linear', 376, 406456), ('ReLU', 376, 0), ('linear', 374, 140998), ('Softmax', 374, 0)]",ReLU,18588,27299038,142,0,0,2009,67.58730158730158,0.6568548387096774,0.5856071428571425,0.23805357142857148,0.24221428571428585
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input:2203_output:218_depth:2_arch:pyramid_batch:16_act:selu_dropout:0.35754221510941686_dropout:False_batchnorm:True.out,3,"[('linear', 1101, 2426604), ('batch_normalization', 1101, 2202), ('SELU', 1101, 0), ('linear', 550, 606100), ('batch_normalization', 550, 1100), ('SELU', 550, 0), ('linear', 218, 120118), ('Softmax', 218, 0)]",SELU,5389,3156124,16,2,0,1513,37.82539682539682,0.37000000000000005,0.12224528301886788,0.026245283018867943,0.02474074074074073
input:858_output:69_depth:1_arch:bottleneck_batch:750_act:relu_dropout:0.27938100283763667_dropout:False_batchnorm:True.out,3,"[('linear', 429, 368511), ('batch_normalization', 429, 858), ('ReLU', 429, 0), ('linear', 214, 92020), ('batch_normalization', 214, 428), ('ReLU', 214, 0), ('linear', 69, 14835), ('Softmax', 69, 0)]",ReLU,2067,476652,750,2,0,1475,16.61904761904762,0.15093548387096772,0.05474999999999999,0.008942307692307697,0.030076923076923088
input:1010_output:120_depth:9_arch:uniform_batch:672_act:prelu_dropout:0.487489842174725_dropout:True_batchnorm:True.out,10,"[('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 1010, 1021110), ('batch_normalization', 1010, 2020), ('PReLU', 1010, 0), ('dropout', 1010, 0), ('linear', 120, 121320), ('Softmax', 120, 0)]",PReLU,36600,9329490,672,9,9,1661,41.36507936507937,0.40396774193548374,0.30551851851851847,0.08970370370370373,0.19335185185185189
input:2132_output:238_depth:9_arch:bottleneck_batch:855_act:swish_dropout:0.35983925517504445_dropout:False_batchnorm:False.out,11,"[('linear', 1066, 2273778), ('SiLU', 1066, 0), ('linear', 533, 568711), ('SiLU', 533, 0), ('linear', 266, 142044), ('SiLU', 266, 0), ('linear', 238, 63546), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('SiLU', 238, 0), ('linear', 238, 56882), ('Softmax', 238, 0)]",SiLU,7538,3446253,855,0,0,1559,35.08064516129032,0.3050793650793652,0.23403773584905668,0.04977358490566038,0.14922641509433957
input:124_output:12_depth:9_arch:gradual_batch:688_act:identity_dropout:0.49450906576202447_dropout:False_batchnorm:True.out,10,"[('linear', 112, 14000), ('batch_normalization', 112, 224), ('Identity', 112, 0), ('linear', 100, 11300), ('batch_normalization', 100, 200), ('Identity', 100, 0), ('linear', 88, 8888), ('batch_normalization', 88, 176), ('Identity', 88, 0), ('linear', 76, 6764), ('batch_normalization', 76, 152), ('Identity', 76, 0), ('linear', 64, 4928), ('batch_normalization', 64, 128), ('Identity', 64, 0), ('linear', 52, 3380), ('batch_normalization', 52, 104), ('Identity', 52, 0), ('linear', 40, 2120), ('batch_normalization', 40, 80), ('Identity', 40, 0), ('linear', 28, 1148), ('batch_normalization', 28, 56), ('Identity', 28, 0), ('linear', 16, 464), ('batch_normalization', 16, 32), ('Identity', 16, 0), ('linear', 12, 204), ('Softmax', 12, 0)]",Identity,1752,54348,688,9,0,1455,21.875,0.2135079365079366,0.0259811320754717,0.0024716981132075484,0.005528301886792456
input:103_output:6_depth:8_arch:uniform_batch:292_act:gelu_dropout:0.25079909679213763_dropout:False_batchnorm:True.out,9,"[('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('GELU', 103, 0), ('linear', 6, 624), ('Softmax', 6, 0)]",GELU,2484,87968,292,8,0,1455,28.11111111111111,0.2770645161290322,0.03709433962264151,0.0039056603773584934,0.0069230769230769285
input:1146_output:256_depth:7_arch:pyramid_batch:1015_act:gelu_dropout:0.19383109689194697_dropout:True_batchnorm:True.out,8,"[('linear', 573, 657231), ('batch_normalization', 573, 1146), ('GELU', 573, 0), ('dropout', 573, 0), ('linear', 286, 164164), ('batch_normalization', 286, 572), ('GELU', 286, 0), ('dropout', 286, 0), ('linear', 256, 73472), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('Softmax', 256, 0)]",GELU,9068,1228105,1015,7,7,1499,29.885245901639344,0.2741612903225807,0.12079245283018865,0.02405660377358491,0.0626923076923077
input:3142_output:778_depth:7_arch:gradual_batch:375_act:softplus_dropout:0.26619885046062475_dropout:True_batchnorm:False.out,8,"[('linear', 2805, 8816115), ('Softplus', 2805, 0), ('dropout', 2805, 0), ('linear', 2468, 6925208), ('Softplus', 2468, 0), ('dropout', 2468, 0), ('linear', 2131, 5261439), ('Softplus', 2131, 0), ('dropout', 2131, 0), ('linear', 1794, 3824808), ('Softplus', 1794, 0), ('dropout', 1794, 0), ('linear', 1457, 2615315), ('Softplus', 1457, 0), ('dropout', 1457, 0), ('linear', 1120, 1632960), ('Softplus', 1120, 0), ('dropout', 1120, 0), ('linear', 783, 877743), ('Softplus', 783, 0), ('dropout', 783, 0), ('linear', 778, 609952), ('Softmax', 778, 0)]",Softplus,39230,30563540,375,0,7,2095,62.55555555555556,0.5941428571428572,0.5512641509433964,0.2045094339622641,0.3391206896551723
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input:1757_output:46_depth:10_arch:uniform_batch:590_act:elu_dropout:0.10482449178714154_dropout:True_batchnorm:False.out,11,"[('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 1757, 3088806), ('ELU', 1757, 0), ('dropout', 1757, 0), ('linear', 46, 80868), ('Softmax', 46, 0)]",ELU,52802,30968928,590,0,10,2103,63.33870967741935,0.6206290322580648,0.6110185185185187,0.21240740740740732,0.4142037037037035
input:3247_output:656_depth:3_arch:pyramid_batch:746_act:swish_dropout:0.35473187739300605_dropout:True_batchnorm:False.out,4,"[('linear', 1623, 5271504), ('SiLU', 1623, 0), ('dropout', 1623, 0), ('linear', 811, 1317064), ('SiLU', 811, 0), ('dropout', 811, 0), ('linear', 656, 532672), ('SiLU', 656, 0), ('dropout', 656, 0), ('linear', 656, 430992), ('Softmax', 656, 0)]",SiLU,10582,7552232,746,0,3,1649,34.53968253968254,0.30379365079365084,0.27687719298245617,0.07643859649122807,0.19017857142857145
input:3983_output:92_depth:1_arch:bottleneck_batch:85_act:softplus_dropout:0.27446874420675194_dropout:False_batchnorm:False.out,3,"[('linear', 1991, 7932144), ('Softplus', 1991, 0), ('linear', 995, 1982040), ('Softplus', 995, 0), ('linear', 92, 91632), ('Softmax', 92, 0)]",Softplus,6156,10005816,85,0,0,1675,47.08064516129032,0.4283968253968254,0.37248148148148136,0.10550000000000005,0.10032075471698118
input:1011_output:120_depth:7_arch:uniform_batch:601_act:swish_dropout:0.21904945598169556_dropout:True_batchnorm:True.out,8,"[('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 1011, 1023132), ('batch_normalization', 1011, 2022), ('SiLU', 1011, 0), ('dropout', 1011, 0), ('linear', 120, 121440), ('Softmax', 120, 0)]",SiLU,28548,7297518,601,7,7,1619,38.142857142857146,0.3709677419354838,0.29664912280701755,0.08119298245614033,0.1786666666666666
input:911_output:47_depth:3_arch:uniform_batch:831_act:swish_dropout:0.13702054268130173_dropout:True_batchnorm:False.out,4,"[('linear', 911, 830832), ('SiLU', 911, 0), ('dropout', 911, 0), ('linear', 911, 830832), ('SiLU', 911, 0), ('dropout', 911, 0), ('linear', 911, 830832), ('SiLU', 911, 0), ('dropout', 911, 0), ('linear', 47, 42864), ('Softmax', 47, 0)]",SiLU,8293,2535360,831,0,3,1515,31.6984126984127,0.2917301587301587,0.22505555555555554,0.05231481481481483,0.16142307692307692
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input:2977_output:378_depth:9_arch:uniform_batch:700_act:identity_dropout:0.2088636175884723_dropout:False_batchnorm:True.out,10,"[('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 2977, 8865506), ('batch_normalization', 2977, 5954), ('Identity', 2977, 0), ('linear', 378, 1125684), ('Softmax', 378, 0)]",Identity,81135,80968824,700,9,0,3205,78.0,0.7595645161290321,0.7443571428571426,0.27775,0.5259107142857141
input:1118_output:148_depth:9_arch:pyramid_batch:30_act:elu_dropout:0.14628999428606987_dropout:True_batchnorm:True.out,10,"[('linear', 559, 625521), ('batch_normalization', 559, 1118), ('ELU', 559, 0), ('dropout', 559, 0), ('linear', 279, 156240), ('batch_normalization', 279, 558), ('ELU', 279, 0), ('dropout', 279, 0), ('linear', 148, 41440), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('batch_normalization', 148, 296), ('ELU', 148, 0), ('dropout', 148, 0), ('linear', 148, 22052), ('Softmax', 148, 0)]",ELU,7792,981313,30,9,9,1477,37.84126984126984,0.3704444444444445,0.03196078431372552,0.004117647058823532,0.005907407407407411
input:3121_output:258_depth:3_arch:gradual_batch:688_act:tanh_dropout:0.45843115337835816_dropout:True_batchnorm:True.out,4,"[('linear', 2167, 6765374), ('batch_normalization', 2167, 4334), ('Tanh', 2167, 0), ('dropout', 2167, 0), ('linear', 1213, 2629784), ('batch_normalization', 1213, 2426), ('Tanh', 1213, 0), ('dropout', 1213, 0), ('linear', 259, 314426), ('batch_normalization', 259, 518), ('Tanh', 259, 0), ('dropout', 259, 0), ('linear', 258, 67080), ('Softmax', 258, 0)]",Tanh,15072,9783942,688,3,3,1685,36.79032258064516,0.32091935483870976,0.2911607142857143,0.06996428571428574,0.2099636363636363
input:1471_output:40_depth:7_arch:pyramid_batch:410_act:tanh_dropout:0.26580352221843506_dropout:False_batchnorm:True.out,8,"[('linear', 735, 1081920), ('batch_normalization', 735, 1470), ('Tanh', 735, 0), ('linear', 367, 270112), ('batch_normalization', 367, 734), ('Tanh', 367, 0), ('linear', 183, 67344), ('batch_normalization', 183, 366), ('Tanh', 183, 0), ('linear', 91, 16744), ('batch_normalization', 91, 182), ('Tanh', 91, 0), ('linear', 45, 4140), ('batch_normalization', 45, 90), ('Tanh', 45, 0), ('linear', 40, 1840), ('batch_normalization', 40, 80), ('Tanh', 40, 0), ('linear', 40, 1640), ('batch_normalization', 40, 80), ('Tanh', 40, 0), ('linear', 40, 1640), ('Softmax', 40, 0)]",Tanh,4583,1448382,410,7,0,1495,34.36507936507937,0.3133968253968253,0.10544642857142857,0.02196428571428571,0.05524999999999998
input:3203_output:224_depth:8_arch:gradual_batch:251_act:softplus_dropout:0.16082208517515106_dropout:False_batchnorm:True.out,9,"[('linear', 2831, 9070524), ('batch_normalization', 2831, 5662), ('Softplus', 2831, 0), ('linear', 2459, 6963888), ('batch_normalization', 2459, 4918), ('Softplus', 2459, 0), ('linear', 2087, 5134020), ('batch_normalization', 2087, 4174), ('Softplus', 2087, 0), ('linear', 1715, 3580920), ('batch_normalization', 1715, 3430), ('Softplus', 1715, 0), ('linear', 1343, 2304588), ('batch_normalization', 1343, 2686), ('Softplus', 1343, 0), ('linear', 971, 1305024), ('batch_normalization', 971, 1942), ('Softplus', 971, 0), ('linear', 599, 582228), ('batch_normalization', 599, 1198), ('Softplus', 599, 0), ('linear', 227, 136200), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 224, 51072), ('Softmax', 224, 0)]",Softplus,37144,29152928,251,8,0,2063,66.06451612903226,0.6347258064516128,0.5567719298245616,0.20591228070175446,0.2815614035087719
input:2859_output:682_depth:5_arch:uniform_batch:941_act:swish_dropout:0.17000120863206314_dropout:True_batchnorm:True.out,6,"[('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SiLU', 2859, 0), ('dropout', 2859, 0), ('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SiLU', 2859, 0), ('dropout', 2859, 0), ('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SiLU', 2859, 0), ('dropout', 2859, 0), ('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SiLU', 2859, 0), ('dropout', 2859, 0), ('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SiLU', 2859, 0), ('dropout', 2859, 0), ('linear', 682, 1950520), ('Softmax', 682, 0)]",SiLU,58544,42862810,941,5,5,2531,64.640625,0.6217301587301588,0.5988245614035088,0.2155263157894737,0.45617857142857154
input:759_output:20_depth:2_arch:pyramid_batch:227_act:softplus_dropout:0.44436214470307267_dropout:False_batchnorm:True.out,3,"[('linear', 379, 288040), ('batch_normalization', 379, 758), ('Softplus', 379, 0), ('linear', 189, 71820), ('batch_normalization', 189, 378), ('Softplus', 189, 0), ('linear', 20, 3800), ('Softmax', 20, 0)]",Softplus,1744,364796,227,2,0,1475,29.095238095238095,0.2748225806451612,0.0470925925925926,0.003962962962962966,0.016592592592592607
input:3282_output:195_depth:9_arch:uniform_batch:779_act:softplus_dropout:0.22038725754964386_dropout:True_batchnorm:True.out,10,"[('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 3282, 10774806), ('batch_normalization', 3282, 6564), ('Softplus', 3282, 0), ('dropout', 3282, 0), ('linear', 195, 640185), ('Softmax', 195, 0)]",Softplus,118542,97672515,779,9,9,3711,78.265625,0.7852741935483876,0.7303392857142856,0.3117142857142857,0.5587636363636364
input:1253_output:189_depth:5_arch:uniform_batch:196_act:tanh_dropout:0.24053867660014344_dropout:False_batchnorm:True.out,6,"[('linear', 1253, 1571262), ('batch_normalization', 1253, 2506), ('Tanh', 1253, 0), ('linear', 1253, 1571262), ('batch_normalization', 1253, 2506), ('Tanh', 1253, 0), ('linear', 1253, 1571262), ('batch_normalization', 1253, 2506), ('Tanh', 1253, 0), ('linear', 1253, 1571262), ('batch_normalization', 1253, 2506), ('Tanh', 1253, 0), ('linear', 1253, 1571262), ('batch_normalization', 1253, 2506), ('Tanh', 1253, 0), ('linear', 189, 237006), ('Softmax', 189, 0)]",Tanh,19173,8105846,196,5,0,1647,44.25396825396825,0.4290645161290322,0.29805882352941176,0.06162745098039218,0.13803571428571423
input:4019_output:888_depth:10_arch:pyramid_batch:672_act:softplus_dropout:0.1095039073599732_dropout:False_batchnorm:True.out,11,"[('linear', 2009, 8076180), ('batch_normalization', 2009, 4018), ('Softplus', 2009, 0), ('linear', 1004, 2018040), ('batch_normalization', 1004, 2008), ('Softplus', 1004, 0), ('linear', 888, 892440), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('batch_normalization', 888, 1776), ('Softplus', 888, 0), ('linear', 888, 789432), ('Softmax', 888, 0)]",Softplus,32127,17322350,672,10,0,1841,48.54838709677419,0.42215873015873034,0.36174545454545465,0.11730909090909092,0.2342
input:2968_output:488_depth:6_arch:uniform_batch:879_act:swish_dropout:0.36497229195084013_dropout:False_batchnorm:False.out,7,"[('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 2968, 8811992), ('SiLU', 2968, 0), ('linear', 488, 1448872), ('Softmax', 488, 0)]",SiLU,36592,54320824,879,0,0,2631,66.625,0.6684838709677416,0.6398392857142856,0.2739090909090909,0.49725000000000014
input:2958_output:314_depth:5_arch:uniform_batch:570_act:elu_dropout:0.17550994395970534_dropout:True_batchnorm:True.out,6,"[('linear', 2958, 8752722), ('batch_normalization', 2958, 5916), ('ELU', 2958, 0), ('dropout', 2958, 0), ('linear', 2958, 8752722), ('batch_normalization', 2958, 5916), ('ELU', 2958, 0), ('dropout', 2958, 0), ('linear', 2958, 8752722), ('batch_normalization', 2958, 5916), ('ELU', 2958, 0), ('dropout', 2958, 0), ('linear', 2958, 8752722), ('batch_normalization', 2958, 5916), ('ELU', 2958, 0), ('dropout', 2958, 0), ('linear', 2958, 8752722), ('batch_normalization', 2958, 5916), ('ELU', 2958, 0), ('dropout', 2958, 0), ('linear', 314, 929126), ('Softmax', 314, 0)]",ELU,59788,44722316,570,5,5,2445,65.90625,0.6413809523809524,0.628892857142857,0.2033035714285714,0.44654385964912274
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input:1052_output:34_depth:2_arch:bottleneck_batch:523_act:relu_dropout:0.425322262257643_dropout:True_batchnorm:False.out,4,"[('linear', 526, 553878), ('ReLU', 526, 0), ('dropout', 526, 0), ('linear', 263, 138601), ('ReLU', 263, 0), ('dropout', 263, 0), ('linear', 131, 34584), ('ReLU', 131, 0), ('dropout', 131, 0), ('linear', 34, 4488), ('Softmax', 34, 0)]",ReLU,2828,731551,523,0,3,1477,21.41269841269841,0.1834444444444445,0.07966666666666669,0.013555555555555565,0.04214814814814814
input:2894_output:592_depth:7_arch:bottleneck_batch:872_act:gelu_dropout:0.17120078145699952_dropout:True_batchnorm:False.out,9,"[('linear', 1447, 4189065), ('GELU', 1447, 0), ('dropout', 1447, 0), ('linear', 723, 1046904), ('GELU', 723, 0), ('dropout', 723, 0), ('linear', 592, 428608), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('Softmax', 592, 0)]",GELU,18350,7770913,872,0,8,1651,35.492063492063494,0.3082380952380953,0.26299999999999996,0.06405357142857142,0.1832181818181818
input:1179_output:287_depth:7_arch:bottleneck_batch:1010_act:selu_dropout:0.40014504412523044_dropout:True_batchnorm:False.out,9,"[('linear', 589, 695020), ('SELU', 589, 0), ('dropout', 589, 0), ('linear', 294, 173460), ('SELU', 294, 0), ('dropout', 294, 0), ('linear', 287, 84665), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('SELU', 287, 0), ('dropout', 287, 0), ('linear', 287, 82656), ('Softmax', 287, 0)]",SELU,8389,1449081,1010,0,8,1507,28.41269841269841,0.2539516129032258,0.15325925925925923,0.030240740740740745,0.08657407407407411
input:1049_output:40_depth:1_arch:pyramid_batch:275_act:tanh_dropout:0.4245451670449143_dropout:True_batchnorm:False.out,2,"[('linear', 524, 550200), ('Tanh', 524, 0), ('dropout', 524, 0), ('linear', 40, 21000), ('Softmax', 40, 0)]",Tanh,1652,571200,275,0,1,1473,22.46031746031746,0.19180645161290327,0.06086792452830187,0.00984905660377359,0.030433962264150946
input:2268_output:238_depth:2_arch:pyramid_batch:733_act:identity_dropout:0.4674367765653267_dropout:False_batchnorm:True.out,3,"[('linear', 1134, 2573046), ('batch_normalization', 1134, 2268), ('Identity', 1134, 0), ('linear', 567, 643545), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 238, 135184), ('Softmax', 238, 0)]",Identity,5579,3355177,733,2,0,1535,30.03174603174603,0.2535714285714286,0.19073076923076926,0.04378846153846154,0.1431153846153846
input:1353_output:128_depth:3_arch:gradual_batch:262_act:tanh_dropout:0.150098819324535_dropout:True_batchnorm:False.out,4,"[('linear', 945, 1279530), ('Tanh', 945, 0), ('dropout', 945, 0), ('linear', 537, 508002), ('Tanh', 537, 0), ('dropout', 537, 0), ('linear', 129, 69402), ('Tanh', 129, 0), ('dropout', 129, 0), ('linear', 128, 16640), ('Softmax', 128, 0)]",Tanh,5089,1873574,262,0,3,1497,36.523809523809526,0.33338709677419365,0.1715849056603774,0.03616981132075469,0.08528301886792454
input:2311_output:456_depth:7_arch:gradual_batch:927_act:selu_dropout:0.29436846548147544_dropout:False_batchnorm:True.out,8,"[('linear', 2046, 4730352), ('batch_normalization', 2046, 4092), ('SELU', 2046, 0), ('linear', 1781, 3645707), ('batch_normalization', 1781, 3562), ('SELU', 1781, 0), ('linear', 1516, 2701512), ('batch_normalization', 1516, 3032), ('SELU', 1516, 0), ('linear', 1251, 1897767), ('batch_normalization', 1251, 2502), ('SELU', 1251, 0), ('linear', 986, 1234472), ('batch_normalization', 986, 1972), ('SELU', 986, 0), ('linear', 721, 711627), ('batch_normalization', 721, 1442), ('SELU', 721, 0), ('linear', 456, 329232), ('batch_normalization', 456, 912), ('SELU', 456, 0), ('linear', 456, 208392), ('Softmax', 456, 0)]",SELU,27183,15476575,927,7,0,1809,47.96825396825397,0.4206774193548386,0.3671607142857142,0.12185454545454544,0.2750545454545455
input:3959_output:965_depth:8_arch:uniform_batch:228_act:mish_dropout:0.13089218957673135_dropout:False_batchnorm:False.out,9,"[('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 3959, 15677640), ('Mish', 3959, 0), ('linear', 965, 3821400), ('Softmax', 965, 0)]",Mish,65274,129242520,228,0,0,4027,85.11290322580645,0.8401290322580651,0.8102909090909088,0.32574545454545456,0.4430188679245283
input:7_output:1_depth:4_arch:uniform_batch:997_act:leaky_relu_dropout:0.34511376248018777_dropout:False_batchnorm:True.out,5,"[('linear', 7, 56), ('batch_normalization', 7, 14), ('LeakyReLU', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('LeakyReLU', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('LeakyReLU', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('LeakyReLU', 7, 0), ('linear', 1, 8), ('Sigmoid', 1, 0)]",LeakyReLU,86,288,997,4,0,1451,13.758064516129032,0.13171428571428573,0.002773584905660379,0,0.0010000000000000007
input:658_output:107_depth:7_arch:bottleneck_batch:962_act:leaky_relu_dropout:0.17095158514330977_dropout:True_batchnorm:True.out,9,"[('linear', 329, 216811), ('batch_normalization', 329, 658), ('LeakyReLU', 329, 0), ('dropout', 329, 0), ('linear', 164, 54120), ('batch_normalization', 164, 328), ('LeakyReLU', 164, 0), ('dropout', 164, 0), ('linear', 107, 17655), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('LeakyReLU', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('Softmax', 107, 0)]",LeakyReLU,4754,360192,962,8,8,1487,25.580645161290324,0.23754838709677414,0.06283018867924528,0.010698113207547174,0.023462962962962974
input:700_output:11_depth:7_arch:uniform_batch:959_act:relu_dropout:0.21335734611272708_dropout:False_batchnorm:True.out,8,"[('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 700, 490700), ('batch_normalization', 700, 1400), ('ReLU', 700, 0), ('linear', 11, 7711), ('Softmax', 11, 0)]",ReLU,14722,3452411,959,7,0,1567,34.73015873015873,0.32961904761904764,0.21318518518518523,0.04485185185185184,0.14429629629629626
input:2619_output:398_depth:9_arch:uniform_batch:289_act:identity_dropout:0.3998808886309918_dropout:False_batchnorm:True.out,10,"[('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 2619, 6861780), ('batch_normalization', 2619, 5238), ('Identity', 2619, 0), ('linear', 398, 1042760), ('Softmax', 398, 0)]",Identity,71509,62845922,289,9,0,2803,77.671875,0.7651746031746033,0.7304999999999999,0.29001785714285705,0.42759259259259264
input:962_output:177_depth:9_arch:pyramid_batch:474_act:relu_dropout:0.38399160347209615_dropout:True_batchnorm:True.out,10,"[('linear', 481, 463203), ('batch_normalization', 481, 962), ('ReLU', 481, 0), ('dropout', 481, 0), ('linear', 240, 115680), ('batch_normalization', 240, 480), ('ReLU', 240, 0), ('dropout', 240, 0), ('linear', 177, 42657), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('batch_normalization', 177, 354), ('ReLU', 177, 0), ('dropout', 177, 0), ('linear', 177, 31506), ('Softmax', 177, 0)]",ReLU,8194,846002,474,9,9,1489,34.98412698412698,0.3323387096774194,0.1085357142857143,0.015392857142857154,0.03685185185185186
input:1110_output:19_depth:3_arch:uniform_batch:686_act:mish_dropout:0.18248959987241073_dropout:True_batchnorm:False.out,4,"[('linear', 1110, 1233210), ('Mish', 1110, 0), ('dropout', 1110, 0), ('linear', 1110, 1233210), ('Mish', 1110, 0), ('dropout', 1110, 0), ('linear', 1110, 1233210), ('Mish', 1110, 0), ('dropout', 1110, 0), ('linear', 19, 21109), ('Softmax', 19, 0)]",Mish,10028,3720739,686,0,3,1555,37.306451612903224,0.34079032258064507,0.2904909090909091,0.09643636363636367,0.2175576923076923
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input:2859_output:517_depth:1_arch:uniform_batch:483_act:selu_dropout:0.4192643374177779_dropout:False_batchnorm:True.out,2,"[('linear', 2859, 8176740), ('batch_normalization', 2859, 5718), ('SELU', 2859, 0), ('linear', 517, 1478620), ('Softmax', 517, 0)]",SELU,9611,9661078,483,1,0,1687,36.76190476190476,0.3228253968253968,0.2923571428571429,0.06619642857142857,0.1846071428571429
input:2032_output:96_depth:6_arch:pyramid_batch:278_act:swish_dropout:0.46242812753640006_dropout:False_batchnorm:True.out,7,"[('linear', 1016, 2065528), ('batch_normalization', 1016, 2032), ('SiLU', 1016, 0), ('linear', 508, 516636), ('batch_normalization', 508, 1016), ('SiLU', 508, 0), ('linear', 254, 129286), ('batch_normalization', 254, 508), ('SiLU', 254, 0), ('linear', 127, 32385), ('batch_normalization', 127, 254), ('SiLU', 127, 0), ('linear', 96, 12288), ('batch_normalization', 96, 192), ('SiLU', 96, 0), ('linear', 96, 9312), ('batch_normalization', 96, 192), ('SiLU', 96, 0), ('linear', 96, 9312), ('Softmax', 96, 0)]",SiLU,6483,2778941,278,6,0,1519,36.82258064516129,0.33840322580645166,0.1443818181818182,0.025527272727272742,0.07787719298245616
input:3731_output:439_depth:2_arch:pyramid_batch:216_act:tanh_dropout:0.3074630708005437_dropout:True_batchnorm:False.out,3,"[('linear', 1865, 6960180), ('Tanh', 1865, 0), ('dropout', 1865, 0), ('linear', 932, 1739112), ('Tanh', 932, 0), ('dropout', 932, 0), ('linear', 439, 409587), ('Softmax', 439, 0)]",Tanh,9269,9108879,216,0,2,1655,40.15873015873016,0.3466349206349206,0.30398305084745775,0.07562711864406778,0.13630769230769232
input:3705_output:746_depth:8_arch:uniform_batch:676_act:prelu_dropout:0.137086473081804_dropout:False_batchnorm:True.out,9,"[('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 3705, 13730730), ('batch_normalization', 3705, 7410), ('PReLU', 3705, 0), ('linear', 746, 2764676), ('Softmax', 746, 0)]",PReLU,90412,112669796,676,8,0,3995,80.31746031746032,0.784967741935484,0.7852321428571428,0.24151785714285712,0.5699642857142856
input:3841_output:11_depth:8_arch:uniform_batch:846_act:prelu_dropout:0.34794339282665554_dropout:False_batchnorm:True.out,9,"[('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 3841, 14757122), ('batch_normalization', 3841, 7682), ('PReLU', 3841, 0), ('linear', 11, 42262), ('Softmax', 11, 0)]",PReLU,92206,118160694,846,8,0,4151,80.3125,0.8069032258064514,0.7966785714285717,0.29887499999999995,0.6191896551724139
input:280_output:18_depth:3_arch:pyramid_batch:353_act:softplus_dropout:0.287175839203834_dropout:True_batchnorm:True.out,4,"[('linear', 140, 39340), ('batch_normalization', 140, 280), ('Softplus', 140, 0), ('dropout', 140, 0), ('linear', 70, 9870), ('batch_normalization', 70, 140), ('Softplus', 70, 0), ('dropout', 70, 0), ('linear', 35, 2485), ('batch_normalization', 35, 70), ('Softplus', 35, 0), ('dropout', 35, 0), ('linear', 18, 648), ('Softmax', 18, 0)]",Softplus,1016,52833,353,3,3,1453,19.714285714285715,0.1902380952380953,0.022981481481481488,0.0020000000000000013,0.003921568627450983
input:3423_output:501_depth:7_arch:uniform_batch:471_act:elu_dropout:0.4866057124310337_dropout:False_batchnorm:False.out,8,"[('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 3423, 11720352), ('ELU', 3423, 0), ('linear', 501, 1715424), ('Softmax', 501, 0)]",ELU,48924,83757888,471,0,0,3205,76.25,0.7631774193548386,0.7578333333333335,0.3278148148148149,0.5252407407407408
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input:1069_output:123_depth:2_arch:bottleneck_batch:874_act:identity_dropout:0.4143133929520856_dropout:False_batchnorm:False.out,4,"[('linear', 534, 571380), ('Identity', 534, 0), ('linear', 267, 142845), ('Identity', 267, 0), ('linear', 133, 35644), ('Identity', 133, 0), ('linear', 123, 16482), ('Softmax', 123, 0)]",Identity,2114,766351,874,0,0,1477,17.177419354838708,0.14115873015873015,0.07260377358490568,0.0129056603773585,0.04722641509433965
input:3257_output:330_depth:5_arch:pyramid_batch:888_act:swish_dropout:0.2118401825849573_dropout:True_batchnorm:True.out,6,"[('linear', 1628, 5304024), ('batch_normalization', 1628, 3256), ('SiLU', 1628, 0), ('dropout', 1628, 0), ('linear', 814, 1326006), ('batch_normalization', 814, 1628), ('SiLU', 814, 0), ('dropout', 814, 0), ('linear', 407, 331705), ('batch_normalization', 407, 814), ('SiLU', 407, 0), ('dropout', 407, 0), ('linear', 330, 134640), ('batch_normalization', 330, 660), ('SiLU', 330, 0), ('dropout', 330, 0), ('linear', 330, 109230), ('batch_normalization', 330, 660), ('SiLU', 330, 0), ('dropout', 330, 0), ('linear', 330, 109230), ('Softmax', 330, 0)]",SiLU,14696,7321853,888,5,5,1651,34.828125,0.30160317460317454,0.23761818181818184,0.053981818181818166,0.17372727272727276
input:1166_output:145_depth:10_arch:bottleneck_batch:405_act:relu_dropout:0.23567529916449198_dropout:False_batchnorm:True.out,12,"[('linear', 583, 680361), ('batch_normalization', 583, 1166), ('ReLU', 583, 0), ('linear', 291, 169944), ('batch_normalization', 291, 582), ('ReLU', 291, 0), ('linear', 145, 42340), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('batch_normalization', 145, 290), ('ReLU', 145, 0), ('linear', 145, 21170), ('Softmax', 145, 0)]",ReLU,6827,1087533,405,11,0,1485,36.983870967741936,0.35061290322580646,0.1055769230769231,0.013596153846153857,0.03866037735849056
input:1464_output:8_depth:8_arch:uniform_batch:829_act:elu_dropout:0.3313218314263285_dropout:True_batchnorm:True.out,9,"[('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 1464, 2144760), ('batch_normalization', 1464, 2928), ('ELU', 1464, 0), ('dropout', 1464, 0), ('linear', 8, 11720), ('Softmax', 8, 0)]",ELU,46864,17193224,829,8,8,1891,51.095238095238095,0.48626984126984124,0.44166666666666676,0.14533333333333331,0.32489655172413795
input:3191_output:484_depth:3_arch:pyramid_batch:717_act:gelu_dropout:0.1554092212190295_dropout:False_batchnorm:False.out,4,"[('linear', 1595, 5091240), ('GELU', 1595, 0), ('linear', 797, 1272012), ('GELU', 797, 0), ('linear', 484, 386232), ('GELU', 484, 0), ('linear', 484, 234740), ('Softmax', 484, 0)]",GELU,6720,6984224,717,0,0,1619,35.45161290322581,0.3085967741935484,0.278375,0.07041071428571428,0.1948571428571429
input:2334_output:61_depth:2_arch:pyramid_batch:816_act:gelu_dropout:0.23443993566880722_dropout:False_batchnorm:True.out,3,"[('linear', 1167, 2724945), ('batch_normalization', 1167, 2334), ('GELU', 1167, 0), ('linear', 583, 680944), ('batch_normalization', 583, 1166), ('GELU', 583, 0), ('linear', 61, 35624), ('Softmax', 61, 0)]",GELU,5372,3445013,816,2,0,1561,31.88888888888889,0.26831746031746045,0.20130188679245287,0.044962264150943385,0.14869230769230768
input:2540_output:634_depth:2_arch:bottleneck_batch:893_act:gelu_dropout:0.4895280109870316_dropout:True_batchnorm:True.out,4,"[('linear', 1270, 3227070), ('batch_normalization', 1270, 2540), ('GELU', 1270, 0), ('dropout', 1270, 0), ('linear', 635, 807085), ('batch_normalization', 635, 1270), ('GELU', 635, 0), ('dropout', 635, 0), ('linear', 634, 403224), ('batch_normalization', 634, 1268), ('GELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('Softmax', 634, 0)]",GELU,11424,4845047,893,3,3,1597,34.854838709677416,0.3044677419354839,0.23873076923076922,0.05634615384615383,0.1730196078431372
input:2720_output:174_depth:2_arch:uniform_batch:867_act:relu_dropout:0.4327633985116427_dropout:False_batchnorm:True.out,3,"[('linear', 2720, 7401120), ('batch_normalization', 2720, 5440), ('ReLU', 2720, 0), ('linear', 2720, 7401120), ('batch_normalization', 2720, 5440), ('ReLU', 2720, 0), ('linear', 174, 473454), ('Softmax', 174, 0)]",ReLU,16668,15286574,867,2,0,1833,41.79032258064516,0.37309677419354836,0.362844827586207,0.11255172413793108,0.26520689655172414
input:2603_output:528_depth:1_arch:gradual_batch:230_act:elu_dropout:0.3200875740649358_dropout:False_batchnorm:True.out,2,"[('linear', 528, 1374912), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('Softmax', 528, 0)]",ELU,2640,1655280,230,1,0,1493,33.25396825396825,0.2813548387096773,0.12607407407407406,0.021333333333333343,0.07276785714285719
input:9_output:1_depth:10_arch:bottleneck_batch:993_act:mish_dropout:0.47208748952426094_dropout:True_batchnorm:False.out,12,"[('linear', 4, 40), ('Mish', 4, 0), ('dropout', 4, 0), ('linear', 2, 10), ('Mish', 2, 0), ('dropout', 2, 0), ('linear', 1, 3), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Mish', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Sigmoid', 1, 0)]",Mish,47,71,993,0,11,1451,14.0,0.1337258064516129,0.0035769230769230795,0.0010000000000000005,0
input:3505_output:835_depth:1_arch:uniform_batch:667_act:identity_dropout:0.22926398735403553_dropout:True_batchnorm:True.out,2,"[('linear', 3505, 12288530), ('batch_normalization', 3505, 7010), ('Identity', 3505, 0), ('dropout', 3505, 0), ('linear', 835, 2927510), ('Softmax', 835, 0)]",Identity,15690,15223050,667,1,1,1789,39.484375,0.3494920634920636,0.3375254237288135,0.10530508474576272,0.22474576271186442
input:2908_output:317_depth:9_arch:gradual_batch:611_act:softplus_dropout:0.2873222393974283_dropout:False_batchnorm:False.out,10,"[('linear', 2621, 7624489), ('Softplus', 2621, 0), ('linear', 2334, 6119748), ('Softplus', 2334, 0), ('linear', 2047, 4779745), ('Softplus', 2047, 0), ('linear', 1760, 3604480), ('Softplus', 1760, 0), ('linear', 1473, 2593953), ('Softplus', 1473, 0), ('linear', 1186, 1748164), ('Softplus', 1186, 0), ('linear', 899, 1067113), ('Softplus', 899, 0), ('linear', 612, 550800), ('Softplus', 612, 0), ('linear', 325, 199225), ('Softplus', 325, 0), ('linear', 317, 103342), ('Softmax', 317, 0)]",Softplus,27148,28391059,611,0,0,2065,58.492063492063494,0.5531428571428574,0.5207719298245614,0.17726315789473687,0.3724285714285715
input:518_output:34_depth:10_arch:gradual_batch:800_act:swish_dropout:0.32069628110415543_dropout:True_batchnorm:False.out,11,"[('linear', 470, 243930), ('SiLU', 470, 0), ('dropout', 470, 0), ('linear', 422, 198762), ('SiLU', 422, 0), ('dropout', 422, 0), ('linear', 374, 158202), ('SiLU', 374, 0), ('dropout', 374, 0), ('linear', 326, 122250), ('SiLU', 326, 0), ('dropout', 326, 0), ('linear', 278, 90906), ('SiLU', 278, 0), ('dropout', 278, 0), ('linear', 230, 64170), ('SiLU', 230, 0), ('dropout', 230, 0), ('linear', 182, 42042), ('SiLU', 182, 0), ('dropout', 182, 0), ('linear', 134, 24522), ('SiLU', 134, 0), ('dropout', 134, 0), ('linear', 86, 11610), ('SiLU', 86, 0), ('dropout', 86, 0), ('linear', 38, 3306), ('SiLU', 38, 0), ('dropout', 38, 0), ('linear', 34, 1326), ('Softmax', 34, 0)]",SiLU,7688,961026,800,0,10,1493,28.952380952380953,0.2823387096774192,0.14579245283018866,0.028207547169811328,0.06650943396226416
input:3082_output:608_depth:7_arch:uniform_batch:427_act:mish_dropout:0.4352615191281264_dropout:False_batchnorm:True.out,8,"[('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 3082, 9501806), ('batch_normalization', 3082, 6164), ('Mish', 3082, 0), ('linear', 608, 1874464), ('Softmax', 608, 0)]",Mish,65938,68430254,427,7,0,3003,78.43548387096774,0.7537096774193549,0.7249454545454544,0.28714545454545454,0.4708490566037737
input:213_output:37_depth:1_arch:uniform_batch:993_act:softplus_dropout:0.15790629894939096_dropout:False_batchnorm:True.out,2,"[('linear', 213, 45582), ('batch_normalization', 213, 426), ('Softplus', 213, 0), ('linear', 37, 7918), ('Softmax', 37, 0)]",Softplus,713,53926,993,1,0,1455,9.825396825396826,0.08275806451612905,0.014433962264150954,0.0020188679245283035,0.004358490566037739
input:1827_output:40_depth:6_arch:uniform_batch:978_act:leaky_relu_dropout:0.31586490711973425_dropout:True_batchnorm:False.out,7,"[('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1827, 3339756), ('LeakyReLU', 1827, 0), ('dropout', 1827, 0), ('linear', 40, 73120), ('Softmax', 40, 0)]",LeakyReLU,32966,20111656,978,0,6,1931,51.306451612903224,0.4905645161290323,0.47530909090909107,0.1695636363636363,0.3340740740740741
input:181_output:35_depth:6_arch:uniform_batch:671_act:softplus_dropout:0.15878117836120142_dropout:True_batchnorm:True.out,7,"[('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('batch_normalization', 181, 362), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 35, 6370), ('Softmax', 35, 0)]",Softplus,4414,206194,671,6,6,1463,23.725806451612904,0.22719047619047622,0.05724074074074074,0.009166666666666672,0.016854545454545466
input:3744_output:665_depth:4_arch:uniform_batch:759_act:prelu_dropout:0.4086642225836853_dropout:False_batchnorm:False.out,5,"[('linear', 3744, 14021280), ('PReLU', 3744, 0), ('linear', 3744, 14021280), ('PReLU', 3744, 0), ('linear', 3744, 14021280), ('PReLU', 3744, 0), ('linear', 3744, 14021280), ('PReLU', 3744, 0), ('linear', 665, 2490425), ('Softmax', 665, 0)]",PReLU,31282,58575545,759,0,0,2747,68.6774193548387,0.6401746031746028,0.6573962264150941,0.25558490566037734,0.4747407407407407
input:3149_output:343_depth:3_arch:bottleneck_batch:514_act:softplus_dropout:0.43127664077046035_dropout:False_batchnorm:True.out,5,"[('linear', 1574, 4958100), ('batch_normalization', 1574, 3148), ('Softplus', 1574, 0), ('linear', 787, 1239525), ('batch_normalization', 787, 1574), ('Softplus', 787, 0), ('linear', 393, 309684), ('batch_normalization', 393, 786), ('Softplus', 393, 0), ('linear', 343, 135142), ('batch_normalization', 343, 686), ('Softplus', 343, 0), ('linear', 343, 117992), ('Softmax', 343, 0)]",Softplus,9977,6766637,514,4,0,1623,36.904761904761905,0.32040322580645153,0.26398148148148154,0.05994444444444442,0.16701886792452822
input:3568_output:99_depth:1_arch:pyramid_batch:546_act:softplus_dropout:0.20414594985115386_dropout:True_batchnorm:True.out,2,"[('linear', 1784, 6367096), ('batch_normalization', 1784, 3568), ('Softplus', 1784, 0), ('dropout', 1784, 0), ('linear', 99, 176715), ('Softmax', 99, 0)]",Softplus,7334,6547379,546,1,1,1605,36.354838709677416,0.30688709677419357,0.2717358490566037,0.08198113207547168,0.1819038461538462
input:2910_output:587_depth:2_arch:gradual_batch:954_act:tanh_dropout:0.41707794446679336_dropout:False_batchnorm:True.out,3,"[('linear', 1749, 5091339), ('batch_normalization', 1749, 3498), ('Tanh', 1749, 0), ('linear', 588, 1029000), ('batch_normalization', 588, 1176), ('Tanh', 588, 0), ('linear', 587, 345743), ('Softmax', 587, 0)]",Tanh,8185,6470756,954,2,0,1607,35.41935483870968,0.2936825396825396,0.2656603773584905,0.07233962264150944,0.2044905660377359
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input:3289_output:212_depth:8_arch:pyramid_batch:672_act:selu_dropout:0.11219885905016498_dropout:False_batchnorm:False.out,9,"[('linear', 1644, 5408760), ('SELU', 1644, 0), ('linear', 822, 1352190), ('SELU', 822, 0), ('linear', 411, 338253), ('SELU', 411, 0), ('linear', 212, 87344), ('SELU', 212, 0), ('linear', 212, 45156), ('SELU', 212, 0), ('linear', 212, 45156), ('SELU', 212, 0), ('linear', 212, 45156), ('SELU', 212, 0), ('linear', 212, 45156), ('SELU', 212, 0), ('linear', 212, 45156), ('Softmax', 212, 0)]",SELU,8298,7412327,672,0,0,1635,35.87301587301587,0.3062857142857143,0.2446949152542374,0.06311864406779662,0.16399999999999992
input:1544_output:317_depth:3_arch:bottleneck_batch:203_act:swish_dropout:0.2256579079699107_dropout:True_batchnorm:False.out,5,"[('linear', 772, 1192740), ('SiLU', 772, 0), ('dropout', 772, 0), ('linear', 386, 298378), ('SiLU', 386, 0), ('dropout', 386, 0), ('linear', 317, 122679), ('SiLU', 317, 0), ('dropout', 317, 0), ('linear', 317, 100806), ('SiLU', 317, 0), ('dropout', 317, 0), ('linear', 317, 100806), ('Softmax', 317, 0)]",SiLU,6010,1815409,203,0,4,1499,37.17460317460318,0.34512903225806446,0.15465384615384623,0.022711538461538457,0.06835849056603771
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input:2909_output:213_depth:10_arch:pyramid_batch:562_act:gelu_dropout:0.46199333572716184_dropout:True_batchnorm:False.out,11,"[('linear', 1454, 4231140), ('GELU', 1454, 0), ('dropout', 1454, 0), ('linear', 727, 1057785), ('GELU', 727, 0), ('dropout', 727, 0), ('linear', 363, 264264), ('GELU', 363, 0), ('dropout', 363, 0), ('linear', 213, 77532), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('GELU', 213, 0), ('dropout', 213, 0), ('linear', 213, 45582), ('Softmax', 213, 0)]",GELU,12531,5949795,562,0,10,1599,37.483870967741936,0.317015873015873,0.24496153846153843,0.05082692307692308,0.14884905660377362
input:394_output:53_depth:4_arch:pyramid_batch:576_act:tanh_dropout:0.16088546679269894_dropout:True_batchnorm:False.out,5,"[('linear', 197, 77815), ('Tanh', 197, 0), ('dropout', 197, 0), ('linear', 98, 19404), ('Tanh', 98, 0), ('dropout', 98, 0), ('linear', 53, 5247), ('Tanh', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('Tanh', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('Softmax', 53, 0)]",Tanh,1309,108190,576,0,4,1455,18.129032258064516,0.16595161290322571,0.031603773584905674,0.003584905660377361,0.00854545454545455
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input:2669_output:621_depth:1_arch:gradual_batch:987_act:tanh_dropout:0.28617826607874086_dropout:True_batchnorm:False.out,2,"[('linear', 621, 1658070), ('Tanh', 621, 0), ('dropout', 621, 0), ('linear', 621, 386262), ('Softmax', 621, 0)]",Tanh,3105,2044332,987,0,1,1525,22.03174603174603,0.15976190476190474,0.11785185185185186,0.025740740740740738,0.08734615384615387
input:1528_output:312_depth:10_arch:bottleneck_batch:345_act:selu_dropout:0.23450768115380136_dropout:True_batchnorm:True.out,12,"[('linear', 764, 1168156), ('batch_normalization', 764, 1528), ('SELU', 764, 0), ('dropout', 764, 0), ('linear', 382, 292230), ('batch_normalization', 382, 764), ('SELU', 382, 0), ('dropout', 382, 0), ('linear', 312, 119496), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('batch_normalization', 312, 624), ('SELU', 312, 0), ('dropout', 312, 0), ('linear', 312, 97656), ('Softmax', 312, 0)]",SELU,16440,2466694,345,11,11,1521,36.82539682539682,0.34660317460317464,0.14430769230769225,0.022730769230769235,0.0626792452830189
input:517_output:95_depth:5_arch:uniform_batch:135_act:softplus_dropout:0.2974012180755109_dropout:True_batchnorm:False.out,6,"[('linear', 517, 267806), ('Softplus', 517, 0), ('dropout', 517, 0), ('linear', 517, 267806), ('Softplus', 517, 0), ('dropout', 517, 0), ('linear', 517, 267806), ('Softplus', 517, 0), ('dropout', 517, 0), ('linear', 517, 267806), ('Softplus', 517, 0), ('dropout', 517, 0), ('linear', 517, 267806), ('Softplus', 517, 0), ('dropout', 517, 0), ('linear', 95, 49210), ('Softmax', 95, 0)]",Softplus,7945,1388240,135,0,5,1495,38.01587301587302,0.3727258064516131,0.14487037037037023,0.017833333333333343,0.04586792452830188
input:1378_output:82_depth:8_arch:gradual_batch:751_act:softplus_dropout:0.23352572383441586_dropout:True_batchnorm:True.out,9,"[('linear', 1216, 1676864), ('batch_normalization', 1216, 2432), ('Softplus', 1216, 0), ('dropout', 1216, 0), ('linear', 1054, 1282718), ('batch_normalization', 1054, 2108), ('Softplus', 1054, 0), ('dropout', 1054, 0), ('linear', 892, 941060), ('batch_normalization', 892, 1784), ('Softplus', 892, 0), ('dropout', 892, 0), ('linear', 730, 651890), ('batch_normalization', 730, 1460), ('Softplus', 730, 0), ('dropout', 730, 0), ('linear', 568, 415208), ('batch_normalization', 568, 1136), ('Softplus', 568, 0), ('dropout', 568, 0), ('linear', 406, 231014), ('batch_normalization', 406, 812), ('Softplus', 406, 0), ('dropout', 406, 0), ('linear', 244, 99308), ('batch_normalization', 244, 488), ('Softplus', 244, 0), ('dropout', 244, 0), ('linear', 82, 20090), ('batch_normalization', 82, 164), ('Softplus', 82, 0), ('dropout', 82, 0), ('linear', 82, 6806), ('Softmax', 82, 0)]",Softplus,20932,5335342,751,8,8,1587,35.19047619047619,0.3293548387096776,0.2400576923076923,0.06042307692307692,0.15405660377358493
input:195_output:47_depth:8_arch:pyramid_batch:10_act:swish_dropout:0.2509755745339861_dropout:True_batchnorm:True.out,9,"[('linear', 97, 19012), ('batch_normalization', 97, 194), ('SiLU', 97, 0), ('dropout', 97, 0), ('linear', 48, 4704), ('batch_normalization', 48, 96), ('SiLU', 48, 0), ('dropout', 48, 0), ('linear', 47, 2303), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('batch_normalization', 47, 94), ('SiLU', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('Softmax', 47, 0)]",SiLU,1802,40409,10,8,8,1451,30.063492063492063,0.2948387096774193,0.0059423076923076955,0.0010000000000000007,0.0010000000000000007
input:411_output:49_depth:9_arch:bottleneck_batch:725_act:elu_dropout:0.22300165778965375_dropout:False_batchnorm:True.out,11,"[('linear', 205, 84460), ('batch_normalization', 205, 410), ('ELU', 205, 0), ('linear', 102, 21012), ('batch_normalization', 102, 204), ('ELU', 102, 0), ('linear', 51, 5253), ('batch_normalization', 51, 102), ('ELU', 51, 0), ('linear', 49, 2548), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('batch_normalization', 49, 98), ('ELU', 49, 0), ('linear', 49, 2450), ('Softmax', 49, 0)]",ELU,2201,131825,725,10,0,1459,25.41269841269841,0.24146031746031746,0.0372181818181818,0.004472727272727276,0.009388888888888895
input:3349_output:496_depth:8_arch:bottleneck_batch:431_act:prelu_dropout:0.2894188013357395_dropout:False_batchnorm:True.out,10,"[('linear', 1674, 5607900), ('batch_normalization', 1674, 3348), ('PReLU', 1674, 0), ('linear', 837, 1401975), ('batch_normalization', 837, 1674), ('PReLU', 837, 0), ('linear', 496, 415648), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('batch_normalization', 496, 992), ('PReLU', 496, 0), ('linear', 496, 246512), ('Softmax', 496, 0)]",PReLU,18941,9163073,431,9,0,1665,37.96875,0.33758064516129027,0.24608771929824566,0.055000000000000035,0.1263448275862069
input:2626_output:650_depth:1_arch:pyramid_batch:297_act:prelu_dropout:0.2985337702611229_dropout:False_batchnorm:True.out,2,"[('linear', 1313, 3449251), ('batch_normalization', 1313, 2626), ('PReLU', 1313, 0), ('linear', 650, 854100), ('Softmax', 650, 0)]",PReLU,5239,4305977,297,1,0,1543,36.65625,0.32528124999999997,0.24163157894736836,0.056175438596491205,0.14535714285714282
input:150_output:28_depth:1_arch:bottleneck_batch:548_act:swish_dropout:0.3178561510274638_dropout:False_batchnorm:False.out,3,"[('linear', 75, 11325), ('SiLU', 75, 0), ('linear', 37, 2812), ('SiLU', 37, 0), ('linear', 28, 1064), ('Softmax', 28, 0)]",SiLU,280,15201,548,0,0,1453,9.96875,0.09380952380952383,0.011461538461538467,0.0010000000000000007,0.0020000000000000013
input:3626_output:664_depth:10_arch:gradual_batch:251_act:relu_dropout:0.2643694520839923_dropout:True_batchnorm:False.out,11,"[('linear', 3330, 12077910), ('ReLU', 3330, 0), ('dropout', 3330, 0), ('linear', 3034, 10106254), ('ReLU', 3034, 0), ('dropout', 3034, 0), ('linear', 2738, 8309830), ('ReLU', 2738, 0), ('dropout', 2738, 0), ('linear', 2442, 6688638), ('ReLU', 2442, 0), ('dropout', 2442, 0), ('linear', 2146, 5242678), ('ReLU', 2146, 0), ('dropout', 2146, 0), ('linear', 1850, 3971950), ('ReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1554, 2876454), ('ReLU', 1554, 0), ('dropout', 1554, 0), ('linear', 1258, 1956190), ('ReLU', 1258, 0), ('dropout', 1258, 0), ('linear', 962, 1211158), ('ReLU', 962, 0), ('dropout', 962, 0), ('linear', 666, 641358), ('ReLU', 666, 0), ('dropout', 666, 0), ('linear', 664, 442888), ('Softmax', 664, 0)]",ReLU,61268,53525308,251,0,10,2561,74.015625,0.7220000000000003,0.6845000000000002,0.25921428571428573,0.3694464285714285
input:4049_output:41_depth:2_arch:pyramid_batch:591_act:tanh_dropout:0.10912654232008796_dropout:True_batchnorm:False.out,3,"[('linear', 2024, 8197200), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 1012, 2049300), ('Tanh', 1012, 0), ('dropout', 1012, 0), ('linear', 41, 41533), ('Softmax', 41, 0)]",Tanh,9190,10288033,591,0,2,1693,36.58730158730159,0.3034285714285715,0.2897272727272728,0.08390909090909095,0.1970363636363636
input:1792_output:357_depth:2_arch:uniform_batch:456_act:softplus_dropout:0.14571036141112892_dropout:True_batchnorm:True.out,3,"[('linear', 1792, 3213056), ('batch_normalization', 1792, 3584), ('Softplus', 1792, 0), ('dropout', 1792, 0), ('linear', 1792, 3213056), ('batch_normalization', 1792, 3584), ('Softplus', 1792, 0), ('dropout', 1792, 0), ('linear', 357, 640101), ('Softmax', 357, 0)]",Softplus,15050,7073381,456,2,2,1621,37.03174603174603,0.333873015873016,0.28625,0.07251785714285718,0.18283636363636363
input:2893_output:99_depth:7_arch:bottleneck_batch:384_act:elu_dropout:0.1816374727765558_dropout:True_batchnorm:False.out,9,"[('linear', 1446, 4184724), ('ELU', 1446, 0), ('dropout', 1446, 0), ('linear', 723, 1046181), ('ELU', 723, 0), ('dropout', 723, 0), ('linear', 361, 261364), ('ELU', 361, 0), ('dropout', 361, 0), ('linear', 180, 65160), ('ELU', 180, 0), ('dropout', 180, 0), ('linear', 99, 17919), ('ELU', 99, 0), ('dropout', 99, 0), ('linear', 99, 9900), ('ELU', 99, 0), ('dropout', 99, 0), ('linear', 99, 9900), ('ELU', 99, 0), ('dropout', 99, 0), ('linear', 99, 9900), ('ELU', 99, 0), ('dropout', 99, 0), ('linear', 99, 9900), ('Softmax', 99, 0)]",ELU,9516,5614948,384,0,8,1585,35.34920634920635,0.3203870967741937,0.22705555555555557,0.04677777777777778,0.12557407407407406
input:1303_output:43_depth:8_arch:pyramid_batch:882_act:prelu_dropout:0.42490995354717553_dropout:True_batchnorm:True.out,9,"[('linear', 651, 848904), ('batch_normalization', 651, 1302), ('PReLU', 651, 0), ('dropout', 651, 0), ('linear', 325, 211900), ('batch_normalization', 325, 650), ('PReLU', 325, 0), ('dropout', 325, 0), ('linear', 162, 52812), ('batch_normalization', 162, 324), ('PReLU', 162, 0), ('dropout', 162, 0), ('linear', 81, 13203), ('batch_normalization', 81, 162), ('PReLU', 81, 0), ('dropout', 81, 0), ('linear', 43, 3526), ('batch_normalization', 43, 86), ('PReLU', 43, 0), ('dropout', 43, 0), ('linear', 43, 1892), ('batch_normalization', 43, 86), ('PReLU', 43, 0), ('dropout', 43, 0), ('linear', 43, 1892), ('batch_normalization', 43, 86), ('PReLU', 43, 0), ('dropout', 43, 0), ('linear', 43, 1892), ('batch_normalization', 43, 86), ('PReLU', 43, 0), ('dropout', 43, 0), ('linear', 43, 1892), ('Softmax', 43, 0)]",PReLU,5650,1140695,882,8,8,1501,29.80952380952381,0.2641612903225807,0.09945283018867931,0.01933962264150944,0.053188679245283
input:957_output:151_depth:5_arch:uniform_batch:689_act:swish_dropout:0.25826238649828304_dropout:True_batchnorm:False.out,6,"[('linear', 957, 916806), ('SiLU', 957, 0), ('dropout', 957, 0), ('linear', 957, 916806), ('SiLU', 957, 0), ('dropout', 957, 0), ('linear', 957, 916806), ('SiLU', 957, 0), ('dropout', 957, 0), ('linear', 957, 916806), ('SiLU', 957, 0), ('dropout', 957, 0), ('linear', 957, 916806), ('SiLU', 957, 0), ('dropout', 957, 0), ('linear', 151, 144658), ('Softmax', 151, 0)]",SiLU,14657,4728688,689,0,5,1557,36.36507936507937,0.3447142857142857,0.28576363636363633,0.09074545454545459,0.1961607142857143
input:712_output:155_depth:5_arch:gradual_batch:604_act:selu_dropout:0.15831713309868933_dropout:True_batchnorm:True.out,6,"[('linear', 601, 428513), ('batch_normalization', 601, 1202), ('SELU', 601, 0), ('dropout', 601, 0), ('linear', 490, 294980), ('batch_normalization', 490, 980), ('SELU', 490, 0), ('dropout', 490, 0), ('linear', 379, 186089), ('batch_normalization', 379, 758), ('SELU', 379, 0), ('dropout', 379, 0), ('linear', 268, 101840), ('batch_normalization', 268, 536), ('SELU', 268, 0), ('dropout', 268, 0), ('linear', 157, 42233), ('batch_normalization', 157, 314), ('SELU', 157, 0), ('dropout', 157, 0), ('linear', 155, 24490), ('Softmax', 155, 0)]",SELU,7890,1081935,604,5,5,1485,29.50793650793651,0.2765,0.11472727272727279,0.02001818181818182,0.0647777777777778
input:2324_output:346_depth:7_arch:pyramid_batch:277_act:prelu_dropout:0.1885997443241344_dropout:True_batchnorm:False.out,8,"[('linear', 1162, 2701650), ('PReLU', 1162, 0), ('dropout', 1162, 0), ('linear', 581, 675703), ('PReLU', 581, 0), ('dropout', 581, 0), ('linear', 346, 201372), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 346, 120062), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 346, 120062), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 346, 120062), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 346, 120062), ('PReLU', 346, 0), ('dropout', 346, 0), ('linear', 346, 120062), ('Softmax', 346, 0)]",PReLU,11111,4179035,277,0,7,1547,37.983870967741936,0.34098387096774174,0.2010181818181818,0.03676363636363634,0.09267272727272731
input:3332_output:821_depth:10_arch:gradual_batch:983_act:softplus_dropout:0.17285773636590596_dropout:False_batchnorm:False.out,11,"[('linear', 3081, 10268973), ('Softplus', 3081, 0), ('linear', 2830, 8722060), ('Softplus', 2830, 0), ('linear', 2579, 7301149), ('Softplus', 2579, 0), ('linear', 2328, 6006240), ('Softplus', 2328, 0), ('linear', 2077, 4837333), ('Softplus', 2077, 0), ('linear', 1826, 3794428), ('Softplus', 1826, 0), ('linear', 1575, 2877525), ('Softplus', 1575, 0), ('linear', 1324, 2086624), ('Softplus', 1324, 0), ('linear', 1073, 1421725), ('Softplus', 1073, 0), ('linear', 822, 882828), ('Softplus', 822, 0), ('linear', 821, 675683), ('Softmax', 821, 0)]",Softplus,40672,48874568,983,0,0,2565,65.953125,0.6427258064516129,0.6007454545454547,0.2067454545454545,0.47715517241379324
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input:1821_output:197_depth:2_arch:bottleneck_batch:138_act:identity_dropout:0.13795248115627368_dropout:True_batchnorm:True.out,4,"[('linear', 910, 1658020), ('batch_normalization', 910, 1820), ('Identity', 910, 0), ('dropout', 910, 0), ('linear', 455, 414505), ('batch_normalization', 455, 910), ('Identity', 455, 0), ('dropout', 455, 0), ('linear', 227, 103512), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 197, 44916), ('Softmax', 197, 0)]",Identity,6762,2224137,138,3,3,1497,38.15873015873016,0.35551612903225804,0.1353636363636364,0.022472727272727276,0.055272727272727314
input:1544_output:8_depth:8_arch:bottleneck_batch:149_act:prelu_dropout:0.2051608417075469_dropout:True_batchnorm:False.out,10,"[('linear', 772, 1192740), ('PReLU', 772, 0), ('dropout', 772, 0), ('linear', 386, 298378), ('PReLU', 386, 0), ('dropout', 386, 0), ('linear', 193, 74691), ('PReLU', 193, 0), ('dropout', 193, 0), ('linear', 96, 18624), ('PReLU', 96, 0), ('dropout', 96, 0), ('linear', 48, 4656), ('PReLU', 48, 0), ('dropout', 48, 0), ('linear', 24, 1176), ('PReLU', 24, 0), ('dropout', 24, 0), ('linear', 12, 300), ('PReLU', 12, 0), ('dropout', 12, 0), ('linear', 8, 104), ('PReLU', 8, 0), ('dropout', 8, 0), ('linear', 8, 72), ('PReLU', 8, 0), ('dropout', 8, 0), ('linear', 8, 72), ('Softmax', 8, 0)]",PReLU,4657,1590813,149,0,9,1495,37.645161290322584,0.3562741935483871,0.08626923076923078,0.014057692307692318,0.03064150943396225
input:1533_output:340_depth:1_arch:bottleneck_batch:302_act:selu_dropout:0.12633621100146378_dropout:True_batchnorm:False.out,3,"[('linear', 766, 1175044), ('SELU', 766, 0), ('dropout', 766, 0), ('linear', 383, 293761), ('SELU', 383, 0), ('dropout', 383, 0), ('linear', 340, 130560), ('Softmax', 340, 0)]",SELU,4127,1599365,302,0,2,1499,33.32258064516129,0.2957741935483872,0.14578846153846153,0.03067307692307691,0.0756923076923077
input:517_output:43_depth:4_arch:gradual_batch:90_act:mish_dropout:0.466248668654203_dropout:True_batchnorm:False.out,5,"[('linear', 399, 206682), ('Mish', 399, 0), ('dropout', 399, 0), ('linear', 281, 112400), ('Mish', 281, 0), ('dropout', 281, 0), ('linear', 163, 45966), ('Mish', 163, 0), ('dropout', 163, 0), ('linear', 45, 7380), ('Mish', 45, 0), ('dropout', 45, 0), ('linear', 43, 1978), ('Softmax', 43, 0)]",Mish,2750,374406,90,0,4,1459,36.98412698412698,0.35900000000000004,0.08539999999999993,0.010000000000000005,0.012981481481481491
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input:1773_output:412_depth:6_arch:pyramid_batch:881_act:swish_dropout:0.38700398192237706_dropout:False_batchnorm:True.out,7,"[('linear', 886, 1571764), ('batch_normalization', 886, 1772), ('SiLU', 886, 0), ('linear', 443, 392941), ('batch_normalization', 443, 886), ('SiLU', 443, 0), ('linear', 412, 182928), ('batch_normalization', 412, 824), ('SiLU', 412, 0), ('linear', 412, 170156), ('batch_normalization', 412, 824), ('SiLU', 412, 0), ('linear', 412, 170156), ('batch_normalization', 412, 824), ('SiLU', 412, 0), ('linear', 412, 170156), ('batch_normalization', 412, 824), ('SiLU', 412, 0), ('linear', 412, 170156), ('Softmax', 412, 0)]",SiLU,9755,2834211,881,6,0,1561,34.61290322580645,0.3070645161290322,0.19275925925925924,0.03953703703703702,0.12716981132075475
input:1431_output:223_depth:6_arch:gradual_batch:241_act:gelu_dropout:0.2586164484582317_dropout:True_batchnorm:False.out,7,"[('linear', 1230, 1761360), ('GELU', 1230, 0), ('dropout', 1230, 0), ('linear', 1029, 1266699), ('GELU', 1029, 0), ('dropout', 1029, 0), ('linear', 828, 852840), ('GELU', 828, 0), ('dropout', 828, 0), ('linear', 627, 519783), ('GELU', 627, 0), ('dropout', 627, 0), ('linear', 426, 267528), ('GELU', 426, 0), ('dropout', 426, 0), ('linear', 225, 96075), ('GELU', 225, 0), ('dropout', 225, 0), ('linear', 223, 50398), ('Softmax', 223, 0)]",GELU,13541,4814683,241,0,6,1561,37.74603174603175,0.3518730158730159,0.2308545454545455,0.052327272727272715,0.1137857142857143
input:1076_output:172_depth:9_arch:gradual_batch:282_act:tanh_dropout:0.41292501152406147_dropout:False_batchnorm:False.out,10,"[('linear', 976, 1051152), ('Tanh', 976, 0), ('linear', 876, 855852), ('Tanh', 876, 0), ('linear', 776, 680552), ('Tanh', 776, 0), ('linear', 676, 525252), ('Tanh', 676, 0), ('linear', 576, 389952), ('Tanh', 576, 0), ('linear', 476, 274652), ('Tanh', 476, 0), ('linear', 376, 179352), ('Tanh', 376, 0), ('linear', 276, 104052), ('Tanh', 276, 0), ('linear', 176, 48752), ('Tanh', 176, 0), ('linear', 172, 30444), ('Softmax', 172, 0)]",Tanh,10712,4140012,282,0,0,1543,37.79032258064516,0.3558548387096775,0.22569642857142855,0.0430357142857143,0.11701785714285716
input:2828_output:280_depth:4_arch:bottleneck_batch:305_act:prelu_dropout:0.21586486230446167_dropout:False_batchnorm:True.out,6,"[('linear', 1414, 4000206), ('batch_normalization', 1414, 2828), ('PReLU', 1414, 0), ('linear', 707, 1000405), ('batch_normalization', 707, 1414), ('PReLU', 707, 0), ('linear', 353, 249924), ('batch_normalization', 353, 706), ('PReLU', 353, 0), ('linear', 280, 99120), ('batch_normalization', 280, 560), ('PReLU', 280, 0), ('linear', 280, 78680), ('batch_normalization', 280, 560), ('PReLU', 280, 0), ('linear', 280, 78680), ('Softmax', 280, 0)]",PReLU,9662,5513083,305,5,0,1587,38.6031746031746,0.33835483870967736,0.20805454545454538,0.044363636363636355,0.11181481481481485
input:2164_output:131_depth:8_arch:gradual_batch:20_act:prelu_dropout:0.20200018384167315_dropout:True_batchnorm:True.out,9,"[('linear', 1910, 4135150), ('batch_normalization', 1910, 3820), ('PReLU', 1910, 0), ('dropout', 1910, 0), ('linear', 1656, 3164616), ('batch_normalization', 1656, 3312), ('PReLU', 1656, 0), ('dropout', 1656, 0), ('linear', 1402, 2323114), ('batch_normalization', 1402, 2804), ('PReLU', 1402, 0), ('dropout', 1402, 0), ('linear', 1148, 1610644), ('batch_normalization', 1148, 2296), ('PReLU', 1148, 0), ('dropout', 1148, 0), ('linear', 894, 1027206), ('batch_normalization', 894, 1788), ('PReLU', 894, 0), ('dropout', 894, 0), ('linear', 640, 572800), ('batch_normalization', 640, 1280), ('PReLU', 640, 0), ('dropout', 640, 0), ('linear', 386, 247426), ('batch_normalization', 386, 772), ('PReLU', 386, 0), ('dropout', 386, 0), ('linear', 132, 51084), ('batch_normalization', 132, 264), ('PReLU', 132, 0), ('dropout', 132, 0), ('linear', 131, 17423), ('Softmax', 131, 0)]",PReLU,32934,13165799,20,8,8,1735,38.12698412698413,0.3763870967741935,0.2240701754385966,0.08329824561403515,0.035192982456140325
input:1291_output:194_depth:7_arch:bottleneck_batch:421_act:elu_dropout:0.4326476781200961_dropout:True_batchnorm:True.out,9,"[('linear', 645, 833340), ('batch_normalization', 645, 1290), ('ELU', 645, 0), ('dropout', 645, 0), ('linear', 322, 208012), ('batch_normalization', 322, 644), ('ELU', 322, 0), ('dropout', 322, 0), ('linear', 194, 62662), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('ELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Softmax', 194, 0)]",ELU,8912,1335256,421,8,8,1487,35.682539682539684,0.338142857142857,0.13999999999999996,0.02146296296296297,0.0577924528301887
input:3851_output:953_depth:10_arch:bottleneck_batch:984_act:swish_dropout:0.1625835827905534_dropout:True_batchnorm:True.out,12,"[('linear', 1925, 7415100), ('batch_normalization', 1925, 3850), ('SiLU', 1925, 0), ('dropout', 1925, 0), ('linear', 962, 1852812), ('batch_normalization', 962, 1924), ('SiLU', 962, 0), ('dropout', 962, 0), ('linear', 953, 917739), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 953, 909162), ('Softmax', 953, 0)]",SiLU,47762,18391037,984,11,11,1959,47.84375,0.4349193548387099,0.3933750000000001,0.12008928571428575,0.2600357142857142
input:2586_output:63_depth:7_arch:pyramid_batch:954_act:identity_dropout:0.24420084804922615_dropout:True_batchnorm:False.out,8,"[('linear', 1293, 3344991), ('Identity', 1293, 0), ('dropout', 1293, 0), ('linear', 646, 835924), ('Identity', 646, 0), ('dropout', 646, 0), ('linear', 323, 208981), ('Identity', 323, 0), ('dropout', 323, 0), ('linear', 161, 52164), ('Identity', 161, 0), ('dropout', 161, 0), ('linear', 80, 12960), ('Identity', 80, 0), ('dropout', 80, 0), ('linear', 63, 5103), ('Identity', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('Identity', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('Softmax', 63, 0)]",Identity,8013,4468187,954,0,7,1555,34.34920634920635,0.29591935483870957,0.23790384615384624,0.05294230769230769,0.1705849056603774
input:884_output:178_depth:9_arch:gradual_batch:29_act:swish_dropout:0.21339186651047265_dropout:True_batchnorm:True.out,10,"[('linear', 806, 713310), ('batch_normalization', 806, 1612), ('SiLU', 806, 0), ('dropout', 806, 0), ('linear', 728, 587496), ('batch_normalization', 728, 1456), ('SiLU', 728, 0), ('dropout', 728, 0), ('linear', 650, 473850), ('batch_normalization', 650, 1300), ('SiLU', 650, 0), ('dropout', 650, 0), ('linear', 572, 372372), ('batch_normalization', 572, 1144), ('SiLU', 572, 0), ('dropout', 572, 0), ('linear', 494, 283062), ('batch_normalization', 494, 988), ('SiLU', 494, 0), ('dropout', 494, 0), ('linear', 416, 205920), ('batch_normalization', 416, 832), ('SiLU', 416, 0), ('dropout', 416, 0), ('linear', 338, 140946), ('batch_normalization', 338, 676), ('SiLU', 338, 0), ('dropout', 338, 0), ('linear', 260, 88140), ('batch_normalization', 260, 520), ('SiLU', 260, 0), ('dropout', 260, 0), ('linear', 182, 47502), ('batch_normalization', 182, 364), ('SiLU', 182, 0), ('dropout', 182, 0), ('linear', 178, 32574), ('Softmax', 178, 0)]",SiLU,18140,2954064,29,9,9,1521,37.63492063492063,0.37009523809523787,0.0854074074074074,0.012944444444444455,0.01711320754716982
input:2990_output:178_depth:7_arch:uniform_batch:969_act:elu_dropout:0.49882712295860576_dropout:True_batchnorm:False.out,8,"[('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 2990, 8943090), ('ELU', 2990, 0), ('dropout', 2990, 0), ('linear', 178, 532398), ('Softmax', 178, 0)]",ELU,63146,63134028,969,0,7,2945,72.26984126984127,0.6995645161290325,0.6745384615384615,0.24013461538461542,0.5232641509433964
input:359_output:19_depth:4_arch:pyramid_batch:4_act:softplus_dropout:0.13497895913626784_dropout:False_batchnorm:True.out,5,"[('linear', 179, 64440), ('batch_normalization', 179, 358), ('Softplus', 179, 0), ('linear', 89, 16020), ('batch_normalization', 89, 178), ('Softplus', 89, 0), ('linear', 44, 3960), ('batch_normalization', 44, 88), ('Softplus', 44, 0), ('linear', 22, 990), ('batch_normalization', 22, 44), ('Softplus', 22, 0), ('linear', 19, 437), ('Softmax', 19, 0)]",Softplus,1040,86515,4,4,0,1453,34.698412698412696,0.3383387096774193,0.007000000000000005,0.0010000000000000007,0.0010000000000000007
input:955_output:140_depth:10_arch:gradual_batch:650_act:softplus_dropout:0.32637278915863505_dropout:True_batchnorm:True.out,11,"[('linear', 874, 835544), ('batch_normalization', 874, 1748), ('Softplus', 874, 0), ('dropout', 874, 0), ('linear', 793, 693875), ('batch_normalization', 793, 1586), ('Softplus', 793, 0), ('dropout', 793, 0), ('linear', 712, 565328), ('batch_normalization', 712, 1424), ('Softplus', 712, 0), ('dropout', 712, 0), ('linear', 631, 449903), ('batch_normalization', 631, 1262), ('Softplus', 631, 0), ('dropout', 631, 0), ('linear', 550, 347600), ('batch_normalization', 550, 1100), ('Softplus', 550, 0), ('dropout', 550, 0), ('linear', 469, 258419), ('batch_normalization', 469, 938), ('Softplus', 469, 0), ('dropout', 469, 0), ('linear', 388, 182360), ('batch_normalization', 388, 776), ('Softplus', 388, 0), ('dropout', 388, 0), ('linear', 307, 119423), ('batch_normalization', 307, 614), ('Softplus', 307, 0), ('dropout', 307, 0), ('linear', 226, 69608), ('batch_normalization', 226, 452), ('Softplus', 226, 0), ('dropout', 226, 0), ('linear', 145, 32915), ('batch_normalization', 145, 290), ('Softplus', 145, 0), ('dropout', 145, 0), ('linear', 140, 20440), ('Softmax', 140, 0)]",Softplus,20660,3585605,650,10,10,1553,37.41269841269841,0.34359677419354845,0.20552830188679244,0.043188679245282996,0.1162222222222222
input:72_output:12_depth:4_arch:bottleneck_batch:756_act:relu_dropout:0.4410972294787484_dropout:False_batchnorm:False.out,6,"[('linear', 36, 2628), ('ReLU', 36, 0), ('linear', 18, 666), ('ReLU', 18, 0), ('linear', 12, 228), ('ReLU', 12, 0), ('linear', 12, 156), ('ReLU', 12, 0), ('linear', 12, 156), ('ReLU', 12, 0), ('linear', 12, 156), ('Softmax', 12, 0)]",ReLU,204,3990,756,0,0,1451,13.34920634920635,0.1277777777777778,0.006207547169811324,0.0010000000000000007,0.0010000000000000007
input:1366_output:16_depth:2_arch:uniform_batch:982_act:mish_dropout:0.3319611459590848_dropout:True_batchnorm:False.out,3,"[('linear', 1366, 1867322), ('Mish', 1366, 0), ('dropout', 1366, 0), ('linear', 1366, 1867322), ('Mish', 1366, 0), ('dropout', 1366, 0), ('linear', 16, 21872), ('Softmax', 16, 0)]",Mish,8228,3756516,982,0,2,1557,32.564516129032256,0.2863333333333334,0.24833962264150952,0.06947169811320757,0.18998076923076926
input:567_output:29_depth:5_arch:uniform_batch:400_act:identity_dropout:0.16809199452698267_dropout:False_batchnorm:True.out,6,"[('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 567, 322056), ('batch_normalization', 567, 1134), ('Identity', 567, 0), ('linear', 29, 16472), ('Softmax', 29, 0)]",Identity,8563,1632422,400,5,0,1503,35.82539682539682,0.34492063492063485,0.1689230769230769,0.026384615384615378,0.08748076923076924
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input:117_output:7_depth:4_arch:pyramid_batch:961_act:swish_dropout:0.1262468804681629_dropout:True_batchnorm:True.out,5,"[('linear', 58, 6844), ('batch_normalization', 58, 116), ('SiLU', 58, 0), ('dropout', 58, 0), ('linear', 29, 1711), ('batch_normalization', 29, 58), ('SiLU', 29, 0), ('dropout', 29, 0), ('linear', 14, 420), ('batch_normalization', 14, 28), ('SiLU', 14, 0), ('dropout', 14, 0), ('linear', 7, 105), ('batch_normalization', 7, 14), ('SiLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('Softmax', 7, 0)]",SiLU,446,9352,961,4,4,1453,15.301587301587302,0.14270967741935486,0.009666666666666672,0.0010000000000000007,0.0012115384615384622
input:3046_output:451_depth:5_arch:uniform_batch:469_act:softplus_dropout:0.17802056893594198_dropout:False_batchnorm:False.out,6,"[('linear', 3046, 9281162), ('Softplus', 3046, 0), ('linear', 3046, 9281162), ('Softplus', 3046, 0), ('linear', 3046, 9281162), ('Softplus', 3046, 0), ('linear', 3046, 9281162), ('Softplus', 3046, 0), ('linear', 3046, 9281162), ('Softplus', 3046, 0), ('linear', 451, 1374197), ('Softmax', 451, 0)]",Softplus,31362,47780007,469,0,0,2453,69.5079365079365,0.6676825396825397,0.6538214285714288,0.2292678571428571,0.44756603773584896
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input:1989_output:402_depth:9_arch:bottleneck_batch:338_act:leaky_relu_dropout:0.3671226479166767_dropout:False_batchnorm:False.out,11,"[('linear', 994, 1978060), ('LeakyReLU', 994, 0), ('linear', 497, 494515), ('LeakyReLU', 497, 0), ('linear', 402, 200196), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('LeakyReLU', 402, 0), ('linear', 402, 162006), ('Softmax', 402, 0)]",LeakyReLU,10218,3968819,338,0,0,1545,37.53225806451613,0.3376349206349206,0.21201785714285712,0.03496428571428569,0.11289285714285714
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input:679_output:75_depth:8_arch:pyramid_batch:53_act:swish_dropout:0.44519981931432284_dropout:False_batchnorm:True.out,9,"[('linear', 339, 230520), ('batch_normalization', 339, 678), ('SiLU', 339, 0), ('linear', 169, 57460), ('batch_normalization', 169, 338), ('SiLU', 169, 0), ('linear', 84, 14280), ('batch_normalization', 84, 168), ('SiLU', 84, 0), ('linear', 75, 6375), ('batch_normalization', 75, 150), ('SiLU', 75, 0), ('linear', 75, 5700), ('batch_normalization', 75, 150), ('SiLU', 75, 0), ('linear', 75, 5700), ('batch_normalization', 75, 150), ('SiLU', 75, 0), ('linear', 75, 5700), ('batch_normalization', 75, 150), ('SiLU', 75, 0), ('linear', 75, 5700), ('batch_normalization', 75, 150), ('SiLU', 75, 0), ('linear', 75, 5700), ('Softmax', 75, 0)]",SiLU,3051,339069,53,8,0,1457,37.095238095238095,0.3614126984126987,0.023961538461538475,0.003000000000000002,0.004865384615384618
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input:20_output:4_depth:3_arch:pyramid_batch:360_act:softplus_dropout:0.45431354416671_dropout:True_batchnorm:False.out,4,"[('linear', 10, 210), ('Softplus', 10, 0), ('dropout', 10, 0), ('linear', 5, 55), ('Softplus', 5, 0), ('dropout', 5, 0), ('linear', 4, 24), ('Softplus', 4, 0), ('dropout', 4, 0), ('linear', 4, 20), ('Softmax', 4, 0)]",Softplus,65,309,360,0,3,1451,16.112903225806452,0.15803225806451618,0.0026274509803921584,0,0.0010000000000000007
input:4024_output:639_depth:1_arch:uniform_batch:441_act:leaky_relu_dropout:0.40405238563005585_dropout:True_batchnorm:True.out,2,"[('linear', 4024, 16196600), ('batch_normalization', 4024, 8048), ('LeakyReLU', 4024, 0), ('dropout', 4024, 0), ('linear', 639, 2571975), ('Softmax', 639, 0)]",LeakyReLU,17374,18776623,441,1,1,1905,45.96875,0.40769841269841267,0.39866666666666667,0.14461111111111113,0.2281818181818181
input:2694_output:495_depth:9_arch:bottleneck_batch:843_act:identity_dropout:0.4666916565945983_dropout:True_batchnorm:False.out,11,"[('linear', 1347, 3630165), ('Identity', 1347, 0), ('dropout', 1347, 0), ('linear', 673, 907204), ('Identity', 673, 0), ('dropout', 673, 0), ('linear', 495, 333630), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Identity', 495, 0), ('dropout', 495, 0), ('linear', 495, 245520), ('Softmax', 495, 0)]",Identity,18930,6835159,843,0,10,1615,35.774193548387096,0.31467741935483867,0.2770178571428572,0.06612500000000003,0.17833928571428576
input:2086_output:114_depth:5_arch:gradual_batch:679_act:mish_dropout:0.26797569601878835_dropout:True_batchnorm:False.out,6,"[('linear', 1692, 3531204), ('Mish', 1692, 0), ('dropout', 1692, 0), ('linear', 1298, 2197514), ('Mish', 1298, 0), ('dropout', 1298, 0), ('linear', 904, 1174296), ('Mish', 904, 0), ('dropout', 904, 0), ('linear', 510, 461550), ('Mish', 510, 0), ('dropout', 510, 0), ('linear', 116, 59276), ('Mish', 116, 0), ('dropout', 116, 0), ('linear', 114, 13338), ('Softmax', 114, 0)]",Mish,13788,7437178,679,0,5,1625,36.61904761904762,0.3308095238095238,0.2781132075471697,0.07216981132075473,0.19526415094339622
input:1821_output:180_depth:2_arch:bottleneck_batch:608_act:elu_dropout:0.48406446779003753_dropout:True_batchnorm:False.out,4,"[('linear', 910, 1658020), ('ELU', 910, 0), ('dropout', 910, 0), ('linear', 455, 414505), ('ELU', 455, 0), ('dropout', 455, 0), ('linear', 227, 103512), ('ELU', 227, 0), ('dropout', 227, 0), ('linear', 180, 41040), ('Softmax', 180, 0)]",ELU,5136,2217077,608,0,3,1517,29.96825396825397,0.2548253968253968,0.16280769230769238,0.03323076923076922,0.10566666666666673
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input:1218_output:232_depth:7_arch:uniform_batch:42_act:leaky_relu_dropout:0.23281264200505905_dropout:False_batchnorm:True.out,8,"[('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 1218, 1484742), ('batch_normalization', 1218, 2436), ('LeakyReLU', 1218, 0), ('linear', 232, 282808), ('Softmax', 232, 0)]",LeakyReLU,26042,10693054,42,7,0,1697,41.76190476190476,0.40949999999999986,0.26478571428571435,0.08589090909090907,0.0657454545454545
input:2639_output:100_depth:8_arch:uniform_batch:830_act:elu_dropout:0.2179248084458093_dropout:False_batchnorm:False.out,9,"[('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 2639, 6966960), ('ELU', 2639, 0), ('linear', 100, 264000), ('Softmax', 100, 0)]",ELU,42424,55999680,830,0,0,2753,69.09375,0.6900806451612905,0.6520714285714286,0.20396428571428574,0.5046428571428572
input:3479_output:112_depth:10_arch:uniform_batch:674_act:gelu_dropout:0.20996820682048323_dropout:False_batchnorm:True.out,11,"[('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 3479, 12106920), ('batch_normalization', 3479, 6958), ('GELU', 3479, 0), ('linear', 112, 389760), ('Softmax', 112, 0)]",GELU,104594,121528540,674,10,0,4205,81.69354838709677,0.8071129032258065,0.7905892857142859,0.296875,0.5891607142857144
input:1212_output:289_depth:10_arch:bottleneck_batch:147_act:selu_dropout:0.39528020480928494_dropout:False_batchnorm:False.out,12,"[('linear', 606, 735078), ('SELU', 606, 0), ('linear', 303, 183921), ('SELU', 303, 0), ('linear', 289, 87856), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('SELU', 289, 0), ('linear', 289, 83810), ('Softmax', 289, 0)]",SELU,7598,1761145,147,0,0,1493,37.57142857142857,0.3583650793650794,0.1436111111111111,0.018074074074074083,0.04221052631578947
input:1754_output:152_depth:5_arch:uniform_batch:384_act:selu_dropout:0.4051626464629213_dropout:True_batchnorm:False.out,6,"[('linear', 1754, 3078270), ('SELU', 1754, 0), ('dropout', 1754, 0), ('linear', 1754, 3078270), ('SELU', 1754, 0), ('dropout', 1754, 0), ('linear', 1754, 3078270), ('SELU', 1754, 0), ('dropout', 1754, 0), ('linear', 1754, 3078270), ('SELU', 1754, 0), ('dropout', 1754, 0), ('linear', 1754, 3078270), ('SELU', 1754, 0), ('dropout', 1754, 0), ('linear', 152, 266760), ('Softmax', 152, 0)]",SELU,26614,15658110,384,0,5,1783,52.096774193548384,0.48766666666666675,0.45455555555555566,0.15542592592592588,0.26611111111111113
input:1590_output:15_depth:6_arch:gradual_batch:465_act:prelu_dropout:0.1677701812286172_dropout:True_batchnorm:False.out,7,"[('linear', 1328, 2112848), ('PReLU', 1328, 0), ('dropout', 1328, 0), ('linear', 1066, 1416714), ('PReLU', 1066, 0), ('dropout', 1066, 0), ('linear', 804, 857868), ('PReLU', 804, 0), ('dropout', 804, 0), ('linear', 542, 436310), ('PReLU', 542, 0), ('dropout', 542, 0), ('linear', 280, 152040), ('PReLU', 280, 0), ('dropout', 280, 0), ('linear', 18, 5058), ('PReLU', 18, 0), ('dropout', 18, 0), ('linear', 15, 285), ('Softmax', 15, 0)]",PReLU,12144,4981123,465,0,6,1579,37.06349206349206,0.33820634920634923,0.24305263157894738,0.06764912280701753,0.14908928571428576
input:3436_output:90_depth:4_arch:gradual_batch:118_act:identity_dropout:0.34436772553708256_dropout:True_batchnorm:False.out,5,"[('linear', 2600, 8936200), ('Identity', 2600, 0), ('dropout', 2600, 0), ('linear', 1764, 4588164), ('Identity', 1764, 0), ('dropout', 1764, 0), ('linear', 928, 1637920), ('Identity', 928, 0), ('dropout', 928, 0), ('linear', 92, 85468), ('Identity', 92, 0), ('dropout', 92, 0), ('linear', 90, 8370), ('Softmax', 90, 0)]",Identity,16332,15256122,118,0,4,1765,56.58730158730159,0.5401451612903225,0.45360344827586196,0.1739137931034482,0.16357407407407407
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input:2012_output:440_depth:5_arch:bottleneck_batch:473_act:tanh_dropout:0.40999880291364277_dropout:True_batchnorm:True.out,7,"[('linear', 1006, 2025078), ('batch_normalization', 1006, 2012), ('Tanh', 1006, 0), ('dropout', 1006, 0), ('linear', 503, 506521), ('batch_normalization', 503, 1006), ('Tanh', 503, 0), ('dropout', 503, 0), ('linear', 440, 221760), ('batch_normalization', 440, 880), ('Tanh', 440, 0), ('dropout', 440, 0), ('linear', 440, 194040), ('batch_normalization', 440, 880), ('Tanh', 440, 0), ('dropout', 440, 0), ('linear', 440, 194040), ('batch_normalization', 440, 880), ('Tanh', 440, 0), ('dropout', 440, 0), ('linear', 440, 194040), ('batch_normalization', 440, 880), ('Tanh', 440, 0), ('dropout', 440, 0), ('linear', 440, 194040), ('Softmax', 440, 0)]",Tanh,13956,3536057,473,6,6,1565,36.698412698412696,0.3313809523809523,0.19746153846153847,0.03790384615384614,0.10983636363636368
input:3434_output:201_depth:9_arch:gradual_batch:873_act:leaky_relu_dropout:0.1578333630408754_dropout:False_batchnorm:False.out,10,"[('linear', 3075, 10562625), ('LeakyReLU', 3075, 0), ('linear', 2716, 8354416), ('LeakyReLU', 2716, 0), ('linear', 2357, 6403969), ('LeakyReLU', 2357, 0), ('linear', 1998, 4711284), ('LeakyReLU', 1998, 0), ('linear', 1639, 3276361), ('LeakyReLU', 1639, 0), ('linear', 1280, 2099200), ('LeakyReLU', 1280, 0), ('linear', 921, 1179801), ('LeakyReLU', 921, 0), ('linear', 562, 518164), ('LeakyReLU', 562, 0), ('linear', 203, 114289), ('LeakyReLU', 203, 0), ('linear', 201, 41004), ('Softmax', 201, 0)]",LeakyReLU,29904,37261113,873,0,0,2263,61.682539682539684,0.5834193548387098,0.5412499999999999,0.19203571428571425,0.41314545454545454
input:2514_output:404_depth:4_arch:gradual_batch:954_act:prelu_dropout:0.2490933305624331_dropout:False_batchnorm:True.out,5,"[('linear', 1987, 4997305), ('batch_normalization', 1987, 3974), ('PReLU', 1987, 0), ('linear', 1460, 2902480), ('batch_normalization', 1460, 2920), ('PReLU', 1460, 0), ('linear', 933, 1363113), ('batch_normalization', 933, 1866), ('PReLU', 933, 0), ('linear', 406, 379204), ('batch_normalization', 406, 812), ('PReLU', 406, 0), ('linear', 404, 164428), ('Softmax', 404, 0)]",PReLU,15166,9816102,954,4,0,1729,34.92063492063492,0.31049206349206343,0.26585454545454545,0.07641818181818183,0.18965454545454546
input:1612_output:148_depth:3_arch:pyramid_batch:673_act:mish_dropout:0.4552252840813388_dropout:True_batchnorm:True.out,4,"[('linear', 806, 1300078), ('batch_normalization', 806, 1612), ('Mish', 806, 0), ('dropout', 806, 0), ('linear', 403, 325221), ('batch_normalization', 403, 806), ('Mish', 403, 0), ('dropout', 403, 0), ('linear', 201, 81204), ('batch_normalization', 201, 402), ('Mish', 201, 0), ('dropout', 201, 0), ('linear', 148, 29896), ('Softmax', 148, 0)]",Mish,5936,1739219,673,3,3,1497,29.79032258064516,0.26170967741935475,0.14430769230769228,0.031288461538461536,0.0907735849056604
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input:1817_output:138_depth:8_arch:pyramid_batch:494_act:mish_dropout:0.4145242315155798_dropout:True_batchnorm:False.out,9,"[('linear', 908, 1650744), ('Mish', 908, 0), ('dropout', 908, 0), ('linear', 454, 412686), ('Mish', 454, 0), ('dropout', 454, 0), ('linear', 227, 103285), ('Mish', 227, 0), ('dropout', 227, 0), ('linear', 138, 31464), ('Mish', 138, 0), ('dropout', 138, 0), ('linear', 138, 19182), ('Mish', 138, 0), ('dropout', 138, 0), ('linear', 138, 19182), ('Mish', 138, 0), ('dropout', 138, 0), ('linear', 138, 19182), ('Mish', 138, 0), ('dropout', 138, 0), ('linear', 138, 19182), ('Mish', 138, 0), ('dropout', 138, 0), ('linear', 138, 19182), ('Softmax', 138, 0)]",Mish,7113,2294089,494,0,8,1521,36.25396825396825,0.32842857142857146,0.17771698113207537,0.031018867924528314,0.09698076923076925
input:1100_output:97_depth:3_arch:bottleneck_batch:961_act:softplus_dropout:0.25691083984366725_dropout:False_batchnorm:True.out,5,"[('linear', 550, 605550), ('batch_normalization', 550, 1100), ('Softplus', 550, 0), ('linear', 275, 151525), ('batch_normalization', 275, 550), ('Softplus', 275, 0), ('linear', 137, 37812), ('batch_normalization', 137, 274), ('Softplus', 137, 0), ('linear', 97, 13386), ('batch_normalization', 97, 194), ('Softplus', 97, 0), ('linear', 97, 9506), ('Softmax', 97, 0)]",Softplus,3371,819897,961,4,0,1477,21.571428571428573,0.19356451612903233,0.08100000000000002,0.015019230769230781,0.048037735849056594
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input:3242_output:20_depth:7_arch:uniform_batch:829_act:prelu_dropout:0.47586232623497704_dropout:True_batchnorm:False.out,8,"[('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 3242, 10513806), ('PReLU', 3242, 0), ('dropout', 3242, 0), ('linear', 20, 64860), ('Softmax', 20, 0)]",PReLU,68122,73661502,829,0,7,3147,72.4920634920635,0.7287096774193546,0.6945999999999999,0.2632181818181819,0.5352068965517242
input:2551_output:304_depth:4_arch:bottleneck_batch:103_act:elu_dropout:0.29723710622458677_dropout:False_batchnorm:False.out,6,"[('linear', 1275, 3253800), ('ELU', 1275, 0), ('linear', 637, 812812), ('ELU', 637, 0), ('linear', 318, 202884), ('ELU', 318, 0), ('linear', 304, 96976), ('ELU', 304, 0), ('linear', 304, 92720), ('ELU', 304, 0), ('linear', 304, 92720), ('Softmax', 304, 0)]",ELU,6284,4551912,103,0,0,1543,37.55555555555556,0.35084126984126984,0.20540740740740746,0.035648148148148165,0.06383333333333337
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input:4011_output:906_depth:4_arch:bottleneck_batch:105_act:mish_dropout:0.13995047016736786_dropout:True_batchnorm:False.out,6,"[('linear', 2005, 8044060), ('Mish', 2005, 0), ('dropout', 2005, 0), ('linear', 1002, 2010012), ('Mish', 1002, 0), ('dropout', 1002, 0), ('linear', 906, 908718), ('Mish', 906, 0), ('dropout', 906, 0), ('linear', 906, 821742), ('Mish', 906, 0), ('dropout', 906, 0), ('linear', 906, 821742), ('Mish', 906, 0), ('dropout', 906, 0), ('linear', 906, 821742), ('Softmax', 906, 0)]",Mish,18987,13428016,105,0,5,1737,54.79032258064516,0.5168548387096775,0.4102678571428573,0.14267272727272726,0.13858181818181822
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input:1958_output:254_depth:9_arch:bottleneck_batch:1005_act:gelu_dropout:0.12379468656916148_dropout:False_batchnorm:True.out,11,"[('linear', 979, 1917861), ('batch_normalization', 979, 1958), ('GELU', 979, 0), ('linear', 489, 479220), ('batch_normalization', 489, 978), ('GELU', 489, 0), ('linear', 254, 124460), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('batch_normalization', 254, 508), ('GELU', 254, 0), ('linear', 254, 64770), ('Softmax', 254, 0)]",GELU,11008,3046701,1005,10,0,1547,35.666666666666664,0.3141587301587301,0.17901851851851858,0.03735185185185186,0.11135185185185185
input:925_output:100_depth:3_arch:uniform_batch:557_act:swish_dropout:0.3085918654161687_dropout:True_batchnorm:True.out,4,"[('linear', 925, 856550), ('batch_normalization', 925, 1850), ('SiLU', 925, 0), ('dropout', 925, 0), ('linear', 925, 856550), ('batch_normalization', 925, 1850), ('SiLU', 925, 0), ('dropout', 925, 0), ('linear', 925, 856550), ('batch_normalization', 925, 1850), ('SiLU', 925, 0), ('dropout', 925, 0), ('linear', 100, 92600), ('Softmax', 100, 0)]",SiLU,11300,2667800,557,3,3,1523,34.84126984126984,0.328920634920635,0.21986274509803924,0.051078431372549,0.14071153846153842
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input:154_output:37_depth:3_arch:bottleneck_batch:905_act:gelu_dropout:0.19258729333545835_dropout:False_batchnorm:False.out,5,"[('linear', 77, 11935), ('GELU', 77, 0), ('linear', 38, 2964), ('GELU', 38, 0), ('linear', 37, 1443), ('GELU', 37, 0), ('linear', 37, 1406), ('GELU', 37, 0), ('linear', 37, 1406), ('Softmax', 37, 0)]",GELU,452,19154,905,0,0,1453,9.079365079365079,0.08361904761904766,0.016537037037037048,0.0010185185185185193,0.003113207547169813
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input:1221_output:119_depth:2_arch:gradual_batch:647_act:relu_dropout:0.11698135425686057_dropout:True_batchnorm:False.out,3,"[('linear', 670, 818740), ('ReLU', 670, 0), ('dropout', 670, 0), ('linear', 119, 79849), ('ReLU', 119, 0), ('dropout', 119, 0), ('linear', 119, 14280), ('Softmax', 119, 0)]",ReLU,2605,912869,647,0,2,1475,21.419354838709676,0.1865806451612903,0.08503921568627458,0.016313725490196086,0.04930769230769231
input:856_output:125_depth:7_arch:pyramid_batch:436_act:identity_dropout:0.283892749404297_dropout:True_batchnorm:False.out,8,"[('linear', 428, 366796), ('Identity', 428, 0), ('dropout', 428, 0), ('linear', 214, 91806), ('Identity', 214, 0), ('dropout', 214, 0), ('linear', 125, 26875), ('Identity', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Identity', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Identity', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Identity', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Identity', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Softmax', 125, 0)]",Identity,4051,564227,436,0,7,1477,24.887096774193548,0.22195238095238104,0.08042592592592593,0.009203703703703709,0.028641509433962268
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input:1276_output:305_depth:9_arch:gradual_batch:863_act:mish_dropout:0.17578667722057395_dropout:False_batchnorm:False.out,10,"[('linear', 1169, 1492813), ('Mish', 1169, 0), ('linear', 1062, 1242540), ('Mish', 1062, 0), ('linear', 955, 1015165), ('Mish', 955, 0), ('linear', 848, 810688), ('Mish', 848, 0), ('linear', 741, 629109), ('Mish', 741, 0), ('linear', 634, 470428), ('Mish', 634, 0), ('linear', 527, 334645), ('Mish', 527, 0), ('linear', 420, 221760), ('Mish', 420, 0), ('linear', 313, 131773), ('Mish', 313, 0), ('linear', 305, 95770), ('Softmax', 305, 0)]",Mish,13948,6444691,863,0,0,1601,36.01587301587302,0.3305396825396826,0.28762068965517246,0.0716896551724138,0.19576271186440672
input:1983_output:363_depth:8_arch:pyramid_batch:570_act:softplus_dropout:0.4596451375090692_dropout:True_batchnorm:False.out,9,"[('linear', 991, 1966144), ('Softplus', 991, 0), ('dropout', 991, 0), ('linear', 495, 491040), ('Softplus', 495, 0), ('dropout', 495, 0), ('linear', 363, 180048), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softplus', 363, 0), ('dropout', 363, 0), ('linear', 363, 132132), ('Softmax', 363, 0)]",Softplus,11718,3430024,570,0,8,1561,36.483870967741936,0.32677777777777767,0.2290181818181818,0.04309090909090906,0.12445283018867925
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input:3799_output:59_depth:3_arch:gradual_batch:465_act:relu_dropout:0.47755341483826175_dropout:False_batchnorm:False.out,4,"[('linear', 2553, 9701400), ('ReLU', 2553, 0), ('linear', 1307, 3338078), ('ReLU', 1307, 0), ('linear', 61, 79788), ('ReLU', 61, 0), ('linear', 59, 3658), ('Softmax', 59, 0)]",ReLU,7960,13122924,465,0,0,1733,39.234375,0.34334920634920635,0.31655172413793103,0.11624137931034491,0.19280701754385962
input:1241_output:127_depth:8_arch:bottleneck_batch:362_act:gelu_dropout:0.4008065957173932_dropout:False_batchnorm:False.out,10,"[('linear', 620, 770040), ('GELU', 620, 0), ('linear', 310, 192510), ('GELU', 310, 0), ('linear', 155, 48205), ('GELU', 155, 0), ('linear', 127, 19812), ('GELU', 127, 0), ('linear', 127, 16256), ('GELU', 127, 0), ('linear', 127, 16256), ('GELU', 127, 0), ('linear', 127, 16256), ('GELU', 127, 0), ('linear', 127, 16256), ('GELU', 127, 0), ('linear', 127, 16256), ('GELU', 127, 0), ('linear', 127, 16256), ('Softmax', 127, 0)]",GELU,3948,1128103,362,0,0,1481,32.70967741935484,0.30162903225806453,0.11368627450980391,0.014901960784313736,0.051961538461538455
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input:2627_output:402_depth:10_arch:gradual_batch:1015_act:softplus_dropout:0.2985260891655757_dropout:True_batchnorm:False.out,11,"[('linear', 2405, 6320340), ('Softplus', 2405, 0), ('dropout', 2405, 0), ('linear', 2183, 5252298), ('Softplus', 2183, 0), ('dropout', 2183, 0), ('linear', 1961, 4282824), ('Softplus', 1961, 0), ('dropout', 1961, 0), ('linear', 1739, 3411918), ('Softplus', 1739, 0), ('dropout', 1739, 0), ('linear', 1517, 2639580), ('Softplus', 1517, 0), ('dropout', 1517, 0), ('linear', 1295, 1965810), ('Softplus', 1295, 0), ('dropout', 1295, 0), ('linear', 1073, 1390608), ('Softplus', 1073, 0), ('dropout', 1073, 0), ('linear', 851, 913974), ('Softplus', 851, 0), ('dropout', 851, 0), ('linear', 629, 535908), ('Softplus', 629, 0), ('dropout', 629, 0), ('linear', 407, 256410), ('Softplus', 407, 0), ('dropout', 407, 0), ('linear', 402, 164016), ('Softmax', 402, 0)]",Softplus,42984,27133686,1015,0,10,2105,55.46774193548387,0.5337741935483871,0.4862241379310344,0.15894827586206892,0.35712727272727274
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input:1233_output:104_depth:1_arch:bottleneck_batch:566_act:selu_dropout:0.46703351314104746_dropout:True_batchnorm:False.out,3,"[('linear', 616, 760144), ('SELU', 616, 0), ('dropout', 616, 0), ('linear', 308, 190036), ('SELU', 308, 0), ('dropout', 308, 0), ('linear', 104, 32136), ('Softmax', 104, 0)]",SELU,2980,982316,566,0,2,1477,22.428571428571427,0.18858064516129028,0.09223529411764707,0.015941176470588247,0.057235294117647044
input:3924_output:317_depth:2_arch:bottleneck_batch:115_act:gelu_dropout:0.326438633997539_dropout:False_batchnorm:False.out,4,"[('linear', 1962, 7700850), ('GELU', 1962, 0), ('linear', 981, 1925703), ('GELU', 981, 0), ('linear', 490, 481180), ('GELU', 490, 0), ('linear', 317, 155647), ('Softmax', 317, 0)]",GELU,7500,10263380,115,0,0,1667,48.682539682539684,0.45193650793650797,0.3776545454545457,0.10085454545454543,0.11969090909090913
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input:871_output:155_depth:7_arch:gradual_batch:1009_act:elu_dropout:0.39401469205133355_dropout:False_batchnorm:False.out,8,"[('linear', 769, 670568), ('ELU', 769, 0), ('linear', 667, 513590), ('ELU', 667, 0), ('linear', 565, 377420), ('ELU', 565, 0), ('linear', 463, 262058), ('ELU', 463, 0), ('linear', 361, 167504), ('ELU', 361, 0), ('linear', 259, 93758), ('ELU', 259, 0), ('linear', 157, 40820), ('ELU', 157, 0), ('linear', 155, 24490), ('Softmax', 155, 0)]",ELU,6792,2150208,1009,0,0,1525,29.476190476190474,0.2763870967741935,0.1873750000000001,0.03717857142857143,0.1289423076923077
input:1372_output:233_depth:7_arch:bottleneck_batch:919_act:leaky_relu_dropout:0.23021304854277252_dropout:False_batchnorm:True.out,9,"[('linear', 686, 941878), ('batch_normalization', 686, 1372), ('LeakyReLU', 686, 0), ('linear', 343, 235641), ('batch_normalization', 343, 686), ('LeakyReLU', 343, 0), ('linear', 233, 80152), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('batch_normalization', 233, 466), ('LeakyReLU', 233, 0), ('linear', 233, 54522), ('Softmax', 233, 0)]",LeakyReLU,7747,1589657,919,8,0,1521,30.96825396825397,0.28004761904761916,0.13964150943396225,0.026000000000000002,0.07994117647058825
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input:2792_output:609_depth:1_arch:bottleneck_batch:882_act:softplus_dropout:0.4180874808645755_dropout:False_batchnorm:True.out,3,"[('linear', 1396, 3899028), ('batch_normalization', 1396, 2792), ('Softplus', 1396, 0), ('linear', 698, 975106), ('batch_normalization', 698, 1396), ('Softplus', 698, 0), ('linear', 609, 425691), ('Softmax', 609, 0)]",Softplus,7500,5304013,882,2,0,1607,33.84375,0.29856451612903223,0.2494807692307693,0.0661923076923077,0.19223076923076923
input:2964_output:447_depth:2_arch:bottleneck_batch:129_act:gelu_dropout:0.15350416064187075_dropout:False_batchnorm:True.out,4,"[('linear', 1482, 4394130), ('batch_normalization', 1482, 2964), ('GELU', 1482, 0), ('linear', 741, 1098903), ('batch_normalization', 741, 1482), ('GELU', 741, 0), ('linear', 447, 331674), ('batch_normalization', 447, 894), ('GELU', 447, 0), ('linear', 447, 200256), ('Softmax', 447, 0)]",GELU,8904,6030303,129,3,0,1589,38.17460317460318,0.3467936507936506,0.22926415094339628,0.04681132075471698,0.08721818181818188
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input:3181_output:486_depth:1_arch:pyramid_batch:781_act:selu_dropout:0.2738244492904295_dropout:False_batchnorm:True.out,2,"[('linear', 1590, 5059380), ('batch_normalization', 1590, 3180), ('SELU', 1590, 0), ('linear', 486, 773226), ('Softmax', 486, 0)]",SELU,5742,5835786,781,1,0,1591,35.04761904761905,0.2969523809523809,0.2610754716981133,0.06350943396226415,0.18982692307692306
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input:437_output:57_depth:1_arch:pyramid_batch:904_act:elu_dropout:0.3423368507320031_dropout:True_batchnorm:True.out,2,"[('linear', 218, 95484), ('batch_normalization', 218, 436), ('ELU', 218, 0), ('dropout', 218, 0), ('linear', 57, 12483), ('Softmax', 57, 0)]",ELU,986,108403,904,1,1,1457,10.333333333333334,0.09208064516129037,0.02070370370370371,0.0032407407407407432,0.007283018867924534
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input:1039_output:104_depth:8_arch:bottleneck_batch:310_act:gelu_dropout:0.4741166799606945_dropout:True_batchnorm:True.out,10,"[('linear', 519, 539760), ('batch_normalization', 519, 1038), ('GELU', 519, 0), ('dropout', 519, 0), ('linear', 259, 134680), ('batch_normalization', 259, 518), ('GELU', 259, 0), ('dropout', 259, 0), ('linear', 129, 33540), ('batch_normalization', 129, 258), ('GELU', 129, 0), ('dropout', 129, 0), ('linear', 104, 13520), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('Softmax', 104, 0)]",GELU,6332,790082,310,9,9,1481,34.693548387096776,0.3258412698412698,0.07980769230769227,0.010711538461538467,0.027576923076923075
input:136_output:4_depth:8_arch:pyramid_batch:73_act:relu_dropout:0.2928468235896511_dropout:False_batchnorm:False.out,9,"[('linear', 68, 9316), ('ReLU', 68, 0), ('linear', 34, 2346), ('ReLU', 34, 0), ('linear', 17, 595), ('ReLU', 17, 0), ('linear', 8, 144), ('ReLU', 8, 0), ('linear', 4, 36), ('ReLU', 4, 0), ('linear', 4, 20), ('ReLU', 4, 0), ('linear', 4, 20), ('ReLU', 4, 0), ('linear', 4, 20), ('ReLU', 4, 0), ('linear', 4, 20), ('Softmax', 4, 0)]",ReLU,294,12517,73,0,0,1451,29.476190476190474,0.2980806451612903,0.006000000000000004,0.0010000000000000007,0.0010000000000000007
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input:3871_output:278_depth:2_arch:gradual_batch:326_act:elu_dropout:0.27848764451103214_dropout:True_batchnorm:False.out,3,"[('linear', 2075, 8034400), ('ELU', 2075, 0), ('dropout', 2075, 0), ('linear', 279, 579204), ('ELU', 279, 0), ('dropout', 279, 0), ('linear', 278, 77840), ('Softmax', 278, 0)]",ELU,7618,8691444,326,0,2,1635,37.698412698412696,0.3149523809523809,0.288050847457627,0.07447457627118648,0.14318965517241372
input:976_output:77_depth:4_arch:pyramid_batch:394_act:swish_dropout:0.38803347508038033_dropout:False_batchnorm:False.out,5,"[('linear', 488, 476776), ('SiLU', 488, 0), ('linear', 244, 119316), ('SiLU', 244, 0), ('linear', 122, 29890), ('SiLU', 122, 0), ('linear', 77, 9471), ('SiLU', 77, 0), ('linear', 77, 6006), ('Softmax', 77, 0)]",SiLU,2016,641459,394,0,0,1477,24.88888888888889,0.21933333333333338,0.08105555555555559,0.011518518518518525,0.03690566037735847
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input:3286_output:423_depth:7_arch:bottleneck_batch:297_act:relu_dropout:0.46807554588928735_dropout:True_batchnorm:True.out,9,"[('linear', 1643, 5400541), ('batch_normalization', 1643, 3286), ('ReLU', 1643, 0), ('dropout', 1643, 0), ('linear', 821, 1349724), ('batch_normalization', 821, 1642), ('ReLU', 821, 0), ('dropout', 821, 0), ('linear', 423, 347706), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('batch_normalization', 423, 846), ('ReLU', 423, 0), ('dropout', 423, 0), ('linear', 423, 179352), ('Softmax', 423, 0)]",ReLU,20854,8184087,297,8,8,1631,38.32258064516129,0.34191935483870983,0.23328571428571418,0.05448214285714289,0.1103684210526316
input:490_output:85_depth:3_arch:pyramid_batch:1001_act:softplus_dropout:0.32507708374125566_dropout:True_batchnorm:True.out,4,"[('linear', 245, 120295), ('batch_normalization', 245, 490), ('Softplus', 245, 0), ('dropout', 245, 0), ('linear', 122, 30012), ('batch_normalization', 122, 244), ('Softplus', 122, 0), ('dropout', 122, 0), ('linear', 85, 10455), ('batch_normalization', 85, 170), ('Softplus', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('Softmax', 85, 0)]",Softplus,1978,168976,1001,3,3,1459,15.5625,0.14249206349206345,0.03415094339622642,0.005283018867924531,0.011811320754716987
input:2323_output:329_depth:8_arch:uniform_batch:920_act:selu_dropout:0.45219526007121214_dropout:False_batchnorm:False.out,9,"[('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 2323, 5398652), ('SELU', 2323, 0), ('linear', 329, 764596), ('Softmax', 329, 0)]",SELU,37826,43953812,920,0,0,2513,65.265625,0.6394603174603176,0.6373859649122807,0.23784210526315797,0.47087500000000004
input:3873_output:122_depth:5_arch:pyramid_batch:899_act:identity_dropout:0.14013691231462164_dropout:True_batchnorm:False.out,6,"[('linear', 1936, 7500064), ('Identity', 1936, 0), ('dropout', 1936, 0), ('linear', 968, 1875016), ('Identity', 968, 0), ('dropout', 968, 0), ('linear', 484, 468996), ('Identity', 484, 0), ('dropout', 484, 0), ('linear', 242, 117370), ('Identity', 242, 0), ('dropout', 242, 0), ('linear', 122, 29646), ('Identity', 122, 0), ('dropout', 122, 0), ('linear', 122, 15006), ('Softmax', 122, 0)]",Identity,11500,10006098,899,0,5,1713,34.578125,0.2946825396825396,0.2698333333333333,0.07435185185185185,0.1882037037037037
input:889_output:162_depth:9_arch:pyramid_batch:372_act:mish_dropout:0.21631936723624376_dropout:True_batchnorm:True.out,10,"[('linear', 444, 395160), ('batch_normalization', 444, 888), ('Mish', 444, 0), ('dropout', 444, 0), ('linear', 222, 98790), ('batch_normalization', 222, 444), ('Mish', 222, 0), ('dropout', 222, 0), ('linear', 162, 36126), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Mish', 162, 0), ('dropout', 162, 0), ('linear', 162, 26406), ('Softmax', 162, 0)]",Mish,7524,718518,372,9,9,1485,34.53968253968254,0.33220967741935487,0.10051851851851855,0.011666666666666672,0.03022641509433962
input:2952_output:3_depth:10_arch:bottleneck_batch:424_act:softplus_dropout:0.27202962459215707_dropout:False_batchnorm:True.out,12,"[('linear', 1476, 4358628), ('batch_normalization', 1476, 2952), ('Softplus', 1476, 0), ('linear', 738, 1090026), ('batch_normalization', 738, 1476), ('Softplus', 738, 0), ('linear', 369, 272691), ('batch_normalization', 369, 738), ('Softplus', 369, 0), ('linear', 184, 68080), ('batch_normalization', 184, 368), ('Softplus', 184, 0), ('linear', 92, 17020), ('batch_normalization', 92, 184), ('Softplus', 92, 0), ('linear', 46, 4278), ('batch_normalization', 46, 92), ('Softplus', 46, 0), ('linear', 23, 1081), ('batch_normalization', 23, 46), ('Softplus', 23, 0), ('linear', 11, 264), ('batch_normalization', 11, 22), ('Softplus', 11, 0), ('linear', 5, 60), ('batch_normalization', 5, 10), ('Softplus', 5, 0), ('linear', 3, 18), ('batch_normalization', 3, 6), ('Softplus', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('Softplus', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",Softplus,8856,5818070,424,11,0,1587,37.54838709677419,0.3284920634920635,0.18145283018867917,0.04158490566037735,0.11078181818181825
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input:189_output:20_depth:10_arch:uniform_batch:583_act:selu_dropout:0.3783309691654575_dropout:True_batchnorm:True.out,11,"[('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 189, 35910), ('batch_normalization', 189, 378), ('SELU', 189, 0), ('dropout', 189, 0), ('linear', 20, 3800), ('Softmax', 20, 0)]",SELU,7600,366680,583,10,10,1471,31.650793650793652,0.3074444444444445,0.07803773584905663,0.01283018867924529,0.023452830188679257
input:1164_output:146_depth:1_arch:pyramid_batch:225_act:leaky_relu_dropout:0.4349200996211524_dropout:True_batchnorm:True.out,2,"[('linear', 582, 678030), ('batch_normalization', 582, 1164), ('LeakyReLU', 582, 0), ('dropout', 582, 0), ('linear', 146, 85118), ('Softmax', 146, 0)]",LeakyReLU,2620,764312,225,1,1,1475,25.64516129032258,0.23646774193548392,0.08328301886792451,0.012622641509433971,0.03698113207547171
input:1252_output:29_depth:10_arch:uniform_batch:5_act:identity_dropout:0.1816234052806186_dropout:False_batchnorm:True.out,11,"[('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 1252, 1568756), ('batch_normalization', 1252, 2504), ('Identity', 1252, 0), ('linear', 29, 36337), ('Softmax', 29, 0)]",Identity,37618,15748937,5,10,0,1793,25.0,0.2333333333333333,0.27099999999999996,0.12333333333333334,0.042333333333333334
input:3771_output:902_depth:3_arch:gradual_batch:667_act:mish_dropout:0.34817330080303455_dropout:False_batchnorm:True.out,4,"[('linear', 2815, 10618180), ('batch_normalization', 2815, 5630), ('Mish', 2815, 0), ('linear', 1859, 5234944), ('batch_normalization', 1859, 3718), ('Mish', 1859, 0), ('linear', 903, 1679580), ('batch_normalization', 903, 1806), ('Mish', 903, 0), ('linear', 902, 815408), ('Softmax', 902, 0)]",Mish,18535,18359266,667,3,0,1887,46.888888888888886,0.4248064516129033,0.3845344827586205,0.16281034482758613,0.257051724137931
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input:1183_output:57_depth:8_arch:uniform_batch:577_act:swish_dropout:0.1702496079499758_dropout:False_batchnorm:False.out,9,"[('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 1183, 1400672), ('SiLU', 1183, 0), ('linear', 57, 67488), ('Softmax', 57, 0)]",SiLU,19042,11272864,577,0,0,1737,44.435483870967744,0.43416393442622964,0.3959444444444445,0.1259814814814815,0.24903703703703706
input:2332_output:30_depth:9_arch:pyramid_batch:732_act:selu_dropout:0.44518295562404_dropout:False_batchnorm:False.out,10,"[('linear', 1166, 2720278), ('SELU', 1166, 0), ('linear', 583, 680361), ('SELU', 583, 0), ('linear', 291, 169944), ('SELU', 291, 0), ('linear', 145, 42340), ('SELU', 145, 0), ('linear', 72, 10512), ('SELU', 72, 0), ('linear', 36, 2628), ('SELU', 36, 0), ('linear', 30, 1110), ('SELU', 30, 0), ('linear', 30, 930), ('SELU', 30, 0), ('linear', 30, 930), ('SELU', 30, 0), ('linear', 30, 930), ('Softmax', 30, 0)]",SELU,4826,3629963,732,0,0,1551,35.476190476190474,0.30428571428571444,0.20622222222222225,0.04596296296296294,0.14711320754716978
input:1072_output:136_depth:1_arch:bottleneck_batch:631_act:softplus_dropout:0.42861112231782517_dropout:False_batchnorm:True.out,3,"[('linear', 536, 575128), ('batch_normalization', 536, 1072), ('Softplus', 536, 0), ('linear', 268, 143916), ('batch_normalization', 268, 536), ('Softplus', 268, 0), ('linear', 136, 36584), ('Softmax', 136, 0)]",Softplus,2684,757236,631,2,0,1477,20.761904761904763,0.17639682539682544,0.07623076923076927,0.012019230769230775,0.04669230769230767
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input:341_output:10_depth:7_arch:uniform_batch:117_act:mish_dropout:0.48598796390372245_dropout:True_batchnorm:False.out,8,"[('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 341, 116622), ('Mish', 341, 0), ('dropout', 341, 0), ('linear', 10, 3420), ('Softmax', 10, 0)]",Mish,7181,819774,117,0,7,1469,37.79365079365079,0.36931746031746043,0.10416363636363642,0.011218181818181823,0.023240740740740735
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input:213_output:16_depth:4_arch:bottleneck_batch:46_act:prelu_dropout:0.3453049892377036_dropout:False_batchnorm:True.out,6,"[('linear', 106, 22684), ('batch_normalization', 106, 212), ('PReLU', 106, 0), ('linear', 53, 5671), ('batch_normalization', 53, 106), ('PReLU', 53, 0), ('linear', 26, 1404), ('batch_normalization', 26, 52), ('PReLU', 26, 0), ('linear', 16, 432), ('batch_normalization', 16, 32), ('PReLU', 16, 0), ('linear', 16, 272), ('batch_normalization', 16, 32), ('PReLU', 16, 0), ('linear', 16, 272), ('Softmax', 16, 0)]",PReLU,683,31169,46,5,0,1451,31.571428571428573,0.30493650793650795,0.008000000000000005,0.0010000000000000007,0.0010000000000000007
input:834_output:206_depth:7_arch:uniform_batch:256_act:elu_dropout:0.11759457111733998_dropout:True_batchnorm:False.out,8,"[('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 834, 696390), ('ELU', 834, 0), ('dropout', 834, 0), ('linear', 206, 172010), ('Softmax', 206, 0)]",ELU,17926,5046740,256,0,7,1569,37.725806451612904,0.3588548387096774,0.2735172413793104,0.05382758620689659,0.1256603773584906
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input:2677_output:130_depth:1_arch:gradual_batch:773_act:swish_dropout:0.19750914130865574_dropout:False_batchnorm:True.out,2,"[('linear', 130, 348140), ('batch_normalization', 130, 260), ('SiLU', 130, 0), ('linear', 130, 17030), ('Softmax', 130, 0)]",SiLU,650,365430,773,1,0,1473,16.612903225806452,0.1014444444444445,0.03335714285714285,0.004535714285714289,0.02085714285714286
input:3340_output:380_depth:9_arch:pyramid_batch:617_act:gelu_dropout:0.26985227869260037_dropout:False_batchnorm:False.out,10,"[('linear', 1670, 5579470), ('GELU', 1670, 0), ('linear', 835, 1395285), ('GELU', 835, 0), ('linear', 417, 348612), ('GELU', 417, 0), ('linear', 380, 158840), ('GELU', 380, 0), ('linear', 380, 144780), ('GELU', 380, 0), ('linear', 380, 144780), ('GELU', 380, 0), ('linear', 380, 144780), ('GELU', 380, 0), ('linear', 380, 144780), ('GELU', 380, 0), ('linear', 380, 144780), ('GELU', 380, 0), ('linear', 380, 144780), ('Softmax', 380, 0)]",GELU,11164,8350887,617,0,0,1655,36.6031746031746,0.3130967741935483,0.2686785714285715,0.056553571428571446,0.16947368421052633
input:1857_output:46_depth:4_arch:uniform_batch:811_act:prelu_dropout:0.2823793800190514_dropout:False_batchnorm:True.out,5,"[('linear', 1857, 3450306), ('batch_normalization', 1857, 3714), ('PReLU', 1857, 0), ('linear', 1857, 3450306), ('batch_normalization', 1857, 3714), ('PReLU', 1857, 0), ('linear', 1857, 3450306), ('batch_normalization', 1857, 3714), ('PReLU', 1857, 0), ('linear', 1857, 3450306), ('batch_normalization', 1857, 3714), ('PReLU', 1857, 0), ('linear', 46, 85468), ('Softmax', 46, 0)]",PReLU,22376,13901548,811,4,0,1781,45.096774193548384,0.4193387096774193,0.38729090909090913,0.09747272727272728,0.28622413793103446
input:814_output:86_depth:5_arch:pyramid_batch:532_act:softplus_dropout:0.29712975902317085_dropout:False_batchnorm:False.out,6,"[('linear', 407, 331705), ('Softplus', 407, 0), ('linear', 203, 82824), ('Softplus', 203, 0), ('linear', 101, 20604), ('Softplus', 101, 0), ('linear', 86, 8772), ('Softplus', 86, 0), ('linear', 86, 7482), ('Softplus', 86, 0), ('linear', 86, 7482), ('Softmax', 86, 0)]",Softplus,1938,458869,532,0,0,1477,21.22222222222222,0.1913492063492064,0.06616363636363637,0.007290909090909096,0.027775862068965516
input:395_output:85_depth:8_arch:bottleneck_batch:630_act:leaky_relu_dropout:0.30786336537677134_dropout:True_batchnorm:False.out,10,"[('linear', 197, 78012), ('LeakyReLU', 197, 0), ('dropout', 197, 0), ('linear', 98, 19404), ('LeakyReLU', 98, 0), ('dropout', 98, 0), ('linear', 85, 8415), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('LeakyReLU', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('Softmax', 85, 0)]",LeakyReLU,2840,157001,630,0,9,1459,22.444444444444443,0.20975806451612902,0.05690196078431371,0.00558823529411765,0.012403846153846163
input:387_output:60_depth:1_arch:uniform_batch:647_act:swish_dropout:0.29235787153789256_dropout:False_batchnorm:False.out,2,"[('linear', 387, 150156), ('SiLU', 387, 0), ('linear', 60, 23280), ('Softmax', 60, 0)]",SiLU,894,173436,647,0,0,1457,12.126984126984127,0.10885483870967745,0.028272727272727283,0.0036727272727272754,0.01176363636363637
input:2302_output:295_depth:3_arch:gradual_batch:143_act:tanh_dropout:0.10883757144389938_dropout:True_batchnorm:True.out,4,"[('linear', 1633, 3760799), ('batch_normalization', 1633, 3266), ('Tanh', 1633, 0), ('dropout', 1633, 0), ('linear', 964, 1575176), ('batch_normalization', 964, 1928), ('Tanh', 964, 0), ('dropout', 964, 0), ('linear', 295, 284675), ('batch_normalization', 295, 590), ('Tanh', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('Softmax', 295, 0)]",Tanh,12158,5713754,143,3,3,1579,38.85245901639344,0.34907936507936504,0.22701818181818173,0.04825454545454545,0.0938
input:194_output:11_depth:5_arch:gradual_batch:593_act:relu_dropout:0.13895488659310753_dropout:False_batchnorm:True.out,6,"[('linear', 158, 30810), ('batch_normalization', 158, 316), ('ReLU', 158, 0), ('linear', 122, 19398), ('batch_normalization', 122, 244), ('ReLU', 122, 0), ('linear', 86, 10578), ('batch_normalization', 86, 172), ('ReLU', 86, 0), ('linear', 50, 4350), ('batch_normalization', 50, 100), ('ReLU', 50, 0), ('linear', 14, 714), ('batch_normalization', 14, 28), ('ReLU', 14, 0), ('linear', 11, 165), ('Softmax', 11, 0)]",ReLU,1312,66875,593,5,0,1455,19.396825396825395,0.18206451612903227,0.025566037735849048,0.0026603773584905678,0.005574074074074077
input:2509_output:255_depth:1_arch:uniform_batch:127_act:identity_dropout:0.37001746548905423_dropout:False_batchnorm:True.out,2,"[('linear', 2509, 6297590), ('batch_normalization', 2509, 5018), ('Identity', 2509, 0), ('linear', 255, 640050), ('Softmax', 255, 0)]",Identity,8037,6942658,127,1,0,1603,39.19047619047619,0.3562222222222223,0.2942222222222221,0.07337037037037034,0.08750000000000005
input:2252_output:458_depth:9_arch:gradual_batch:702_act:identity_dropout:0.17382790988318142_dropout:False_batchnorm:True.out,10,"[('linear', 2053, 4625409), ('batch_normalization', 2053, 4106), ('Identity', 2053, 0), ('linear', 1854, 3808116), ('batch_normalization', 1854, 3708), ('Identity', 1854, 0), ('linear', 1655, 3070025), ('batch_normalization', 1655, 3310), ('Identity', 1655, 0), ('linear', 1456, 2411136), ('batch_normalization', 1456, 2912), ('Identity', 1456, 0), ('linear', 1257, 1831449), ('batch_normalization', 1257, 2514), ('Identity', 1257, 0), ('linear', 1058, 1330964), ('batch_normalization', 1058, 2116), ('Identity', 1058, 0), ('linear', 859, 909681), ('batch_normalization', 859, 1718), ('Identity', 859, 0), ('linear', 660, 567600), ('batch_normalization', 660, 1320), ('Identity', 660, 0), ('linear', 461, 304721), ('batch_normalization', 461, 922), ('Identity', 461, 0), ('linear', 458, 211596), ('Softmax', 458, 0)]",Identity,34855,19093323,702,9,0,1883,51.904761904761905,0.4917142857142858,0.42040677966101697,0.12754237288135598,0.30236206896551737
input:193_output:36_depth:6_arch:pyramid_batch:59_act:elu_dropout:0.30690397843899275_dropout:False_batchnorm:False.out,7,"[('linear', 96, 18624), ('ELU', 96, 0), ('linear', 48, 4656), ('ELU', 48, 0), ('linear', 36, 1764), ('ELU', 36, 0), ('linear', 36, 1332), ('ELU', 36, 0), ('linear', 36, 1332), ('ELU', 36, 0), ('linear', 36, 1332), ('ELU', 36, 0), ('linear', 36, 1332), ('Softmax', 36, 0)]",ELU,648,30372,59,0,0,1451,32.24193548387097,0.31320634920634927,0.00987931034482759,0.0010000000000000007,0.0010000000000000007
input:2451_output:516_depth:4_arch:pyramid_batch:395_act:gelu_dropout:0.12292099397017459_dropout:True_batchnorm:False.out,5,"[('linear', 1225, 3003700), ('GELU', 1225, 0), ('dropout', 1225, 0), ('linear', 612, 750312), ('GELU', 612, 0), ('dropout', 612, 0), ('linear', 516, 316308), ('GELU', 516, 0), ('dropout', 516, 0), ('linear', 516, 266772), ('GELU', 516, 0), ('dropout', 516, 0), ('linear', 516, 266772), ('Softmax', 516, 0)]",GELU,9639,4603864,395,0,4,1569,35.507936507936506,0.32470967741935497,0.23791525423728813,0.04818644067796607,0.138551724137931
input:2614_output:30_depth:6_arch:gradual_batch:711_act:relu_dropout:0.21703668897777253_dropout:False_batchnorm:True.out,7,"[('linear', 2184, 5711160), ('batch_normalization', 2184, 4368), ('ReLU', 2184, 0), ('linear', 1754, 3832490), ('batch_normalization', 1754, 3508), ('ReLU', 1754, 0), ('linear', 1324, 2323620), ('batch_normalization', 1324, 2648), ('ReLU', 1324, 0), ('linear', 894, 1184550), ('batch_normalization', 894, 1788), ('ReLU', 894, 0), ('linear', 464, 415280), ('batch_normalization', 464, 928), ('ReLU', 464, 0), ('linear', 34, 15810), ('batch_normalization', 34, 68), ('ReLU', 34, 0), ('linear', 30, 1050), ('Softmax', 30, 0)]",ReLU,20022,13497268,711,6,0,1767,41.904761904761905,0.38033333333333336,0.3553050847457626,0.10155932203389832,0.24222413793103445
input:2438_output:426_depth:9_arch:gradual_batch:776_act:prelu_dropout:0.12826494338279662_dropout:True_batchnorm:False.out,10,"[('linear', 2215, 5402385), ('PReLU', 2215, 0), ('dropout', 2215, 0), ('linear', 1992, 4414272), ('PReLU', 1992, 0), ('dropout', 1992, 0), ('linear', 1769, 3525617), ('PReLU', 1769, 0), ('dropout', 1769, 0), ('linear', 1546, 2736420), ('PReLU', 1546, 0), ('dropout', 1546, 0), ('linear', 1323, 2046681), ('PReLU', 1323, 0), ('dropout', 1323, 0), ('linear', 1100, 1456400), ('PReLU', 1100, 0), ('dropout', 1100, 0), ('linear', 877, 965577), ('PReLU', 877, 0), ('dropout', 877, 0), ('linear', 654, 574212), ('PReLU', 654, 0), ('dropout', 654, 0), ('linear', 431, 282305), ('PReLU', 431, 0), ('dropout', 431, 0), ('linear', 426, 184032), ('Softmax', 426, 0)]",PReLU,36573,21587901,776,0,9,1973,53.55555555555556,0.5138548387096775,0.45565517241379294,0.15043103448275866,0.32092982456140356
input:1489_output:142_depth:1_arch:pyramid_batch:518_act:tanh_dropout:0.319783368601264_dropout:True_batchnorm:True.out,2,"[('linear', 744, 1108560), ('batch_normalization', 744, 1488), ('Tanh', 744, 0), ('dropout', 744, 0), ('linear', 142, 105790), ('Softmax', 142, 0)]",Tanh,3260,1215838,518,1,1,1495,23.73015873015873,0.18852380952380962,0.10145454545454553,0.026945454545454554,0.060888888888888854
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input:1775_output:103_depth:2_arch:pyramid_batch:425_act:gelu_dropout:0.49884644913376675_dropout:True_batchnorm:True.out,3,"[('linear', 887, 1575312), ('batch_normalization', 887, 1774), ('GELU', 887, 0), ('dropout', 887, 0), ('linear', 443, 393384), ('batch_normalization', 443, 886), ('GELU', 443, 0), ('dropout', 443, 0), ('linear', 103, 45732), ('Softmax', 103, 0)]",GELU,5526,2017088,425,2,2,1517,32.34920634920635,0.2782698412698413,0.1553653846153846,0.027769230769230754,0.09340740740740738
input:1013_output:37_depth:6_arch:bottleneck_batch:228_act:elu_dropout:0.4363679095783334_dropout:True_batchnorm:True.out,8,"[('linear', 506, 513084), ('batch_normalization', 506, 1012), ('ELU', 506, 0), ('dropout', 506, 0), ('linear', 253, 128271), ('batch_normalization', 253, 506), ('ELU', 253, 0), ('dropout', 253, 0), ('linear', 126, 32004), ('batch_normalization', 126, 252), ('ELU', 126, 0), ('dropout', 126, 0), ('linear', 63, 8001), ('batch_normalization', 63, 126), ('ELU', 63, 0), ('dropout', 63, 0), ('linear', 37, 2368), ('batch_normalization', 37, 74), ('ELU', 37, 0), ('dropout', 37, 0), ('linear', 37, 1406), ('batch_normalization', 37, 74), ('ELU', 37, 0), ('dropout', 37, 0), ('linear', 37, 1406), ('batch_normalization', 37, 74), ('ELU', 37, 0), ('dropout', 37, 0), ('linear', 37, 1406), ('Softmax', 37, 0)]",ELU,4310,690064,228,7,7,1477,36.578125,0.35873015873015884,0.06067924528301884,0.007830188679245289,0.020433962264150948
input:2232_output:264_depth:1_arch:pyramid_batch:157_act:softplus_dropout:0.37043580566512213_dropout:True_batchnorm:False.out,2,"[('linear', 1116, 2492028), ('Softplus', 1116, 0), ('dropout', 1116, 0), ('linear', 264, 294888), ('Softmax', 264, 0)]",Softplus,3876,2786916,157,0,1,1515,36.92063492063492,0.3362258064516129,0.17629411764705885,0.03952941176470587,0.09313725490196084
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input:3327_output:314_depth:2_arch:bottleneck_batch:10_act:selu_dropout:0.16665425673894657_dropout:False_batchnorm:False.out,4,"[('linear', 1663, 5534464), ('SELU', 1663, 0), ('linear', 831, 1382784), ('SELU', 831, 0), ('linear', 415, 345280), ('SELU', 415, 0), ('linear', 314, 130624), ('Softmax', 314, 0)]",SELU,6446,7393152,10,0,0,1603,40.77777777777778,0.4026666666666663,0.2849824561403507,0.06671929824561408,0.034428571428571426
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input:1639_output:53_depth:9_arch:pyramid_batch:150_act:mish_dropout:0.17764994748413804_dropout:True_batchnorm:True.out,10,"[('linear', 819, 1343160), ('batch_normalization', 819, 1638), ('Mish', 819, 0), ('dropout', 819, 0), ('linear', 409, 335380), ('batch_normalization', 409, 818), ('Mish', 409, 0), ('dropout', 409, 0), ('linear', 204, 83640), ('batch_normalization', 204, 408), ('Mish', 204, 0), ('dropout', 204, 0), ('linear', 102, 20910), ('batch_normalization', 102, 204), ('Mish', 102, 0), ('dropout', 102, 0), ('linear', 53, 5459), ('batch_normalization', 53, 106), ('Mish', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('batch_normalization', 53, 106), ('Mish', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('batch_normalization', 53, 106), ('Mish', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('batch_normalization', 53, 106), ('Mish', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('batch_normalization', 53, 106), ('Mish', 53, 0), ('dropout', 53, 0), ('linear', 53, 2862), ('Softmax', 53, 0)]",Mish,7302,1806457,150,9,9,1497,36.96875,0.35758730158730156,0.07978181818181823,0.013054545454545465,0.028418181818181825
input:3581_output:358_depth:1_arch:pyramid_batch:95_act:mish_dropout:0.4193641126880395_dropout:False_batchnorm:True.out,2,"[('linear', 1790, 6411780), ('batch_normalization', 1790, 3580), ('Mish', 1790, 0), ('linear', 358, 641178), ('Softmax', 358, 0)]",Mish,6086,7056538,95,1,0,1603,38.92063492063492,0.3529516129032258,0.2753207547169811,0.06741509433962266,0.07456603773584897
input:268_output:7_depth:5_arch:uniform_batch:995_act:softplus_dropout:0.4853954697390157_dropout:True_batchnorm:False.out,6,"[('linear', 268, 72092), ('Softplus', 268, 0), ('dropout', 268, 0), ('linear', 268, 72092), ('Softplus', 268, 0), ('dropout', 268, 0), ('linear', 268, 72092), ('Softplus', 268, 0), ('dropout', 268, 0), ('linear', 268, 72092), ('Softplus', 268, 0), ('dropout', 268, 0), ('linear', 268, 72092), ('Softplus', 268, 0), ('dropout', 268, 0), ('linear', 7, 1883), ('Softmax', 7, 0)]",Softplus,4034,362343,995,0,5,1477,18.870967741935484,0.17711290322580642,0.07346296296296297,0.014240740740740752,0.03230909090909091
input:3474_output:409_depth:3_arch:bottleneck_batch:637_act:softplus_dropout:0.25423184979177116_dropout:False_batchnorm:False.out,5,"[('linear', 1737, 6036075), ('Softplus', 1737, 0), ('linear', 868, 1508584), ('Softplus', 868, 0), ('linear', 434, 377146), ('Softplus', 434, 0), ('linear', 409, 177915), ('Softplus', 409, 0), ('linear', 409, 167690), ('Softmax', 409, 0)]",Softplus,7714,8267410,637,0,0,1641,36.0625,0.31448387096774194,0.27609090909090905,0.07847272727272726,0.17960714285714288
input:1692_output:125_depth:1_arch:pyramid_batch:476_act:identity_dropout:0.48287302541946253_dropout:True_batchnorm:False.out,2,"[('linear', 846, 1432278), ('Identity', 846, 0), ('dropout', 846, 0), ('linear', 125, 105875), ('Softmax', 125, 0)]",Identity,2788,1538153,476,0,1,1495,23.838709677419356,0.19329032258064519,0.10798000000000008,0.01862000000000001,0.07337735849056602
input:735_output:63_depth:7_arch:pyramid_batch:975_act:prelu_dropout:0.19831566482181873_dropout:True_batchnorm:False.out,8,"[('linear', 367, 270112), ('PReLU', 367, 0), ('dropout', 367, 0), ('linear', 183, 67344), ('PReLU', 183, 0), ('dropout', 183, 0), ('linear', 91, 16744), ('PReLU', 91, 0), ('dropout', 91, 0), ('linear', 63, 5796), ('PReLU', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('PReLU', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('PReLU', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('PReLU', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('Softmax', 63, 0)]",PReLU,2805,376124,975,0,7,1477,20.225806451612904,0.18132258064516124,0.059777777777777784,0.009759259259259264,0.020396226415094348
input:2869_output:580_depth:6_arch:pyramid_batch:125_act:mish_dropout:0.40878145214238926_dropout:False_batchnorm:True.out,7,"[('linear', 1434, 4115580), ('batch_normalization', 1434, 2868), ('Mish', 1434, 0), ('linear', 717, 1028895), ('batch_normalization', 717, 1434), ('Mish', 717, 0), ('linear', 580, 416440), ('batch_normalization', 580, 1160), ('Mish', 580, 0), ('linear', 580, 336980), ('batch_normalization', 580, 1160), ('Mish', 580, 0), ('linear', 580, 336980), ('batch_normalization', 580, 1160), ('Mish', 580, 0), ('linear', 580, 336980), ('batch_normalization', 580, 1160), ('Mish', 580, 0), ('linear', 580, 336980), ('Softmax', 580, 0)]",Mish,14573,6917777,125,6,0,1603,38.61904761904762,0.3565079365079367,0.21996491228070186,0.04391228070175441,0.07421052631578944
input:2024_output:131_depth:10_arch:pyramid_batch:30_act:identity_dropout:0.3170064159926175_dropout:False_batchnorm:False.out,11,"[('linear', 1012, 2049300), ('Identity', 1012, 0), ('linear', 506, 512578), ('Identity', 506, 0), ('linear', 253, 128271), ('Identity', 253, 0), ('linear', 131, 33274), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Identity', 131, 0), ('linear', 131, 17292), ('Softmax', 131, 0)]",Identity,5638,2844467,30,0,0,1515,37.23809523809524,0.3680161290322581,0.09329629629629624,0.018537037037037046,0.021037037037037035
input:1276_output:276_depth:9_arch:uniform_batch:1016_act:leaky_relu_dropout:0.4461741310821078_dropout:True_batchnorm:False.out,10,"[('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 1276, 1629452), ('LeakyReLU', 1276, 0), ('dropout', 1276, 0), ('linear', 276, 352452), ('Softmax', 276, 0)]",LeakyReLU,35004,15017520,1016,0,9,1795,45.19047619047619,0.4387419354838709,0.40305084745762704,0.14291525423728813,0.29443103448275865
input:560_output:87_depth:9_arch:uniform_batch:687_act:tanh_dropout:0.34662765431369513_dropout:True_batchnorm:False.out,10,"[('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 560, 314160), ('Tanh', 560, 0), ('dropout', 560, 0), ('linear', 87, 48807), ('Softmax', 87, 0)]",Tanh,15294,2876247,687,0,9,1535,36.87301587301587,0.3512419354838711,0.2395849056603774,0.04716981132075472,0.15888461538461535
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input:3514_output:313_depth:7_arch:uniform_batch:718_act:relu_dropout:0.36589913670161356_dropout:False_batchnorm:True.out,8,"[('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 3514, 12351710), ('batch_normalization', 3514, 7028), ('ReLU', 3514, 0), ('linear', 313, 1100195), ('Softmax', 313, 0)]",ReLU,74420,87611361,718,7,0,3315,79.3225806451613,0.7539516129032258,0.7517321428571432,0.3227500000000001,0.5551754385964913
input:3303_output:34_depth:8_arch:pyramid_batch:61_act:relu_dropout:0.14960502803331172_dropout:True_batchnorm:True.out,9,"[('linear', 1651, 5454904), ('batch_normalization', 1651, 3302), ('ReLU', 1651, 0), ('dropout', 1651, 0), ('linear', 825, 1362900), ('batch_normalization', 825, 1650), ('ReLU', 825, 0), ('dropout', 825, 0), ('linear', 412, 340312), ('batch_normalization', 412, 824), ('ReLU', 412, 0), ('dropout', 412, 0), ('linear', 206, 85078), ('batch_normalization', 206, 412), ('ReLU', 206, 0), ('dropout', 206, 0), ('linear', 103, 21321), ('batch_normalization', 103, 206), ('ReLU', 103, 0), ('dropout', 103, 0), ('linear', 51, 5304), ('batch_normalization', 51, 102), ('ReLU', 51, 0), ('dropout', 51, 0), ('linear', 34, 1768), ('batch_normalization', 34, 68), ('ReLU', 34, 0), ('dropout', 34, 0), ('linear', 34, 1190), ('batch_normalization', 34, 68), ('ReLU', 34, 0), ('dropout', 34, 0), ('linear', 34, 1190), ('Softmax', 34, 0)]",ReLU,13332,7280599,61,8,8,1607,38.12698412698413,0.36401587301587307,0.17825000000000002,0.041160714285714266,0.04409090909090912
input:2804_output:503_depth:6_arch:uniform_batch:545_act:softplus_dropout:0.4672663785025074_dropout:False_batchnorm:True.out,7,"[('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 2804, 7865220), ('batch_normalization', 2804, 5608), ('Softplus', 2804, 0), ('linear', 503, 1410915), ('Softmax', 503, 0)]",Softplus,51478,48635883,545,6,0,2523,69.796875,0.6758387096774191,0.6563333333333332,0.2285740740740741,0.45133928571428567
input:3848_output:226_depth:10_arch:gradual_batch:880_act:relu_dropout:0.25107664882857544_dropout:False_batchnorm:False.out,11,"[('linear', 3486, 13417614), ('ReLU', 3486, 0), ('linear', 3124, 10893388), ('ReLU', 3124, 0), ('linear', 2762, 8631250), ('ReLU', 2762, 0), ('linear', 2400, 6631200), ('ReLU', 2400, 0), ('linear', 2038, 4893238), ('ReLU', 2038, 0), ('linear', 1676, 3417364), ('ReLU', 1676, 0), ('linear', 1314, 2203578), ('ReLU', 1314, 0), ('linear', 952, 1251880), ('ReLU', 952, 0), ('linear', 590, 562270), ('ReLU', 590, 0), ('linear', 228, 134748), ('ReLU', 228, 0), ('linear', 226, 51754), ('Softmax', 226, 0)]",ReLU,37592,52088284,880,0,0,2569,64.671875,0.6309841269841271,0.6026666666666669,0.2054814814814815,0.4710566037735849
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input:2763_output:157_depth:8_arch:pyramid_batch:507_act:gelu_dropout:0.32347864101048995_dropout:False_batchnorm:False.out,9,"[('linear', 1381, 3817084), ('GELU', 1381, 0), ('linear', 690, 953580), ('GELU', 690, 0), ('linear', 345, 238395), ('GELU', 345, 0), ('linear', 172, 59512), ('GELU', 172, 0), ('linear', 157, 27161), ('GELU', 157, 0), ('linear', 157, 24806), ('GELU', 157, 0), ('linear', 157, 24806), ('GELU', 157, 0), ('linear', 157, 24806), ('GELU', 157, 0), ('linear', 157, 24806), ('Softmax', 157, 0)]",GELU,6746,5194956,507,0,0,1585,37.0,0.32082539682539685,0.2413148148148148,0.05651851851851852,0.1442
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input:1612_output:230_depth:5_arch:pyramid_batch:927_act:softplus_dropout:0.12971891611617292_dropout:True_batchnorm:True.out,6,"[('linear', 806, 1300078), ('batch_normalization', 806, 1612), ('Softplus', 806, 0), ('dropout', 806, 0), ('linear', 403, 325221), ('batch_normalization', 403, 806), ('Softplus', 403, 0), ('dropout', 403, 0), ('linear', 230, 92920), ('batch_normalization', 230, 460), ('Softplus', 230, 0), ('dropout', 230, 0), ('linear', 230, 53130), ('batch_normalization', 230, 460), ('Softplus', 230, 0), ('dropout', 230, 0), ('linear', 230, 53130), ('batch_normalization', 230, 460), ('Softplus', 230, 0), ('dropout', 230, 0), ('linear', 230, 53130), ('Softmax', 230, 0)]",Softplus,8056,1881407,927,5,5,1529,28.952380952380953,0.25553968253968257,0.14625000000000002,0.031884615384615386,0.09138461538461538
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input:2567_output:399_depth:2_arch:bottleneck_batch:822_act:prelu_dropout:0.35962945676131486_dropout:False_batchnorm:False.out,4,"[('linear', 1283, 3294744), ('PReLU', 1283, 0), ('linear', 641, 823044), ('PReLU', 641, 0), ('linear', 399, 256158), ('PReLU', 399, 0), ('linear', 399, 159600), ('Softmax', 399, 0)]",PReLU,5444,4533546,822,0,0,1569,35.111111111111114,0.3056451612903225,0.25946428571428565,0.06167857142857144,0.18858181818181802
input:3295_output:545_depth:7_arch:uniform_batch:125_act:gelu_dropout:0.12038234323059793_dropout:False_batchnorm:True.out,8,"[('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 3295, 10860320), ('batch_normalization', 3295, 6590), ('GELU', 3295, 0), ('linear', 545, 1796320), ('Softmax', 545, 0)]",GELU,70285,77864690,125,7,0,3025,82.0625,0.8190967741935481,0.7568596491228071,0.3320535714285714,0.3173684210526316
input:2600_output:8_depth:3_arch:bottleneck_batch:673_act:leaky_relu_dropout:0.2978495695895936_dropout:False_batchnorm:True.out,5,"[('linear', 1300, 3381300), ('batch_normalization', 1300, 2600), ('LeakyReLU', 1300, 0), ('linear', 650, 845650), ('batch_normalization', 650, 1300), ('LeakyReLU', 650, 0), ('linear', 325, 211575), ('batch_normalization', 325, 650), ('LeakyReLU', 325, 0), ('linear', 162, 52812), ('batch_normalization', 162, 324), ('LeakyReLU', 162, 0), ('linear', 8, 1304), ('Softmax', 8, 0)]",LeakyReLU,7327,4497515,673,4,0,1569,36.016129032258064,0.31019354838709684,0.22118867924528307,0.0501132075471698,0.14432692307692305
input:675_output:112_depth:7_arch:gradual_batch:387_act:elu_dropout:0.369724931963782_dropout:False_batchnorm:False.out,8,"[('linear', 595, 402220), ('ELU', 595, 0), ('linear', 515, 306940), ('ELU', 515, 0), ('linear', 435, 224460), ('ELU', 435, 0), ('linear', 355, 154780), ('ELU', 355, 0), ('linear', 275, 97900), ('ELU', 275, 0), ('linear', 195, 53820), ('ELU', 195, 0), ('linear', 115, 22540), ('ELU', 115, 0), ('linear', 112, 12992), ('Softmax', 112, 0)]",ELU,5194,1275652,387,0,0,1489,34.0,0.32455555555555554,0.1622592592592593,0.02196296296296296,0.07755769230769233
input:1652_output:253_depth:4_arch:bottleneck_batch:180_act:tanh_dropout:0.11663184020936238_dropout:False_batchnorm:True.out,6,"[('linear', 826, 1365378), ('batch_normalization', 826, 1652), ('Tanh', 826, 0), ('linear', 413, 341551), ('batch_normalization', 413, 826), ('Tanh', 413, 0), ('linear', 253, 104742), ('batch_normalization', 253, 506), ('Tanh', 253, 0), ('linear', 253, 64262), ('batch_normalization', 253, 506), ('Tanh', 253, 0), ('linear', 253, 64262), ('batch_normalization', 253, 506), ('Tanh', 253, 0), ('linear', 253, 64262), ('Softmax', 253, 0)]",Tanh,6500,2008453,180,5,0,1499,37.76190476190476,0.34819354838709676,0.12425925925925924,0.020351851851851857,0.04688888888888888
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input:1647_output:338_depth:2_arch:pyramid_batch:87_act:swish_dropout:0.3406335855584366_dropout:True_batchnorm:True.out,3,"[('linear', 823, 1356304), ('batch_normalization', 823, 1646), ('SiLU', 823, 0), ('dropout', 823, 0), ('linear', 411, 338664), ('batch_normalization', 411, 822), ('SiLU', 411, 0), ('dropout', 411, 0), ('linear', 338, 139256), ('Softmax', 338, 0)]",SiLU,5612,1836692,87,2,2,1495,38.564516129032256,0.3605967741935486,0.12256862745098045,0.02292156862745098,0.04023076923076921
input:3526_output:11_depth:1_arch:gradual_batch:681_act:gelu_dropout:0.24840134085583188_dropout:True_batchnorm:True.out,2,"[('linear', 11, 38797), ('batch_normalization', 11, 22), ('GELU', 11, 0), ('dropout', 11, 0), ('linear', 11, 132), ('Softmax', 11, 0)]",GELU,66,38951,681,1,1,1473,14.64516129032258,0.07249999999999997,0.009722222222222228,0.0018518518518518532,0.004648148148148151
input:924_output:151_depth:2_arch:gradual_batch:783_act:selu_dropout:0.2183668859150484_dropout:True_batchnorm:False.out,3,"[('linear', 538, 497650), ('SELU', 538, 0), ('dropout', 538, 0), ('linear', 152, 81928), ('SELU', 152, 0), ('dropout', 152, 0), ('linear', 151, 23103), ('Softmax', 151, 0)]",SELU,2372,602681,783,0,2,1475,16.161290322580644,0.1386451612903226,0.06274999999999999,0.011980769230769238,0.03484615384615384
input:3854_output:431_depth:4_arch:bottleneck_batch:401_act:tanh_dropout:0.3397140714566119_dropout:False_batchnorm:False.out,6,"[('linear', 1927, 7428585), ('Tanh', 1927, 0), ('linear', 963, 1856664), ('Tanh', 963, 0), ('linear', 481, 463684), ('Tanh', 481, 0), ('linear', 431, 207742), ('Tanh', 431, 0), ('linear', 431, 186192), ('Tanh', 431, 0), ('linear', 431, 186192), ('Softmax', 431, 0)]",Tanh,9328,10329059,401,0,0,1677,38.111111111111114,0.32824193548387093,0.2945185185185186,0.08075925925925934,0.15987272727272725
input:270_output:51_depth:6_arch:bottleneck_batch:988_act:selu_dropout:0.22920299591318002_dropout:False_batchnorm:True.out,8,"[('linear', 135, 36585), ('batch_normalization', 135, 270), ('SELU', 135, 0), ('linear', 67, 9112), ('batch_normalization', 67, 134), ('SELU', 67, 0), ('linear', 51, 3468), ('batch_normalization', 51, 102), ('SELU', 51, 0), ('linear', 51, 2652), ('batch_normalization', 51, 102), ('SELU', 51, 0), ('linear', 51, 2652), ('batch_normalization', 51, 102), ('SELU', 51, 0), ('linear', 51, 2652), ('batch_normalization', 51, 102), ('SELU', 51, 0), ('linear', 51, 2652), ('batch_normalization', 51, 102), ('SELU', 51, 0), ('linear', 51, 2652), ('Softmax', 51, 0)]",SELU,1473,63339,988,7,0,1457,18.444444444444443,0.18043548387096778,0.029563636363636365,0.003000000000000002,0.00623636363636364
input:3013_output:121_depth:7_arch:bottleneck_batch:25_act:swish_dropout:0.40594666681396196_dropout:True_batchnorm:True.out,9,"[('linear', 1506, 4539084), ('batch_normalization', 1506, 3012), ('SiLU', 1506, 0), ('dropout', 1506, 0), ('linear', 753, 1134771), ('batch_normalization', 753, 1506), ('SiLU', 753, 0), ('dropout', 753, 0), ('linear', 376, 283504), ('batch_normalization', 376, 752), ('SiLU', 376, 0), ('dropout', 376, 0), ('linear', 188, 70876), ('batch_normalization', 188, 376), ('SiLU', 188, 0), ('dropout', 188, 0), ('linear', 121, 22869), ('batch_normalization', 121, 242), ('SiLU', 121, 0), ('dropout', 121, 0), ('linear', 121, 14762), ('batch_normalization', 121, 242), ('SiLU', 121, 0), ('dropout', 121, 0), ('linear', 121, 14762), ('batch_normalization', 121, 242), ('SiLU', 121, 0), ('dropout', 121, 0), ('linear', 121, 14762), ('batch_normalization', 121, 242), ('SiLU', 121, 0), ('dropout', 121, 0), ('linear', 121, 14762), ('Softmax', 121, 0)]",SiLU,13470,6116766,25,8,8,1585,37.904761904761905,0.3666984126984128,0.1336792452830188,0.029867924528301903,0.025358490566037742
input:985_output:174_depth:9_arch:bottleneck_batch:599_act:prelu_dropout:0.2143532837628419_dropout:True_batchnorm:False.out,11,"[('linear', 492, 485112), ('PReLU', 492, 0), ('dropout', 492, 0), ('linear', 246, 121278), ('PReLU', 246, 0), ('dropout', 246, 0), ('linear', 174, 42978), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('PReLU', 174, 0), ('dropout', 174, 0), ('linear', 174, 30450), ('Softmax', 174, 0)]",PReLU,6738,892968,599,0,10,1487,32.301587301587304,0.2993650793650793,0.11298113207547172,0.018245283018867936,0.04684615384615383
input:2501_output:528_depth:10_arch:bottleneck_batch:531_act:elu_dropout:0.11912958530506464_dropout:False_batchnorm:True.out,12,"[('linear', 1250, 3127500), ('batch_normalization', 1250, 2500), ('ELU', 1250, 0), ('linear', 625, 781875), ('batch_normalization', 625, 1250), ('ELU', 625, 0), ('linear', 528, 330528), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('batch_normalization', 528, 1056), ('ELU', 528, 0), ('linear', 528, 279312), ('Softmax', 528, 0)]",ELU,20937,6766965,531,11,0,1653,36.93650793650794,0.3315967741935482,0.22771428571428576,0.04533928571428573,0.1262280701754386
input:2596_output:248_depth:9_arch:pyramid_batch:708_act:elu_dropout:0.305345393744315_dropout:True_batchnorm:True.out,10,"[('linear', 1298, 3370906), ('batch_normalization', 1298, 2596), ('ELU', 1298, 0), ('dropout', 1298, 0), ('linear', 649, 843051), ('batch_normalization', 649, 1298), ('ELU', 649, 0), ('dropout', 649, 0), ('linear', 324, 210600), ('batch_normalization', 324, 648), ('ELU', 324, 0), ('dropout', 324, 0), ('linear', 248, 80600), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('batch_normalization', 248, 496), ('ELU', 248, 0), ('dropout', 248, 0), ('linear', 248, 61752), ('Softmax', 248, 0)]",ELU,15532,4883187,708,9,9,1595,34.666666666666664,0.3111935483870968,0.20756603773584908,0.04600000000000001,0.12588679245283024
input:1238_output:147_depth:10_arch:pyramid_batch:452_act:tanh_dropout:0.4014348921427513_dropout:True_batchnorm:True.out,11,"[('linear', 619, 766941), ('batch_normalization', 619, 1238), ('Tanh', 619, 0), ('dropout', 619, 0), ('linear', 309, 191580), ('batch_normalization', 309, 618), ('Tanh', 309, 0), ('dropout', 309, 0), ('linear', 154, 47740), ('batch_normalization', 154, 308), ('Tanh', 154, 0), ('dropout', 154, 0), ('linear', 147, 22785), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('Softmax', 147, 0)]",Tanh,8738,1185560,452,10,10,1487,35.23809523809524,0.3397258064516129,0.11485454545454547,0.016690909090909103,0.04363461538461539
input:2168_output:300_depth:4_arch:pyramid_batch:306_act:selu_dropout:0.38345445162286096_dropout:False_batchnorm:True.out,5,"[('linear', 1084, 2351196), ('batch_normalization', 1084, 2168), ('SELU', 1084, 0), ('linear', 542, 588070), ('batch_normalization', 542, 1084), ('SELU', 542, 0), ('linear', 300, 162900), ('batch_normalization', 300, 600), ('SELU', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('SELU', 300, 0), ('linear', 300, 90300), ('Softmax', 300, 0)]",SELU,7278,3287218,306,4,0,1541,37.80952380952381,0.33603174603174596,0.1867454545454546,0.034145454545454534,0.1054363636363637
input:385_output:6_depth:2_arch:uniform_batch:65_act:selu_dropout:0.35493902153255685_dropout:False_batchnorm:True.out,3,"[('linear', 385, 148610), ('batch_normalization', 385, 770), ('SELU', 385, 0), ('linear', 385, 148610), ('batch_normalization', 385, 770), ('SELU', 385, 0), ('linear', 6, 2316), ('Softmax', 6, 0)]",SELU,2322,301076,65,2,0,1457,13.333333333333334,0.016999999999999998,0,0,0
input:1317_output:72_depth:3_arch:pyramid_batch:919_act:tanh_dropout:0.4353765995645663_dropout:False_batchnorm:False.out,4,"[('linear', 658, 867244), ('Tanh', 658, 0), ('linear', 329, 216811), ('Tanh', 329, 0), ('linear', 164, 54120), ('Tanh', 164, 0), ('linear', 72, 11880), ('Softmax', 72, 0)]",Tanh,2446,1150055,919,0,0,1497,20.79032258064516,0.16665079365079372,0.09512962962962963,0.01900000000000001,0.06320754716981132
input:392_output:70_depth:3_arch:uniform_batch:316_act:softplus_dropout:0.22571173453489488_dropout:True_batchnorm:True.out,4,"[('linear', 392, 154056), ('batch_normalization', 392, 784), ('Softplus', 392, 0), ('dropout', 392, 0), ('linear', 392, 154056), ('batch_normalization', 392, 784), ('Softplus', 392, 0), ('dropout', 392, 0), ('linear', 392, 154056), ('batch_normalization', 392, 784), ('Softplus', 392, 0), ('dropout', 392, 0), ('linear', 70, 27510), ('Softmax', 70, 0)]",Softplus,4844,492030,316,3,3,1463,29.333333333333332,0.2852580645161289,0.08941071428571432,0.015839285714285726,0.034943396226415104
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input:286_output:58_depth:2_arch:pyramid_batch:974_act:mish_dropout:0.2367908073148023_dropout:False_batchnorm:False.out,3,"[('linear', 143, 41041), ('Mish', 143, 0), ('linear', 71, 10224), ('Mish', 71, 0), ('linear', 58, 4176), ('Softmax', 58, 0)]",Mish,544,55441,974,0,0,1455,9.278688524590164,0.07780952380952381,0.018555555555555568,0.0020000000000000013,0.005283018867924531
input:2597_output:231_depth:3_arch:pyramid_batch:642_act:relu_dropout:0.13583907086708927_dropout:True_batchnorm:False.out,4,"[('linear', 1298, 3372204), ('ReLU', 1298, 0), ('dropout', 1298, 0), ('linear', 649, 843051), ('ReLU', 649, 0), ('dropout', 649, 0), ('linear', 324, 210600), ('ReLU', 324, 0), ('dropout', 324, 0), ('linear', 231, 75075), ('Softmax', 231, 0)]",ReLU,7275,4500930,642,0,3,1569,36.53968253968254,0.31453968253968256,0.24754545454545462,0.05630909090909093,0.1682407407407407
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input:191_output:32_depth:4_arch:gradual_batch:433_act:prelu_dropout:0.28105383915643267_dropout:False_batchnorm:True.out,5,"[('linear', 152, 29184), ('batch_normalization', 152, 304), ('PReLU', 152, 0), ('linear', 113, 17289), ('batch_normalization', 113, 226), ('PReLU', 113, 0), ('linear', 74, 8436), ('batch_normalization', 74, 148), ('PReLU', 74, 0), ('linear', 35, 2625), ('batch_normalization', 35, 70), ('PReLU', 35, 0), ('linear', 32, 1152), ('Softmax', 32, 0)]",PReLU,1186,59434,433,4,0,1455,21.126984126984127,0.20304761904761906,0.027763636363636355,0.0027818181818181835,0.004648148148148151
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input:223_output:9_depth:9_arch:gradual_batch:79_act:swish_dropout:0.13594605165909157_dropout:True_batchnorm:False.out,10,"[('linear', 200, 44800), ('SiLU', 200, 0), ('dropout', 200, 0), ('linear', 177, 35577), ('SiLU', 177, 0), ('dropout', 177, 0), ('linear', 154, 27412), ('SiLU', 154, 0), ('dropout', 154, 0), ('linear', 131, 20305), ('SiLU', 131, 0), ('dropout', 131, 0), ('linear', 108, 14256), ('SiLU', 108, 0), ('dropout', 108, 0), ('linear', 85, 9265), ('SiLU', 85, 0), ('dropout', 85, 0), ('linear', 62, 5332), ('SiLU', 62, 0), ('dropout', 62, 0), ('linear', 39, 2457), ('SiLU', 39, 0), ('dropout', 39, 0), ('linear', 16, 640), ('SiLU', 16, 0), ('dropout', 16, 0), ('linear', 9, 153), ('Softmax', 9, 0)]",SiLU,2934,160197,79,0,9,1453,37.274193548387096,0.3677777777777777,0.026673076923076914,0.0020000000000000013,0.004905660377358493
input:130_output:3_depth:2_arch:pyramid_batch:251_act:leaky_relu_dropout:0.2546814659814401_dropout:False_batchnorm:False.out,3,"[('linear', 65, 8515), ('LeakyReLU', 65, 0), ('linear', 32, 2112), ('LeakyReLU', 32, 0), ('linear', 3, 99), ('Softmax', 3, 0)]",LeakyReLU,200,10726,251,0,0,1451,17.11111111111111,0.16514516129032264,0.007792452830188685,0.0010000000000000007,0.0010000000000000007
input:3963_output:173_depth:8_arch:pyramid_batch:299_act:tanh_dropout:0.47828405482734304_dropout:True_batchnorm:False.out,9,"[('linear', 1981, 7852684), ('Tanh', 1981, 0), ('dropout', 1981, 0), ('linear', 990, 1962180), ('Tanh', 990, 0), ('dropout', 990, 0), ('linear', 495, 490545), ('Tanh', 495, 0), ('dropout', 495, 0), ('linear', 247, 122512), ('Tanh', 247, 0), ('dropout', 247, 0), ('linear', 173, 42904), ('Tanh', 173, 0), ('dropout', 173, 0), ('linear', 173, 30102), ('Tanh', 173, 0), ('dropout', 173, 0), ('linear', 173, 30102), ('Tanh', 173, 0), ('dropout', 173, 0), ('linear', 173, 30102), ('Tanh', 173, 0), ('dropout', 173, 0), ('linear', 173, 30102), ('Softmax', 173, 0)]",Tanh,13561,10591233,299,0,8,1691,38.888888888888886,0.34623809523809523,0.2884363636363636,0.07745454545454543,0.13719642857142858
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input:869_output:186_depth:6_arch:uniform_batch:321_act:gelu_dropout:0.35218721035105083_dropout:False_batchnorm:False.out,7,"[('linear', 869, 756030), ('GELU', 869, 0), ('linear', 869, 756030), ('GELU', 869, 0), ('linear', 869, 756030), ('GELU', 869, 0), ('linear', 869, 756030), ('GELU', 869, 0), ('linear', 869, 756030), ('GELU', 869, 0), ('linear', 869, 756030), ('GELU', 869, 0), ('linear', 186, 161820), ('Softmax', 186, 0)]",GELU,10800,4698000,321,0,0,1567,36.507936507936506,0.35419354838709677,0.2673818181818182,0.05830909090909095,0.15237931034482755
input:4057_output:862_depth:4_arch:pyramid_batch:607_act:mish_dropout:0.31489702979220346_dropout:True_batchnorm:False.out,5,"[('linear', 2028, 8229624), ('Mish', 2028, 0), ('dropout', 2028, 0), ('linear', 1014, 2057406), ('Mish', 1014, 0), ('dropout', 1014, 0), ('linear', 862, 874930), ('Mish', 862, 0), ('dropout', 862, 0), ('linear', 862, 743906), ('Mish', 862, 0), ('dropout', 862, 0), ('linear', 862, 743906), ('Softmax', 862, 0)]",Mish,16022,12649772,607,0,4,1753,38.6031746031746,0.32693650793650786,0.30458928571428584,0.09682142857142857,0.1948571428571429
input:3311_output:398_depth:6_arch:gradual_batch:809_act:leaky_relu_dropout:0.4712547016478278_dropout:False_batchnorm:True.out,7,"[('linear', 2826, 9359712), ('batch_normalization', 2826, 5652), ('LeakyReLU', 2826, 0), ('linear', 2341, 6618007), ('batch_normalization', 2341, 4682), ('LeakyReLU', 2341, 0), ('linear', 1856, 4346752), ('batch_normalization', 1856, 3712), ('LeakyReLU', 1856, 0), ('linear', 1371, 2545947), ('batch_normalization', 1371, 2742), ('LeakyReLU', 1371, 0), ('linear', 886, 1215592), ('batch_normalization', 886, 1772), ('LeakyReLU', 886, 0), ('linear', 401, 355687), ('batch_normalization', 401, 802), ('LeakyReLU', 401, 0), ('linear', 398, 159996), ('Softmax', 398, 0)]",LeakyReLU,29839,24621055,809,6,0,2063,53.98360655737705,0.4968225806451612,0.4584464285714285,0.1420178571428571,0.3203508771929825
input:1905_output:357_depth:4_arch:bottleneck_batch:934_act:elu_dropout:0.290338270889102_dropout:True_batchnorm:False.out,6,"[('linear', 952, 1814512), ('ELU', 952, 0), ('dropout', 952, 0), ('linear', 476, 453628), ('ELU', 476, 0), ('dropout', 476, 0), ('linear', 357, 170289), ('ELU', 357, 0), ('dropout', 357, 0), ('linear', 357, 127806), ('ELU', 357, 0), ('dropout', 357, 0), ('linear', 357, 127806), ('ELU', 357, 0), ('dropout', 357, 0), ('linear', 357, 127806), ('Softmax', 357, 0)]",ELU,8211,2821847,934,0,5,1543,31.857142857142858,0.27022222222222214,0.19143396226415094,0.0430377358490566,0.13
input:1002_output:147_depth:1_arch:gradual_batch:254_act:prelu_dropout:0.40188004364801044_dropout:True_batchnorm:True.out,2,"[('linear', 147, 147441), ('batch_normalization', 147, 294), ('PReLU', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('Softmax', 147, 0)]",PReLU,882,169491,254,1,1,1455,26.396825396825395,0.23396825396825394,0.05546296296296294,0.006833333333333338,0.008452830188679249
input:1338_output:232_depth:4_arch:pyramid_batch:812_act:prelu_dropout:0.34999345258938896_dropout:False_batchnorm:False.out,5,"[('linear', 669, 895791), ('PReLU', 669, 0), ('linear', 334, 223780), ('PReLU', 334, 0), ('linear', 232, 77720), ('PReLU', 232, 0), ('linear', 232, 54056), ('PReLU', 232, 0), ('linear', 232, 54056), ('Softmax', 232, 0)]",PReLU,3398,1305403,812,0,0,1503,26.015873015873016,0.22599999999999998,0.11973076923076922,0.02386538461538462,0.07299999999999998
input:2100_output:11_depth:5_arch:pyramid_batch:123_act:mish_dropout:0.2457774762141583_dropout:True_batchnorm:True.out,6,"[('linear', 1050, 2206050), ('batch_normalization', 1050, 2100), ('Mish', 1050, 0), ('dropout', 1050, 0), ('linear', 525, 551775), ('batch_normalization', 525, 1050), ('Mish', 525, 0), ('dropout', 525, 0), ('linear', 262, 137812), ('batch_normalization', 262, 524), ('Mish', 262, 0), ('dropout', 262, 0), ('linear', 131, 34453), ('batch_normalization', 131, 262), ('Mish', 131, 0), ('dropout', 131, 0), ('linear', 65, 8580), ('batch_normalization', 65, 130), ('Mish', 65, 0), ('dropout', 65, 0), ('linear', 11, 726), ('Softmax', 11, 0)]",Mish,8154,2943462,123,5,5,1519,38.064516129032256,0.3578225806451614,0.12432075471698109,0.02601886792452832,0.047792452830188695
input:3097_output:22_depth:4_arch:gradual_batch:368_act:softplus_dropout:0.38232736883731433_dropout:True_batchnorm:False.out,5,"[('linear', 2329, 7215242), ('Softplus', 2329, 0), ('dropout', 2329, 0), ('linear', 1561, 3637130), ('Softplus', 1561, 0), ('dropout', 1561, 0), ('linear', 793, 1238666), ('Softplus', 793, 0), ('dropout', 793, 0), ('linear', 25, 19850), ('Softplus', 25, 0), ('dropout', 25, 0), ('linear', 22, 572), ('Softmax', 22, 0)]",Softplus,14168,12111460,368,0,4,1711,44.285714285714285,0.3991935483870966,0.3553508771929823,0.11356140350877188,0.19663793103448277
input:1704_output:291_depth:5_arch:pyramid_batch:457_act:softplus_dropout:0.32632252321132676_dropout:False_batchnorm:False.out,6,"[('linear', 852, 1452660), ('Softplus', 852, 0), ('linear', 426, 363378), ('Softplus', 426, 0), ('linear', 291, 124257), ('Softplus', 291, 0), ('linear', 291, 84972), ('Softplus', 291, 0), ('linear', 291, 84972), ('Softplus', 291, 0), ('linear', 291, 84972), ('Softmax', 291, 0)]",Softplus,4884,2195211,457,0,0,1523,33.82539682539682,0.303111111111111,0.18586792452830195,0.02883018867924529,0.11068518518518518
input:3105_output:174_depth:5_arch:uniform_batch:378_act:softplus_dropout:0.4500502758283591_dropout:False_batchnorm:True.out,6,"[('linear', 3105, 9644130), ('batch_normalization', 3105, 6210), ('Softplus', 3105, 0), ('linear', 3105, 9644130), ('batch_normalization', 3105, 6210), ('Softplus', 3105, 0), ('linear', 3105, 9644130), ('batch_normalization', 3105, 6210), ('Softplus', 3105, 0), ('linear', 3105, 9644130), ('batch_normalization', 3105, 6210), ('Softplus', 3105, 0), ('linear', 3105, 9644130), ('batch_normalization', 3105, 6210), ('Softplus', 3105, 0), ('linear', 174, 540444), ('Softmax', 174, 0)]",Softplus,46923,48792144,378,5,0,2503,72.4920634920635,0.695015873015873,0.6790714285714283,0.250482142857143,0.40947272727272715
input:787_output:143_depth:2_arch:uniform_batch:371_act:gelu_dropout:0.1441961849264562_dropout:False_batchnorm:False.out,3,"[('linear', 787, 620156), ('GELU', 787, 0), ('linear', 787, 620156), ('GELU', 787, 0), ('linear', 143, 112684), ('Softmax', 143, 0)]",GELU,3434,1352996,371,0,0,1493,29.35483870967742,0.27393548387096783,0.14179245283018868,0.031981132075471694,0.08447058823529413
input:2288_output:32_depth:3_arch:uniform_batch:94_act:leaky_relu_dropout:0.42658564779926056_dropout:False_batchnorm:True.out,4,"[('linear', 2288, 5237232), ('batch_normalization', 2288, 4576), ('LeakyReLU', 2288, 0), ('linear', 2288, 5237232), ('batch_normalization', 2288, 4576), ('LeakyReLU', 2288, 0), ('linear', 2288, 5237232), ('batch_normalization', 2288, 4576), ('LeakyReLU', 2288, 0), ('linear', 32, 73248), ('Softmax', 32, 0)]",LeakyReLU,20656,15798672,94,3,0,1761,54.73015873015873,0.5203333333333332,0.456406779661017,0.17484745762711862,0.14466101694915248
input:1796_output:303_depth:8_arch:uniform_batch:333_act:selu_dropout:0.22572752250926637_dropout:False_batchnorm:True.out,9,"[('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 1796, 3227412), ('batch_normalization', 1796, 3592), ('SELU', 1796, 0), ('linear', 303, 544491), ('Softmax', 303, 0)]",SELU,43710,26392523,333,8,0,2075,66.61290322580645,0.6401451612903226,0.5846346153846155,0.21586538461538465,0.34900000000000003
input:1497_output:350_depth:3_arch:uniform_batch:210_act:tanh_dropout:0.2549600977184726_dropout:False_batchnorm:False.out,4,"[('linear', 1497, 2242506), ('Tanh', 1497, 0), ('linear', 1497, 2242506), ('Tanh', 1497, 0), ('linear', 1497, 2242506), ('Tanh', 1497, 0), ('linear', 350, 524300), ('Softmax', 350, 0)]",Tanh,9682,7251818,210,0,0,1615,41.63934426229508,0.3839682539682541,0.30047169811320756,0.062622641509434,0.1473148148148148
input:2924_output:116_depth:6_arch:gradual_batch:463_act:relu_dropout:0.13672371364298527_dropout:True_batchnorm:True.out,7,"[('linear', 2456, 7183800), ('batch_normalization', 2456, 4912), ('ReLU', 2456, 0), ('dropout', 2456, 0), ('linear', 1988, 4884516), ('batch_normalization', 1988, 3976), ('ReLU', 1988, 0), ('dropout', 1988, 0), ('linear', 1520, 3023280), ('batch_normalization', 1520, 3040), ('ReLU', 1520, 0), ('dropout', 1520, 0), ('linear', 1052, 1600092), ('batch_normalization', 1052, 2104), ('ReLU', 1052, 0), ('dropout', 1052, 0), ('linear', 584, 614952), ('batch_normalization', 584, 1168), ('ReLU', 584, 0), ('dropout', 584, 0), ('linear', 116, 67860), ('batch_normalization', 116, 232), ('ReLU', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('Softmax', 116, 0)]",ReLU,31096,17403504,463,6,6,1835,52.140625,0.4866290322580643,0.41798245614035107,0.15366071428571426,0.2666666666666667
input:3745_output:715_depth:7_arch:uniform_batch:400_act:leaky_relu_dropout:0.18749767245289906_dropout:False_batchnorm:False.out,8,"[('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 3745, 14028770), ('LeakyReLU', 3745, 0), ('linear', 715, 2678390), ('Softmax', 715, 0)]",LeakyReLU,53860,100879780,400,0,0,3519,81.25396825396825,0.7903225806451615,0.7788070175438596,0.3434464285714286,0.5285892857142857
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input:2606_output:210_depth:2_arch:bottleneck_batch:894_act:mish_dropout:0.48285151525908276_dropout:True_batchnorm:False.out,4,"[('linear', 1303, 3396921), ('Mish', 1303, 0), ('dropout', 1303, 0), ('linear', 651, 848904), ('Mish', 651, 0), ('dropout', 651, 0), ('linear', 325, 211900), ('Mish', 325, 0), ('dropout', 325, 0), ('linear', 210, 68460), ('Softmax', 210, 0)]",Mish,7257,4526185,894,0,3,1583,33.17460317460318,0.2849365079365079,0.24188461538461534,0.05994230769230768,0.18390196078431373
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input:2356_output:265_depth:7_arch:uniform_batch:286_act:elu_dropout:0.40855209004073423_dropout:True_batchnorm:True.out,8,"[('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 2356, 5553092), ('batch_normalization', 2356, 4712), ('ELU', 2356, 0), ('dropout', 2356, 0), ('linear', 265, 624605), ('Softmax', 265, 0)]",ELU,66498,39529233,286,7,7,2325,71.390625,0.7083225806451613,0.6363333333333333,0.2579464285714285,0.3485087719298247
input:2491_output:364_depth:7_arch:bottleneck_batch:811_act:softplus_dropout:0.13759268363169164_dropout:True_batchnorm:True.out,9,"[('linear', 1245, 3102540), ('batch_normalization', 1245, 2490), ('Softplus', 1245, 0), ('dropout', 1245, 0), ('linear', 622, 775012), ('batch_normalization', 622, 1244), ('Softplus', 622, 0), ('dropout', 622, 0), ('linear', 364, 226772), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('batch_normalization', 364, 728), ('Softplus', 364, 0), ('dropout', 364, 0), ('linear', 364, 132860), ('Softmax', 364, 0)]",Softplus,16932,4909586,811,8,8,1595,35.38095238095238,0.3193809523809524,0.21603508771929833,0.04907017543859649,0.13096428571428573
input:78_output:7_depth:7_arch:gradual_batch:56_act:swish_dropout:0.19878896415106184_dropout:False_batchnorm:False.out,8,"[('linear', 68, 5372), ('SiLU', 68, 0), ('linear', 58, 4002), ('SiLU', 58, 0), ('linear', 48, 2832), ('SiLU', 48, 0), ('linear', 38, 1862), ('SiLU', 38, 0), ('linear', 28, 1092), ('SiLU', 28, 0), ('linear', 18, 522), ('SiLU', 18, 0), ('linear', 8, 152), ('SiLU', 8, 0), ('linear', 7, 63), ('Softmax', 7, 0)]",SiLU,546,15897,56,0,0,1451,29.56451612903226,0.29104838709677416,0.006018867924528305,0.0010000000000000007,0.0010000000000000007
input:520_output:57_depth:3_arch:gradual_batch:572_act:softplus_dropout:0.4271119218862325_dropout:False_batchnorm:True.out,4,"[('linear', 366, 190686), ('batch_normalization', 366, 732), ('Softplus', 366, 0), ('linear', 212, 77804), ('batch_normalization', 212, 424), ('Softplus', 212, 0), ('linear', 58, 12354), ('batch_normalization', 58, 116), ('Softplus', 58, 0), ('linear', 57, 3363), ('Softmax', 57, 0)]",Softplus,2022,285479,572,3,0,1459,19.26984126984127,0.1808730158730159,0.045019230769230756,0.005538461538461542,0.018372549019607852
input:2945_output:164_depth:5_arch:gradual_batch:534_act:mish_dropout:0.45398505754119634_dropout:True_batchnorm:True.out,6,"[('linear', 2389, 7037994), ('batch_normalization', 2389, 4778), ('Mish', 2389, 0), ('dropout', 2389, 0), ('linear', 1833, 4380870), ('batch_normalization', 1833, 3666), ('Mish', 1833, 0), ('dropout', 1833, 0), ('linear', 1277, 2342018), ('batch_normalization', 1277, 2554), ('Mish', 1277, 0), ('dropout', 1277, 0), ('linear', 721, 921438), ('batch_normalization', 721, 1442), ('Mish', 721, 0), ('dropout', 721, 0), ('linear', 165, 119130), ('batch_normalization', 165, 330), ('Mish', 165, 0), ('dropout', 165, 0), ('linear', 164, 27224), ('Softmax', 164, 0)]",Mish,25868,14841444,534,5,5,1773,46.98412698412698,0.4250161290322581,0.37464912280701734,0.13715789473684206,0.23516363636363632
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input:3831_output:480_depth:6_arch:bottleneck_batch:102_act:tanh_dropout:0.450533009525403_dropout:True_batchnorm:False.out,8,"[('linear', 1915, 7338280), ('Tanh', 1915, 0), ('dropout', 1915, 0), ('linear', 957, 1833612), ('Tanh', 957, 0), ('dropout', 957, 0), ('linear', 480, 459840), ('Tanh', 480, 0), ('dropout', 480, 0), ('linear', 480, 230880), ('Tanh', 480, 0), ('dropout', 480, 0), ('linear', 480, 230880), ('Tanh', 480, 0), ('dropout', 480, 0), ('linear', 480, 230880), ('Tanh', 480, 0), ('dropout', 480, 0), ('linear', 480, 230880), ('Tanh', 480, 0), ('dropout', 480, 0), ('linear', 480, 230880), ('Softmax', 480, 0)]",Tanh,16776,10786132,102,0,7,1677,44.77777777777778,0.4220476190476191,0.3159818181818183,0.08476363636363635,0.09194642857142854
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input:966_output:74_depth:7_arch:uniform_batch:41_act:relu_dropout:0.4697845436433473_dropout:True_batchnorm:False.out,8,"[('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 966, 934122), ('ReLU', 966, 0), ('dropout', 966, 0), ('linear', 74, 71558), ('Softmax', 74, 0)]",ReLU,20434,6610412,41,0,7,1595,38.645161290322584,0.37446774193548377,0.23956363636363645,0.0510727272727273,0.06078181818181813
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input:2331_output:155_depth:5_arch:gradual_batch:135_act:relu_dropout:0.3639787742245256_dropout:False_batchnorm:True.out,6,"[('linear', 1896, 4421472), ('batch_normalization', 1896, 3792), ('ReLU', 1896, 0), ('linear', 1461, 2771517), ('batch_normalization', 1461, 2922), ('ReLU', 1461, 0), ('linear', 1026, 1500012), ('batch_normalization', 1026, 2052), ('ReLU', 1026, 0), ('linear', 591, 606957), ('batch_normalization', 591, 1182), ('ReLU', 591, 0), ('linear', 156, 92352), ('batch_normalization', 156, 312), ('ReLU', 156, 0), ('linear', 155, 24335), ('Softmax', 155, 0)]",ReLU,15700,9426905,135,5,0,1651,43.41935483870968,0.407774193548387,0.30024528301886794,0.08283018867924531,0.11112727272727278
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input:2931_output:520_depth:2_arch:gradual_batch:593_act:elu_dropout:0.30630059568515017_dropout:False_batchnorm:True.out,3,"[('linear', 1726, 5060632), ('batch_normalization', 1726, 3452), ('ELU', 1726, 0), ('linear', 521, 899767), ('batch_normalization', 521, 1042), ('ELU', 521, 0), ('linear', 520, 271440), ('Softmax', 520, 0)]",ELU,7781,6236333,593,2,0,1611,36.79032258064516,0.30831746031746027,0.27292592592592596,0.062240740740740756,0.18586538461538465
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input:3783_output:600_depth:7_arch:gradual_batch:117_act:elu_dropout:0.45236977667733813_dropout:True_batchnorm:True.out,8,"[('linear', 3329, 12596936), ('batch_normalization', 3329, 6658), ('ELU', 3329, 0), ('dropout', 3329, 0), ('linear', 2875, 9573750), ('batch_normalization', 2875, 5750), ('ELU', 2875, 0), ('dropout', 2875, 0), ('linear', 2421, 6962796), ('batch_normalization', 2421, 4842), ('ELU', 2421, 0), ('dropout', 2421, 0), ('linear', 1967, 4764074), ('batch_normalization', 1967, 3934), ('ELU', 1967, 0), ('dropout', 1967, 0), ('linear', 1513, 2977584), ('batch_normalization', 1513, 3026), ('ELU', 1513, 0), ('dropout', 1513, 0), ('linear', 1059, 1603326), ('batch_normalization', 1059, 2118), ('ELU', 1059, 0), ('dropout', 1059, 0), ('linear', 605, 641300), ('batch_normalization', 605, 1210), ('ELU', 605, 0), ('dropout', 605, 0), ('linear', 600, 363600), ('Softmax', 600, 0)]",ELU,56276,39510904,117,7,7,2257,8.0,0.026000000000000002,0,0,0
input:3729_output:87_depth:1_arch:bottleneck_batch:253_act:prelu_dropout:0.19141595647819268_dropout:True_batchnorm:False.out,3,"[('linear', 1864, 6952720), ('PReLU', 1864, 0), ('dropout', 1864, 0), ('linear', 932, 1738180), ('PReLU', 932, 0), ('dropout', 932, 0), ('linear', 87, 81171), ('Softmax', 87, 0)]",PReLU,8562,8772071,253,0,2,1657,41.096774193548384,0.3546349206349205,0.2882413793103447,0.07822413793103453,0.13173684210526326
input:1240_output:245_depth:1_arch:bottleneck_batch:220_act:leaky_relu_dropout:0.3102871799165118_dropout:False_batchnorm:True.out,3,"[('linear', 620, 769420), ('batch_normalization', 620, 1240), ('LeakyReLU', 620, 0), ('linear', 310, 192510), ('batch_normalization', 310, 620), ('LeakyReLU', 310, 0), ('linear', 245, 76195), ('Softmax', 245, 0)]",LeakyReLU,3280,1039985,220,2,0,1479,31.285714285714285,0.2906612903225807,0.0965283018867925,0.012716981132075481,0.040999999999999995
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input:2706_output:247_depth:2_arch:uniform_batch:111_act:identity_dropout:0.4058181287035395_dropout:True_batchnorm:True.out,3,"[('linear', 2706, 7325142), ('batch_normalization', 2706, 5412), ('Identity', 2706, 0), ('dropout', 2706, 0), ('linear', 2706, 7325142), ('batch_normalization', 2706, 5412), ('Identity', 2706, 0), ('dropout', 2706, 0), ('linear', 247, 668629), ('Softmax', 247, 0)]",Identity,22142,15329737,111,2,2,1753,57.58730158730159,0.5430952380952382,0.47033333333333327,0.1841296296296296,0.17490566037735836
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input:1421_output:66_depth:4_arch:uniform_batch:25_act:gelu_dropout:0.31933044954453604_dropout:False_batchnorm:False.out,5,"[('linear', 1421, 2020662), ('GELU', 1421, 0), ('linear', 1421, 2020662), ('GELU', 1421, 0), ('linear', 1421, 2020662), ('GELU', 1421, 0), ('linear', 1421, 2020662), ('GELU', 1421, 0), ('linear', 66, 93852), ('Softmax', 66, 0)]",GELU,11500,8176500,25,0,0,1653,42.25396825396825,0.40919354838709654,0.3057222222222222,0.08209259259259255,0.052203703703703704
input:1665_output:298_depth:8_arch:bottleneck_batch:7_act:mish_dropout:0.49408328540862534_dropout:True_batchnorm:True.out,10,"[('linear', 832, 1386112), ('batch_normalization', 832, 1664), ('Mish', 832, 0), ('dropout', 832, 0), ('linear', 416, 346528), ('batch_normalization', 416, 832), ('Mish', 416, 0), ('dropout', 416, 0), ('linear', 298, 124266), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('batch_normalization', 298, 596), ('Mish', 298, 0), ('dropout', 298, 0), ('linear', 298, 89102), ('Softmax', 298, 0)]",Mish,13932,2487288,7,9,9,1507,23.833333333333332,0.13866666666666666,0.0635,0.0095,0.0085
input:3283_output:594_depth:8_arch:pyramid_batch:483_act:leaky_relu_dropout:0.3425010061612731_dropout:True_batchnorm:True.out,9,"[('linear', 1641, 5389044), ('batch_normalization', 1641, 3282), ('LeakyReLU', 1641, 0), ('dropout', 1641, 0), ('linear', 820, 1346440), ('batch_normalization', 820, 1640), ('LeakyReLU', 820, 0), ('dropout', 820, 0), ('linear', 594, 487674), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('batch_normalization', 594, 1188), ('LeakyReLU', 594, 0), ('dropout', 594, 0), ('linear', 594, 353430), ('Softmax', 594, 0)]",LeakyReLU,25288,9355788,483,8,8,1679,37.19047619047619,0.3330952380952381,0.26443396226415095,0.0705094339622642,0.14517543859649124
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input:589_output:104_depth:10_arch:uniform_batch:739_act:softplus_dropout:0.31882308061184206_dropout:False_batchnorm:False.out,11,"[('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 589, 347510), ('Softplus', 589, 0), ('linear', 104, 61360), ('Softmax', 104, 0)]",Softplus,11988,3536460,739,0,0,1553,35.58730158730159,0.33751612903225786,0.23092592592592595,0.04544444444444444,0.15905454545454542
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input:3295_output:383_depth:1_arch:bottleneck_batch:951_act:leaky_relu_dropout:0.14150005841398886_dropout:True_batchnorm:False.out,3,"[('linear', 1647, 5428512), ('LeakyReLU', 1647, 0), ('dropout', 1647, 0), ('linear', 823, 1356304), ('LeakyReLU', 823, 0), ('dropout', 823, 0), ('linear', 383, 315592), ('Softmax', 383, 0)]",LeakyReLU,8176,7100408,951,0,2,1637,36.564516129032256,0.29857142857142865,0.2743207547169811,0.05937735849056605,0.209
input:1167_output:164_depth:5_arch:bottleneck_batch:71_act:selu_dropout:0.2594242638726377_dropout:False_batchnorm:True.out,7,"[('linear', 583, 680944), ('batch_normalization', 583, 1166), ('SELU', 583, 0), ('linear', 291, 169944), ('batch_normalization', 291, 582), ('SELU', 291, 0), ('linear', 164, 47888), ('batch_normalization', 164, 328), ('SELU', 164, 0), ('linear', 164, 27060), ('batch_normalization', 164, 328), ('SELU', 164, 0), ('linear', 164, 27060), ('batch_normalization', 164, 328), ('SELU', 164, 0), ('linear', 164, 27060), ('batch_normalization', 164, 328), ('SELU', 164, 0), ('linear', 164, 27060), ('Softmax', 164, 0)]",SELU,4918,1010076,71,6,0,1477,38.32786885245902,0.36722580645161296,0.06001851851851856,0.008000000000000005,0.01798148148148149
input:1122_output:22_depth:6_arch:gradual_batch:261_act:leaky_relu_dropout:0.22999203926145367_dropout:False_batchnorm:False.out,7,"[('linear', 939, 1054497), ('LeakyReLU', 939, 0), ('linear', 756, 710640), ('LeakyReLU', 756, 0), ('linear', 573, 433761), ('LeakyReLU', 573, 0), ('linear', 390, 223860), ('LeakyReLU', 390, 0), ('linear', 207, 80937), ('LeakyReLU', 207, 0), ('linear', 24, 4992), ('LeakyReLU', 24, 0), ('linear', 22, 550), ('Softmax', 22, 0)]",LeakyReLU,5822,2509237,261,0,0,1523,36.41935483870968,0.34425806451612906,0.18105660377358485,0.03441509433962265,0.0970740740740741
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input:2294_output:80_depth:5_arch:uniform_batch:889_act:elu_dropout:0.34263557712339343_dropout:True_batchnorm:False.out,6,"[('linear', 2294, 5264730), ('ELU', 2294, 0), ('dropout', 2294, 0), ('linear', 2294, 5264730), ('ELU', 2294, 0), ('dropout', 2294, 0), ('linear', 2294, 5264730), ('ELU', 2294, 0), ('dropout', 2294, 0), ('linear', 2294, 5264730), ('ELU', 2294, 0), ('dropout', 2294, 0), ('linear', 2294, 5264730), ('ELU', 2294, 0), ('dropout', 2294, 0), ('linear', 80, 183600), ('Softmax', 80, 0)]",ELU,34570,26507250,889,0,5,2125,56.57377049180328,0.5272903225806452,0.4969454545454547,0.20255555555555557,0.3777090909090909
input:79_output:6_depth:7_arch:gradual_batch:910_act:swish_dropout:0.18450332702688002_dropout:False_batchnorm:False.out,8,"[('linear', 69, 5520), ('SiLU', 69, 0), ('linear', 59, 4130), ('SiLU', 59, 0), ('linear', 49, 2940), ('SiLU', 49, 0), ('linear', 39, 1950), ('SiLU', 39, 0), ('linear', 29, 1160), ('SiLU', 29, 0), ('linear', 19, 570), ('SiLU', 19, 0), ('linear', 9, 180), ('SiLU', 9, 0), ('linear', 6, 60), ('Softmax', 6, 0)]",SiLU,558,16510,910,0,0,1453,12.5625,0.12331746031746034,0.016057692307692318,0.0010000000000000007,0.002840000000000002
input:701_output:77_depth:5_arch:gradual_batch:101_act:elu_dropout:0.4873467606582592_dropout:False_batchnorm:False.out,6,"[('linear', 577, 405054), ('ELU', 577, 0), ('linear', 453, 261834), ('ELU', 453, 0), ('linear', 329, 149366), ('ELU', 329, 0), ('linear', 205, 67650), ('ELU', 205, 0), ('linear', 81, 16686), ('ELU', 81, 0), ('linear', 77, 6314), ('Softmax', 77, 0)]",ELU,3444,906904,101,0,0,1481,37.421875,0.3646984126984127,0.09300000000000004,0.010910714285714291,0.030618181818181822
input:1112_output:149_depth:9_arch:bottleneck_batch:395_act:tanh_dropout:0.28071113921400237_dropout:True_batchnorm:False.out,11,"[('linear', 556, 618828), ('Tanh', 556, 0), ('dropout', 556, 0), ('linear', 278, 154846), ('Tanh', 278, 0), ('dropout', 278, 0), ('linear', 149, 41571), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Tanh', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Softmax', 149, 0)]",Tanh,6376,994045,395,0,10,1483,32.46031746031746,0.3026984126984125,0.12735849056603776,0.016509433962264165,0.04469230769230769
input:1655_output:120_depth:6_arch:pyramid_batch:20_act:prelu_dropout:0.26400075309909254_dropout:False_batchnorm:False.out,7,"[('linear', 827, 1369512), ('PReLU', 827, 0), ('linear', 413, 341964), ('PReLU', 413, 0), ('linear', 206, 85284), ('PReLU', 206, 0), ('linear', 120, 24840), ('PReLU', 120, 0), ('linear', 120, 14520), ('PReLU', 120, 0), ('linear', 120, 14520), ('PReLU', 120, 0), ('linear', 120, 14520), ('Softmax', 120, 0)]",PReLU,3852,1865160,20,0,0,1493,37.714285714285715,0.37116129032258083,0.06998113207547167,0.013037735849056611,0.014230769230769241
input:2023_output:19_depth:6_arch:uniform_batch:188_act:elu_dropout:0.4015812151835586_dropout:True_batchnorm:False.out,7,"[('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 2023, 4094552), ('ELU', 2023, 0), ('dropout', 2023, 0), ('linear', 19, 38456), ('Softmax', 19, 0)]",ELU,36452,24605768,188,0,6,1955,64.53968253968254,0.6272857142857144,0.548111111111111,0.1954074074074075,0.2736909090909091
input:3172_output:107_depth:6_arch:gradual_batch:95_act:gelu_dropout:0.42634617656871276_dropout:False_batchnorm:False.out,7,"[('linear', 2662, 8446526), ('GELU', 2662, 0), ('linear', 2152, 5730776), ('GELU', 2152, 0), ('linear', 1642, 3535226), ('GELU', 1642, 0), ('linear', 1132, 1859876), ('GELU', 1132, 0), ('linear', 622, 704726), ('GELU', 622, 0), ('linear', 112, 69776), ('GELU', 112, 0), ('linear', 107, 12091), ('Softmax', 107, 0)]",GELU,16858,20358997,95,0,0,1869,64.25396825396825,0.6180158730158734,0.5350169491525426,0.25111864406779666,0.16249019607843132
input:283_output:30_depth:4_arch:pyramid_batch:899_act:softplus_dropout:0.4113276662017592_dropout:False_batchnorm:False.out,5,"[('linear', 141, 40044), ('Softplus', 141, 0), ('linear', 70, 9940), ('Softplus', 70, 0), ('linear', 35, 2485), ('Softplus', 35, 0), ('linear', 30, 1080), ('Softplus', 30, 0), ('linear', 30, 930), ('Softmax', 30, 0)]",Softplus,612,54479,899,0,0,1455,11.444444444444445,0.09904761904761909,0.02219642857142857,0.0022500000000000016,0.0054545454545454584
input:961_output:98_depth:10_arch:pyramid_batch:763_act:mish_dropout:0.12077244578625712_dropout:False_batchnorm:False.out,11,"[('linear', 480, 461760), ('Mish', 480, 0), ('linear', 240, 115440), ('Mish', 240, 0), ('linear', 120, 28920), ('Mish', 120, 0), ('linear', 98, 11858), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Mish', 98, 0), ('linear', 98, 9702), ('Softmax', 98, 0)]",Mish,3248,685892,763,0,0,1481,24.370967741935484,0.21776190476190474,0.09701923076923077,0.012038461538461545,0.04213461538461538
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input:1923_output:299_depth:3_arch:gradual_batch:466_act:mish_dropout:0.3227703725528652_dropout:True_batchnorm:False.out,4,"[('linear', 1382, 2658968), ('Mish', 1382, 0), ('dropout', 1382, 0), ('linear', 841, 1163103), ('Mish', 841, 0), ('dropout', 841, 0), ('linear', 300, 252600), ('Mish', 300, 0), ('dropout', 300, 0), ('linear', 299, 89999), ('Softmax', 299, 0)]",Mish,8167,4164670,466,0,3,1559,35.91935483870968,0.32932258064516123,0.2484912280701754,0.06329824561403505,0.16231578947368414
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input:1162_output:164_depth:2_arch:bottleneck_batch:895_act:swish_dropout:0.12134860612945962_dropout:True_batchnorm:False.out,4,"[('linear', 581, 675703), ('SiLU', 581, 0), ('dropout', 581, 0), ('linear', 290, 168780), ('SiLU', 290, 0), ('dropout', 290, 0), ('linear', 164, 47724), ('SiLU', 164, 0), ('dropout', 164, 0), ('linear', 164, 27060), ('Softmax', 164, 0)]",SiLU,3433,919267,895,0,3,1481,19.126984126984127,0.16511290322580643,0.08863636363636368,0.015963636363636374,0.05529411764705882
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input:2518_output:77_depth:1_arch:bottleneck_batch:321_act:leaky_relu_dropout:0.45233992421830516_dropout:False_batchnorm:False.out,3,"[('linear', 1259, 3171421), ('LeakyReLU', 1259, 0), ('linear', 629, 792540), ('LeakyReLU', 629, 0), ('linear', 77, 48510), ('Softmax', 77, 0)]",LeakyReLU,3930,4012471,321,0,0,1545,37.07936507936508,0.3262222222222223,0.230811320754717,0.058188679245283044,0.1509814814814815
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input:1661_output:233_depth:2_arch:gradual_batch:758_act:tanh_dropout:0.10310732872874709_dropout:True_batchnorm:True.out,3,"[('linear', 947, 1573914), ('batch_normalization', 947, 1894), ('Tanh', 947, 0), ('dropout', 947, 0), ('linear', 233, 220884), ('batch_normalization', 233, 466), ('Tanh', 233, 0), ('dropout', 233, 0), ('linear', 233, 54522), ('Softmax', 233, 0)]",Tanh,5186,1851680,758,2,2,1501,25.693548387096776,0.21241269841269853,0.1324509803921568,0.027843137254901968,0.08566037735849057
input:3666_output:769_depth:8_arch:gradual_batch:929_act:prelu_dropout:0.3400850032328867_dropout:False_batchnorm:False.out,9,"[('linear', 3304, 12115768), ('PReLU', 3304, 0), ('linear', 2942, 9723310), ('PReLU', 2942, 0), ('linear', 2580, 7592940), ('PReLU', 2580, 0), ('linear', 2218, 5724658), ('PReLU', 2218, 0), ('linear', 1856, 4118464), ('PReLU', 1856, 0), ('linear', 1494, 2774358), ('PReLU', 1494, 0), ('linear', 1132, 1692340), ('PReLU', 1132, 0), ('linear', 770, 872410), ('PReLU', 770, 0), ('linear', 769, 592899), ('Softmax', 769, 0)]",PReLU,34130,45207147,929,0,0,2503,64.0,0.6076935483870968,0.5800344827586208,0.1876724137931035,0.44078947368421045
input:80_output:5_depth:1_arch:bottleneck_batch:951_act:softplus_dropout:0.3724964803559686_dropout:True_batchnorm:True.out,3,"[('linear', 40, 3240), ('batch_normalization', 40, 80), ('Softplus', 40, 0), ('dropout', 40, 0), ('linear', 20, 820), ('batch_normalization', 20, 40), ('Softplus', 20, 0), ('dropout', 20, 0), ('linear', 5, 105), ('Softmax', 5, 0)]",Softplus,250,4285,951,2,2,1453,9.253968253968255,0.08919354838709677,0.006709090909090914,0.0010000000000000007,0.0010000000000000007
input:900_output:183_depth:9_arch:gradual_batch:686_act:gelu_dropout:0.20309069401004465_dropout:False_batchnorm:False.out,10,"[('linear', 821, 739721), ('GELU', 821, 0), ('linear', 742, 609924), ('GELU', 742, 0), ('linear', 663, 492609), ('GELU', 663, 0), ('linear', 584, 387776), ('GELU', 584, 0), ('linear', 505, 295425), ('GELU', 505, 0), ('linear', 426, 215556), ('GELU', 426, 0), ('linear', 347, 148169), ('GELU', 347, 0), ('linear', 268, 93264), ('GELU', 268, 0), ('linear', 189, 50841), ('GELU', 189, 0), ('linear', 183, 34770), ('Softmax', 183, 0)]",GELU,9456,3068055,686,0,0,1525,35.82539682539682,0.34404838709677427,0.23994339622641503,0.04726415094339621,0.1534150943396226
input:2488_output:587_depth:6_arch:uniform_batch:407_act:relu_dropout:0.1703716168957896_dropout:False_batchnorm:False.out,7,"[('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 2488, 6192632), ('ReLU', 2488, 0), ('linear', 587, 1461043), ('Softmax', 587, 0)]",ReLU,31030,38616835,407,0,0,2235,68.62903225806451,0.6627580645161292,0.6298888888888887,0.2555094339622641,0.39085185185185184
input:1720_output:36_depth:5_arch:bottleneck_batch:606_act:selu_dropout:0.3016486301879848_dropout:False_batchnorm:True.out,7,"[('linear', 860, 1480060), ('batch_normalization', 860, 1720), ('SELU', 860, 0), ('linear', 430, 370230), ('batch_normalization', 430, 860), ('SELU', 430, 0), ('linear', 215, 92665), ('batch_normalization', 215, 430), ('SELU', 215, 0), ('linear', 107, 23112), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 53, 5724), ('batch_normalization', 53, 106), ('SELU', 53, 0), ('linear', 36, 1944), ('batch_normalization', 36, 72), ('SELU', 36, 0), ('linear', 36, 1332), ('Softmax', 36, 0)]",SELU,5175,1978469,606,6,0,1499,32.76190476190476,0.3001451612903225,0.13942592592592595,0.023129629629629632,0.08961111111111111
input:3336_output:628_depth:7_arch:bottleneck_batch:190_act:softplus_dropout:0.1462586889872357_dropout:False_batchnorm:False.out,9,"[('linear', 1668, 5566116), ('Softplus', 1668, 0), ('linear', 834, 1391946), ('Softplus', 834, 0), ('linear', 628, 524380), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softplus', 628, 0), ('linear', 628, 395012), ('Softmax', 628, 0)]",Softplus,13796,9852514,190,0,0,1669,44.046875,0.40380952380952384,0.3231296296296297,0.07614814814814812,0.1301851851851852
input:2252_output:303_depth:7_arch:pyramid_batch:677_act:elu_dropout:0.40406462757142847_dropout:True_batchnorm:True.out,8,"[('linear', 1126, 2536878), ('batch_normalization', 1126, 2252), ('ELU', 1126, 0), ('dropout', 1126, 0), ('linear', 563, 634501), ('batch_normalization', 563, 1126), ('ELU', 563, 0), ('dropout', 563, 0), ('linear', 303, 170892), ('batch_normalization', 303, 606), ('ELU', 303, 0), ('dropout', 303, 0), ('linear', 303, 92112), ('batch_normalization', 303, 606), ('ELU', 303, 0), ('dropout', 303, 0), ('linear', 303, 92112), ('batch_normalization', 303, 606), ('ELU', 303, 0), ('dropout', 303, 0), ('linear', 303, 92112), ('batch_normalization', 303, 606), ('ELU', 303, 0), ('dropout', 303, 0), ('linear', 303, 92112), ('batch_normalization', 303, 606), ('ELU', 303, 0), ('dropout', 303, 0), ('linear', 303, 92112), ('Softmax', 303, 0)]",ELU,13422,3809239,677,7,7,1559,34.95161290322581,0.3192419354838709,0.20565384615384621,0.03871153846153845,0.1262075471698113
input:2342_output:178_depth:1_arch:bottleneck_batch:549_act:identity_dropout:0.1406627619109577_dropout:False_batchnorm:False.out,3,"[('linear', 1171, 2743653), ('Identity', 1171, 0), ('linear', 585, 685620), ('Identity', 585, 0), ('linear', 178, 104308), ('Softmax', 178, 0)]",Identity,3868,3533581,549,0,0,1533,32.903225806451616,0.2814193548387096,0.21350909090909098,0.045163636363636364,0.14470909090909082
input:3224_output:590_depth:9_arch:uniform_batch:733_act:tanh_dropout:0.2714270851891746_dropout:True_batchnorm:False.out,10,"[('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 3224, 10397400), ('Tanh', 3224, 0), ('dropout', 3224, 0), ('linear', 590, 1902750), ('Softmax', 590, 0)]",Tanh,88228,95479350,733,0,9,3535,78.15873015873017,0.7744516129032262,0.7559454545454545,0.2787454545454547,0.5799074074074073
input:1378_output:302_depth:9_arch:bottleneck_batch:683_act:relu_dropout:0.3919963683643236_dropout:False_batchnorm:True.out,11,"[('linear', 689, 950131), ('batch_normalization', 689, 1378), ('ReLU', 689, 0), ('linear', 344, 237360), ('batch_normalization', 344, 688), ('ReLU', 344, 0), ('linear', 302, 104190), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('ReLU', 302, 0), ('linear', 302, 91506), ('Softmax', 302, 0)]",ReLU,10951,2030627,683,10,0,1529,36.507936507936506,0.3403225806451611,0.1708076923076923,0.03265384615384615,0.08860377358490565
input:2697_output:430_depth:4_arch:gradual_batch:916_act:swish_dropout:0.42496875787316946_dropout:False_batchnorm:False.out,5,"[('linear', 2131, 5749438), ('SiLU', 2131, 0), ('linear', 1565, 3336580), ('SiLU', 1565, 0), ('linear', 999, 1564434), ('SiLU', 999, 0), ('linear', 433, 433000), ('SiLU', 433, 0), ('linear', 430, 186620), ('Softmax', 430, 0)]",SiLU,11116,11270072,916,0,0,1741,35.15873015873016,0.311920634920635,0.2827142857142857,0.08439285714285713,0.20633928571428564
input:644_output:154_depth:2_arch:uniform_batch:975_act:mish_dropout:0.27840818931235034_dropout:True_batchnorm:True.out,3,"[('linear', 644, 415380), ('batch_normalization', 644, 1288), ('Mish', 644, 0), ('dropout', 644, 0), ('linear', 644, 415380), ('batch_normalization', 644, 1288), ('Mish', 644, 0), ('dropout', 644, 0), ('linear', 154, 99330), ('Softmax', 154, 0)]",Mish,5460,932666,975,2,2,1497,21.984126984126984,0.194,0.10301851851851855,0.022629629629629625,0.06489090909090907
input:1589_output:194_depth:4_arch:bottleneck_batch:649_act:gelu_dropout:0.33724055005723885_dropout:True_batchnorm:True.out,6,"[('linear', 794, 1262460), ('batch_normalization', 794, 1588), ('GELU', 794, 0), ('dropout', 794, 0), ('linear', 397, 315615), ('batch_normalization', 397, 794), ('GELU', 397, 0), ('dropout', 397, 0), ('linear', 198, 78804), ('batch_normalization', 198, 396), ('GELU', 198, 0), ('dropout', 198, 0), ('linear', 194, 38606), ('batch_normalization', 194, 388), ('GELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('batch_normalization', 194, 388), ('GELU', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Softmax', 194, 0)]",GELU,7496,1774699,649,5,5,1503,32.96825396825397,0.2964603174603174,0.1513207547169811,0.02879245283018867,0.08567924528301889
input:192_output:33_depth:5_arch:pyramid_batch:662_act:identity_dropout:0.22093742940748273_dropout:True_batchnorm:True.out,6,"[('linear', 96, 18528), ('batch_normalization', 96, 192), ('Identity', 96, 0), ('dropout', 96, 0), ('linear', 48, 4656), ('batch_normalization', 48, 96), ('Identity', 48, 0), ('dropout', 48, 0), ('linear', 33, 1617), ('batch_normalization', 33, 66), ('Identity', 33, 0), ('dropout', 33, 0), ('linear', 33, 1122), ('batch_normalization', 33, 66), ('Identity', 33, 0), ('dropout', 33, 0), ('linear', 33, 1122), ('batch_normalization', 33, 66), ('Identity', 33, 0), ('dropout', 33, 0), ('linear', 33, 1122), ('Softmax', 33, 0)]",Identity,1038,28653,662,5,5,1453,18.555555555555557,0.17393548387096766,0.017666666666666678,0.0020000000000000013,0.0029019607843137275
input:3809_output:564_depth:6_arch:bottleneck_batch:941_act:mish_dropout:0.258911307730716_dropout:True_batchnorm:False.out,8,"[('linear', 1904, 7254240), ('Mish', 1904, 0), ('dropout', 1904, 0), ('linear', 952, 1813560), ('Mish', 952, 0), ('dropout', 952, 0), ('linear', 564, 537492), ('Mish', 564, 0), ('dropout', 564, 0), ('linear', 564, 318660), ('Mish', 564, 0), ('dropout', 564, 0), ('linear', 564, 318660), ('Mish', 564, 0), ('dropout', 564, 0), ('linear', 564, 318660), ('Mish', 564, 0), ('dropout', 564, 0), ('linear', 564, 318660), ('Mish', 564, 0), ('dropout', 564, 0), ('linear', 564, 318660), ('Softmax', 564, 0)]",Mish,18156,11198592,941,0,7,1755,35.44444444444444,0.3037580645161291,0.2709642857142857,0.0766607142857143,0.184578947368421
input:3266_output:672_depth:8_arch:pyramid_batch:750_act:swish_dropout:0.46699583676529033_dropout:False_batchnorm:True.out,9,"[('linear', 1633, 5335011), ('batch_normalization', 1633, 3266), ('SiLU', 1633, 0), ('linear', 816, 1333344), ('batch_normalization', 816, 1632), ('SiLU', 816, 0), ('linear', 672, 549024), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('batch_normalization', 672, 1344), ('SiLU', 672, 0), ('linear', 672, 452256), ('Softmax', 672, 0)]",SiLU,20787,9943877,750,8,0,1725,38.26984126984127,0.3314032258064516,0.26467857142857143,0.07399999999999995,0.17257894736842108
input:3263_output:49_depth:3_arch:gradual_batch:941_act:selu_dropout:0.2015368422016_dropout:False_batchnorm:False.out,4,"[('linear', 2192, 7154688), ('SELU', 2192, 0), ('linear', 1121, 2458353), ('SELU', 1121, 0), ('linear', 50, 56100), ('SELU', 50, 0), ('linear', 49, 2499), ('Softmax', 49, 0)]",SELU,6824,9671640,941,0,0,1685,33.92063492063492,0.30107936507936506,0.2804642857142857,0.09187500000000003,0.2093272727272727
input:183_output:10_depth:10_arch:gradual_batch:547_act:leaky_relu_dropout:0.3473301415959227_dropout:False_batchnorm:True.out,11,"[('linear', 166, 30544), ('batch_normalization', 166, 332), ('LeakyReLU', 166, 0), ('linear', 149, 24883), ('batch_normalization', 149, 298), ('LeakyReLU', 149, 0), ('linear', 132, 19800), ('batch_normalization', 132, 264), ('LeakyReLU', 132, 0), ('linear', 115, 15295), ('batch_normalization', 115, 230), ('LeakyReLU', 115, 0), ('linear', 98, 11368), ('batch_normalization', 98, 196), ('LeakyReLU', 98, 0), ('linear', 81, 8019), ('batch_normalization', 81, 162), ('LeakyReLU', 81, 0), ('linear', 64, 5248), ('batch_normalization', 64, 128), ('LeakyReLU', 64, 0), ('linear', 47, 3055), ('batch_normalization', 47, 94), ('LeakyReLU', 47, 0), ('linear', 30, 1440), ('batch_normalization', 30, 60), ('LeakyReLU', 30, 0), ('linear', 13, 403), ('batch_normalization', 13, 26), ('LeakyReLU', 13, 0), ('linear', 10, 140), ('Softmax', 10, 0)]",LeakyReLU,2705,121985,547,10,0,1459,26.77777777777778,0.2641612903225807,0.04060784313725491,0.0039019607843137284,0.009240000000000005
input:674_output:51_depth:7_arch:pyramid_batch:502_act:softplus_dropout:0.26163945550985335_dropout:False_batchnorm:False.out,8,"[('linear', 337, 227475), ('Softplus', 337, 0), ('linear', 168, 56784), ('Softplus', 168, 0), ('linear', 84, 14196), ('Softplus', 84, 0), ('linear', 51, 4335), ('Softplus', 51, 0), ('linear', 51, 2652), ('Softplus', 51, 0), ('linear', 51, 2652), ('Softplus', 51, 0), ('linear', 51, 2652), ('Softplus', 51, 0), ('linear', 51, 2652), ('Softmax', 51, 0)]",Softplus,1688,313398,502,0,0,1459,24.666666666666668,0.22566666666666654,0.05305454545454547,0.006672727272727277,0.02007407407407408
input:261_output:49_depth:5_arch:gradual_batch:760_act:gelu_dropout:0.43910306903800855_dropout:False_batchnorm:True.out,6,"[('linear', 219, 57378), ('batch_normalization', 219, 438), ('GELU', 219, 0), ('linear', 177, 38940), ('batch_normalization', 177, 354), ('GELU', 177, 0), ('linear', 135, 24030), ('batch_normalization', 135, 270), ('GELU', 135, 0), ('linear', 93, 12648), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 51, 4794), ('batch_normalization', 51, 102), ('GELU', 51, 0), ('linear', 49, 2548), ('Softmax', 49, 0)]",GELU,2123,141688,760,5,0,1459,19.61904761904762,0.18374603174603182,0.038810344827586205,0.004724137931034485,0.01157407407407408
input:2381_output:545_depth:4_arch:bottleneck_batch:395_act:selu_dropout:0.3733935859670856_dropout:False_batchnorm:False.out,6,"[('linear', 1190, 2834580), ('SELU', 1190, 0), ('linear', 595, 708645), ('SELU', 595, 0), ('linear', 545, 324820), ('SELU', 545, 0), ('linear', 545, 297570), ('SELU', 545, 0), ('linear', 545, 297570), ('SELU', 545, 0), ('linear', 545, 297570), ('Softmax', 545, 0)]",SELU,7930,4760755,395,0,0,1569,36.98412698412698,0.32814516129032256,0.24691071428571434,0.05028571428571429,0.14249122807017545
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input:1963_output:81_depth:4_arch:pyramid_batch:668_act:leaky_relu_dropout:0.35378228981088566_dropout:False_batchnorm:True.out,5,"[('linear', 981, 1926684), ('batch_normalization', 981, 1962), ('LeakyReLU', 981, 0), ('linear', 490, 481180), ('batch_normalization', 490, 980), ('LeakyReLU', 490, 0), ('linear', 245, 120295), ('batch_normalization', 245, 490), ('LeakyReLU', 245, 0), ('linear', 122, 30012), ('batch_normalization', 122, 244), ('LeakyReLU', 122, 0), ('linear', 81, 9963), ('Softmax', 81, 0)]",LeakyReLU,5676,2571810,668,4,0,1517,32.20634920634921,0.287274193548387,0.16109433962264152,0.03207547169811321,0.10960377358490568
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input:1834_output:101_depth:6_arch:bottleneck_batch:241_act:prelu_dropout:0.44308771352366916_dropout:False_batchnorm:True.out,8,"[('linear', 917, 1682695), ('batch_normalization', 917, 1834), ('PReLU', 917, 0), ('linear', 458, 420444), ('batch_normalization', 458, 916), ('PReLU', 458, 0), ('linear', 229, 105111), ('batch_normalization', 229, 458), ('PReLU', 229, 0), ('linear', 114, 26220), ('batch_normalization', 114, 228), ('PReLU', 114, 0), ('linear', 101, 11615), ('batch_normalization', 101, 202), ('PReLU', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('PReLU', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('PReLU', 101, 0), ('linear', 101, 10302), ('Softmax', 101, 0)]",PReLU,6265,2281033,241,7,0,1501,37.38709677419355,0.34647619047619055,0.11637735849056605,0.017641509433962272,0.051980769230769226
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input:2551_output:166_depth:3_arch:gradual_batch:619_act:gelu_dropout:0.27187874093843234_dropout:False_batchnorm:True.out,4,"[('linear', 1756, 4481312), ('batch_normalization', 1756, 3512), ('GELU', 1756, 0), ('linear', 961, 1688477), ('batch_normalization', 961, 1922), ('GELU', 961, 0), ('linear', 166, 159692), ('batch_normalization', 166, 332), ('GELU', 166, 0), ('linear', 166, 27722), ('Softmax', 166, 0)]",GELU,8981,6362969,619,3,0,1607,36.83606557377049,0.31574193548387103,0.2580000000000002,0.06441176470588236,0.17782352941176469
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input:3020_output:96_depth:7_arch:pyramid_batch:762_act:selu_dropout:0.4478336486842205_dropout:True_batchnorm:False.out,8,"[('linear', 1510, 4561710), ('SELU', 1510, 0), ('dropout', 1510, 0), ('linear', 755, 1140805), ('SELU', 755, 0), ('dropout', 755, 0), ('linear', 377, 285012), ('SELU', 377, 0), ('dropout', 377, 0), ('linear', 188, 71064), ('SELU', 188, 0), ('dropout', 188, 0), ('linear', 96, 18144), ('SELU', 96, 0), ('dropout', 96, 0), ('linear', 96, 9312), ('SELU', 96, 0), ('dropout', 96, 0), ('linear', 96, 9312), ('SELU', 96, 0), ('dropout', 96, 0), ('linear', 96, 9312), ('Softmax', 96, 0)]",SELU,9546,6104671,762,0,7,1605,36.111111111111114,0.30869354838709684,0.24779629629629626,0.05662962962962961,0.1796296296296296
input:188_output:26_depth:2_arch:gradual_batch:254_act:elu_dropout:0.19514304420606218_dropout:True_batchnorm:False.out,3,"[('linear', 107, 20223), ('ELU', 107, 0), ('dropout', 107, 0), ('linear', 26, 2808), ('ELU', 26, 0), ('dropout', 26, 0), ('linear', 26, 702), ('Softmax', 26, 0)]",ELU,451,23733,254,0,2,1451,18.80952380952381,0.1756612903225806,0.011596153846153852,0.0010000000000000007,0.0018461538461538476
input:3333_output:659_depth:8_arch:bottleneck_batch:947_act:softplus_dropout:0.24851845129765837_dropout:True_batchnorm:True.out,10,"[('linear', 1666, 5554444), ('batch_normalization', 1666, 3332), ('Softplus', 1666, 0), ('dropout', 1666, 0), ('linear', 833, 1388611), ('batch_normalization', 833, 1666), ('Softplus', 833, 0), ('dropout', 833, 0), ('linear', 659, 549606), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('dropout', 659, 0), ('linear', 659, 434940), ('Softmax', 659, 0)]",Softplus,29766,10551465,947,9,9,1767,37.507936507936506,0.3279206349206349,0.27758620689655156,0.0783275862068966,0.1778301886792453
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input:806_output:108_depth:1_arch:bottleneck_batch:571_act:leaky_relu_dropout:0.40555558165621985_dropout:True_batchnorm:False.out,3,"[('linear', 403, 325221), ('LeakyReLU', 403, 0), ('dropout', 403, 0), ('linear', 201, 81204), ('LeakyReLU', 201, 0), ('dropout', 201, 0), ('linear', 108, 21816), ('Softmax', 108, 0)]",LeakyReLU,2028,428241,571,0,2,1477,18.523809523809526,0.16446774193548386,0.06081132075471698,0.009150943396226421,0.027150943396226423
input:1902_output:425_depth:5_arch:pyramid_batch:137_act:leaky_relu_dropout:0.40634067092347903_dropout:True_batchnorm:True.out,6,"[('linear', 951, 1809753), ('batch_normalization', 951, 1902), ('LeakyReLU', 951, 0), ('dropout', 951, 0), ('linear', 475, 452200), ('batch_normalization', 475, 950), ('LeakyReLU', 475, 0), ('dropout', 475, 0), ('linear', 425, 202300), ('batch_normalization', 425, 850), ('LeakyReLU', 425, 0), ('dropout', 425, 0), ('linear', 425, 181050), ('batch_normalization', 425, 850), ('LeakyReLU', 425, 0), ('dropout', 425, 0), ('linear', 425, 181050), ('batch_normalization', 425, 850), ('LeakyReLU', 425, 0), ('dropout', 425, 0), ('linear', 425, 181050), ('Softmax', 425, 0)]",LeakyReLU,11654,3012805,137,5,5,1533,38.516129032258064,0.356777777777778,0.15292592592592588,0.02620370370370369,0.055943396226415136
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input:1991_output:205_depth:2_arch:uniform_batch:728_act:selu_dropout:0.4574841340850625_dropout:True_batchnorm:False.out,3,"[('linear', 1991, 3966072), ('SELU', 1991, 0), ('dropout', 1991, 0), ('linear', 1991, 3966072), ('SELU', 1991, 0), ('dropout', 1991, 0), ('linear', 205, 408360), ('Softmax', 205, 0)]",SELU,12356,8340504,728,0,2,1639,36.82539682539682,0.31414062499999995,0.282438596491228,0.0664736842105263,0.2103508771929825
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input:2328_output:199_depth:4_arch:bottleneck_batch:485_act:identity_dropout:0.4999951905734469_dropout:True_batchnorm:False.out,6,"[('linear', 1164, 2710956), ('Identity', 1164, 0), ('dropout', 1164, 0), ('linear', 582, 678030), ('Identity', 582, 0), ('dropout', 582, 0), ('linear', 291, 169653), ('Identity', 291, 0), ('dropout', 291, 0), ('linear', 199, 58108), ('Identity', 199, 0), ('dropout', 199, 0), ('linear', 199, 39800), ('Identity', 199, 0), ('dropout', 199, 0), ('linear', 199, 39800), ('Softmax', 199, 0)]",Identity,7703,3696347,485,0,5,1539,38.46031746031746,0.3244193548387099,0.2258518518518518,0.047555555555555525,0.14579629629629626
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input:1577_output:113_depth:6_arch:pyramid_batch:213_act:gelu_dropout:0.2179688144082714_dropout:False_batchnorm:False.out,7,"[('linear', 788, 1243464), ('GELU', 788, 0), ('linear', 394, 310866), ('GELU', 394, 0), ('linear', 197, 77815), ('GELU', 197, 0), ('linear', 113, 22374), ('GELU', 113, 0), ('linear', 113, 12882), ('GELU', 113, 0), ('linear', 113, 12882), ('GELU', 113, 0), ('linear', 113, 12882), ('Softmax', 113, 0)]",GELU,3662,1693165,213,0,0,1497,37.07936507936508,0.345079365079365,0.11707407407407405,0.017629629629629637,0.053814814814814815
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input:3380_output:780_depth:8_arch:gradual_batch:848_act:relu_dropout:0.3604811874591697_dropout:False_batchnorm:True.out,9,"[('linear', 3055, 10328955), ('batch_normalization', 3055, 6110), ('ReLU', 3055, 0), ('linear', 2730, 8342880), ('batch_normalization', 2730, 5460), ('ReLU', 2730, 0), ('linear', 2405, 6568055), ('batch_normalization', 2405, 4810), ('ReLU', 2405, 0), ('linear', 2080, 5004480), ('batch_normalization', 2080, 4160), ('ReLU', 2080, 0), ('linear', 1755, 3652155), ('batch_normalization', 1755, 3510), ('ReLU', 1755, 0), ('linear', 1430, 2511080), ('batch_normalization', 1430, 2860), ('ReLU', 1430, 0), ('linear', 1105, 1581255), ('batch_normalization', 1105, 2210), ('ReLU', 1105, 0), ('linear', 780, 862680), ('batch_normalization', 780, 1560), ('ReLU', 780, 0), ('linear', 780, 609180), ('Softmax', 780, 0)]",ReLU,47580,39491400,848,8,0,2319,62.904761904761905,0.5899365079365083,0.5749655172413793,0.2066724137931035,0.4296724137931035
input:1635_output:186_depth:5_arch:pyramid_batch:731_act:prelu_dropout:0.3376765523823968_dropout:True_batchnorm:True.out,6,"[('linear', 817, 1336612), ('batch_normalization', 817, 1634), ('PReLU', 817, 0), ('dropout', 817, 0), ('linear', 408, 333744), ('batch_normalization', 408, 816), ('PReLU', 408, 0), ('dropout', 408, 0), ('linear', 204, 83436), ('batch_normalization', 204, 408), ('PReLU', 204, 0), ('dropout', 204, 0), ('linear', 186, 38130), ('batch_normalization', 186, 372), ('PReLU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('PReLU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('Softmax', 186, 0)]",PReLU,7576,1865088,731,5,5,1501,31.26984126984127,0.2812698412698413,0.14537735849056602,0.031490566037735854,0.08175471698113204
input:1852_output:431_depth:10_arch:pyramid_batch:653_act:selu_dropout:0.24141379231395127_dropout:True_batchnorm:True.out,11,"[('linear', 926, 1715878), ('batch_normalization', 926, 1852), ('SELU', 926, 0), ('dropout', 926, 0), ('linear', 463, 429201), ('batch_normalization', 463, 926), ('SELU', 463, 0), ('dropout', 463, 0), ('linear', 431, 199984), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('batch_normalization', 431, 862), ('SELU', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softmax', 431, 0)]",SELU,20210,3844273,653,10,10,1577,36.25396825396825,0.33036507936507925,0.20581034482758623,0.039862068965517215,0.11222222222222225
input:4047_output:396_depth:2_arch:uniform_batch:147_act:selu_dropout:0.1404615864608057_dropout:True_batchnorm:False.out,3,"[('linear', 4047, 16382256), ('SELU', 4047, 0), ('dropout', 4047, 0), ('linear', 4047, 16382256), ('SELU', 4047, 0), ('dropout', 4047, 0), ('linear', 396, 1603008), ('Softmax', 396, 0)]",SELU,25074,34367520,147,0,2,2133,70.53968253968254,0.6706825396825399,0.647263157894737,0.2633157894736842,0.2723157894736843
input:1134_output:276_depth:1_arch:gradual_batch:153_act:swish_dropout:0.34921660158361423_dropout:False_batchnorm:True.out,2,"[('linear', 276, 313260), ('batch_normalization', 276, 552), ('SiLU', 276, 0), ('linear', 276, 76452), ('Softmax', 276, 0)]",SiLU,1380,390264,153,1,0,1475,27.07936507936508,0.24247619047619054,0.0481272727272727,0.005927272727272731,0.017698113207547182
input:3955_output:537_depth:9_arch:pyramid_batch:275_act:prelu_dropout:0.3904507707441345_dropout:True_batchnorm:False.out,10,"[('linear', 1977, 7821012), ('PReLU', 1977, 0), ('dropout', 1977, 0), ('linear', 988, 1954264), ('PReLU', 988, 0), ('dropout', 988, 0), ('linear', 537, 531093), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('PReLU', 537, 0), ('dropout', 537, 0), ('linear', 537, 288906), ('Softmax', 537, 0)]",PReLU,21246,12328711,275,0,9,1715,43.73015873015873,0.40533870967741936,0.3252777777777778,0.09333333333333332,0.14458928571428573
input:117_output:26_depth:3_arch:uniform_batch:35_act:identity_dropout:0.36857468274263305_dropout:False_batchnorm:True.out,4,"[('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 26, 3068), ('Softmax', 26, 0)]",Identity,1105,45188,35,3,0,1451,5.0,0.021,0,0,0
input:401_output:57_depth:6_arch:gradual_batch:529_act:leaky_relu_dropout:0.42132831024397166_dropout:False_batchnorm:False.out,7,"[('linear', 344, 138288), ('LeakyReLU', 344, 0), ('linear', 287, 99015), ('LeakyReLU', 287, 0), ('linear', 230, 66240), ('LeakyReLU', 230, 0), ('linear', 173, 39963), ('LeakyReLU', 173, 0), ('linear', 116, 20184), ('LeakyReLU', 116, 0), ('linear', 59, 6903), ('LeakyReLU', 59, 0), ('linear', 57, 3420), ('Softmax', 57, 0)]",LeakyReLU,2532,374013,529,0,0,1461,21.677419354838708,0.2047777777777778,0.07083333333333332,0.008000000000000005,0.026759259259259257
input:3845_output:155_depth:1_arch:gradual_batch:898_act:elu_dropout:0.35757316645284465_dropout:True_batchnorm:False.out,2,"[('linear', 155, 596130), ('ELU', 155, 0), ('dropout', 155, 0), ('linear', 155, 24180), ('Softmax', 155, 0)]",ELU,775,620310,898,0,1,1489,17.126984126984127,0.092,0.04160377358490567,0.007320754716981137,0.027
input:2647_output:459_depth:1_arch:bottleneck_batch:747_act:elu_dropout:0.31135603409410706_dropout:True_batchnorm:False.out,3,"[('linear', 1323, 3503304), ('ELU', 1323, 0), ('dropout', 1323, 0), ('linear', 661, 875164), ('ELU', 661, 0), ('dropout', 661, 0), ('linear', 459, 303858), ('Softmax', 459, 0)]",ELU,6870,4682326,747,0,2,1579,35.23809523809524,0.29747619047619056,0.24935849056603776,0.059924528301886805,0.18001960784313728
input:986_output:67_depth:7_arch:pyramid_batch:81_act:leaky_relu_dropout:0.427754306295527_dropout:False_batchnorm:True.out,8,"[('linear', 493, 486591), ('batch_normalization', 493, 986), ('LeakyReLU', 493, 0), ('linear', 246, 121524), ('batch_normalization', 246, 492), ('LeakyReLU', 246, 0), ('linear', 123, 30381), ('batch_normalization', 123, 246), ('LeakyReLU', 123, 0), ('linear', 67, 8308), ('batch_normalization', 67, 134), ('LeakyReLU', 67, 0), ('linear', 67, 4556), ('batch_normalization', 67, 134), ('LeakyReLU', 67, 0), ('linear', 67, 4556), ('batch_normalization', 67, 134), ('LeakyReLU', 67, 0), ('linear', 67, 4556), ('batch_normalization', 67, 134), ('LeakyReLU', 67, 0), ('linear', 67, 4556), ('Softmax', 67, 0)]",LeakyReLU,3524,667288,81,7,0,1475,37.285714285714285,0.36231746031746015,0.04094339622641507,0.006000000000000004,0.011000000000000006
input:2204_output:55_depth:2_arch:bottleneck_batch:983_act:softplus_dropout:0.4793864254128265_dropout:False_batchnorm:True.out,4,"[('linear', 1102, 2429910), ('batch_normalization', 1102, 2204), ('Softplus', 1102, 0), ('linear', 551, 607753), ('batch_normalization', 551, 1102), ('Softplus', 551, 0), ('linear', 275, 151800), ('batch_normalization', 275, 550), ('Softplus', 275, 0), ('linear', 55, 15180), ('Softmax', 55, 0)]",Softplus,5894,3208499,983,3,0,1537,30.46031746031746,0.2602063492063491,0.1849259259259259,0.04118518518518517,0.13831481481481483
input:2709_output:608_depth:8_arch:pyramid_batch:695_act:identity_dropout:0.39201697007540215_dropout:False_batchnorm:True.out,9,"[('linear', 1354, 3669340), ('batch_normalization', 1354, 2708), ('Identity', 1354, 0), ('linear', 677, 917335), ('batch_normalization', 677, 1354), ('Identity', 677, 0), ('linear', 608, 412224), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('batch_normalization', 608, 1216), ('Identity', 608, 0), ('linear', 608, 370272), ('Softmax', 608, 0)]",Identity,18253,7231889,695,8,0,1621,35.23809523809524,0.31461290322580643,0.23987272727272724,0.05667272727272729,0.15885454545454541
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input:1793_output:75_depth:9_arch:gradual_batch:753_act:prelu_dropout:0.24214320236883624_dropout:True_batchnorm:False.out,10,"[('linear', 1603, 2875782), ('PReLU', 1603, 0), ('dropout', 1603, 0), ('linear', 1413, 2266452), ('PReLU', 1413, 0), ('dropout', 1413, 0), ('linear', 1223, 1729322), ('PReLU', 1223, 0), ('dropout', 1223, 0), ('linear', 1033, 1264392), ('PReLU', 1033, 0), ('dropout', 1033, 0), ('linear', 843, 871662), ('PReLU', 843, 0), ('dropout', 843, 0), ('linear', 653, 551132), ('PReLU', 653, 0), ('dropout', 653, 0), ('linear', 463, 302802), ('PReLU', 463, 0), ('dropout', 463, 0), ('linear', 273, 126672), ('PReLU', 273, 0), ('dropout', 273, 0), ('linear', 83, 22742), ('PReLU', 83, 0), ('dropout', 83, 0), ('linear', 75, 6300), ('Softmax', 75, 0)]",PReLU,22911,10017258,753,0,9,1697,40.904761904761905,0.37472580645161285,0.32140350877192997,0.08600000000000001,0.22201851851851848
input:116_output:10_depth:4_arch:pyramid_batch:433_act:swish_dropout:0.3394306679144239_dropout:False_batchnorm:True.out,5,"[('linear', 58, 6786), ('batch_normalization', 58, 116), ('SiLU', 58, 0), ('linear', 29, 1711), ('batch_normalization', 29, 58), ('SiLU', 29, 0), ('linear', 14, 420), ('batch_normalization', 14, 28), ('SiLU', 14, 0), ('linear', 10, 150), ('batch_normalization', 10, 20), ('SiLU', 10, 0), ('linear', 10, 110), ('Softmax', 10, 0)]",SiLU,353,9399,433,4,0,1451,18.96825396825397,0.18440322580645155,0.0076538461538461595,0.0010000000000000007,0.0010000000000000007
input:741_output:155_depth:8_arch:pyramid_batch:308_act:prelu_dropout:0.24150946838301493_dropout:False_batchnorm:True.out,9,"[('linear', 370, 274540), ('batch_normalization', 370, 740), ('PReLU', 370, 0), ('linear', 185, 68635), ('batch_normalization', 185, 370), ('PReLU', 185, 0), ('linear', 155, 28830), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('batch_normalization', 155, 310), ('PReLU', 155, 0), ('linear', 155, 24180), ('Softmax', 155, 0)]",PReLU,4765,520055,308,8,0,1481,35.12698412698413,0.3356507936507937,0.07177777777777777,0.007648148148148154,0.018907407407407414
input:3177_output:293_depth:6_arch:uniform_batch:928_act:softplus_dropout:0.4843126414857094_dropout:True_batchnorm:True.out,7,"[('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 3177, 10096506), ('batch_normalization', 3177, 6354), ('Softplus', 3177, 0), ('dropout', 3177, 0), ('linear', 293, 931154), ('Softmax', 293, 0)]",Softplus,76834,61548314,928,6,6,2929,72.46031746031746,0.6941904761904764,0.6598771929824561,0.23470175438596497,0.5116315789473683
input:3667_output:595_depth:5_arch:gradual_batch:136_act:swish_dropout:0.11159250483392982_dropout:True_batchnorm:True.out,6,"[('linear', 3053, 11198404), ('batch_normalization', 3053, 6106), ('SiLU', 3053, 0), ('dropout', 3053, 0), ('linear', 2439, 7448706), ('batch_normalization', 2439, 4878), ('SiLU', 2439, 0), ('dropout', 2439, 0), ('linear', 1825, 4453000), ('batch_normalization', 1825, 3650), ('SiLU', 1825, 0), ('dropout', 1825, 0), ('linear', 1211, 2211286), ('batch_normalization', 1211, 2422), ('SiLU', 1211, 0), ('dropout', 1211, 0), ('linear', 597, 723564), ('batch_normalization', 597, 1194), ('SiLU', 597, 0), ('dropout', 597, 0), ('linear', 595, 355810), ('Softmax', 595, 0)]",SiLU,37690,26409020,136,5,5,2001,68.66129032258064,0.6612096774193548,0.5510185185185185,0.21262962962962945,0.21624528301886792
input:1352_output:11_depth:2_arch:bottleneck_batch:283_act:tanh_dropout:0.3091375031672604_dropout:True_batchnorm:False.out,4,"[('linear', 676, 914628), ('Tanh', 676, 0), ('dropout', 676, 0), ('linear', 338, 228826), ('Tanh', 338, 0), ('dropout', 338, 0), ('linear', 169, 57291), ('Tanh', 169, 0), ('dropout', 169, 0), ('linear', 11, 1870), ('Softmax', 11, 0)]",Tanh,3571,1202615,283,0,3,1479,30.03174603174603,0.26729032258064517,0.10760784313725491,0.020470588235294122,0.05615999999999999
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input:1798_output:155_depth:4_arch:uniform_batch:68_act:swish_dropout:0.4969590096160327_dropout:True_batchnorm:True.out,5,"[('linear', 1798, 3234602), ('batch_normalization', 1798, 3596), ('SiLU', 1798, 0), ('dropout', 1798, 0), ('linear', 1798, 3234602), ('batch_normalization', 1798, 3596), ('SiLU', 1798, 0), ('dropout', 1798, 0), ('linear', 1798, 3234602), ('batch_normalization', 1798, 3596), ('SiLU', 1798, 0), ('dropout', 1798, 0), ('linear', 1798, 3234602), ('batch_normalization', 1798, 3596), ('SiLU', 1798, 0), ('dropout', 1798, 0), ('linear', 155, 278845), ('Softmax', 155, 0)]",SiLU,29078,13231637,68,4,4,1739,50.61904761904762,0.49444444444444463,0.3799482758620691,0.12546551724137928,0.11793103448275864
input:538_output:18_depth:1_arch:uniform_batch:664_act:tanh_dropout:0.4154171752233251_dropout:False_batchnorm:False.out,2,"[('linear', 538, 289982), ('Tanh', 538, 0), ('linear', 18, 9702), ('Softmax', 18, 0)]",Tanh,1112,299684,664,0,0,1473,12.67741935483871,0.10785714285714289,0.03403773584905659,0.0055849056603773616,0.018173076923076934
input:2801_output:596_depth:1_arch:bottleneck_batch:711_act:gelu_dropout:0.19429626963837318_dropout:False_batchnorm:True.out,3,"[('linear', 1400, 3922800), ('batch_normalization', 1400, 2800), ('GELU', 1400, 0), ('linear', 700, 980700), ('batch_normalization', 700, 1400), ('GELU', 700, 0), ('linear', 596, 417796), ('Softmax', 596, 0)]",GELU,7492,5325496,711,2,0,1587,29.49206349206349,0.30546774193548387,0.25494230769230775,0.06403846153846154,0.18345283018867917
input:3636_output:410_depth:5_arch:gradual_batch:608_act:mish_dropout:0.4248272075230688_dropout:True_batchnorm:False.out,6,"[('linear', 2991, 10878267), ('Mish', 2991, 0), ('dropout', 2991, 0), ('linear', 2346, 7019232), ('Mish', 2346, 0), ('dropout', 2346, 0), ('linear', 1701, 3992247), ('Mish', 1701, 0), ('dropout', 1701, 0), ('linear', 1056, 1797312), ('Mish', 1056, 0), ('dropout', 1056, 0), ('linear', 411, 434427), ('Mish', 411, 0), ('dropout', 411, 0), ('linear', 410, 168920), ('Softmax', 410, 0)]",Mish,26335,24290405,608,0,5,1983,53.11290322580645,0.4894838709677418,0.45179245283018876,0.1646037735849057,0.3135818181818182
input:1032_output:39_depth:2_arch:gradual_batch:377_act:swish_dropout:0.46454331799543214_dropout:False_batchnorm:True.out,3,"[('linear', 536, 553688), ('batch_normalization', 536, 1072), ('SiLU', 536, 0), ('linear', 40, 21480), ('batch_normalization', 40, 80), ('SiLU', 40, 0), ('linear', 39, 1599), ('Softmax', 39, 0)]",SiLU,1806,577919,377,2,0,1475,21.96825396825397,0.1868253968253968,0.05433333333333332,0.008629629629629635,0.029415094339622635
input:35_output:3_depth:3_arch:gradual_batch:346_act:elu_dropout:0.34884894323877336_dropout:False_batchnorm:True.out,4,"[('linear', 25, 900), ('batch_normalization', 25, 50), ('ELU', 25, 0), ('linear', 15, 390), ('batch_normalization', 15, 30), ('ELU', 15, 0), ('linear', 5, 80), ('batch_normalization', 5, 10), ('ELU', 5, 0), ('linear', 3, 18), ('Softmax', 3, 0)]",ELU,141,1478,346,3,0,1451,16.825396825396826,0.16866129032258062,0.003921568627450983,0.0010000000000000007,0.0010000000000000007
input:255_output:3_depth:9_arch:bottleneck_batch:106_act:tanh_dropout:0.32037295473724625_dropout:True_batchnorm:False.out,11,"[('linear', 127, 32512), ('Tanh', 127, 0), ('dropout', 127, 0), ('linear', 63, 8064), ('Tanh', 63, 0), ('dropout', 63, 0), ('linear', 31, 1984), ('Tanh', 31, 0), ('dropout', 31, 0), ('linear', 15, 480), ('Tanh', 15, 0), ('dropout', 15, 0), ('linear', 7, 112), ('Tanh', 7, 0), ('dropout', 7, 0), ('linear', 3, 24), ('Tanh', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Tanh', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Tanh', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Tanh', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Tanh', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",Tanh,780,43236,106,0,10,1451,33.96825396825397,0.32966666666666683,0.009000000000000005,0.0010000000000000007,0.0010000000000000007
input:2927_output:297_depth:10_arch:pyramid_batch:823_act:swish_dropout:0.11478472466116477_dropout:True_batchnorm:True.out,11,"[('linear', 1463, 4283664), ('batch_normalization', 1463, 2926), ('SiLU', 1463, 0), ('dropout', 1463, 0), ('linear', 731, 1070184), ('batch_normalization', 731, 1462), ('SiLU', 731, 0), ('dropout', 731, 0), ('linear', 365, 267180), ('batch_normalization', 365, 730), ('SiLU', 365, 0), ('dropout', 365, 0), ('linear', 297, 108702), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('batch_normalization', 297, 594), ('SiLU', 297, 0), ('dropout', 297, 0), ('linear', 297, 88506), ('Softmax', 297, 0)]",SiLU,19146,6358548,823,10,10,1637,37.645161290322584,0.3175967741935483,0.23872727272727276,0.0626909090909091,0.14758181818181818
input:528_output:13_depth:4_arch:uniform_batch:551_act:mish_dropout:0.37267421660925404_dropout:True_batchnorm:False.out,5,"[('linear', 528, 279312), ('Mish', 528, 0), ('dropout', 528, 0), ('linear', 528, 279312), ('Mish', 528, 0), ('dropout', 528, 0), ('linear', 528, 279312), ('Mish', 528, 0), ('dropout', 528, 0), ('linear', 528, 279312), ('Mish', 528, 0), ('dropout', 528, 0), ('linear', 13, 6877), ('Softmax', 13, 0)]",Mish,6362,1124125,551,0,4,1497,27.58730158730159,0.25667741935483873,0.14058490566037732,0.024924528301886784,0.08109259259259262
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input:372_output:59_depth:6_arch:uniform_batch:422_act:gelu_dropout:0.16897707689639285_dropout:False_batchnorm:True.out,7,"[('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 372, 138756), ('batch_normalization', 372, 744), ('GELU', 372, 0), ('linear', 59, 22007), ('Softmax', 59, 0)]",GELU,6814,859007,422,6,0,1477,33.25806451612903,0.31628571428571434,0.12047169811320753,0.02000000000000001,0.05264814814814818
input:2283_output:124_depth:9_arch:uniform_batch:982_act:gelu_dropout:0.2127710514951604_dropout:False_batchnorm:True.out,10,"[('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 2283, 5214372), ('batch_normalization', 2283, 4566), ('GELU', 2283, 0), ('linear', 124, 283216), ('Softmax', 124, 0)]",GELU,61889,47253658,982,9,0,2393,67.390625,0.6547460317460316,0.6269821428571427,0.25385714285714284,0.4793214285714285
input:2274_output:282_depth:9_arch:pyramid_batch:565_act:relu_dropout:0.48908804815753004_dropout:False_batchnorm:True.out,10,"[('linear', 1137, 2586675), ('batch_normalization', 1137, 2274), ('ReLU', 1137, 0), ('linear', 568, 646384), ('batch_normalization', 568, 1136), ('ReLU', 568, 0), ('linear', 284, 161596), ('batch_normalization', 284, 568), ('ReLU', 284, 0), ('linear', 282, 80370), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('batch_normalization', 282, 564), ('ReLU', 282, 0), ('linear', 282, 79806), ('Softmax', 282, 0)]",ReLU,11607,3961223,565,9,0,1553,36.111111111111114,0.3298387096774193,0.2000185185185186,0.03409259259259258,0.1159245283018868
input:4019_output:733_depth:3_arch:bottleneck_batch:267_act:softplus_dropout:0.20434409515632002_dropout:False_batchnorm:True.out,5,"[('linear', 2009, 8076180), ('batch_normalization', 2009, 4018), ('Softplus', 2009, 0), ('linear', 1004, 2018040), ('batch_normalization', 1004, 2008), ('Softplus', 1004, 0), ('linear', 733, 736665), ('batch_normalization', 733, 1466), ('Softplus', 733, 0), ('linear', 733, 538022), ('batch_normalization', 733, 1466), ('Softplus', 733, 0), ('linear', 733, 538022), ('Softmax', 733, 0)]",Softplus,14903,11915887,267,4,0,1719,45.04838709677419,0.4094354838709677,0.3444363636363637,0.10401818181818188,0.16635593220338973
input:451_output:33_depth:3_arch:gradual_batch:922_act:elu_dropout:0.4726490831978446_dropout:False_batchnorm:True.out,4,"[('linear', 312, 141024), ('batch_normalization', 312, 624), ('ELU', 312, 0), ('linear', 173, 54149), ('batch_normalization', 173, 346), ('ELU', 173, 0), ('linear', 34, 5916), ('batch_normalization', 34, 68), ('ELU', 34, 0), ('linear', 33, 1155), ('Softmax', 33, 0)]",ELU,1623,203282,922,3,0,1477,15.0,0.13548387096774195,0.03522222222222222,0.0060000000000000045,0.014436363636363645
input:2184_output:193_depth:6_arch:pyramid_batch:439_act:elu_dropout:0.2813525574093368_dropout:False_batchnorm:True.out,7,"[('linear', 1092, 2386020), ('batch_normalization', 1092, 2184), ('ELU', 1092, 0), ('linear', 546, 596778), ('batch_normalization', 546, 1092), ('ELU', 546, 0), ('linear', 273, 149331), ('batch_normalization', 273, 546), ('ELU', 273, 0), ('linear', 193, 52882), ('batch_normalization', 193, 386), ('ELU', 193, 0), ('linear', 193, 37442), ('batch_normalization', 193, 386), ('ELU', 193, 0), ('linear', 193, 37442), ('batch_normalization', 193, 386), ('ELU', 193, 0), ('linear', 193, 37442), ('Softmax', 193, 0)]",ELU,7856,3302317,439,6,0,1543,36.19047619047619,0.3276190476190476,0.1909056603773585,0.03488679245283019,0.10927272727272729
input:1349_output:211_depth:6_arch:bottleneck_batch:711_act:selu_dropout:0.30422118880443133_dropout:False_batchnorm:True.out,8,"[('linear', 674, 909900), ('batch_normalization', 674, 1348), ('SELU', 674, 0), ('linear', 337, 227475), ('batch_normalization', 337, 674), ('SELU', 337, 0), ('linear', 211, 71318), ('batch_normalization', 211, 422), ('SELU', 211, 0), ('linear', 211, 44732), ('batch_normalization', 211, 422), ('SELU', 211, 0), ('linear', 211, 44732), ('batch_normalization', 211, 422), ('SELU', 211, 0), ('linear', 211, 44732), ('batch_normalization', 211, 422), ('SELU', 211, 0), ('linear', 211, 44732), ('batch_normalization', 211, 422), ('SELU', 211, 0), ('linear', 211, 44732), ('Softmax', 211, 0)]",SELU,6620,1436485,711,7,0,1513,32.06349206349206,0.2872539682539683,0.13646153846153847,0.024769230769230766,0.07257407407407405
input:3272_output:711_depth:1_arch:bottleneck_batch:476_act:tanh_dropout:0.28349806248599496_dropout:False_batchnorm:False.out,3,"[('linear', 1636, 5354628), ('Tanh', 1636, 0), ('linear', 818, 1339066), ('Tanh', 818, 0), ('linear', 711, 582309), ('Softmax', 711, 0)]",Tanh,6330,7276003,476,0,0,1625,36.53968253968254,0.3153809523809524,0.278388888888889,0.06977777777777783,0.18162962962962956
input:3846_output:714_depth:7_arch:pyramid_batch:668_act:softplus_dropout:0.33508748082453754_dropout:True_batchnorm:False.out,8,"[('linear', 1923, 7397781), ('Softplus', 1923, 0), ('dropout', 1923, 0), ('linear', 961, 1848964), ('Softplus', 961, 0), ('dropout', 961, 0), ('linear', 714, 686868), ('Softplus', 714, 0), ('dropout', 714, 0), ('linear', 714, 510510), ('Softplus', 714, 0), ('dropout', 714, 0), ('linear', 714, 510510), ('Softplus', 714, 0), ('dropout', 714, 0), ('linear', 714, 510510), ('Softplus', 714, 0), ('dropout', 714, 0), ('linear', 714, 510510), ('Softplus', 714, 0), ('dropout', 714, 0), ('linear', 714, 510510), ('Softmax', 714, 0)]",Softplus,20790,12486163,668,0,7,1757,40.5,0.3467142857142857,0.3102142857142858,0.09841071428571432,0.19698181818181823
input:2069_output:457_depth:3_arch:gradual_batch:485_act:mish_dropout:0.2861152484274366_dropout:True_batchnorm:True.out,4,"[('linear', 1532, 3171240), ('batch_normalization', 1532, 3064), ('Mish', 1532, 0), ('dropout', 1532, 0), ('linear', 995, 1525335), ('batch_normalization', 995, 1990), ('Mish', 995, 0), ('dropout', 995, 0), ('linear', 458, 456168), ('batch_normalization', 458, 916), ('Mish', 458, 0), ('dropout', 458, 0), ('linear', 457, 209763), ('Softmax', 457, 0)]",Mish,12854,5368476,485,3,3,1585,34.11290322580645,0.32442857142857146,0.24618518518518517,0.056833333333333354,0.15799999999999997
input:847_output:199_depth:3_arch:bottleneck_batch:384_act:prelu_dropout:0.43750407401598557_dropout:True_batchnorm:True.out,5,"[('linear', 423, 358704), ('batch_normalization', 423, 846), ('PReLU', 423, 0), ('dropout', 423, 0), ('linear', 211, 89464), ('batch_normalization', 211, 422), ('PReLU', 211, 0), ('dropout', 211, 0), ('linear', 199, 42188), ('batch_normalization', 199, 398), ('PReLU', 199, 0), ('dropout', 199, 0), ('linear', 199, 39800), ('batch_normalization', 199, 398), ('PReLU', 199, 0), ('dropout', 199, 0), ('linear', 199, 39800), ('Softmax', 199, 0)]",PReLU,4526,572020,384,4,4,1479,27.79032258064516,0.26096774193548394,0.08067924528301891,0.01064150943396227,0.02709433962264151
input:33_output:4_depth:2_arch:pyramid_batch:395_act:gelu_dropout:0.1068351090902128_dropout:False_batchnorm:False.out,3,"[('linear', 16, 544), ('GELU', 16, 0), ('linear', 8, 136), ('GELU', 8, 0), ('linear', 4, 36), ('Softmax', 4, 0)]",GELU,56,716,395,0,0,1451,12.483870967741936,0.12244444444444445,0.0026346153846153863,0,0.0010000000000000007
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input:105_output:5_depth:6_arch:pyramid_batch:531_act:selu_dropout:0.12441831464456783_dropout:True_batchnorm:False.out,7,"[('linear', 52, 5512), ('SELU', 52, 0), ('dropout', 52, 0), ('linear', 26, 1378), ('SELU', 26, 0), ('dropout', 26, 0), ('linear', 13, 351), ('SELU', 13, 0), ('dropout', 13, 0), ('linear', 6, 84), ('SELU', 6, 0), ('dropout', 6, 0), ('linear', 5, 35), ('SELU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('SELU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('Softmax', 5, 0)]",SELU,331,7420,531,0,6,1451,17.88888888888889,0.17643548387096772,0.008905660377358496,0.0010000000000000007,0.00101923076923077
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input:173_output:6_depth:1_arch:uniform_batch:945_act:prelu_dropout:0.4624403581330703_dropout:True_batchnorm:True.out,2,"[('linear', 173, 30102), ('batch_normalization', 173, 346), ('PReLU', 173, 0), ('dropout', 173, 0), ('linear', 6, 1044), ('Softmax', 6, 0)]",PReLU,704,31492,945,1,1,1455,8.903225806451612,0.07921875000000005,0.012111111111111118,0.0022407407407407424,0.0028269230769230784
input:3697_output:307_depth:9_arch:bottleneck_batch:475_act:selu_dropout:0.3288979670623883_dropout:False_batchnorm:False.out,11,"[('linear', 1848, 6833904), ('SELU', 1848, 0), ('linear', 924, 1708476), ('SELU', 924, 0), ('linear', 462, 427350), ('SELU', 462, 0), ('linear', 307, 142141), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('SELU', 307, 0), ('linear', 307, 94556), ('Softmax', 307, 0)]",SELU,11380,9773763,475,0,0,1675,38.77777777777778,0.3382903225806451,0.26926785714285717,0.06994545454545455,0.15590909090909086
input:2806_output:220_depth:9_arch:bottleneck_batch:305_act:swish_dropout:0.203996120995382_dropout:True_batchnorm:False.out,11,"[('linear', 1403, 3938221), ('SiLU', 1403, 0), ('dropout', 1403, 0), ('linear', 701, 984204), ('SiLU', 701, 0), ('dropout', 701, 0), ('linear', 350, 245700), ('SiLU', 350, 0), ('dropout', 350, 0), ('linear', 220, 77220), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('Softmax', 220, 0)]",SiLU,12422,5585685,305,0,10,1587,37.79032258064516,0.337904761904762,0.22155932203389822,0.04722033898305084,0.10236363636363636
input:735_output:97_depth:5_arch:pyramid_batch:179_act:tanh_dropout:0.4297161473023293_dropout:False_batchnorm:False.out,6,"[('linear', 367, 270112), ('Tanh', 367, 0), ('linear', 183, 67344), ('Tanh', 183, 0), ('linear', 97, 17848), ('Tanh', 97, 0), ('linear', 97, 9506), ('Tanh', 97, 0), ('linear', 97, 9506), ('Tanh', 97, 0), ('linear', 97, 9506), ('Softmax', 97, 0)]",Tanh,1876,383822,179,0,0,1475,33.0,0.3174032258064516,0.0514423076923077,0.004000000000000003,0.016509433962264165
input:4031_output:726_depth:3_arch:bottleneck_batch:534_act:softplus_dropout:0.4753153530552795_dropout:True_batchnorm:True.out,5,"[('linear', 2015, 8124480), ('batch_normalization', 2015, 4030), ('Softplus', 2015, 0), ('dropout', 2015, 0), ('linear', 1007, 2030112), ('batch_normalization', 1007, 2014), ('Softplus', 1007, 0), ('dropout', 1007, 0), ('linear', 726, 731808), ('batch_normalization', 726, 1452), ('Softplus', 726, 0), ('dropout', 726, 0), ('linear', 726, 527802), ('batch_normalization', 726, 1452), ('Softplus', 726, 0), ('dropout', 726, 0), ('linear', 726, 527802), ('Softmax', 726, 0)]",Softplus,19348,11950952,534,4,4,1753,38.0,0.33901612903225803,0.2984210526315789,0.0892982456140351,0.17782142857142855
input:178_output:21_depth:2_arch:gradual_batch:833_act:selu_dropout:0.4342589138568206_dropout:True_batchnorm:True.out,3,"[('linear', 100, 17900), ('batch_normalization', 100, 200), ('SELU', 100, 0), ('dropout', 100, 0), ('linear', 22, 2222), ('batch_normalization', 22, 44), ('SELU', 22, 0), ('dropout', 22, 0), ('linear', 21, 483), ('Softmax', 21, 0)]",SELU,530,20849,833,2,2,1453,9.507936507936508,0.09145161290322583,0.013666666666666676,0.0015370370370370381,0.002471698113207549
input:3607_output:19_depth:2_arch:gradual_batch:685_act:gelu_dropout:0.27723114239413116_dropout:True_batchnorm:False.out,3,"[('linear', 1813, 6541304), ('GELU', 1813, 0), ('dropout', 1813, 0), ('linear', 19, 34466), ('GELU', 19, 0), ('dropout', 19, 0), ('linear', 19, 380), ('Softmax', 19, 0)]",GELU,5534,6576150,685,0,2,1621,36.61904761904762,0.3034285714285715,0.2811454545454546,0.07474545454545455,0.19957142857142865
input:1763_output:13_depth:9_arch:pyramid_batch:711_act:mish_dropout:0.3550892544019535_dropout:False_batchnorm:True.out,10,"[('linear', 881, 1554084), ('batch_normalization', 881, 1762), ('Mish', 881, 0), ('linear', 440, 388080), ('batch_normalization', 440, 880), ('Mish', 440, 0), ('linear', 220, 97020), ('batch_normalization', 220, 440), ('Mish', 220, 0), ('linear', 110, 24310), ('batch_normalization', 110, 220), ('Mish', 110, 0), ('linear', 55, 6105), ('batch_normalization', 55, 110), ('Mish', 55, 0), ('linear', 27, 1512), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 13, 364), ('batch_normalization', 13, 26), ('Mish', 13, 0), ('linear', 13, 182), ('batch_normalization', 13, 26), ('Mish', 13, 0), ('linear', 13, 182), ('batch_normalization', 13, 26), ('Mish', 13, 0), ('linear', 13, 182), ('Softmax', 13, 0)]",Mish,5342,2075565,711,9,0,1499,34.725806451612904,0.31066129032258066,0.13292156862745097,0.026980392156862747,0.08368627450980394
input:1741_output:209_depth:2_arch:uniform_batch:253_act:tanh_dropout:0.24821401515775082_dropout:False_batchnorm:True.out,3,"[('linear', 1741, 3032822), ('batch_normalization', 1741, 3482), ('Tanh', 1741, 0), ('linear', 1741, 3032822), ('batch_normalization', 1741, 3482), ('Tanh', 1741, 0), ('linear', 209, 364078), ('Softmax', 209, 0)]",Tanh,10864,6436686,253,2,0,1593,38.57142857142857,0.353920634920635,0.26964285714285713,0.06366071428571428,0.1260714285714286
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input:2148_output:270_depth:4_arch:pyramid_batch:571_act:elu_dropout:0.14760330056299936_dropout:True_batchnorm:True.out,5,"[('linear', 1074, 2308026), ('batch_normalization', 1074, 2148), ('ELU', 1074, 0), ('dropout', 1074, 0), ('linear', 537, 577275), ('batch_normalization', 537, 1074), ('ELU', 537, 0), ('dropout', 537, 0), ('linear', 270, 145260), ('batch_normalization', 270, 540), ('ELU', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('batch_normalization', 270, 540), ('ELU', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softmax', 270, 0)]",ELU,9144,3181203,571,4,4,1521,35.63492063492063,0.31592063492063494,0.19701818181818184,0.04118181818181819,0.12305454545454544
input:361_output:58_depth:5_arch:bottleneck_batch:835_act:identity_dropout:0.4792102873774312_dropout:True_batchnorm:False.out,7,"[('linear', 180, 65160), ('Identity', 180, 0), ('dropout', 180, 0), ('linear', 90, 16290), ('Identity', 90, 0), ('dropout', 90, 0), ('linear', 58, 5278), ('Identity', 58, 0), ('dropout', 58, 0), ('linear', 58, 3422), ('Identity', 58, 0), ('dropout', 58, 0), ('linear', 58, 3422), ('Identity', 58, 0), ('dropout', 58, 0), ('linear', 58, 3422), ('Identity', 58, 0), ('dropout', 58, 0), ('linear', 58, 3422), ('Softmax', 58, 0)]",Identity,1622,100416,835,0,6,1455,14.238095238095237,0.13036507936507938,0.03471153846153845,0.0039038461538461566,0.008037735849056609
input:3053_output:13_depth:7_arch:uniform_batch:829_act:gelu_dropout:0.3619427598393947_dropout:False_batchnorm:False.out,8,"[('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 3053, 9323862), ('GELU', 3053, 0), ('linear', 13, 39702), ('Softmax', 13, 0)]",GELU,42768,65306736,829,0,0,2871,70.625,0.7039516129032259,0.6835344827586207,0.2032931034482759,0.5535087719298246
input:1122_output:144_depth:10_arch:pyramid_batch:824_act:selu_dropout:0.2851191085020642_dropout:False_batchnorm:True.out,11,"[('linear', 561, 630003), ('batch_normalization', 561, 1122), ('SELU', 561, 0), ('linear', 280, 157360), ('batch_normalization', 280, 560), ('SELU', 280, 0), ('linear', 144, 40464), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('batch_normalization', 144, 288), ('SELU', 144, 0), ('linear', 144, 20880), ('Softmax', 144, 0)]",SELU,6267,998853,824,10,0,1493,32.12698412698413,0.29330158730158734,0.10744230769230774,0.018115384615384623,0.05303846153846154
input:1489_output:347_depth:2_arch:uniform_batch:689_act:identity_dropout:0.24431360230841914_dropout:True_batchnorm:True.out,3,"[('linear', 1489, 2218610), ('batch_normalization', 1489, 2978), ('Identity', 1489, 0), ('dropout', 1489, 0), ('linear', 1489, 2218610), ('batch_normalization', 1489, 2978), ('Identity', 1489, 0), ('dropout', 1489, 0), ('linear', 347, 517030), ('Softmax', 347, 0)]",Identity,12606,4960206,689,2,2,1577,36.492063492063494,0.3383333333333333,0.29257407407407415,0.07092592592592593,0.20275925925925928
input:896_output:186_depth:9_arch:bottleneck_batch:674_act:gelu_dropout:0.4429475516035315_dropout:True_batchnorm:True.out,11,"[('linear', 448, 401856), ('batch_normalization', 448, 896), ('GELU', 448, 0), ('dropout', 448, 0), ('linear', 224, 100576), ('batch_normalization', 224, 448), ('GELU', 224, 0), ('dropout', 224, 0), ('linear', 186, 41850), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('batch_normalization', 186, 372), ('GELU', 186, 0), ('dropout', 186, 0), ('linear', 186, 34782), ('Softmax', 186, 0)]",GELU,9012,826858,674,10,10,1493,32.53968253968254,0.30407936507936506,0.09333962264150947,0.014150943396226424,0.03935849056603775
input:169_output:3_depth:8_arch:bottleneck_batch:90_act:identity_dropout:0.4107397756767014_dropout:True_batchnorm:True.out,10,"[('linear', 84, 14280), ('batch_normalization', 84, 168), ('Identity', 84, 0), ('dropout', 84, 0), ('linear', 42, 3570), ('batch_normalization', 42, 84), ('Identity', 42, 0), ('dropout', 42, 0), ('linear', 21, 903), ('batch_normalization', 21, 42), ('Identity', 21, 0), ('dropout', 21, 0), ('linear', 10, 220), ('batch_normalization', 10, 20), ('Identity', 10, 0), ('dropout', 10, 0), ('linear', 5, 55), ('batch_normalization', 5, 10), ('Identity', 5, 0), ('dropout', 5, 0), ('linear', 3, 18), ('batch_normalization', 3, 6), ('Identity', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('Identity', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('Identity', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('Identity', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",Identity,702,19442,90,9,9,1451,32.34920634920635,0.3233709677419354,0.007075471698113213,0.0010000000000000007,0.0010000000000000007
input:69_output:13_depth:6_arch:gradual_batch:495_act:prelu_dropout:0.38728119094302627_dropout:True_batchnorm:False.out,7,"[('linear', 60, 4200), ('PReLU', 60, 0), ('dropout', 60, 0), ('linear', 51, 3111), ('PReLU', 51, 0), ('dropout', 51, 0), ('linear', 42, 2184), ('PReLU', 42, 0), ('dropout', 42, 0), ('linear', 33, 1419), ('PReLU', 33, 0), ('dropout', 33, 0), ('linear', 24, 816), ('PReLU', 24, 0), ('dropout', 24, 0), ('linear', 15, 375), ('PReLU', 15, 0), ('dropout', 15, 0), ('linear', 13, 208), ('Softmax', 13, 0)]",PReLU,701,12313,495,0,6,1453,19.258064516129032,0.19133870967741945,0.016547169811320768,0.0018113207547169824,0.0017735849056603786
input:2858_output:445_depth:7_arch:uniform_batch:613_act:swish_dropout:0.39441622023527845_dropout:True_batchnorm:False.out,8,"[('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2858, 8171022), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 445, 1272255), ('Softmax', 445, 0)]",SiLU,60908,58469409,613,0,7,2733,71.421875,0.7151935483870969,0.7065818181818183,0.22978181818181817,0.4964181818181818
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input:2165_output:86_depth:9_arch:gradual_batch:123_act:swish_dropout:0.2820748183093663_dropout:True_batchnorm:False.out,10,"[('linear', 1934, 4189044), ('SiLU', 1934, 0), ('dropout', 1934, 0), ('linear', 1703, 3295305), ('SiLU', 1703, 0), ('dropout', 1703, 0), ('linear', 1472, 2508288), ('SiLU', 1472, 0), ('dropout', 1472, 0), ('linear', 1241, 1827993), ('SiLU', 1241, 0), ('dropout', 1241, 0), ('linear', 1010, 1254420), ('SiLU', 1010, 0), ('dropout', 1010, 0), ('linear', 779, 787569), ('SiLU', 779, 0), ('dropout', 779, 0), ('linear', 548, 427440), ('SiLU', 548, 0), ('dropout', 548, 0), ('linear', 317, 174033), ('SiLU', 317, 0), ('dropout', 317, 0), ('linear', 86, 27348), ('SiLU', 86, 0), ('dropout', 86, 0), ('linear', 86, 7482), ('Softmax', 86, 0)]",SiLU,27442,14498922,123,0,9,1759,53.39344262295082,0.5082580645161293,0.3991999999999999,0.12990909090909095,0.13459259259259262
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input:3817_output:814_depth:4_arch:gradual_batch:633_act:softplus_dropout:0.42355470523715455_dropout:True_batchnorm:True.out,5,"[('linear', 3067, 11709806), ('batch_normalization', 3067, 6134), ('Softplus', 3067, 0), ('dropout', 3067, 0), ('linear', 2317, 7108556), ('batch_normalization', 2317, 4634), ('Softplus', 2317, 0), ('dropout', 2317, 0), ('linear', 1567, 3632306), ('batch_normalization', 1567, 3134), ('Softplus', 1567, 0), ('dropout', 1567, 0), ('linear', 817, 1281056), ('batch_normalization', 817, 1634), ('Softplus', 817, 0), ('dropout', 817, 0), ('linear', 814, 665852), ('Softmax', 814, 0)]",Softplus,32700,24413112,633,4,4,1999,53.87096774193548,0.49183870967741944,0.4385892857142856,0.17521428571428574,0.2998363636363636
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input:2954_output:635_depth:7_arch:bottleneck_batch:91_act:leaky_relu_dropout:0.39984636959060715_dropout:False_batchnorm:True.out,9,"[('linear', 1477, 4364535), ('batch_normalization', 1477, 2954), ('LeakyReLU', 1477, 0), ('linear', 738, 1090764), ('batch_normalization', 738, 1476), ('LeakyReLU', 738, 0), ('linear', 635, 469265), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('batch_normalization', 635, 1270), ('LeakyReLU', 635, 0), ('linear', 635, 403860), ('Softmax', 635, 0)]",LeakyReLU,19345,8359774,91,8,0,1629,14.333333333333334,0.01566666666666667,0,0,0
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input:3721_output:455_depth:3_arch:gradual_batch:805_act:leaky_relu_dropout:0.46707418475975804_dropout:False_batchnorm:False.out,4,"[('linear', 2633, 9800026), ('LeakyReLU', 2633, 0), ('linear', 1545, 4069530), ('LeakyReLU', 1545, 0), ('linear', 457, 706522), ('LeakyReLU', 457, 0), ('linear', 455, 208390), ('Softmax', 455, 0)]",LeakyReLU,10180,14784468,805,0,0,1805,38.75,0.33999999999999997,0.31287499999999996,0.08905357142857144,0.221
input:1027_output:117_depth:10_arch:pyramid_batch:498_act:identity_dropout:0.374225019658018_dropout:False_batchnorm:True.out,11,"[('linear', 513, 527364), ('batch_normalization', 513, 1026), ('Identity', 513, 0), ('linear', 256, 131584), ('batch_normalization', 256, 512), ('Identity', 256, 0), ('linear', 128, 32896), ('batch_normalization', 128, 256), ('Identity', 128, 0), ('linear', 117, 15093), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('batch_normalization', 117, 234), ('Identity', 117, 0), ('linear', 117, 13806), ('Softmax', 117, 0)]",Identity,5382,807011,498,10,0,1483,34.22222222222222,0.3147142857142857,0.08133333333333335,0.011629629629629637,0.03507547169811322
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input:486_output:77_depth:5_arch:pyramid_batch:392_act:leaky_relu_dropout:0.11979218222439147_dropout:True_batchnorm:True.out,6,"[('linear', 243, 118341), ('batch_normalization', 243, 486), ('LeakyReLU', 243, 0), ('dropout', 243, 0), ('linear', 121, 29524), ('batch_normalization', 121, 242), ('LeakyReLU', 121, 0), ('dropout', 121, 0), ('linear', 77, 9394), ('batch_normalization', 77, 154), ('LeakyReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('batch_normalization', 77, 154), ('LeakyReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('batch_normalization', 77, 154), ('LeakyReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('Softmax', 77, 0)]",LeakyReLU,2534,176467,392,5,5,1457,25.571428571428573,0.24655555555555556,0.04281818181818178,0.0048363636363636395,0.010296296296296302
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input:1338_output:182_depth:2_arch:uniform_batch:823_act:swish_dropout:0.4989127987406531_dropout:False_batchnorm:False.out,3,"[('linear', 1338, 1791582), ('SiLU', 1338, 0), ('linear', 1338, 1791582), ('SiLU', 1338, 0), ('linear', 182, 243698), ('Softmax', 182, 0)]",SiLU,5716,3826862,823,0,0,1559,34.12698412698413,0.30658730158730163,0.2573584905660378,0.058867924528301925,0.19764150943396225
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input:3897_output:184_depth:5_arch:uniform_batch:123_act:leaky_relu_dropout:0.1933152566597081_dropout:True_batchnorm:True.out,6,"[('linear', 3897, 15190506), ('batch_normalization', 3897, 7794), ('LeakyReLU', 3897, 0), ('dropout', 3897, 0), ('linear', 3897, 15190506), ('batch_normalization', 3897, 7794), ('LeakyReLU', 3897, 0), ('dropout', 3897, 0), ('linear', 3897, 15190506), ('batch_normalization', 3897, 7794), ('LeakyReLU', 3897, 0), ('dropout', 3897, 0), ('linear', 3897, 15190506), ('batch_normalization', 3897, 7794), ('LeakyReLU', 3897, 0), ('dropout', 3897, 0), ('linear', 3897, 15190506), ('batch_normalization', 3897, 7794), ('LeakyReLU', 3897, 0), ('dropout', 3897, 0), ('linear', 184, 717232), ('Softmax', 184, 0)]",LeakyReLU,78308,76708732,123,5,5,3013,83.07936507936508,0.8132539682539679,0.7471818181818181,0.32749090909090905,0.28684905660377347
input:2324_output:272_depth:2_arch:bottleneck_batch:297_act:gelu_dropout:0.35317356610701_dropout:False_batchnorm:True.out,4,"[('linear', 1162, 2701650), ('batch_normalization', 1162, 2324), ('GELU', 1162, 0), ('linear', 581, 675703), ('batch_normalization', 581, 1162), ('GELU', 581, 0), ('linear', 290, 168780), ('batch_normalization', 290, 580), ('GELU', 290, 0), ('linear', 272, 79152), ('Softmax', 272, 0)]",GELU,6643,3629351,297,3,0,1535,37.666666666666664,0.3327936507936508,0.20503773584905663,0.03907547169811322,0.12378181818181816
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input:3826_output:880_depth:4_arch:pyramid_batch:447_act:softplus_dropout:0.23661974182076606_dropout:False_batchnorm:True.out,5,"[('linear', 1913, 7321051), ('batch_normalization', 1913, 3826), ('Softplus', 1913, 0), ('linear', 956, 1829784), ('batch_normalization', 956, 1912), ('Softplus', 956, 0), ('linear', 880, 842160), ('batch_normalization', 880, 1760), ('Softplus', 880, 0), ('linear', 880, 775280), ('batch_normalization', 880, 1760), ('Softplus', 880, 0), ('linear', 880, 775280), ('Softmax', 880, 0)]",Softplus,15647,11552813,447,4,0,1695,41.44444444444444,0.35519047619047617,0.31103389830508477,0.09996610169491528,0.17450877192982456
input:1686_output:233_depth:1_arch:pyramid_batch:978_act:mish_dropout:0.13349930786643227_dropout:True_batchnorm:True.out,2,"[('linear', 843, 1422141), ('batch_normalization', 843, 1686), ('Mish', 843, 0), ('dropout', 843, 0), ('linear', 233, 196652), ('Softmax', 233, 0)]",Mish,3838,1620479,978,1,1,1499,21.93548387096774,0.17538095238095233,0.11661538461538463,0.02617307692307693,0.08025925925925927
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input:2389_output:255_depth:3_arch:bottleneck_batch:125_act:selu_dropout:0.419353153807288_dropout:True_batchnorm:False.out,5,"[('linear', 1194, 2853660), ('SELU', 1194, 0), ('dropout', 1194, 0), ('linear', 597, 713415), ('SELU', 597, 0), ('dropout', 597, 0), ('linear', 298, 178204), ('SELU', 298, 0), ('dropout', 298, 0), ('linear', 255, 76245), ('SELU', 255, 0), ('dropout', 255, 0), ('linear', 255, 65280), ('Softmax', 255, 0)]",SELU,7542,3886804,125,0,4,1535,37.67741935483871,0.3511935483870967,0.17657407407407413,0.036962962962962934,0.06663636363636366
input:800_output:4_depth:7_arch:pyramid_batch:6_act:tanh_dropout:0.4931963046473008_dropout:True_batchnorm:True.out,8,"[('linear', 400, 320400), ('batch_normalization', 400, 800), ('Tanh', 400, 0), ('dropout', 400, 0), ('linear', 200, 80200), ('batch_normalization', 200, 400), ('Tanh', 200, 0), ('dropout', 200, 0), ('linear', 100, 20100), ('batch_normalization', 100, 200), ('Tanh', 100, 0), ('dropout', 100, 0), ('linear', 50, 5050), ('batch_normalization', 50, 100), ('Tanh', 50, 0), ('dropout', 50, 0), ('linear', 25, 1275), ('batch_normalization', 25, 50), ('Tanh', 25, 0), ('dropout', 25, 0), ('linear', 12, 312), ('batch_normalization', 12, 24), ('Tanh', 12, 0), ('dropout', 12, 0), ('linear', 6, 78), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 4, 28), ('Softmax', 4, 0)]",Tanh,3180,429029,6,7,7,1473,33.58730158730159,0.3269193548387097,0.01598113207547171,0.0020000000000000013,0.0010000000000000007
input:2576_output:214_depth:8_arch:bottleneck_batch:892_act:relu_dropout:0.23814611793430893_dropout:False_batchnorm:False.out,10,"[('linear', 1288, 3319176), ('ReLU', 1288, 0), ('linear', 644, 830116), ('ReLU', 644, 0), ('linear', 322, 207690), ('ReLU', 322, 0), ('linear', 214, 69122), ('ReLU', 214, 0), ('linear', 214, 46010), ('ReLU', 214, 0), ('linear', 214, 46010), ('ReLU', 214, 0), ('linear', 214, 46010), ('ReLU', 214, 0), ('linear', 214, 46010), ('ReLU', 214, 0), ('linear', 214, 46010), ('ReLU', 214, 0), ('linear', 214, 46010), ('Softmax', 214, 0)]",ReLU,7504,4702164,892,0,0,1563,34.76190476190476,0.2992222222222222,0.233188679245283,0.052245283018867904,0.16613207547169803
input:691_output:160_depth:4_arch:gradual_batch:32_act:tanh_dropout:0.2142376488098938_dropout:False_batchnorm:False.out,5,"[('linear', 559, 386828), ('Tanh', 559, 0), ('linear', 427, 239120), ('Tanh', 427, 0), ('linear', 295, 126260), ('Tanh', 295, 0), ('linear', 163, 48248), ('Tanh', 163, 0), ('linear', 160, 26240), ('Softmax', 160, 0)]",Tanh,3208,826696,32,0,0,1479,38.04838709677419,0.36806451612903246,0.06358490566037739,0.008000000000000005,0.011981132075471704
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input:3130_output:394_depth:1_arch:pyramid_batch:79_act:elu_dropout:0.3517855959622077_dropout:True_batchnorm:False.out,2,"[('linear', 1565, 4900015), ('ELU', 1565, 0), ('dropout', 1565, 0), ('linear', 394, 617004), ('Softmax', 394, 0)]",ELU,5483,5517019,79,0,1,1573,38.234375,0.34925396825396815,0.23071153846153855,0.047153846153846164,0.07177777777777783
input:2628_output:190_depth:8_arch:uniform_batch:667_act:softplus_dropout:0.4735526179602223_dropout:False_batchnorm:False.out,9,"[('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 2628, 6909012), ('Softplus', 2628, 0), ('linear', 190, 499510), ('Softmax', 190, 0)]",Softplus,42428,55771606,667,0,0,2769,72.09375,0.7120483870967742,0.6765555555555557,0.2879814814814815,0.47227118644067817
input:3006_output:32_depth:5_arch:uniform_batch:877_act:prelu_dropout:0.16324463743432738_dropout:True_batchnorm:True.out,6,"[('linear', 3006, 9039042), ('batch_normalization', 3006, 6012), ('PReLU', 3006, 0), ('dropout', 3006, 0), ('linear', 3006, 9039042), ('batch_normalization', 3006, 6012), ('PReLU', 3006, 0), ('dropout', 3006, 0), ('linear', 3006, 9039042), ('batch_normalization', 3006, 6012), ('PReLU', 3006, 0), ('dropout', 3006, 0), ('linear', 3006, 9039042), ('batch_normalization', 3006, 6012), ('PReLU', 3006, 0), ('dropout', 3006, 0), ('linear', 3006, 9039042), ('batch_normalization', 3006, 6012), ('PReLU', 3006, 0), ('dropout', 3006, 0), ('linear', 32, 96224), ('Softmax', 32, 0)]",PReLU,60184,45321494,877,5,5,2581,66.6984126984127,0.635258064516129,0.6028620689655173,0.2627543859649124,0.45189285714285715
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input:198_output:6_depth:1_arch:gradual_batch:547_act:elu_dropout:0.1526799319643579_dropout:True_batchnorm:True.out,2,"[('linear', 6, 1194), ('batch_normalization', 6, 12), ('ELU', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('Softmax', 6, 0)]",ELU,36,1248,547,1,1,1451,10.129032258064516,0.08612903225806451,0.0035454545454545482,0,0.0010000000000000007
input:3239_output:723_depth:8_arch:gradual_batch:646_act:gelu_dropout:0.4303328958466378_dropout:True_batchnorm:True.out,9,"[('linear', 2925, 9477000), ('batch_normalization', 2925, 5850), ('GELU', 2925, 0), ('dropout', 2925, 0), ('linear', 2611, 7639786), ('batch_normalization', 2611, 5222), ('GELU', 2611, 0), ('dropout', 2611, 0), ('linear', 2297, 5999764), ('batch_normalization', 2297, 4594), ('GELU', 2297, 0), ('dropout', 2297, 0), ('linear', 1983, 4556934), ('batch_normalization', 1983, 3966), ('GELU', 1983, 0), ('dropout', 1983, 0), ('linear', 1669, 3311296), ('batch_normalization', 1669, 3338), ('GELU', 1669, 0), ('dropout', 1669, 0), ('linear', 1355, 2262850), ('batch_normalization', 1355, 2710), ('GELU', 1355, 0), ('dropout', 1355, 0), ('linear', 1041, 1411596), ('batch_normalization', 1041, 2082), ('GELU', 1041, 0), ('dropout', 1041, 0), ('linear', 727, 757534), ('batch_normalization', 727, 1454), ('GELU', 727, 0), ('dropout', 727, 0), ('linear', 723, 526344), ('Softmax', 723, 0)]",GELU,59878,35972320,646,8,8,2291,63.15625,0.6165645161290322,0.5615789473684207,0.21663157894736843,0.39103571428571415
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input:1850_output:383_depth:7_arch:uniform_batch:148_act:leaky_relu_dropout:0.35178215420082837_dropout:True_batchnorm:True.out,8,"[('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('LeakyReLU', 1850, 0), ('dropout', 1850, 0), ('linear', 383, 708933), ('Softmax', 383, 0)]",LeakyReLU,52566,24705283,148,7,7,2005,66.1875,0.661435483870968,0.542090909090909,0.21183333333333323,0.2281481481481481
input:1477_output:166_depth:5_arch:uniform_batch:319_act:mish_dropout:0.3399049830577918_dropout:True_batchnorm:True.out,6,"[('linear', 1477, 2183006), ('batch_normalization', 1477, 2954), ('Mish', 1477, 0), ('dropout', 1477, 0), ('linear', 1477, 2183006), ('batch_normalization', 1477, 2954), ('Mish', 1477, 0), ('dropout', 1477, 0), ('linear', 1477, 2183006), ('batch_normalization', 1477, 2954), ('Mish', 1477, 0), ('dropout', 1477, 0), ('linear', 1477, 2183006), ('batch_normalization', 1477, 2954), ('Mish', 1477, 0), ('dropout', 1477, 0), ('linear', 1477, 2183006), ('batch_normalization', 1477, 2954), ('Mish', 1477, 0), ('dropout', 1477, 0), ('linear', 166, 245348), ('Softmax', 166, 0)]",Mish,29872,11175148,319,5,5,1717,52.12903225806452,0.48195238095238097,0.3957118644067798,0.13513559322033902,0.21339655172413804
input:2309_output:8_depth:3_arch:pyramid_batch:877_act:relu_dropout:0.34686415578134233_dropout:True_batchnorm:True.out,4,"[('linear', 1154, 2665740), ('batch_normalization', 1154, 2308), ('ReLU', 1154, 0), ('dropout', 1154, 0), ('linear', 577, 666435), ('batch_normalization', 577, 1154), ('ReLU', 577, 0), ('dropout', 577, 0), ('linear', 288, 166464), ('batch_normalization', 288, 576), ('ReLU', 288, 0), ('dropout', 288, 0), ('linear', 8, 2312), ('Softmax', 8, 0)]",ReLU,8092,3504989,877,3,3,1547,33.333333333333336,0.2752539682539682,0.20083333333333342,0.0448148148148148,0.14866037735849055
input:993_output:134_depth:9_arch:pyramid_batch:915_act:mish_dropout:0.30123888008751654_dropout:True_batchnorm:True.out,10,"[('linear', 496, 493024), ('batch_normalization', 496, 992), ('Mish', 496, 0), ('dropout', 496, 0), ('linear', 248, 123256), ('batch_normalization', 248, 496), ('Mish', 248, 0), ('dropout', 248, 0), ('linear', 134, 33366), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('Mish', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('Softmax', 134, 0)]",Mish,6996,779640,915,9,9,1491,28.73015873015873,0.25955555555555554,0.09543396226415098,0.01718867924528303,0.04286792452830189
input:666_output:72_depth:1_arch:pyramid_batch:427_act:mish_dropout:0.20140992328242435_dropout:True_batchnorm:True.out,2,"[('linear', 333, 222111), ('batch_normalization', 333, 666), ('Mish', 333, 0), ('dropout', 333, 0), ('linear', 72, 24048), ('Softmax', 72, 0)]",Mish,1476,246825,427,1,1,1457,18.714285714285715,0.1666774193548387,0.03945098039215687,0.005745098039215689,0.01607843137254903
input:1663_output:392_depth:8_arch:uniform_batch:490_act:prelu_dropout:0.239200695591965_dropout:False_batchnorm:True.out,9,"[('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 1663, 2767232), ('batch_normalization', 1663, 3326), ('PReLU', 1663, 0), ('linear', 392, 652288), ('Softmax', 392, 0)]",PReLU,40696,22816752,490,8,0,1987,60.83870967741935,0.5865000000000002,0.4962142857142858,0.15072727272727277,0.3347272727272729
input:1885_output:41_depth:4_arch:bottleneck_batch:410_act:elu_dropout:0.4492974417940766_dropout:False_batchnorm:True.out,6,"[('linear', 942, 1776612), ('batch_normalization', 942, 1884), ('ELU', 942, 0), ('linear', 471, 444153), ('batch_normalization', 471, 942), ('ELU', 471, 0), ('linear', 235, 110920), ('batch_normalization', 235, 470), ('ELU', 235, 0), ('linear', 117, 27612), ('batch_normalization', 117, 234), ('ELU', 117, 0), ('linear', 58, 6844), ('batch_normalization', 58, 116), ('ELU', 58, 0), ('linear', 41, 2419), ('Softmax', 41, 0)]",ELU,5551,2372206,410,5,0,1517,36.26984126984127,0.3266507936507935,0.15815094339622637,0.029867924528301882,0.0950188679245283
input:1177_output:217_depth:6_arch:bottleneck_batch:728_act:tanh_dropout:0.46617459580762277_dropout:False_batchnorm:True.out,8,"[('linear', 588, 692664), ('batch_normalization', 588, 1176), ('Tanh', 588, 0), ('linear', 294, 173166), ('batch_normalization', 294, 588), ('Tanh', 294, 0), ('linear', 217, 64015), ('batch_normalization', 217, 434), ('Tanh', 217, 0), ('linear', 217, 47306), ('batch_normalization', 217, 434), ('Tanh', 217, 0), ('linear', 217, 47306), ('batch_normalization', 217, 434), ('Tanh', 217, 0), ('linear', 217, 47306), ('batch_normalization', 217, 434), ('Tanh', 217, 0), ('linear', 217, 47306), ('batch_normalization', 217, 434), ('Tanh', 217, 0), ('linear', 217, 47306), ('Softmax', 217, 0)]",Tanh,6335,1170309,728,7,0,1489,31.080645161290324,0.2809354838709677,0.12105660377358488,0.018830188679245293,0.06222222222222222
input:371_output:57_depth:4_arch:pyramid_batch:753_act:tanh_dropout:0.20320846108508667_dropout:False_batchnorm:True.out,5,"[('linear', 185, 68820), ('batch_normalization', 185, 370), ('Tanh', 185, 0), ('linear', 92, 17112), ('batch_normalization', 92, 184), ('Tanh', 92, 0), ('linear', 57, 5301), ('batch_normalization', 57, 114), ('Tanh', 57, 0), ('linear', 57, 3306), ('batch_normalization', 57, 114), ('Tanh', 57, 0), ('linear', 57, 3306), ('Softmax', 57, 0)]",Tanh,1287,98627,753,4,0,1455,17.571428571428573,0.16274603174603172,0.02668518518518519,0.002981481481481483,0.0064259259259259295
input:3529_output:148_depth:10_arch:pyramid_batch:636_act:selu_dropout:0.11608768238363024_dropout:False_batchnorm:False.out,11,"[('linear', 1764, 6226920), ('SELU', 1764, 0), ('linear', 882, 1556730), ('SELU', 882, 0), ('linear', 441, 389403), ('SELU', 441, 0), ('linear', 220, 97240), ('SELU', 220, 0), ('linear', 148, 32708), ('SELU', 148, 0), ('linear', 148, 22052), ('SELU', 148, 0), ('linear', 148, 22052), ('SELU', 148, 0), ('linear', 148, 22052), ('SELU', 148, 0), ('linear', 148, 22052), ('SELU', 148, 0), ('linear', 148, 22052), ('SELU', 148, 0), ('linear', 148, 22052), ('Softmax', 148, 0)]",SELU,8686,8435313,636,0,0,1641,36.714285714285715,0.3110634920634921,0.25708928571428574,0.07044642857142855,0.15808928571428565
input:2090_output:493_depth:8_arch:gradual_batch:753_act:mish_dropout:0.17005277442471983_dropout:False_batchnorm:True.out,9,"[('linear', 1891, 3954081), ('batch_normalization', 1891, 3782), ('Mish', 1891, 0), ('linear', 1692, 3201264), ('batch_normalization', 1692, 3384), ('Mish', 1692, 0), ('linear', 1493, 2527649), ('batch_normalization', 1493, 2986), ('Mish', 1493, 0), ('linear', 1294, 1933236), ('batch_normalization', 1294, 2588), ('Mish', 1294, 0), ('linear', 1095, 1418025), ('batch_normalization', 1095, 2190), ('Mish', 1095, 0), ('linear', 896, 982016), ('batch_normalization', 896, 1792), ('Mish', 896, 0), ('linear', 697, 625209), ('batch_normalization', 697, 1394), ('Mish', 697, 0), ('linear', 498, 347604), ('batch_normalization', 498, 996), ('Mish', 498, 0), ('linear', 493, 246007), ('Softmax', 493, 0)]",Mish,29654,15254203,753,8,0,1809,47.11290322580645,0.4441774193548386,0.3964,0.1124727272727273,0.26858490566037735
input:3755_output:719_depth:1_arch:uniform_batch:107_act:swish_dropout:0.34538627205701555_dropout:False_batchnorm:False.out,2,"[('linear', 3755, 14103780), ('SiLU', 3755, 0), ('linear', 719, 2700564), ('Softmax', 719, 0)]",SiLU,8948,16804344,107,0,0,1779,59.806451612903224,0.5615806451612901,0.489642857142857,0.21374999999999997,0.1627818181818182
input:3955_output:240_depth:6_arch:gradual_batch:199_act:softplus_dropout:0.436181793909862_dropout:True_batchnorm:False.out,7,"[('linear', 3336, 13197216), ('Softplus', 3336, 0), ('dropout', 3336, 0), ('linear', 2717, 9066629), ('Softplus', 2717, 0), ('dropout', 2717, 0), ('linear', 2098, 5702364), ('Softplus', 2098, 0), ('dropout', 2098, 0), ('linear', 1479, 3104421), ('Softplus', 1479, 0), ('dropout', 1479, 0), ('linear', 860, 1272800), ('Softplus', 860, 0), ('dropout', 860, 0), ('linear', 241, 207501), ('Softplus', 241, 0), ('dropout', 241, 0), ('linear', 240, 58080), ('Softmax', 240, 0)]",Softplus,32673,32609011,199,0,6,2119,66.921875,0.6573225806451611,0.5915263157894736,0.23631578947368423,0.2913571428571427
input:1293_output:309_depth:4_arch:bottleneck_batch:601_act:identity_dropout:0.23991463362288934_dropout:True_batchnorm:False.out,6,"[('linear', 646, 835924), ('Identity', 646, 0), ('dropout', 646, 0), ('linear', 323, 208981), ('Identity', 323, 0), ('dropout', 323, 0), ('linear', 309, 100116), ('Identity', 309, 0), ('dropout', 309, 0), ('linear', 309, 95790), ('Identity', 309, 0), ('dropout', 309, 0), ('linear', 309, 95790), ('Identity', 309, 0), ('dropout', 309, 0), ('linear', 309, 95790), ('Softmax', 309, 0)]",Identity,6306,1432391,601,0,5,1485,28.419354838709676,0.25304838709677424,0.14489285714285713,0.02585714285714286,0.08832075471698111
input:2154_output:1_depth:6_arch:pyramid_batch:482_act:mish_dropout:0.11616835318417769_dropout:False_batchnorm:False.out,7,"[('linear', 1077, 2320935), ('Mish', 1077, 0), ('linear', 538, 579964), ('Mish', 538, 0), ('linear', 269, 144991), ('Mish', 269, 0), ('linear', 134, 36180), ('Mish', 134, 0), ('linear', 67, 9045), ('Mish', 67, 0), ('linear', 33, 2244), ('Mish', 33, 0), ('linear', 1, 34), ('Sigmoid', 1, 0)]",Mish,4238,3093393,482,0,0,1539,33.904761904761905,0.3213015873015875,0.19909433962264153,0.04039622641509434,0.12948076923076923
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input:2784_output:464_depth:6_arch:gradual_batch:969_act:swish_dropout:0.22920729656143896_dropout:True_batchnorm:False.out,7,"[('linear', 2398, 6678430), ('SiLU', 2398, 0), ('dropout', 2398, 0), ('linear', 2012, 4826788), ('SiLU', 2012, 0), ('dropout', 2012, 0), ('linear', 1626, 3273138), ('SiLU', 1626, 0), ('dropout', 1626, 0), ('linear', 1240, 2017480), ('SiLU', 1240, 0), ('dropout', 1240, 0), ('linear', 854, 1059814), ('SiLU', 854, 0), ('dropout', 854, 0), ('linear', 468, 400140), ('SiLU', 468, 0), ('dropout', 468, 0), ('linear', 464, 217616), ('Softmax', 464, 0)]",SiLU,26722,18473406,969,0,6,1905,47.03225806451613,0.42698387096774193,0.40322807017543855,0.147298245614035,0.28203508771929825
input:2255_output:53_depth:9_arch:uniform_batch:113_act:elu_dropout:0.3505538905615294_dropout:False_batchnorm:True.out,10,"[('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 2255, 5087280), ('batch_normalization', 2255, 4510), ('ELU', 2255, 0), ('linear', 53, 119568), ('Softmax', 53, 0)]",ELU,60991,45945678,113,9,0,2383,78.0625,0.784774193548387,0.6950000000000003,0.2850185185185185,0.2611636363636363
input:499_output:103_depth:1_arch:pyramid_batch:958_act:mish_dropout:0.1678616970985018_dropout:True_batchnorm:False.out,2,"[('linear', 249, 124500), ('Mish', 249, 0), ('dropout', 249, 0), ('linear', 103, 25750), ('Softmax', 103, 0)]",Mish,953,150250,958,0,1,1457,10.258064516129032,0.08838095238095238,0.02450943396226415,0.0034716981132075497,0.010283018867924534
input:996_output:147_depth:3_arch:pyramid_batch:41_act:tanh_dropout:0.45208415173807837_dropout:True_batchnorm:True.out,4,"[('linear', 498, 496506), ('batch_normalization', 498, 996), ('Tanh', 498, 0), ('dropout', 498, 0), ('linear', 249, 124251), ('batch_normalization', 249, 498), ('Tanh', 249, 0), ('dropout', 249, 0), ('linear', 147, 36750), ('batch_normalization', 147, 294), ('Tanh', 147, 0), ('dropout', 147, 0), ('linear', 147, 21756), ('Softmax', 147, 0)]",Tanh,3870,681051,41,3,3,1475,37.507936507936506,0.3625967741935484,0.05062264150943395,0.007000000000000005,0.01194444444444445
input:3868_output:273_depth:1_arch:pyramid_batch:627_act:elu_dropout:0.21389632691490099_dropout:False_batchnorm:True.out,2,"[('linear', 1934, 7482646), ('batch_normalization', 1934, 3868), ('ELU', 1934, 0), ('linear', 273, 528255), ('Softmax', 273, 0)]",ELU,6348,8014769,627,1,0,1643,36.34920634920635,0.30579365079365073,0.27942857142857147,0.0913571428571429,0.20098148148148148
input:1679_output:28_depth:10_arch:gradual_batch:722_act:softplus_dropout:0.3212245512311483_dropout:True_batchnorm:True.out,11,"[('linear', 1514, 2543520), ('batch_normalization', 1514, 3028), ('Softplus', 1514, 0), ('dropout', 1514, 0), ('linear', 1349, 2043735), ('batch_normalization', 1349, 2698), ('Softplus', 1349, 0), ('dropout', 1349, 0), ('linear', 1184, 1598400), ('batch_normalization', 1184, 2368), ('Softplus', 1184, 0), ('dropout', 1184, 0), ('linear', 1019, 1207515), ('batch_normalization', 1019, 2038), ('Softplus', 1019, 0), ('dropout', 1019, 0), ('linear', 854, 871080), ('batch_normalization', 854, 1708), ('Softplus', 854, 0), ('dropout', 854, 0), ('linear', 689, 589095), ('batch_normalization', 689, 1378), ('Softplus', 689, 0), ('dropout', 689, 0), ('linear', 524, 361560), ('batch_normalization', 524, 1048), ('Softplus', 524, 0), ('dropout', 524, 0), ('linear', 359, 188475), ('batch_normalization', 359, 718), ('Softplus', 359, 0), ('dropout', 359, 0), ('linear', 194, 69840), ('batch_normalization', 194, 388), ('Softplus', 194, 0), ('dropout', 194, 0), ('linear', 29, 5655), ('batch_normalization', 29, 58), ('Softplus', 29, 0), ('dropout', 29, 0), ('linear', 28, 840), ('Softmax', 28, 0)]",Softplus,30916,9495145,722,10,10,1665,40.111111111111114,0.37291935483870964,0.29477192982456146,0.07976785714285714,0.18849999999999997
input:97_output:9_depth:1_arch:bottleneck_batch:286_act:gelu_dropout:0.4885624261985727_dropout:True_batchnorm:True.out,3,"[('linear', 48, 4704), ('batch_normalization', 48, 96), ('GELU', 48, 0), ('dropout', 48, 0), ('linear', 24, 1176), ('batch_normalization', 24, 48), ('GELU', 24, 0), ('dropout', 24, 0), ('linear', 9, 225), ('Softmax', 9, 0)]",GELU,306,6249,286,2,2,1451,17.047619047619047,0.15974193548387094,0.006830188679245288,0.0010000000000000007,0.0010000000000000007
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input:1585_output:39_depth:1_arch:bottleneck_batch:394_act:prelu_dropout:0.34835004566832245_dropout:False_batchnorm:True.out,3,"[('linear', 792, 1256112), ('batch_normalization', 792, 1584), ('PReLU', 792, 0), ('linear', 396, 314028), ('batch_normalization', 396, 792), ('PReLU', 396, 0), ('linear', 39, 15483), ('Softmax', 39, 0)]",PReLU,3642,1587999,394,2,0,1495,31.774193548387096,0.2742380952380952,0.13298076923076924,0.030673076923076945,0.07831372549019608
input:2183_output:542_depth:7_arch:pyramid_batch:909_act:softplus_dropout:0.29284227198680385_dropout:False_batchnorm:True.out,8,"[('linear', 1091, 2382744), ('batch_normalization', 1091, 2182), ('Softplus', 1091, 0), ('linear', 545, 595140), ('batch_normalization', 545, 1090), ('Softplus', 545, 0), ('linear', 542, 295932), ('batch_normalization', 542, 1084), ('Softplus', 542, 0), ('linear', 542, 294306), ('batch_normalization', 542, 1084), ('Softplus', 542, 0), ('linear', 542, 294306), ('batch_normalization', 542, 1084), ('Softplus', 542, 0), ('linear', 542, 294306), ('batch_normalization', 542, 1084), ('Softplus', 542, 0), ('linear', 542, 294306), ('batch_normalization', 542, 1084), ('Softplus', 542, 0), ('linear', 542, 294306), ('Softmax', 542, 0)]",Softplus,14122,4754038,909,7,0,1613,35.333333333333336,0.31280645161290316,0.2253272727272728,0.0482909090909091,0.1568727272727273
input:730_output:107_depth:8_arch:bottleneck_batch:894_act:prelu_dropout:0.33683140702147_dropout:False_batchnorm:False.out,10,"[('linear', 365, 266815), ('PReLU', 365, 0), ('linear', 182, 66612), ('PReLU', 182, 0), ('linear', 107, 19581), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('PReLU', 107, 0), ('linear', 107, 11556), ('Softmax', 107, 0)]",PReLU,2806,433900,894,0,0,1483,21.634920634920636,0.20214285714285724,0.07309433962264152,0.010037735849056609,0.027377358490566044
input:2343_output:32_depth:6_arch:bottleneck_batch:670_act:softplus_dropout:0.23461768602908137_dropout:False_batchnorm:True.out,8,"[('linear', 1171, 2744824), ('batch_normalization', 1171, 2342), ('Softplus', 1171, 0), ('linear', 585, 685620), ('batch_normalization', 585, 1170), ('Softplus', 585, 0), ('linear', 292, 171112), ('batch_normalization', 292, 584), ('Softplus', 292, 0), ('linear', 146, 42778), ('batch_normalization', 146, 292), ('Softplus', 146, 0), ('linear', 73, 10731), ('batch_normalization', 73, 146), ('Softplus', 73, 0), ('linear', 36, 2664), ('batch_normalization', 36, 72), ('Softplus', 36, 0), ('linear', 32, 1184), ('batch_normalization', 32, 64), ('Softplus', 32, 0), ('linear', 32, 1056), ('Softmax', 32, 0)]",Softplus,7069,3664639,670,7,0,1547,34.95161290322581,0.30536507936507934,0.1828703703703704,0.038777777777777765,0.125
input:162_output:32_depth:5_arch:uniform_batch:344_act:softplus_dropout:0.2584173643998223_dropout:False_batchnorm:True.out,6,"[('linear', 162, 26406), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('linear', 162, 26406), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('linear', 32, 5216), ('Softmax', 32, 0)]",Softplus,2494,138866,344,5,0,1457,23.919354838709676,0.23228571428571432,0.053576923076923105,0.005384615384615387,0.012461538461538468
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input:3161_output:10_depth:4_arch:uniform_batch:506_act:relu_dropout:0.10574663670240421_dropout:False_batchnorm:False.out,5,"[('linear', 3161, 9995082), ('ReLU', 3161, 0), ('linear', 3161, 9995082), ('ReLU', 3161, 0), ('linear', 3161, 9995082), ('ReLU', 3161, 0), ('linear', 3161, 9995082), ('ReLU', 3161, 0), ('linear', 10, 31620), ('Softmax', 10, 0)]",ReLU,25308,40011948,506,0,0,2315,63.75,0.6175079365079366,0.6050344827586206,0.25843859649122797,0.41720689655172416
input:3775_output:762_depth:4_arch:gradual_batch:8_act:elu_dropout:0.4929905710845056_dropout:False_batchnorm:True.out,5,"[('linear', 3022, 11411072), ('batch_normalization', 3022, 6044), ('ELU', 3022, 0), ('linear', 2269, 6859187), ('batch_normalization', 2269, 4538), ('ELU', 2269, 0), ('linear', 1516, 3441320), ('batch_normalization', 1516, 3032), ('ELU', 1516, 0), ('linear', 763, 1157471), ('batch_normalization', 763, 1526), ('ELU', 763, 0), ('linear', 762, 582168), ('Softmax', 762, 0)]",ELU,24234,23466358,8,4,0,1929,57.84375,0.5843548387096774,0.43558928571428585,0.24036363636363628,0.05332727272727269
input:1894_output:427_depth:10_arch:gradual_batch:195_act:mish_dropout:0.13628944555909947_dropout:False_batchnorm:False.out,11,"[('linear', 1748, 3312460), ('Mish', 1748, 0), ('linear', 1602, 2801898), ('Mish', 1602, 0), ('linear', 1456, 2333968), ('Mish', 1456, 0), ('linear', 1310, 1908670), ('Mish', 1310, 0), ('linear', 1164, 1526004), ('Mish', 1164, 0), ('linear', 1018, 1185970), ('Mish', 1018, 0), ('linear', 872, 888568), ('Mish', 872, 0), ('linear', 726, 633798), ('Mish', 726, 0), ('linear', 580, 421660), ('Mish', 580, 0), ('linear', 434, 252154), ('Mish', 434, 0), ('linear', 427, 185745), ('Softmax', 427, 0)]",Mish,22674,15450895,195,0,0,1779,58.1875,0.5564126984126984,0.4730181818181818,0.1470727272727273,0.22648214285714288
input:2946_output:357_depth:7_arch:uniform_batch:1015_act:identity_dropout:0.45348645207432803_dropout:False_batchnorm:False.out,8,"[('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 2946, 8681862), ('Identity', 2946, 0), ('linear', 357, 1052079), ('Softmax', 357, 0)]",Identity,41958,61825113,1015,0,0,2773,71.04761904761905,0.6849047619047618,0.6562962962962966,0.18190740740740738,0.5206981132075473
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input:243_output:41_depth:3_arch:bottleneck_batch:49_act:tanh_dropout:0.25346854788812967_dropout:True_batchnorm:False.out,5,"[('linear', 121, 29524), ('Tanh', 121, 0), ('dropout', 121, 0), ('linear', 60, 7320), ('Tanh', 60, 0), ('dropout', 60, 0), ('linear', 41, 2501), ('Tanh', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('Tanh', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('Softmax', 41, 0)]",Tanh,871,42789,49,0,4,1451,31.603174603174605,0.310952380952381,0.010923076923076928,0.0010000000000000007,0.0010000000000000007
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input:2967_output:464_depth:4_arch:bottleneck_batch:177_act:softplus_dropout:0.19516279714040796_dropout:False_batchnorm:False.out,6,"[('linear', 1483, 4401544), ('Softplus', 1483, 0), ('linear', 741, 1099644), ('Softplus', 741, 0), ('linear', 464, 344288), ('Softplus', 464, 0), ('linear', 464, 215760), ('Softplus', 464, 0), ('linear', 464, 215760), ('Softplus', 464, 0), ('linear', 464, 215760), ('Softmax', 464, 0)]",Softplus,8160,6492756,177,0,0,1597,37.76190476190476,0.3391290322580646,0.25505357142857144,0.0495714285714286,0.09966101694915254
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input:1721_output:93_depth:8_arch:bottleneck_batch:292_act:gelu_dropout:0.4227624932087656_dropout:False_batchnorm:True.out,10,"[('linear', 860, 1480920), ('batch_normalization', 860, 1720), ('GELU', 860, 0), ('linear', 430, 370230), ('batch_normalization', 430, 860), ('GELU', 430, 0), ('linear', 215, 92665), ('batch_normalization', 215, 430), ('GELU', 215, 0), ('linear', 107, 23112), ('batch_normalization', 107, 214), ('GELU', 107, 0), ('linear', 93, 10044), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 93, 8742), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 93, 8742), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 93, 8742), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 93, 8742), ('batch_normalization', 93, 186), ('GELU', 93, 0), ('linear', 93, 8742), ('Softmax', 93, 0)]",GELU,6417,2024835,292,9,0,1501,37.301587301587304,0.3490476190476191,0.11229629629629637,0.015870370370370382,0.05630909090909089
input:45_output:7_depth:5_arch:pyramid_batch:360_act:elu_dropout:0.3944246215603483_dropout:True_batchnorm:False.out,6,"[('linear', 22, 1012), ('ELU', 22, 0), ('dropout', 22, 0), ('linear', 11, 253), ('ELU', 11, 0), ('dropout', 11, 0), ('linear', 7, 84), ('ELU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('ELU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('ELU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('Softmax', 7, 0)]",ELU,176,1517,360,0,5,1451,19.253968253968253,0.18796825396825395,0.004181818181818185,0.0010000000000000007,0.0010000000000000007
input:3907_output:702_depth:1_arch:gradual_batch:437_act:elu_dropout:0.19543696752687678_dropout:True_batchnorm:True.out,2,"[('linear', 702, 2743416), ('batch_normalization', 702, 1404), ('ELU', 702, 0), ('dropout', 702, 0), ('linear', 702, 493506), ('Softmax', 702, 0)]",ELU,4212,3238326,437,1,1,1533,32.96825396825397,0.2551587301587301,0.17667924528301882,0.037245283018867904,0.11467924528301886
input:1970_output:149_depth:7_arch:bottleneck_batch:6_act:mish_dropout:0.3981317037998414_dropout:True_batchnorm:False.out,9,"[('linear', 985, 1941435), ('Mish', 985, 0), ('dropout', 985, 0), ('linear', 492, 485112), ('Mish', 492, 0), ('dropout', 492, 0), ('linear', 246, 121278), ('Mish', 246, 0), ('dropout', 246, 0), ('linear', 149, 36803), ('Mish', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Mish', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Mish', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Mish', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Mish', 149, 0), ('dropout', 149, 0), ('linear', 149, 22350), ('Softmax', 149, 0)]",Mish,7702,2696378,6,0,8,1515,37.492063492063494,0.3718064516129031,0.0738235294117647,0.014019607843137265,0.013545454545454555
input:915_output:188_depth:9_arch:uniform_batch:907_act:softplus_dropout:0.25898206039775173_dropout:False_batchnorm:False.out,10,"[('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 915, 838140), ('Softplus', 915, 0), ('linear', 188, 172208), ('Softmax', 188, 0)]",Softplus,16846,7715468,907,0,0,1657,36.46774193548387,0.34396774193548374,0.3101785714285715,0.09417857142857143,0.20900000000000002
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input:281_output:39_depth:5_arch:pyramid_batch:923_act:selu_dropout:0.21078162988282081_dropout:True_batchnorm:True.out,6,"[('linear', 140, 39480), ('batch_normalization', 140, 280), ('SELU', 140, 0), ('dropout', 140, 0), ('linear', 70, 9870), ('batch_normalization', 70, 140), ('SELU', 70, 0), ('dropout', 70, 0), ('linear', 39, 2769), ('batch_normalization', 39, 78), ('SELU', 39, 0), ('dropout', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('SELU', 39, 0), ('dropout', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('SELU', 39, 0), ('dropout', 39, 0), ('linear', 39, 1560), ('Softmax', 39, 0)]",SELU,1386,57453,923,5,5,1457,16.174603174603174,0.15304761904761904,0.02721428571428571,0.0032500000000000025,0.005450980392156865
input:2691_output:670_depth:1_arch:uniform_batch:390_act:swish_dropout:0.18887844750883853_dropout:True_batchnorm:False.out,2,"[('linear', 2691, 7244172), ('SiLU', 2691, 0), ('dropout', 2691, 0), ('linear', 670, 1803640), ('Softmax', 670, 0)]",SiLU,9413,9047812,390,0,1,1655,36.492063492063494,0.32303174603174606,0.29280701754385957,0.08026315789473686,0.16441071428571422
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input:946_output:209_depth:5_arch:uniform_batch:1009_act:elu_dropout:0.4199588830204527_dropout:True_batchnorm:False.out,6,"[('linear', 946, 895862), ('ELU', 946, 0), ('dropout', 946, 0), ('linear', 946, 895862), ('ELU', 946, 0), ('dropout', 946, 0), ('linear', 946, 895862), ('ELU', 946, 0), ('dropout', 946, 0), ('linear', 946, 895862), ('ELU', 946, 0), ('dropout', 946, 0), ('linear', 946, 895862), ('ELU', 946, 0), ('dropout', 946, 0), ('linear', 209, 197923), ('Softmax', 209, 0)]",ELU,14608,4677233,1009,0,5,1581,35.19047619047619,0.3276935483870968,0.2775740740740741,0.0642777777777778,0.2058076923076923
input:140_output:23_depth:9_arch:pyramid_batch:161_act:swish_dropout:0.4125806213428789_dropout:True_batchnorm:True.out,10,"[('linear', 70, 9870), ('batch_normalization', 70, 140), ('SiLU', 70, 0), ('dropout', 70, 0), ('linear', 35, 2485), ('batch_normalization', 35, 70), ('SiLU', 35, 0), ('dropout', 35, 0), ('linear', 23, 828), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('Softmax', 23, 0)]",SiLU,1110,17579,161,9,9,1451,33.01639344262295,0.31887096774193546,0.010962962962962968,0.0010000000000000007,0.0010000000000000007
input:3203_output:90_depth:1_arch:gradual_batch:862_act:mish_dropout:0.13788908089200147_dropout:False_batchnorm:False.out,2,"[('linear', 90, 288360), ('Mish', 90, 0), ('linear', 90, 8190), ('Softmax', 90, 0)]",Mish,360,296550,862,0,0,1473,12.859375,0.07880952380952377,0.03145283018867925,0.00556603773584906,0.013283018867924538
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input:2263_output:95_depth:6_arch:pyramid_batch:951_act:relu_dropout:0.47580839586300416_dropout:False_batchnorm:False.out,7,"[('linear', 1131, 2560584), ('ReLU', 1131, 0), ('linear', 565, 639580), ('ReLU', 565, 0), ('linear', 282, 159612), ('ReLU', 282, 0), ('linear', 141, 39903), ('ReLU', 141, 0), ('linear', 95, 13490), ('ReLU', 95, 0), ('linear', 95, 9120), ('ReLU', 95, 0), ('linear', 95, 9120), ('Softmax', 95, 0)]",ReLU,4808,3431409,951,0,0,1537,30.19047619047619,0.2540312500000001,0.1932982456140351,0.04070175438596492,0.1387857142857143
input:2252_output:155_depth:5_arch:uniform_batch:953_act:selu_dropout:0.11207660726670526_dropout:True_batchnorm:True.out,6,"[('linear', 2252, 5073756), ('batch_normalization', 2252, 4504), ('SELU', 2252, 0), ('dropout', 2252, 0), ('linear', 2252, 5073756), ('batch_normalization', 2252, 4504), ('SELU', 2252, 0), ('dropout', 2252, 0), ('linear', 2252, 5073756), ('batch_normalization', 2252, 4504), ('SELU', 2252, 0), ('dropout', 2252, 0), ('linear', 2252, 5073756), ('batch_normalization', 2252, 4504), ('SELU', 2252, 0), ('dropout', 2252, 0), ('linear', 2252, 5073756), ('batch_normalization', 2252, 4504), ('SELU', 2252, 0), ('dropout', 2252, 0), ('linear', 155, 349215), ('Softmax', 155, 0)]",SELU,45350,25740515,953,5,5,1997,55.6031746031746,0.5221904761904762,0.49785964912280684,0.19768421052631585,0.36140350877192984
input:479_output:7_depth:10_arch:bottleneck_batch:948_act:relu_dropout:0.32063023958185355_dropout:True_batchnorm:True.out,12,"[('linear', 239, 114720), ('batch_normalization', 239, 478), ('ReLU', 239, 0), ('dropout', 239, 0), ('linear', 119, 28560), ('batch_normalization', 119, 238), ('ReLU', 119, 0), ('dropout', 119, 0), ('linear', 59, 7080), ('batch_normalization', 59, 118), ('ReLU', 59, 0), ('dropout', 59, 0), ('linear', 29, 1740), ('batch_normalization', 29, 58), ('ReLU', 29, 0), ('dropout', 29, 0), ('linear', 14, 420), ('batch_normalization', 14, 28), ('ReLU', 14, 0), ('dropout', 14, 0), ('linear', 7, 105), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('batch_normalization', 7, 14), ('ReLU', 7, 0), ('dropout', 7, 0), ('linear', 7, 56), ('Softmax', 7, 0)]",ReLU,2022,153965,948,11,11,1459,27.03174603174603,0.2588571428571428,0.026576923076923078,0.0035961538461538487,0.008211538461538466
input:2879_output:408_depth:4_arch:gradual_batch:25_act:prelu_dropout:0.1685095187258289_dropout:True_batchnorm:True.out,5,"[('linear', 2262, 6514560), ('batch_normalization', 2262, 4524), ('PReLU', 2262, 0), ('dropout', 2262, 0), ('linear', 1645, 3722635), ('batch_normalization', 1645, 3290), ('PReLU', 1645, 0), ('dropout', 1645, 0), ('linear', 1028, 1692088), ('batch_normalization', 1028, 2056), ('PReLU', 1028, 0), ('dropout', 1028, 0), ('linear', 411, 422919), ('batch_normalization', 411, 822), ('PReLU', 411, 0), ('dropout', 411, 0), ('linear', 408, 168096), ('Softmax', 408, 0)]",PReLU,22200,12530990,25,4,4,1705,41.58064516129032,0.403,0.2864259259259261,0.10650000000000005,0.044000000000000025
input:1712_output:92_depth:9_arch:uniform_batch:564_act:softplus_dropout:0.21201243138570958_dropout:False_batchnorm:False.out,10,"[('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 1712, 2932656), ('Softplus', 1712, 0), ('linear', 92, 157596), ('Softmax', 92, 0)]",Softplus,31000,26551500,564,0,0,2057,60.375,0.5875873015873017,0.5578965517241378,0.19881034482758625,0.3888421052631578
input:3868_output:705_depth:5_arch:gradual_batch:324_act:identity_dropout:0.45310442499357084_dropout:True_batchnorm:True.out,6,"[('linear', 3236, 12520084), ('batch_normalization', 3236, 6472), ('Identity', 3236, 0), ('dropout', 3236, 0), ('linear', 2604, 8429148), ('batch_normalization', 2604, 5208), ('Identity', 2604, 0), ('dropout', 2604, 0), ('linear', 1972, 5137060), ('batch_normalization', 1972, 3944), ('Identity', 1972, 0), ('dropout', 1972, 0), ('linear', 1340, 2643820), ('batch_normalization', 1340, 2680), ('Identity', 1340, 0), ('dropout', 1340, 0), ('linear', 708, 949428), ('batch_normalization', 708, 1416), ('Identity', 708, 0), ('dropout', 708, 0), ('linear', 705, 499845), ('Softmax', 705, 0)]",Identity,40850,30199105,324,5,5,2079,64.26984126984127,0.6039365079365082,0.5533148148148146,0.20618518518518525,0.31696296296296317
input:3808_output:584_depth:3_arch:gradual_batch:486_act:tanh_dropout:0.45126636093141526_dropout:True_batchnorm:True.out,4,"[('linear', 2734, 10413806), ('batch_normalization', 2734, 5468), ('Tanh', 2734, 0), ('dropout', 2734, 0), ('linear', 1660, 4540100), ('batch_normalization', 1660, 3320), ('Tanh', 1660, 0), ('dropout', 1660, 0), ('linear', 586, 973346), ('batch_normalization', 586, 1172), ('Tanh', 586, 0), ('dropout', 586, 0), ('linear', 584, 342808), ('Softmax', 584, 0)]",Tanh,21088,16280020,486,3,3,1823,45.65079365079365,0.4116290322580646,0.3896607142857142,0.13498214285714288,0.2282727272727272
input:2551_output:493_depth:2_arch:pyramid_batch:325_act:softplus_dropout:0.45996844026676775_dropout:False_batchnorm:True.out,3,"[('linear', 1275, 3253800), ('batch_normalization', 1275, 2550), ('Softplus', 1275, 0), ('linear', 637, 812812), ('batch_normalization', 637, 1274), ('Softplus', 637, 0), ('linear', 493, 314534), ('Softmax', 493, 0)]",Softplus,6722,4384970,325,2,0,1567,37.25806451612903,0.3285,0.23457692307692307,0.062096153846153884,0.14469230769230765
input:270_output:26_depth:10_arch:pyramid_batch:111_act:tanh_dropout:0.14179114933605697_dropout:False_batchnorm:False.out,11,"[('linear', 135, 36585), ('Tanh', 135, 0), ('linear', 67, 9112), ('Tanh', 67, 0), ('linear', 33, 2244), ('Tanh', 33, 0), ('linear', 26, 884), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Tanh', 26, 0), ('linear', 26, 702), ('Softmax', 26, 0)]",Tanh,886,53739,111,0,0,1453,35.596774193548384,0.34340322580645144,0.012982142857142867,0.0010000000000000007,0.0020000000000000013
input:2942_output:712_depth:1_arch:gradual_batch:941_act:leaky_relu_dropout:0.18450063349912504_dropout:True_batchnorm:True.out,2,"[('linear', 712, 2095416), ('batch_normalization', 712, 1424), ('LeakyReLU', 712, 0), ('dropout', 712, 0), ('linear', 712, 507656), ('Softmax', 712, 0)]",LeakyReLU,4272,2604496,941,1,1,1529,25.126984126984127,0.19877419354838713,0.1482884615384615,0.03273076923076924,0.10821153846153847
input:1478_output:312_depth:8_arch:uniform_batch:604_act:tanh_dropout:0.36712611528390815_dropout:False_batchnorm:False.out,9,"[('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 1478, 2185962), ('Tanh', 1478, 0), ('linear', 312, 461448), ('Softmax', 312, 0)]",Tanh,24272,17949144,604,0,0,1893,53.20967741935484,0.5091587301587301,0.47678571428571415,0.17144642857142858,0.3195272727272727
input:139_output:30_depth:5_arch:uniform_batch:348_act:identity_dropout:0.2568529725065951_dropout:True_batchnorm:True.out,6,"[('linear', 139, 19460), ('batch_normalization', 139, 278), ('Identity', 139, 0), ('dropout', 139, 0), ('linear', 139, 19460), ('batch_normalization', 139, 278), ('Identity', 139, 0), ('dropout', 139, 0), ('linear', 139, 19460), ('batch_normalization', 139, 278), ('Identity', 139, 0), ('dropout', 139, 0), ('linear', 139, 19460), ('batch_normalization', 139, 278), ('Identity', 139, 0), ('dropout', 139, 0), ('linear', 139, 19460), ('batch_normalization', 139, 278), ('Identity', 139, 0), ('dropout', 139, 0), ('linear', 30, 4200), ('Softmax', 30, 0)]",Identity,2840,102890,348,5,5,1455,22.444444444444443,0.22590322580645159,0.0424259259259259,0.004240740740740744,0.007660377358490572
input:3606_output:632_depth:2_arch:uniform_batch:354_act:softplus_dropout:0.38709647147031634_dropout:True_batchnorm:False.out,3,"[('linear', 3606, 13006842), ('Softplus', 3606, 0), ('dropout', 3606, 0), ('linear', 3606, 13006842), ('Softplus', 3606, 0), ('dropout', 3606, 0), ('linear', 632, 2279624), ('Softmax', 632, 0)]",Softplus,22900,28293308,354,0,2,2065,59.285714285714285,0.569,0.5405178571428572,0.20982142857142858,0.32185964912280696
input:1691_output:187_depth:10_arch:uniform_batch:19_act:identity_dropout:0.3017627104048566_dropout:True_batchnorm:True.out,11,"[('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 1691, 2861172), ('batch_normalization', 1691, 3382), ('Identity', 1691, 0), ('dropout', 1691, 0), ('linear', 187, 316404), ('Softmax', 187, 0)]",Identity,68014,28961944,19,10,10,2063,52.21875,0.5271935483870966,0.39339622641509436,0.18384615384615383,0.06406896551724142
input:3971_output:489_depth:6_arch:pyramid_batch:353_act:selu_dropout:0.34163319222196653_dropout:True_batchnorm:True.out,7,"[('linear', 1985, 7884420), ('batch_normalization', 1985, 3970), ('SELU', 1985, 0), ('dropout', 1985, 0), ('linear', 992, 1970112), ('batch_normalization', 992, 1984), ('SELU', 992, 0), ('dropout', 992, 0), ('linear', 496, 492528), ('batch_normalization', 496, 992), ('SELU', 496, 0), ('dropout', 496, 0), ('linear', 489, 243033), ('batch_normalization', 489, 978), ('SELU', 489, 0), ('dropout', 489, 0), ('linear', 489, 239610), ('batch_normalization', 489, 978), ('SELU', 489, 0), ('dropout', 489, 0), ('linear', 489, 239610), ('batch_normalization', 489, 978), ('SELU', 489, 0), ('dropout', 489, 0), ('linear', 489, 239610), ('Softmax', 489, 0)]",SELU,20738,11318803,353,6,6,1715,40.142857142857146,0.3575967741935485,0.2992068965517241,0.08260344827586201,0.15093103448275863
input:278_output:59_depth:7_arch:bottleneck_batch:254_act:softplus_dropout:0.36599434374833406_dropout:True_batchnorm:False.out,9,"[('linear', 139, 38781), ('Softplus', 139, 0), ('dropout', 139, 0), ('linear', 69, 9660), ('Softplus', 69, 0), ('dropout', 69, 0), ('linear', 59, 4130), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softplus', 59, 0), ('dropout', 59, 0), ('linear', 59, 3540), ('Softmax', 59, 0)]",Softplus,1804,73811,254,0,8,1453,33.274193548387096,0.3203064516129033,0.031725490196078454,0.0029215686274509825,0.004716981132075474
input:2669_output:530_depth:1_arch:uniform_batch:280_act:selu_dropout:0.11331627939120957_dropout:False_batchnorm:True.out,2,"[('linear', 2669, 7126230), ('batch_normalization', 2669, 5338), ('SELU', 2669, 0), ('linear', 530, 1415100), ('Softmax', 530, 0)]",SELU,9067,8546668,280,1,0,1633,39.08064516129032,0.34115873015873016,0.2918214285714287,0.06916071428571434,0.1442264150943396
input:3432_output:445_depth:9_arch:gradual_batch:609_act:swish_dropout:0.39940687412628706_dropout:False_batchnorm:True.out,10,"[('linear', 3101, 10645733), ('batch_normalization', 3101, 6202), ('SiLU', 3101, 0), ('linear', 2770, 8592540), ('batch_normalization', 2770, 5540), ('SiLU', 2770, 0), ('linear', 2439, 6758469), ('batch_normalization', 2439, 4878), ('SiLU', 2439, 0), ('linear', 2108, 5143520), ('batch_normalization', 2108, 4216), ('SiLU', 2108, 0), ('linear', 1777, 3747693), ('batch_normalization', 1777, 3554), ('SiLU', 1777, 0), ('linear', 1446, 2570988), ('batch_normalization', 1446, 2892), ('SiLU', 1446, 0), ('linear', 1115, 1613405), ('batch_normalization', 1115, 2230), ('SiLU', 1115, 0), ('linear', 784, 874944), ('batch_normalization', 784, 1568), ('SiLU', 784, 0), ('linear', 453, 355605), ('batch_normalization', 453, 906), ('SiLU', 453, 0), ('linear', 445, 202030), ('Softmax', 445, 0)]",SiLU,48869,40536913,609,9,0,2327,64.7936507936508,0.6313225806451613,0.5704642857142855,0.2189272727272728,0.3986181818181818
input:118_output:14_depth:4_arch:gradual_batch:149_act:prelu_dropout:0.40580666482987937_dropout:False_batchnorm:True.out,5,"[('linear', 92, 10948), ('batch_normalization', 92, 184), ('PReLU', 92, 0), ('linear', 66, 6138), ('batch_normalization', 66, 132), ('PReLU', 66, 0), ('linear', 40, 2680), ('batch_normalization', 40, 80), ('PReLU', 40, 0), ('linear', 14, 574), ('batch_normalization', 14, 28), ('PReLU', 14, 0), ('linear', 14, 210), ('Softmax', 14, 0)]",PReLU,664,20974,149,4,0,1451,28.0,0.2652063492063492,0.011980769230769238,0.0010000000000000007,0.0010000000000000007
input:3028_output:497_depth:10_arch:gradual_batch:994_act:leaky_relu_dropout:0.3627668719570719_dropout:True_batchnorm:False.out,11,"[('linear', 2775, 8405475), ('LeakyReLU', 2775, 0), ('dropout', 2775, 0), ('linear', 2522, 7001072), ('LeakyReLU', 2522, 0), ('dropout', 2522, 0), ('linear', 2269, 5724687), ('LeakyReLU', 2269, 0), ('dropout', 2269, 0), ('linear', 2016, 4576320), ('LeakyReLU', 2016, 0), ('dropout', 2016, 0), ('linear', 1763, 3555971), ('LeakyReLU', 1763, 0), ('dropout', 1763, 0), ('linear', 1510, 2663640), ('LeakyReLU', 1510, 0), ('dropout', 1510, 0), ('linear', 1257, 1899327), ('LeakyReLU', 1257, 0), ('dropout', 1257, 0), ('linear', 1004, 1263032), ('LeakyReLU', 1004, 0), ('dropout', 1004, 0), ('linear', 751, 754755), ('LeakyReLU', 751, 0), ('dropout', 751, 0), ('linear', 498, 374496), ('LeakyReLU', 498, 0), ('dropout', 498, 0), ('linear', 497, 248003), ('Softmax', 497, 0)]",LeakyReLU,50089,36466778,994,0,10,2305,60.59375,0.5929032258064518,0.5423793103448276,0.1799137931034483,0.41165517241379307
input:328_output:33_depth:8_arch:pyramid_batch:422_act:mish_dropout:0.40441807612371206_dropout:False_batchnorm:False.out,9,"[('linear', 164, 53956), ('Mish', 164, 0), ('linear', 82, 13530), ('Mish', 82, 0), ('linear', 41, 3403), ('Mish', 41, 0), ('linear', 33, 1386), ('Mish', 33, 0), ('linear', 33, 1122), ('Mish', 33, 0), ('linear', 33, 1122), ('Mish', 33, 0), ('linear', 33, 1122), ('Mish', 33, 0), ('linear', 33, 1122), ('Mish', 33, 0), ('linear', 33, 1122), ('Softmax', 33, 0)]",Mish,970,77885,422,0,0,1455,22.96825396825397,0.22530645161290322,0.03325454545454546,0.002854545454545456,0.007600000000000006
input:2236_output:354_depth:7_arch:pyramid_batch:729_act:selu_dropout:0.3532711478903957_dropout:True_batchnorm:True.out,8,"[('linear', 1118, 2500966), ('batch_normalization', 1118, 2236), ('SELU', 1118, 0), ('dropout', 1118, 0), ('linear', 559, 625521), ('batch_normalization', 559, 1118), ('SELU', 559, 0), ('dropout', 559, 0), ('linear', 354, 198240), ('batch_normalization', 354, 708), ('SELU', 354, 0), ('dropout', 354, 0), ('linear', 354, 125670), ('batch_normalization', 354, 708), ('SELU', 354, 0), ('dropout', 354, 0), ('linear', 354, 125670), ('batch_normalization', 354, 708), ('SELU', 354, 0), ('dropout', 354, 0), ('linear', 354, 125670), ('batch_normalization', 354, 708), ('SELU', 354, 0), ('dropout', 354, 0), ('linear', 354, 125670), ('batch_normalization', 354, 708), ('SELU', 354, 0), ('dropout', 354, 0), ('linear', 354, 125670), ('Softmax', 354, 0)]",SELU,14496,3959971,729,7,7,1563,35.25806451612903,0.3136612903225808,0.21354545454545457,0.047927272727272714,0.13338181818181818
input:4038_output:17_depth:7_arch:uniform_batch:654_act:prelu_dropout:0.14921798394310742_dropout:False_batchnorm:False.out,8,"[('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 4038, 16309482), ('PReLU', 4038, 0), ('linear', 17, 68663), ('Softmax', 17, 0)]",PReLU,56566,114235037,654,0,0,3893,79.88888888888889,0.7782380952380954,0.7492142857142859,0.28230357142857143,0.5604545454545456
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input:1312_output:309_depth:1_arch:bottleneck_batch:207_act:softplus_dropout:0.38653771909427925_dropout:True_batchnorm:True.out,3,"[('linear', 656, 861328), ('batch_normalization', 656, 1312), ('Softplus', 656, 0), ('dropout', 656, 0), ('linear', 328, 215496), ('batch_normalization', 328, 656), ('Softplus', 328, 0), ('dropout', 328, 0), ('linear', 309, 101661), ('Softmax', 309, 0)]",Softplus,4554,1180453,207,2,2,1479,34.01587301587302,0.312015873015873,0.11703703703703698,0.016611111111111125,0.04901851851851854
input:155_output:11_depth:8_arch:pyramid_batch:56_act:gelu_dropout:0.48304352670750594_dropout:False_batchnorm:False.out,9,"[('linear', 77, 12012), ('GELU', 77, 0), ('linear', 38, 2964), ('GELU', 38, 0), ('linear', 19, 741), ('GELU', 19, 0), ('linear', 11, 220), ('GELU', 11, 0), ('linear', 11, 132), ('GELU', 11, 0), ('linear', 11, 132), ('GELU', 11, 0), ('linear', 11, 132), ('GELU', 11, 0), ('linear', 11, 132), ('GELU', 11, 0), ('linear', 11, 132), ('Softmax', 11, 0)]",GELU,400,16597,56,0,0,1451,29.571428571428573,0.2966290322580645,0.006000000000000004,0.0010000000000000007,0.0010000000000000007
input:2021_output:42_depth:3_arch:uniform_batch:976_act:identity_dropout:0.2476086963301905_dropout:True_batchnorm:False.out,4,"[('linear', 2021, 4086462), ('Identity', 2021, 0), ('dropout', 2021, 0), ('linear', 2021, 4086462), ('Identity', 2021, 0), ('dropout', 2021, 0), ('linear', 2021, 4086462), ('Identity', 2021, 0), ('dropout', 2021, 0), ('linear', 42, 84924), ('Softmax', 42, 0)]",Identity,18273,12344310,976,0,3,1723,38.76190476190476,0.3590967741935484,0.3278928571428571,0.11660714285714288,0.24707142857142858
input:344_output:69_depth:4_arch:gradual_batch:429_act:swish_dropout:0.44039123465302776_dropout:True_batchnorm:False.out,5,"[('linear', 276, 95220), ('SiLU', 276, 0), ('dropout', 276, 0), ('linear', 208, 57616), ('SiLU', 208, 0), ('dropout', 208, 0), ('linear', 140, 29260), ('SiLU', 140, 0), ('dropout', 140, 0), ('linear', 72, 10152), ('SiLU', 72, 0), ('dropout', 72, 0), ('linear', 69, 5037), ('Softmax', 69, 0)]",SiLU,2226,197285,429,0,4,1457,20.77777777777778,0.19385714285714284,0.05520754716981131,0.0056981132075471725,0.014547169811320766
input:1242_output:112_depth:7_arch:gradual_batch:12_act:softplus_dropout:0.2727483096668706_dropout:True_batchnorm:True.out,8,"[('linear', 1081, 1343683), ('batch_normalization', 1081, 2162), ('Softplus', 1081, 0), ('dropout', 1081, 0), ('linear', 920, 995440), ('batch_normalization', 920, 1840), ('Softplus', 920, 0), ('dropout', 920, 0), ('linear', 759, 699039), ('batch_normalization', 759, 1518), ('Softplus', 759, 0), ('dropout', 759, 0), ('linear', 598, 454480), ('batch_normalization', 598, 1196), ('Softplus', 598, 0), ('dropout', 598, 0), ('linear', 437, 261763), ('batch_normalization', 437, 874), ('Softplus', 437, 0), ('dropout', 437, 0), ('linear', 276, 120888), ('batch_normalization', 276, 552), ('Softplus', 276, 0), ('dropout', 276, 0), ('linear', 115, 31855), ('batch_normalization', 115, 230), ('Softplus', 115, 0), ('dropout', 115, 0), ('linear', 112, 12992), ('Softmax', 112, 0)]",Softplus,16968,3928512,12,7,7,1539,37.77777777777778,0.3787258064516129,0.10687037037037041,0.018981481481481488,0.020388888888888897
input:2426_output:55_depth:8_arch:gradual_batch:73_act:relu_dropout:0.49212680060139846_dropout:False_batchnorm:True.out,9,"[('linear', 2130, 5169510), ('batch_normalization', 2130, 4260), ('ReLU', 2130, 0), ('linear', 1834, 3908254), ('batch_normalization', 1834, 3668), ('ReLU', 1834, 0), ('linear', 1538, 2822230), ('batch_normalization', 1538, 3076), ('ReLU', 1538, 0), ('linear', 1242, 1911438), ('batch_normalization', 1242, 2484), ('ReLU', 1242, 0), ('linear', 946, 1175878), ('batch_normalization', 946, 1892), ('ReLU', 946, 0), ('linear', 650, 615550), ('batch_normalization', 650, 1300), ('ReLU', 650, 0), ('linear', 354, 230454), ('batch_normalization', 354, 708), ('ReLU', 354, 0), ('linear', 58, 20590), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 55, 3245), ('Softmax', 55, 0)]",ReLU,26366,15874653,73,8,0,1777,48.54838709677419,0.47019354838709665,0.3346249999999999,0.13274545454545456,0.1033272727272728
input:3019_output:173_depth:10_arch:gradual_batch:249_act:swish_dropout:0.14510194177899113_dropout:True_batchnorm:True.out,11,"[('linear', 2735, 8259700), ('batch_normalization', 2735, 5470), ('SiLU', 2735, 0), ('dropout', 2735, 0), ('linear', 2451, 6705936), ('batch_normalization', 2451, 4902), ('SiLU', 2451, 0), ('dropout', 2451, 0), ('linear', 2167, 5313484), ('batch_normalization', 2167, 4334), ('SiLU', 2167, 0), ('dropout', 2167, 0), ('linear', 1883, 4082344), ('batch_normalization', 1883, 3766), ('SiLU', 1883, 0), ('dropout', 1883, 0), ('linear', 1599, 3012516), ('batch_normalization', 1599, 3198), ('SiLU', 1599, 0), ('dropout', 1599, 0), ('linear', 1315, 2104000), ('batch_normalization', 1315, 2630), ('SiLU', 1315, 0), ('dropout', 1315, 0), ('linear', 1031, 1356796), ('batch_normalization', 1031, 2062), ('SiLU', 1031, 0), ('dropout', 1031, 0), ('linear', 747, 770904), ('batch_normalization', 747, 1494), ('SiLU', 747, 0), ('dropout', 747, 0), ('linear', 463, 346324), ('batch_normalization', 463, 926), ('SiLU', 463, 0), ('dropout', 463, 0), ('linear', 179, 83056), ('batch_normalization', 179, 358), ('SiLU', 179, 0), ('dropout', 179, 0), ('linear', 173, 31140), ('Softmax', 173, 0)]",SiLU,58626,32095340,249,10,10,2123,67.9375,0.667274193548387,0.5600363636363637,0.20194545454545457,0.28643103448275853
input:2436_output:314_depth:6_arch:pyramid_batch:938_act:mish_dropout:0.4851057459609974_dropout:False_batchnorm:True.out,7,"[('linear', 1218, 2968266), ('batch_normalization', 1218, 2436), ('Mish', 1218, 0), ('linear', 609, 742371), ('batch_normalization', 609, 1218), ('Mish', 609, 0), ('linear', 314, 191540), ('batch_normalization', 314, 628), ('Mish', 314, 0), ('linear', 314, 98910), ('batch_normalization', 314, 628), ('Mish', 314, 0), ('linear', 314, 98910), ('batch_normalization', 314, 628), ('Mish', 314, 0), ('linear', 314, 98910), ('batch_normalization', 314, 628), ('Mish', 314, 0), ('linear', 314, 98910), ('Softmax', 314, 0)]",Mish,9877,4303983,938,6,0,1573,34.45161290322581,0.3036031746031748,0.21762264150943395,0.05211320754716982,0.1492777777777778
input:150_output:26_depth:9_arch:gradual_batch:895_act:selu_dropout:0.1365037094019047_dropout:False_batchnorm:True.out,10,"[('linear', 137, 20687), ('batch_normalization', 137, 274), ('SELU', 137, 0), ('linear', 124, 17112), ('batch_normalization', 124, 248), ('SELU', 124, 0), ('linear', 111, 13875), ('batch_normalization', 111, 222), ('SELU', 111, 0), ('linear', 98, 10976), ('batch_normalization', 98, 196), ('SELU', 98, 0), ('linear', 85, 8415), ('batch_normalization', 85, 170), ('SELU', 85, 0), ('linear', 72, 6192), ('batch_normalization', 72, 144), ('SELU', 72, 0), ('linear', 59, 4307), ('batch_normalization', 59, 118), ('SELU', 59, 0), ('linear', 46, 2760), ('batch_normalization', 46, 92), ('SELU', 46, 0), ('linear', 33, 1551), ('batch_normalization', 33, 66), ('SELU', 33, 0), ('linear', 26, 884), ('Softmax', 26, 0)]",SELU,2347,88289,895,9,0,1461,20.725806451612904,0.20269841269841274,0.03813207547169811,0.00447169811320755,0.008826923076923083
input:2109_output:168_depth:9_arch:gradual_batch:400_act:tanh_dropout:0.370706192850373_dropout:False_batchnorm:True.out,10,"[('linear', 1894, 3996340), ('batch_normalization', 1894, 3788), ('Tanh', 1894, 0), ('linear', 1679, 3181705), ('batch_normalization', 1679, 3358), ('Tanh', 1679, 0), ('linear', 1464, 2459520), ('batch_normalization', 1464, 2928), ('Tanh', 1464, 0), ('linear', 1249, 1829785), ('batch_normalization', 1249, 2498), ('Tanh', 1249, 0), ('linear', 1034, 1292500), ('batch_normalization', 1034, 2068), ('Tanh', 1034, 0), ('linear', 819, 847665), ('batch_normalization', 819, 1638), ('Tanh', 819, 0), ('linear', 604, 495280), ('batch_normalization', 604, 1208), ('Tanh', 604, 0), ('linear', 389, 235345), ('batch_normalization', 389, 778), ('Tanh', 389, 0), ('linear', 174, 67860), ('batch_normalization', 174, 348), ('Tanh', 174, 0), ('linear', 168, 29400), ('Softmax', 168, 0)]",Tanh,28254,14454012,400,9,0,1793,50.84126984126984,0.483142857142857,0.39823636363636356,0.12178181818181823,0.22284905660377366
input:3365_output:365_depth:6_arch:bottleneck_batch:446_act:softplus_dropout:0.260129016433563_dropout:False_batchnorm:False.out,8,"[('linear', 1682, 5661612), ('Softplus', 1682, 0), ('linear', 841, 1415403), ('Softplus', 841, 0), ('linear', 420, 353640), ('Softplus', 420, 0), ('linear', 365, 153665), ('Softplus', 365, 0), ('linear', 365, 133590), ('Softplus', 365, 0), ('linear', 365, 133590), ('Softplus', 365, 0), ('linear', 365, 133590), ('Softplus', 365, 0), ('linear', 365, 133590), ('Softmax', 365, 0)]",Softplus,9536,8118680,446,0,0,1643,36.96825396825397,0.316142857142857,0.27289473684210525,0.059333333333333314,0.153826923076923
input:2490_output:558_depth:3_arch:bottleneck_batch:714_act:selu_dropout:0.22191619797047216_dropout:True_batchnorm:True.out,5,"[('linear', 1245, 3101295), ('batch_normalization', 1245, 2490), ('SELU', 1245, 0), ('dropout', 1245, 0), ('linear', 622, 775012), ('batch_normalization', 622, 1244), ('SELU', 622, 0), ('dropout', 622, 0), ('linear', 558, 347634), ('batch_normalization', 558, 1116), ('SELU', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('batch_normalization', 558, 1116), ('SELU', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('Softmax', 558, 0)]",SELU,13048,4853751,714,4,4,1581,33.34920634920635,0.3065396825396825,0.23137037037037037,0.053037037037037035,0.15970370370370374
input:2221_output:524_depth:8_arch:pyramid_batch:326_act:identity_dropout:0.3829190148845292_dropout:True_batchnorm:False.out,9,"[('linear', 1110, 2466420), ('Identity', 1110, 0), ('dropout', 1110, 0), ('linear', 555, 616605), ('Identity', 555, 0), ('dropout', 555, 0), ('linear', 524, 291344), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Identity', 524, 0), ('dropout', 524, 0), ('linear', 524, 275100), ('Softmax', 524, 0)]",Identity,15475,5024969,326,0,8,1559,38.04761904761905,0.34461290322580634,0.2501296296296297,0.048629629629629606,0.13591379310344825
input:530_output:10_depth:3_arch:bottleneck_batch:529_act:elu_dropout:0.421825461485398_dropout:False_batchnorm:True.out,5,"[('linear', 265, 140715), ('batch_normalization', 265, 530), ('ELU', 265, 0), ('linear', 132, 35112), ('batch_normalization', 132, 264), ('ELU', 132, 0), ('linear', 66, 8778), ('batch_normalization', 66, 132), ('ELU', 66, 0), ('linear', 33, 2211), ('batch_normalization', 33, 66), ('ELU', 33, 0), ('linear', 10, 340), ('Softmax', 10, 0)]",ELU,1508,188148,529,4,0,1457,21.387096774193548,0.1945967741935484,0.036528301886792444,0.004509433962264154,0.012924528301886801
input:1997_output:68_depth:3_arch:bottleneck_batch:83_act:leaky_relu_dropout:0.36203595000881794_dropout:False_batchnorm:False.out,5,"[('linear', 998, 1994004), ('LeakyReLU', 998, 0), ('linear', 499, 498501), ('LeakyReLU', 499, 0), ('linear', 249, 124500), ('LeakyReLU', 249, 0), ('linear', 124, 31000), ('LeakyReLU', 124, 0), ('linear', 68, 8500), ('Softmax', 68, 0)]",LeakyReLU,3876,2656505,83,0,0,1515,38.064516129032256,0.35758064516129034,0.13700000000000007,0.027277777777777765,0.04865454545454542
input:2135_output:41_depth:9_arch:gradual_batch:594_act:gelu_dropout:0.3072378220677524_dropout:True_batchnorm:False.out,10,"[('linear', 1903, 4064808), ('GELU', 1903, 0), ('dropout', 1903, 0), ('linear', 1671, 3181584), ('GELU', 1671, 0), ('dropout', 1671, 0), ('linear', 1439, 2406008), ('GELU', 1439, 0), ('dropout', 1439, 0), ('linear', 1207, 1738080), ('GELU', 1207, 0), ('dropout', 1207, 0), ('linear', 975, 1177800), ('GELU', 975, 0), ('dropout', 975, 0), ('linear', 743, 725168), ('GELU', 743, 0), ('dropout', 743, 0), ('linear', 511, 380184), ('GELU', 511, 0), ('dropout', 511, 0), ('linear', 279, 142848), ('GELU', 279, 0), ('dropout', 279, 0), ('linear', 47, 13160), ('GELU', 47, 0), ('dropout', 47, 0), ('linear', 41, 1968), ('Softmax', 41, 0)]",GELU,26407,13831608,594,0,9,1769,46.61904761904762,0.4384677419354837,0.3973090909090909,0.1219272727272727,0.255982142857143
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input:2896_output:595_depth:5_arch:gradual_batch:336_act:identity_dropout:0.2791669866293094_dropout:False_batchnorm:False.out,6,"[('linear', 2436, 7057092), ('Identity', 2436, 0), ('linear', 1976, 4815512), ('Identity', 1976, 0), ('linear', 1516, 2997132), ('Identity', 1516, 0), ('linear', 1056, 1601952), ('Identity', 1056, 0), ('linear', 596, 629972), ('Identity', 596, 0), ('linear', 595, 355215), ('Softmax', 595, 0)]",Identity,16350,17456875,336,0,0,1823,53.63492063492063,0.4934761904761904,0.4633859649122806,0.17294736842105268,0.257298245614035
input:29_output:4_depth:2_arch:uniform_batch:190_act:elu_dropout:0.1258194878439477_dropout:True_batchnorm:True.out,3,"[('linear', 29, 870), ('batch_normalization', 29, 58), ('ELU', 29, 0), ('dropout', 29, 0), ('linear', 29, 870), ('batch_normalization', 29, 58), ('ELU', 29, 0), ('dropout', 29, 0), ('linear', 4, 120), ('Softmax', 4, 0)]",ELU,240,1976,190,2,2,1451,19.936507936507937,0.19608064516129037,0.004132075471698116,0.0010000000000000005,0
input:3568_output:830_depth:2_arch:bottleneck_batch:287_act:softplus_dropout:0.3229076146352231_dropout:True_batchnorm:True.out,4,"[('linear', 1784, 6367096), ('batch_normalization', 1784, 3568), ('Softplus', 1784, 0), ('dropout', 1784, 0), ('linear', 892, 1592220), ('batch_normalization', 892, 1784), ('Softplus', 892, 0), ('dropout', 892, 0), ('linear', 830, 741190), ('batch_normalization', 830, 1660), ('Softplus', 830, 0), ('dropout', 830, 0), ('linear', 830, 689730), ('Softmax', 830, 0)]",Softplus,15684,9397248,287,3,3,1671,41.19047619047619,0.3613174603174603,0.29923214285714284,0.07916071428571432,0.1378928571428571
input:2107_output:114_depth:8_arch:bottleneck_batch:520_act:leaky_relu_dropout:0.17574465745482915_dropout:False_batchnorm:True.out,10,"[('linear', 1053, 2219724), ('batch_normalization', 1053, 2106), ('LeakyReLU', 1053, 0), ('linear', 526, 554404), ('batch_normalization', 526, 1052), ('LeakyReLU', 526, 0), ('linear', 263, 138601), ('batch_normalization', 263, 526), ('LeakyReLU', 263, 0), ('linear', 131, 34584), ('batch_normalization', 131, 262), ('LeakyReLU', 131, 0), ('linear', 114, 15048), ('batch_normalization', 114, 228), ('LeakyReLU', 114, 0), ('linear', 114, 13110), ('batch_normalization', 114, 228), ('LeakyReLU', 114, 0), ('linear', 114, 13110), ('batch_normalization', 114, 228), ('LeakyReLU', 114, 0), ('linear', 114, 13110), ('batch_normalization', 114, 228), ('LeakyReLU', 114, 0), ('linear', 114, 13110), ('batch_normalization', 114, 228), ('LeakyReLU', 114, 0), ('linear', 114, 13110), ('Softmax', 114, 0)]",LeakyReLU,7857,3032997,520,9,0,1543,35.25396825396825,0.3233968253968253,0.16505555555555554,0.03227777777777779,0.09581481481481487
input:3202_output:39_depth:1_arch:pyramid_batch:123_act:elu_dropout:0.4284407248098421_dropout:True_batchnorm:False.out,2,"[('linear', 1601, 5128003), ('ELU', 1601, 0), ('dropout', 1601, 0), ('linear', 39, 62478), ('Softmax', 39, 0)]",ELU,4881,5190481,123,0,1,1555,37.63492063492063,0.3362698412698412,0.23782692307692316,0.051019230769230796,0.09625000000000009
input:1120_output:269_depth:3_arch:pyramid_batch:1009_act:swish_dropout:0.41476159158677484_dropout:True_batchnorm:False.out,4,"[('linear', 560, 627760), ('SiLU', 560, 0), ('dropout', 560, 0), ('linear', 280, 157080), ('SiLU', 280, 0), ('dropout', 280, 0), ('linear', 269, 75589), ('SiLU', 269, 0), ('dropout', 269, 0), ('linear', 269, 72630), ('Softmax', 269, 0)]",SiLU,3865,933059,1009,0,3,1497,20.258064516129032,0.16384126984126976,0.09008771929824562,0.018421052631578953,0.0546909090909091
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input:763_output:151_depth:5_arch:gradual_batch:892_act:relu_dropout:0.24301664048682203_dropout:False_batchnorm:False.out,6,"[('linear', 641, 489724), ('ReLU', 641, 0), ('linear', 519, 333198), ('ReLU', 519, 0), ('linear', 397, 206440), ('ReLU', 397, 0), ('linear', 275, 109450), ('ReLU', 275, 0), ('linear', 153, 42228), ('ReLU', 153, 0), ('linear', 151, 23254), ('Softmax', 151, 0)]",ReLU,4272,1204294,892,0,0,1481,24.774193548387096,0.22124193548387092,0.13115384615384612,0.025615384615384627,0.07933928571428572
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input:724_output:77_depth:2_arch:uniform_batch:47_act:softplus_dropout:0.43009554365261793_dropout:False_batchnorm:False.out,3,"[('linear', 724, 524900), ('Softplus', 724, 0), ('linear', 724, 524900), ('Softplus', 724, 0), ('linear', 77, 55825), ('Softmax', 77, 0)]",Softplus,3050,1105625,47,0,0,1473,37.63492063492063,0.36299999999999993,0.09307142857142851,0.015732142857142868,0.02764285714285716
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input:544_output:100_depth:10_arch:bottleneck_batch:289_act:gelu_dropout:0.418952919591_dropout:True_batchnorm:True.out,12,"[('linear', 272, 148240), ('batch_normalization', 272, 544), ('GELU', 272, 0), ('dropout', 272, 0), ('linear', 136, 37128), ('batch_normalization', 136, 272), ('GELU', 136, 0), ('dropout', 136, 0), ('linear', 100, 13700), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('GELU', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('Softmax', 100, 0)]",GELU,5432,292584,289,11,11,1461,33.79032258064516,0.32614285714285735,0.05812962962962961,0.005944444444444448,0.012574074074074081
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input:1887_output:349_depth:8_arch:pyramid_batch:388_act:tanh_dropout:0.4905601084212613_dropout:True_batchnorm:False.out,9,"[('linear', 943, 1780384), ('Tanh', 943, 0), ('dropout', 943, 0), ('linear', 471, 444624), ('Tanh', 471, 0), ('dropout', 471, 0), ('linear', 349, 164728), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Tanh', 349, 0), ('dropout', 349, 0), ('linear', 349, 122150), ('Softmax', 349, 0)]",Tanh,11222,3122636,388,0,8,1535,36.87301587301587,0.32984126984126977,0.20626923076923076,0.038307692307692306,0.10777358490566044
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input:2162_output:406_depth:1_arch:pyramid_batch:119_act:tanh_dropout:0.25214768615208716_dropout:False_batchnorm:True.out,2,"[('linear', 1081, 2338203), ('batch_normalization', 1081, 2162), ('Tanh', 1081, 0), ('linear', 406, 439292), ('Softmax', 406, 0)]",Tanh,4055,2779657,119,1,0,1515,37.93650793650794,0.3469047619047619,0.1755178571428572,0.03787499999999999,0.0622727272727273
input:2262_output:394_depth:6_arch:gradual_batch:170_act:prelu_dropout:0.39747963343609727_dropout:True_batchnorm:False.out,7,"[('linear', 1951, 4415113), ('PReLU', 1951, 0), ('dropout', 1951, 0), ('linear', 1640, 3201280), ('PReLU', 1640, 0), ('dropout', 1640, 0), ('linear', 1329, 2180889), ('PReLU', 1329, 0), ('dropout', 1329, 0), ('linear', 1018, 1353940), ('PReLU', 1018, 0), ('dropout', 1018, 0), ('linear', 707, 720433), ('PReLU', 707, 0), ('dropout', 707, 0), ('linear', 396, 280368), ('PReLU', 396, 0), ('dropout', 396, 0), ('linear', 394, 156418), ('Softmax', 394, 0)]",PReLU,21911,12308441,170,0,6,1721,47.95161290322581,0.4675079365079366,0.3818888888888889,0.11175925925925927,0.15881481481481485
input:801_output:80_depth:9_arch:uniform_batch:860_act:mish_dropout:0.3003355777112985_dropout:False_batchnorm:False.out,10,"[('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 801, 642402), ('Mish', 801, 0), ('linear', 80, 64160), ('Softmax', 80, 0)]",Mish,14578,5845778,860,0,0,1593,28.88888888888889,0.3343650793650794,0.2827321428571428,0.05801785714285714,0.19866071428571425
input:794_output:15_depth:6_arch:pyramid_batch:969_act:softplus_dropout:0.23150434817417756_dropout:True_batchnorm:True.out,7,"[('linear', 397, 315615), ('batch_normalization', 397, 794), ('Softplus', 397, 0), ('dropout', 397, 0), ('linear', 198, 78804), ('batch_normalization', 198, 396), ('Softplus', 198, 0), ('dropout', 198, 0), ('linear', 99, 19701), ('batch_normalization', 99, 198), ('Softplus', 99, 0), ('dropout', 99, 0), ('linear', 49, 4900), ('batch_normalization', 49, 98), ('Softplus', 49, 0), ('dropout', 49, 0), ('linear', 24, 1200), ('batch_normalization', 24, 48), ('Softplus', 24, 0), ('dropout', 24, 0), ('linear', 15, 375), ('batch_normalization', 15, 30), ('Softplus', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('Softmax', 15, 0)]",Softplus,3158,422399,969,6,6,1477,23.22222222222222,0.21304761904761918,0.05492592592592592,0.009944444444444448,0.024823529411764706
input:2237_output:342_depth:7_arch:pyramid_batch:797_act:selu_dropout:0.23418567066348964_dropout:False_batchnorm:False.out,8,"[('linear', 1118, 2502084), ('SELU', 1118, 0), ('linear', 559, 625521), ('SELU', 559, 0), ('linear', 342, 191520), ('SELU', 342, 0), ('linear', 342, 117306), ('SELU', 342, 0), ('linear', 342, 117306), ('SELU', 342, 0), ('linear', 342, 117306), ('SELU', 342, 0), ('linear', 342, 117306), ('SELU', 342, 0), ('linear', 342, 117306), ('Softmax', 342, 0)]",SELU,7458,3905655,797,0,0,1549,35.79032258064516,0.3142096774193548,0.22760377358490563,0.05094339622641509,0.14801923076923076
input:1984_output:142_depth:1_arch:gradual_batch:680_act:elu_dropout:0.48352790859645134_dropout:False_batchnorm:True.out,2,"[('linear', 142, 281870), ('batch_normalization', 142, 284), ('ELU', 142, 0), ('linear', 142, 20306), ('Softmax', 142, 0)]",ELU,710,302460,680,1,0,1473,16.095238095238095,0.10830158730158736,0.03082142857142856,0.004571428571428574,0.01755357142857144
input:1475_output:135_depth:2_arch:gradual_batch:314_act:selu_dropout:0.31884892878064514_dropout:False_batchnorm:True.out,3,"[('linear', 805, 1188180), ('batch_normalization', 805, 1610), ('SELU', 805, 0), ('linear', 135, 108810), ('batch_normalization', 135, 270), ('SELU', 135, 0), ('linear', 135, 18360), ('Softmax', 135, 0)]",SELU,3090,1317230,314,2,0,1497,30.857142857142858,0.27334920634920634,0.11527777777777783,0.026407407407407393,0.059203703703703654
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input:2992_output:198_depth:9_arch:uniform_batch:815_act:softplus_dropout:0.18445376774753186_dropout:False_batchnorm:True.out,10,"[('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 2992, 8955056), ('batch_normalization', 2992, 5984), ('Softplus', 2992, 0), ('linear', 198, 592614), ('Softmax', 198, 0)]",Softplus,81180,81241974,815,9,0,3379,75.53125,0.7386507936507934,0.727857142857143,0.22635714285714287,0.5643392857142856
input:628_output:19_depth:9_arch:uniform_batch:1004_act:identity_dropout:0.2403055624113571_dropout:True_batchnorm:False.out,10,"[('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 628, 395012), ('Identity', 628, 0), ('dropout', 628, 0), ('linear', 19, 11951), ('Softmax', 19, 0)]",Identity,16994,3567059,1004,0,9,1537,34.73015873015873,0.32754838709677425,0.24732075471698112,0.04962264150943397,0.1781666666666667
input:255_output:48_depth:2_arch:bottleneck_batch:585_act:relu_dropout:0.2954678745175555_dropout:True_batchnorm:True.out,4,"[('linear', 127, 32512), ('batch_normalization', 127, 254), ('ReLU', 127, 0), ('dropout', 127, 0), ('linear', 63, 8064), ('batch_normalization', 63, 126), ('ReLU', 63, 0), ('dropout', 63, 0), ('linear', 48, 3072), ('batch_normalization', 48, 96), ('ReLU', 48, 0), ('dropout', 48, 0), ('linear', 48, 2352), ('Softmax', 48, 0)]",ReLU,1048,46476,585,3,3,1455,17.333333333333332,0.024,0,0,0
input:4028_output:250_depth:3_arch:uniform_batch:12_act:tanh_dropout:0.23573063990862375_dropout:False_batchnorm:True.out,4,"[('linear', 4028, 16228812), ('batch_normalization', 4028, 8056), ('Tanh', 4028, 0), ('linear', 4028, 16228812), ('batch_normalization', 4028, 8056), ('Tanh', 4028, 0), ('linear', 4028, 16228812), ('batch_normalization', 4028, 8056), ('Tanh', 4028, 0), ('linear', 250, 1007250), ('Softmax', 250, 0)]",Tanh,36752,49717854,12,3,0,2403,80.484375,0.8112096774193547,0.7312727272727273,0.4180740740740741,0.10444444444444453
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input:2930_output:273_depth:8_arch:bottleneck_batch:846_act:softplus_dropout:0.18092910223346373_dropout:False_batchnorm:False.out,10,"[('linear', 1465, 4293915), ('Softplus', 1465, 0), ('linear', 732, 1073112), ('Softplus', 732, 0), ('linear', 366, 268278), ('Softplus', 366, 0), ('linear', 273, 100191), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softplus', 273, 0), ('linear', 273, 74802), ('Softmax', 273, 0)]",Softplus,8948,6184308,846,0,0,1623,34.75806451612903,0.3092258064516128,0.26250000000000007,0.06528846153846155,0.1781153846153846
input:1199_output:100_depth:10_arch:gradual_batch:286_act:identity_dropout:0.16364620171787914_dropout:False_batchnorm:False.out,11,"[('linear', 1090, 1308000), ('Identity', 1090, 0), ('linear', 981, 1070271), ('Identity', 981, 0), ('linear', 872, 856304), ('Identity', 872, 0), ('linear', 763, 666099), ('Identity', 763, 0), ('linear', 654, 499656), ('Identity', 654, 0), ('linear', 545, 356975), ('Identity', 545, 0), ('linear', 436, 238056), ('Identity', 436, 0), ('linear', 327, 142899), ('Identity', 327, 0), ('linear', 218, 71504), ('Identity', 218, 0), ('linear', 109, 23871), ('Identity', 109, 0), ('linear', 100, 11000), ('Softmax', 100, 0)]",Identity,12190,5244635,286,0,0,1565,37.22222222222222,0.3511269841269841,0.2501034482758621,0.052551724137931015,0.12247169811320753
input:515_output:4_depth:3_arch:bottleneck_batch:45_act:prelu_dropout:0.31319578662790126_dropout:True_batchnorm:False.out,5,"[('linear', 257, 132612), ('PReLU', 257, 0), ('dropout', 257, 0), ('linear', 128, 33024), ('PReLU', 128, 0), ('dropout', 128, 0), ('linear', 64, 8256), ('PReLU', 64, 0), ('dropout', 64, 0), ('linear', 32, 2080), ('PReLU', 32, 0), ('dropout', 32, 0), ('linear', 4, 132), ('Softmax', 4, 0)]",PReLU,1451,176104,45,0,4,1455,35.492063492063494,0.34707936507936527,0.0238888888888889,0.0029629629629629646,0.004000000000000003
input:397_output:13_depth:7_arch:pyramid_batch:998_act:relu_dropout:0.19701934877302138_dropout:True_batchnorm:True.out,8,"[('linear', 198, 78804), ('batch_normalization', 198, 396), ('ReLU', 198, 0), ('dropout', 198, 0), ('linear', 99, 19701), ('batch_normalization', 99, 198), ('ReLU', 99, 0), ('dropout', 99, 0), ('linear', 49, 4900), ('batch_normalization', 49, 98), ('ReLU', 49, 0), ('dropout', 49, 0), ('linear', 24, 1200), ('batch_normalization', 24, 48), ('ReLU', 24, 0), ('dropout', 24, 0), ('linear', 13, 325), ('batch_normalization', 13, 26), ('ReLU', 13, 0), ('dropout', 13, 0), ('linear', 13, 182), ('batch_normalization', 13, 26), ('ReLU', 13, 0), ('dropout', 13, 0), ('linear', 13, 182), ('batch_normalization', 13, 26), ('ReLU', 13, 0), ('dropout', 13, 0), ('linear', 13, 182), ('Softmax', 13, 0)]",ReLU,1662,106294,998,7,7,1457,22.64516129032258,0.2092857142857143,0.027092592592592588,0.0040370370370370395,0.007927272727272732
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input:416_output:62_depth:3_arch:gradual_batch:577_act:leaky_relu_dropout:0.3845559923626115_dropout:True_batchnorm:False.out,4,"[('linear', 298, 124266), ('LeakyReLU', 298, 0), ('dropout', 298, 0), ('linear', 180, 53820), ('LeakyReLU', 180, 0), ('dropout', 180, 0), ('linear', 62, 11222), ('LeakyReLU', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Softmax', 62, 0)]",LeakyReLU,1744,193214,577,0,3,1459,16.741935483870968,0.1512539682539683,0.0431132075471698,0.005622641509433965,0.013596153846153857
input:527_output:42_depth:9_arch:uniform_batch:998_act:gelu_dropout:0.39090321012925133_dropout:True_batchnorm:True.out,10,"[('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 527, 278256), ('batch_normalization', 527, 1054), ('GELU', 527, 0), ('dropout', 527, 0), ('linear', 42, 22176), ('Softmax', 42, 0)]",GELU,19056,2535966,998,9,9,1559,34.79365079365079,0.3330806451612902,0.1957924528301887,0.04050943396226414,0.12474074074074075
input:1674_output:45_depth:2_arch:gradual_batch:990_act:tanh_dropout:0.41904666418394265_dropout:True_batchnorm:False.out,3,"[('linear', 860, 1440500), ('Tanh', 860, 0), ('dropout', 860, 0), ('linear', 46, 39606), ('Tanh', 46, 0), ('dropout', 46, 0), ('linear', 45, 2115), ('Softmax', 45, 0)]",Tanh,2808,1482221,990,0,2,1495,19.672131147540984,0.1520645161290322,0.09648148148148153,0.02161111111111112,0.06674074074074077
input:1474_output:41_depth:7_arch:pyramid_batch:267_act:softplus_dropout:0.15646164240629853_dropout:False_batchnorm:True.out,8,"[('linear', 737, 1087075), ('batch_normalization', 737, 1474), ('Softplus', 737, 0), ('linear', 368, 271584), ('batch_normalization', 368, 736), ('Softplus', 368, 0), ('linear', 184, 67896), ('batch_normalization', 184, 368), ('Softplus', 184, 0), ('linear', 92, 17020), ('batch_normalization', 92, 184), ('Softplus', 92, 0), ('linear', 46, 4278), ('batch_normalization', 46, 92), ('Softplus', 46, 0), ('linear', 41, 1927), ('batch_normalization', 41, 82), ('Softplus', 41, 0), ('linear', 41, 1722), ('batch_normalization', 41, 82), ('Softplus', 41, 0), ('linear', 41, 1722), ('Softmax', 41, 0)]",Softplus,4609,1456242,267,7,0,1497,37.12698412698413,0.35119047619047616,0.10538888888888896,0.01918518518518519,0.04866666666666667
input:3519_output:647_depth:3_arch:gradual_batch:1015_act:identity_dropout:0.3904348967443002_dropout:False_batchnorm:False.out,4,"[('linear', 2562, 9018240), ('Identity', 2562, 0), ('linear', 1605, 4113615), ('Identity', 1605, 0), ('linear', 648, 1040688), ('Identity', 648, 0), ('linear', 647, 419903), ('Softmax', 647, 0)]",Identity,10924,14592446,1015,0,0,1807,38.095238095238095,0.33239682539682536,0.3114285714285714,0.10735714285714283,0.23208928571428564
input:3178_output:793_depth:9_arch:uniform_batch:744_act:swish_dropout:0.2529479878915194_dropout:False_batchnorm:True.out,10,"[('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 3178, 10102862), ('batch_normalization', 3178, 6356), ('SiLU', 3178, 0), ('linear', 793, 2520947), ('Softmax', 793, 0)]",SiLU,87392,93503909,744,9,0,3613,76.5625,0.7682741935483873,0.739727272727273,0.21960000000000005,0.5518518518518517
input:3725_output:651_depth:4_arch:bottleneck_batch:884_act:swish_dropout:0.3069266731344562_dropout:False_batchnorm:True.out,6,"[('linear', 1862, 6937812), ('batch_normalization', 1862, 3724), ('SiLU', 1862, 0), ('linear', 931, 1734453), ('batch_normalization', 931, 1862), ('SiLU', 931, 0), ('linear', 651, 606732), ('batch_normalization', 651, 1302), ('SiLU', 651, 0), ('linear', 651, 424452), ('batch_normalization', 651, 1302), ('SiLU', 651, 0), ('linear', 651, 424452), ('batch_normalization', 651, 1302), ('SiLU', 651, 0), ('linear', 651, 424452), ('Softmax', 651, 0)]",SiLU,15540,10561845,884,5,0,1713,38.24193548387097,0.2957936507936508,0.26661403508771936,0.06694736842105264,0.1920526315789475
input:2079_output:356_depth:6_arch:gradual_batch:543_act:leaky_relu_dropout:0.4039361208373745_dropout:False_batchnorm:False.out,7,"[('linear', 1792, 3727360), ('LeakyReLU', 1792, 0), ('linear', 1505, 2698465), ('LeakyReLU', 1505, 0), ('linear', 1218, 1834308), ('LeakyReLU', 1218, 0), ('linear', 931, 1134889), ('LeakyReLU', 931, 0), ('linear', 644, 600208), ('LeakyReLU', 644, 0), ('linear', 357, 230265), ('LeakyReLU', 357, 0), ('linear', 356, 127448), ('Softmax', 356, 0)]",LeakyReLU,13606,10352943,543,0,0,1709,39.714285714285715,0.37038709677419357,0.32917543859649134,0.09454385964912285,0.2072142857142857
input:3081_output:192_depth:5_arch:uniform_batch:926_act:gelu_dropout:0.2168905938911152_dropout:False_batchnorm:False.out,6,"[('linear', 3081, 9495642), ('GELU', 3081, 0), ('linear', 3081, 9495642), ('GELU', 3081, 0), ('linear', 3081, 9495642), ('GELU', 3081, 0), ('linear', 3081, 9495642), ('GELU', 3081, 0), ('linear', 3081, 9495642), ('GELU', 3081, 0), ('linear', 192, 591744), ('Softmax', 192, 0)]",GELU,31194,48069954,926,0,0,2567,65.015625,0.6389999999999999,0.6064999999999999,0.2144545454545455,0.47430357142857144
input:180_output:15_depth:7_arch:pyramid_batch:701_act:identity_dropout:0.3791418144838541_dropout:True_batchnorm:True.out,8,"[('linear', 90, 16290), ('batch_normalization', 90, 180), ('Identity', 90, 0), ('dropout', 90, 0), ('linear', 45, 4095), ('batch_normalization', 45, 90), ('Identity', 45, 0), ('dropout', 45, 0), ('linear', 22, 1012), ('batch_normalization', 22, 44), ('Identity', 22, 0), ('dropout', 22, 0), ('linear', 15, 345), ('batch_normalization', 15, 30), ('Identity', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('batch_normalization', 15, 30), ('Identity', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('batch_normalization', 15, 30), ('Identity', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('batch_normalization', 15, 30), ('Identity', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('Softmax', 15, 0)]",Identity,898,23136,701,7,7,1453,20.177419354838708,0.19596774193548397,0.014407407407407417,0.0019074074074074089,0.002444444444444446
input:3271_output:525_depth:6_arch:gradual_batch:701_act:prelu_dropout:0.22192324279745376_dropout:True_batchnorm:False.out,7,"[('linear', 2814, 9207408), ('PReLU', 2814, 0), ('dropout', 2814, 0), ('linear', 2357, 6634955), ('PReLU', 2357, 0), ('dropout', 2357, 0), ('linear', 1900, 4480200), ('PReLU', 1900, 0), ('dropout', 1900, 0), ('linear', 1443, 2743143), ('PReLU', 1443, 0), ('dropout', 1443, 0), ('linear', 986, 1423784), ('PReLU', 986, 0), ('dropout', 986, 0), ('linear', 529, 522123), ('PReLU', 529, 0), ('dropout', 529, 0), ('linear', 525, 278250), ('Softmax', 525, 0)]",PReLU,31137,25289863,701,0,6,2045,53.5625,0.49633333333333324,0.4600545454545455,0.16729090909090913,0.3309636363636364
input:998_output:146_depth:9_arch:bottleneck_batch:375_act:swish_dropout:0.16961508800875136_dropout:False_batchnorm:True.out,11,"[('linear', 499, 498501), ('batch_normalization', 499, 998), ('SiLU', 499, 0), ('linear', 249, 124500), ('batch_normalization', 249, 498), ('SiLU', 249, 0), ('linear', 146, 36500), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('linear', 146, 21462), ('Softmax', 146, 0)]",SiLU,6040,835029,375,10,0,1485,35.3968253968254,0.332873015873016,0.09563461538461539,0.011500000000000007,0.03205882352941177
input:1167_output:198_depth:8_arch:uniform_batch:183_act:gelu_dropout:0.11604376592487409_dropout:False_batchnorm:False.out,9,"[('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 1167, 1363056), ('GELU', 1167, 0), ('linear', 198, 231264), ('Softmax', 198, 0)]",GELU,19068,11135712,183,0,0,1731,53.5625,0.5292539682539682,0.43492982456140367,0.10412280701754396,0.18892592592592586
input:3198_output:309_depth:5_arch:uniform_batch:621_act:selu_dropout:0.2550042821972929_dropout:True_batchnorm:True.out,6,"[('linear', 3198, 10230402), ('batch_normalization', 3198, 6396), ('SELU', 3198, 0), ('dropout', 3198, 0), ('linear', 3198, 10230402), ('batch_normalization', 3198, 6396), ('SELU', 3198, 0), ('dropout', 3198, 0), ('linear', 3198, 10230402), ('batch_normalization', 3198, 6396), ('SELU', 3198, 0), ('dropout', 3198, 0), ('linear', 3198, 10230402), ('batch_normalization', 3198, 6396), ('SELU', 3198, 0), ('dropout', 3198, 0), ('linear', 3198, 10230402), ('batch_normalization', 3198, 6396), ('SELU', 3198, 0), ('dropout', 3198, 0), ('linear', 309, 988491), ('Softmax', 309, 0)]",SELU,64578,52172481,621,5,5,2635,68.96875,0.6887903225806451,0.6358305084745762,0.2421525423728813,0.4416206896551722
input:2955_output:424_depth:1_arch:gradual_batch:6_act:mish_dropout:0.10407702161556505_dropout:False_batchnorm:False.out,2,"[('linear', 424, 1253344), ('Mish', 424, 0), ('linear', 424, 180200), ('Softmax', 424, 0)]",Mish,1696,1433544,6,0,0,1495,38.17460317460318,0.3622222222222222,0.07044230769230765,0.014038461538461548,0.014811320754716991
input:452_output:95_depth:10_arch:uniform_batch:945_act:swish_dropout:0.11258917992116212_dropout:True_batchnorm:True.out,11,"[('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 452, 204756), ('batch_normalization', 452, 904), ('SiLU', 452, 0), ('dropout', 452, 0), ('linear', 95, 43035), ('Softmax', 95, 0)]",SiLU,18270,2099635,945,10,10,1563,34.07936507936508,0.33516129032258063,0.175574074074074,0.04485185185185184,0.10322222222222228
input:1523_output:189_depth:3_arch:uniform_batch:964_act:leaky_relu_dropout:0.45311336379980316_dropout:True_batchnorm:True.out,4,"[('linear', 1523, 2321052), ('batch_normalization', 1523, 3046), ('LeakyReLU', 1523, 0), ('dropout', 1523, 0), ('linear', 1523, 2321052), ('batch_normalization', 1523, 3046), ('LeakyReLU', 1523, 0), ('dropout', 1523, 0), ('linear', 1523, 2321052), ('batch_normalization', 1523, 3046), ('LeakyReLU', 1523, 0), ('dropout', 1523, 0), ('linear', 189, 288036), ('Softmax', 189, 0)]",LeakyReLU,18654,7260330,964,3,3,1633,35.095238095238095,0.3231290322580645,0.27770689655172415,0.07136206896551724,0.2042586206896552
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input:1104_output:173_depth:5_arch:pyramid_batch:706_act:prelu_dropout:0.4450248501462818_dropout:False_batchnorm:True.out,6,"[('linear', 552, 609960), ('batch_normalization', 552, 1104), ('PReLU', 552, 0), ('linear', 276, 152628), ('batch_normalization', 276, 552), ('PReLU', 276, 0), ('linear', 173, 47921), ('batch_normalization', 173, 346), ('PReLU', 173, 0), ('linear', 173, 30102), ('batch_normalization', 173, 346), ('PReLU', 173, 0), ('linear', 173, 30102), ('batch_normalization', 173, 346), ('PReLU', 173, 0), ('linear', 173, 30102), ('Softmax', 173, 0)]",PReLU,4387,903509,706,5,0,1483,26.523809523809526,0.2366984126984127,0.09422222222222222,0.017000000000000008,0.04816666666666664
input:190_output:29_depth:5_arch:pyramid_batch:867_act:softplus_dropout:0.3729297924090291_dropout:True_batchnorm:True.out,6,"[('linear', 95, 18145), ('batch_normalization', 95, 190), ('Softplus', 95, 0), ('dropout', 95, 0), ('linear', 47, 4512), ('batch_normalization', 47, 94), ('Softplus', 47, 0), ('dropout', 47, 0), ('linear', 29, 1392), ('batch_normalization', 29, 58), ('Softplus', 29, 0), ('dropout', 29, 0), ('linear', 29, 870), ('batch_normalization', 29, 58), ('Softplus', 29, 0), ('dropout', 29, 0), ('linear', 29, 870), ('batch_normalization', 29, 58), ('Softplus', 29, 0), ('dropout', 29, 0), ('linear', 29, 870), ('Softmax', 29, 0)]",Softplus,974,27117,867,5,5,1455,14.412698412698413,0.1369047619047619,0.018589285714285725,0.0020000000000000013,0.0024727272727272744
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input:1970_output:371_depth:4_arch:bottleneck_batch:934_act:relu_dropout:0.310796278911476_dropout:True_batchnorm:True.out,6,"[('linear', 985, 1941435), ('batch_normalization', 985, 1970), ('ReLU', 985, 0), ('dropout', 985, 0), ('linear', 492, 485112), ('batch_normalization', 492, 984), ('ReLU', 492, 0), ('dropout', 492, 0), ('linear', 371, 182903), ('batch_normalization', 371, 742), ('ReLU', 371, 0), ('dropout', 371, 0), ('linear', 371, 138012), ('batch_normalization', 371, 742), ('ReLU', 371, 0), ('dropout', 371, 0), ('linear', 371, 138012), ('batch_normalization', 371, 742), ('ReLU', 371, 0), ('dropout', 371, 0), ('linear', 371, 138012), ('Softmax', 371, 0)]",ReLU,11102,3028666,934,5,5,1549,34.07936507936508,0.29660317460317465,0.19690909090909095,0.04456363636363637,0.13170370370370363
input:824_output:25_depth:6_arch:pyramid_batch:341_act:tanh_dropout:0.26702301569482_dropout:True_batchnorm:False.out,7,"[('linear', 412, 339900), ('Tanh', 412, 0), ('dropout', 412, 0), ('linear', 206, 85078), ('Tanh', 206, 0), ('dropout', 206, 0), ('linear', 103, 21321), ('Tanh', 103, 0), ('dropout', 103, 0), ('linear', 51, 5304), ('Tanh', 51, 0), ('dropout', 51, 0), ('linear', 25, 1300), ('Tanh', 25, 0), ('dropout', 25, 0), ('linear', 25, 650), ('Tanh', 25, 0), ('dropout', 25, 0), ('linear', 25, 650), ('Softmax', 25, 0)]",Tanh,2516,454203,341,0,6,1475,26.49206349206349,0.2457142857142857,0.05762745098039214,0.0069411764705882405,0.022471698113207546
input:1528_output:328_depth:7_arch:pyramid_batch:712_act:prelu_dropout:0.1746127565901346_dropout:False_batchnorm:False.out,8,"[('linear', 764, 1168156), ('PReLU', 764, 0), ('linear', 382, 292230), ('PReLU', 382, 0), ('linear', 328, 125624), ('PReLU', 328, 0), ('linear', 328, 107912), ('PReLU', 328, 0), ('linear', 328, 107912), ('PReLU', 328, 0), ('linear', 328, 107912), ('PReLU', 328, 0), ('linear', 328, 107912), ('PReLU', 328, 0), ('linear', 328, 107912), ('Softmax', 328, 0)]",PReLU,6228,2125570,712,0,0,1515,33.04761904761905,0.294031746031746,0.1825,0.036576923076923076,0.10539215686274513
input:99_output:11_depth:8_arch:uniform_batch:520_act:selu_dropout:0.4394111849403417_dropout:False_batchnorm:True.out,9,"[('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 99, 9900), ('batch_normalization', 99, 198), ('SELU', 99, 0), ('linear', 11, 1100), ('Softmax', 11, 0)]",SELU,2398,81884,520,8,0,1457,24.253968253968253,0.23096774193548392,0.04341176470588235,0.004568627450980395,0.009596153846153851
input:1956_output:396_depth:7_arch:pyramid_batch:195_act:softplus_dropout:0.40560367512983564_dropout:True_batchnorm:False.out,8,"[('linear', 978, 1913946), ('Softplus', 978, 0), ('dropout', 978, 0), ('linear', 489, 478731), ('Softplus', 489, 0), ('dropout', 489, 0), ('linear', 396, 194040), ('Softplus', 396, 0), ('dropout', 396, 0), ('linear', 396, 157212), ('Softplus', 396, 0), ('dropout', 396, 0), ('linear', 396, 157212), ('Softplus', 396, 0), ('dropout', 396, 0), ('linear', 396, 157212), ('Softplus', 396, 0), ('dropout', 396, 0), ('linear', 396, 157212), ('Softplus', 396, 0), ('dropout', 396, 0), ('linear', 396, 157212), ('Softmax', 396, 0)]",Softplus,11133,3372777,195,0,7,1533,36.82539682539682,0.3453492063492064,0.19403703703703704,0.02801851851851851,0.0799245283018868
input:3477_output:581_depth:10_arch:gradual_batch:921_act:selu_dropout:0.17552808416192442_dropout:True_batchnorm:False.out,11,"[('linear', 3188, 11087864), ('SELU', 3188, 0), ('dropout', 3188, 0), ('linear', 2899, 9244911), ('SELU', 2899, 0), ('dropout', 2899, 0), ('linear', 2610, 7569000), ('SELU', 2610, 0), ('dropout', 2610, 0), ('linear', 2321, 6060131), ('SELU', 2321, 0), ('dropout', 2321, 0), ('linear', 2032, 4718304), ('SELU', 2032, 0), ('dropout', 2032, 0), ('linear', 1743, 3543519), ('SELU', 1743, 0), ('dropout', 1743, 0), ('linear', 1454, 2535776), ('SELU', 1454, 0), ('dropout', 1454, 0), ('linear', 1165, 1695075), ('SELU', 1165, 0), ('dropout', 1165, 0), ('linear', 876, 1021416), ('SELU', 876, 0), ('dropout', 876, 0), ('linear', 587, 514799), ('SELU', 587, 0), ('dropout', 587, 0), ('linear', 581, 341628), ('Softmax', 581, 0)]",SELU,57787,48332423,921,0,10,2565,66.40625,0.6353870967741938,0.5962727272727274,0.21535185185185188,0.4551818181818182
input:1973_output:222_depth:10_arch:pyramid_batch:473_act:prelu_dropout:0.4737900188873386_dropout:False_batchnorm:True.out,11,"[('linear', 986, 1946364), ('batch_normalization', 986, 1972), ('PReLU', 986, 0), ('linear', 493, 486591), ('batch_normalization', 493, 986), ('PReLU', 493, 0), ('linear', 246, 121524), ('batch_normalization', 246, 492), ('PReLU', 246, 0), ('linear', 222, 54834), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('batch_normalization', 222, 444), ('PReLU', 222, 0), ('linear', 222, 49506), ('Softmax', 222, 0)]",PReLU,10281,2962413,473,10,0,1553,36.82539682539682,0.3361428571428571,0.15371428571428575,0.02707142857142857,0.07317857142857144
input:10_output:1_depth:5_arch:uniform_batch:356_act:elu_dropout:0.28448149814767176_dropout:False_batchnorm:False.out,6,"[('linear', 10, 110), ('ELU', 10, 0), ('linear', 10, 110), ('ELU', 10, 0), ('linear', 10, 110), ('ELU', 10, 0), ('linear', 10, 110), ('ELU', 10, 0), ('linear', 10, 110), ('ELU', 10, 0), ('linear', 1, 11), ('Identity', 1, 0)]",ELU,102,561,356,0,0,1451,17.428571428571427,0.16974603174603173,0.002886792452830191,0,0.0010000000000000007
input:3732_output:525_depth:8_arch:pyramid_batch:111_act:relu_dropout:0.2789080231867518_dropout:True_batchnorm:False.out,9,"[('linear', 1866, 6965778), ('ReLU', 1866, 0), ('dropout', 1866, 0), ('linear', 933, 1741911), ('ReLU', 933, 0), ('dropout', 933, 0), ('linear', 525, 490350), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('ReLU', 525, 0), ('dropout', 525, 0), ('linear', 525, 276150), ('Softmax', 525, 0)]",ReLU,18897,10854939,111,0,8,1677,47.333333333333336,0.43855555555555553,0.3246037735849057,0.0904716981132076,0.09990740740740736
input:906_output:34_depth:4_arch:pyramid_batch:649_act:tanh_dropout:0.4499794069907942_dropout:True_batchnorm:True.out,5,"[('linear', 453, 410871), ('batch_normalization', 453, 906), ('Tanh', 453, 0), ('dropout', 453, 0), ('linear', 226, 102604), ('batch_normalization', 226, 452), ('Tanh', 226, 0), ('dropout', 226, 0), ('linear', 113, 25651), ('batch_normalization', 113, 226), ('Tanh', 113, 0), ('dropout', 113, 0), ('linear', 56, 6384), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('dropout', 56, 0), ('linear', 34, 1938), ('Softmax', 34, 0)]",Tanh,3460,549144,649,4,4,1477,25.015873015873016,0.2251129032258065,0.06866666666666667,0.0121764705882353,0.0320566037735849
input:206_output:32_depth:2_arch:pyramid_batch:964_act:identity_dropout:0.4760220672737021_dropout:True_batchnorm:False.out,3,"[('linear', 103, 21321), ('Identity', 103, 0), ('dropout', 103, 0), ('linear', 51, 5304), ('Identity', 51, 0), ('dropout', 51, 0), ('linear', 32, 1664), ('Softmax', 32, 0)]",Identity,526,28289,964,0,2,1453,7.9523809523809526,0.06969354838709677,0.014017857142857151,0.0013928571428571438,0.0026071428571428587
input:1555_output:112_depth:3_arch:bottleneck_batch:498_act:softplus_dropout:0.23049612672503428_dropout:True_batchnorm:True.out,5,"[('linear', 777, 1209012), ('batch_normalization', 777, 1554), ('Softplus', 777, 0), ('dropout', 777, 0), ('linear', 388, 301864), ('batch_normalization', 388, 776), ('Softplus', 388, 0), ('dropout', 388, 0), ('linear', 194, 75466), ('batch_normalization', 194, 388), ('Softplus', 194, 0), ('dropout', 194, 0), ('linear', 112, 21840), ('batch_normalization', 112, 224), ('Softplus', 112, 0), ('dropout', 112, 0), ('linear', 112, 12656), ('Softmax', 112, 0)]",Softplus,6108,1623780,498,4,4,1499,34.301587301587304,0.30569841269841264,0.14405769230769233,0.032576923076923094,0.07884615384615384
input:86_output:8_depth:1_arch:pyramid_batch:856_act:prelu_dropout:0.10758121696804923_dropout:True_batchnorm:False.out,2,"[('linear', 43, 3741), ('PReLU', 43, 0), ('dropout', 43, 0), ('linear', 8, 352), ('Softmax', 8, 0)]",PReLU,145,4093,856,0,1,1451,6.714285714285714,0.06142857142857142,0.00547058823529412,0.0010000000000000007,0.0010000000000000007
input:2782_output:471_depth:3_arch:bottleneck_batch:728_act:elu_dropout:0.2553921149238606_dropout:False_batchnorm:False.out,5,"[('linear', 1391, 3871153), ('ELU', 1391, 0), ('linear', 695, 967440), ('ELU', 695, 0), ('linear', 471, 327816), ('ELU', 471, 0), ('linear', 471, 222312), ('ELU', 471, 0), ('linear', 471, 222312), ('Softmax', 471, 0)]",ELU,6998,5611033,728,0,0,1599,35.23809523809524,0.30746774193548393,0.2585471698113208,0.0642264150943396,0.18548076923076914
input:713_output:6_depth:1_arch:pyramid_batch:941_act:relu_dropout:0.3572456286183937_dropout:False_batchnorm:True.out,2,"[('linear', 356, 254184), ('batch_normalization', 356, 712), ('ReLU', 356, 0), ('linear', 6, 2142), ('Softmax', 6, 0)]",ReLU,1080,257038,941,1,0,1477,12.253968253968255,0.09814285714285716,0.026727272727272735,0.004472727272727276,0.015981481481481492
input:1609_output:61_depth:5_arch:pyramid_batch:4_act:prelu_dropout:0.31726357384663034_dropout:True_batchnorm:True.out,6,"[('linear', 804, 1294440), ('batch_normalization', 804, 1608), ('PReLU', 804, 0), ('dropout', 804, 0), ('linear', 402, 323610), ('batch_normalization', 402, 804), ('PReLU', 402, 0), ('dropout', 402, 0), ('linear', 201, 81003), ('batch_normalization', 201, 402), ('PReLU', 201, 0), ('dropout', 201, 0), ('linear', 100, 20200), ('batch_normalization', 100, 200), ('PReLU', 100, 0), ('dropout', 100, 0), ('linear', 61, 6161), ('batch_normalization', 61, 122), ('PReLU', 61, 0), ('dropout', 61, 0), ('linear', 61, 3782), ('Softmax', 61, 0)]",PReLU,6394,1732332,4,5,5,1493,37.57377049180328,0.3643870967741939,0.04945283018867923,0.008000000000000005,0.009773584905660382
input:1784_output:326_depth:8_arch:uniform_batch:11_act:mish_dropout:0.48713722631906364_dropout:False_batchnorm:True.out,9,"[('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 1784, 3184440), ('batch_normalization', 1784, 3568), ('Mish', 1784, 0), ('linear', 326, 581910), ('Softmax', 326, 0)]",Mish,43468,26085974,11,8,0,2039,54.095238095238095,0.5270793650793649,0.4032499999999999,0.19132142857142861,0.06089090909090905
input:616_output:75_depth:5_arch:uniform_batch:855_act:identity_dropout:0.1069250832294503_dropout:True_batchnorm:False.out,6,"[('linear', 616, 380072), ('Identity', 616, 0), ('dropout', 616, 0), ('linear', 616, 380072), ('Identity', 616, 0), ('dropout', 616, 0), ('linear', 616, 380072), ('Identity', 616, 0), ('dropout', 616, 0), ('linear', 616, 380072), ('Identity', 616, 0), ('dropout', 616, 0), ('linear', 616, 380072), ('Identity', 616, 0), ('dropout', 616, 0), ('linear', 75, 46275), ('Softmax', 75, 0)]",Identity,9390,1946635,855,0,5,1495,30.396825396825395,0.2866935483870968,0.18239622641509431,0.03624528301886793,0.13276923076923078
input:3815_output:267_depth:1_arch:pyramid_batch:397_act:prelu_dropout:0.34407542023330717_dropout:True_batchnorm:False.out,2,"[('linear', 1907, 7277112), ('PReLU', 1907, 0), ('dropout', 1907, 0), ('linear', 267, 509436), ('Softmax', 267, 0)]",PReLU,6255,7786548,397,0,1,1615,36.87301587301587,0.3122222222222221,0.27144642857142853,0.06817857142857141,0.1586181818181818
input:2247_output:475_depth:6_arch:bottleneck_batch:162_act:softplus_dropout:0.13870652265704095_dropout:False_batchnorm:True.out,8,"[('linear', 1123, 2524504), ('batch_normalization', 1123, 2246), ('Softplus', 1123, 0), ('linear', 561, 630564), ('batch_normalization', 561, 1122), ('Softplus', 561, 0), ('linear', 475, 266950), ('batch_normalization', 475, 950), ('Softplus', 475, 0), ('linear', 475, 226100), ('batch_normalization', 475, 950), ('Softplus', 475, 0), ('linear', 475, 226100), ('batch_normalization', 475, 950), ('Softplus', 475, 0), ('linear', 475, 226100), ('batch_normalization', 475, 950), ('Softplus', 475, 0), ('linear', 475, 226100), ('batch_normalization', 475, 950), ('Softplus', 475, 0), ('linear', 475, 226100), ('Softmax', 475, 0)]",Softplus,13127,4560636,162,7,0,1557,38.34920634920635,0.36051612903225816,0.19254901960784318,0.03127450980392155,0.07468421052631578
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input:3162_output:29_depth:4_arch:gradual_batch:601_act:identity_dropout:0.22683103556315684_dropout:True_batchnorm:True.out,5,"[('linear', 2379, 7524777), ('batch_normalization', 2379, 4758), ('Identity', 2379, 0), ('dropout', 2379, 0), ('linear', 1596, 3798480), ('batch_normalization', 1596, 3192), ('Identity', 1596, 0), ('dropout', 1596, 0), ('linear', 813, 1298361), ('batch_normalization', 813, 1626), ('Identity', 813, 0), ('dropout', 813, 0), ('linear', 30, 24420), ('batch_normalization', 30, 60), ('Identity', 30, 0), ('dropout', 30, 0), ('linear', 29, 899), ('Softmax', 29, 0)]",Identity,19330,12656573,601,4,4,1743,40.274193548387096,0.35871428571428576,0.3215185185185186,0.1040555555555556,0.2080357142857143
input:3961_output:30_depth:3_arch:gradual_batch:259_act:leaky_relu_dropout:0.496036184868647_dropout:False_batchnorm:False.out,4,"[('linear', 2651, 10503262), ('LeakyReLU', 2651, 0), ('linear', 1341, 3556332), ('LeakyReLU', 1341, 0), ('linear', 31, 41602), ('LeakyReLU', 31, 0), ('linear', 30, 960), ('Softmax', 30, 0)]",LeakyReLU,8106,14102156,259,0,0,1751,46.29032258064516,0.40920634920634935,0.3881785714285714,0.13305357142857147,0.19375000000000003
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input:1708_output:104_depth:10_arch:bottleneck_batch:981_act:elu_dropout:0.32105010891356184_dropout:True_batchnorm:False.out,12,"[('linear', 854, 1459486), ('ELU', 854, 0), ('dropout', 854, 0), ('linear', 427, 365085), ('ELU', 427, 0), ('dropout', 427, 0), ('linear', 213, 91164), ('ELU', 213, 0), ('dropout', 213, 0), ('linear', 106, 22684), ('ELU', 106, 0), ('dropout', 106, 0), ('linear', 104, 11128), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('ELU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('Softmax', 104, 0)]",ELU,7192,2025987,981,0,11,1525,29.741935483870968,0.26767741935483863,0.15317647058823528,0.03194117647058823,0.09056603773584906
input:3794_output:116_depth:7_arch:pyramid_batch:503_act:softplus_dropout:0.1057340349646741_dropout:True_batchnorm:True.out,8,"[('linear', 1897, 7199115), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('dropout', 1897, 0), ('linear', 948, 1799304), ('batch_normalization', 948, 1896), ('Softplus', 948, 0), ('dropout', 948, 0), ('linear', 474, 449826), ('batch_normalization', 474, 948), ('Softplus', 474, 0), ('dropout', 474, 0), ('linear', 237, 112575), ('batch_normalization', 237, 474), ('Softplus', 237, 0), ('dropout', 237, 0), ('linear', 118, 28084), ('batch_normalization', 118, 236), ('Softplus', 118, 0), ('dropout', 118, 0), ('linear', 116, 13804), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('Softmax', 116, 0)]",Softplus,15856,9637664,503,7,7,1683,37.111111111111114,0.32119047619047636,0.25250000000000006,0.07548275862068966,0.13701818181818182
input:2283_output:408_depth:2_arch:gradual_batch:398_act:softplus_dropout:0.44476134094038733_dropout:True_batchnorm:False.out,3,"[('linear', 1346, 3074264), ('Softplus', 1346, 0), ('dropout', 1346, 0), ('linear', 409, 550923), ('Softplus', 409, 0), ('dropout', 409, 0), ('linear', 408, 167280), ('Softmax', 408, 0)]",Softplus,6081,3792467,398,0,2,1537,36.20634920634921,0.3216190476190476,0.22643137254901954,0.047215686274509804,0.1439807692307692
input:2608_output:201_depth:3_arch:bottleneck_batch:650_act:swish_dropout:0.3621466668806058_dropout:False_batchnorm:False.out,5,"[('linear', 1304, 3402136), ('SiLU', 1304, 0), ('linear', 652, 850860), ('SiLU', 652, 0), ('linear', 326, 212878), ('SiLU', 326, 0), ('linear', 201, 65727), ('SiLU', 201, 0), ('linear', 201, 40602), ('Softmax', 201, 0)]",SiLU,5368,4572203,650,0,0,1571,35.53225806451613,0.3092698412698413,0.2471153846153846,0.05444230769230769,0.16852830188679244
input:4011_output:739_depth:2_arch:gradual_batch:480_act:tanh_dropout:0.18004045350956_dropout:True_batchnorm:True.out,3,"[('linear', 2375, 9528500), ('batch_normalization', 2375, 4750), ('Tanh', 2375, 0), ('dropout', 2375, 0), ('linear', 739, 1755864), ('batch_normalization', 739, 1478), ('Tanh', 739, 0), ('dropout', 739, 0), ('linear', 739, 546860), ('Softmax', 739, 0)]",Tanh,13934,11837452,480,2,2,1727,37.95238095238095,0.3281587301587302,0.3049661016949153,0.09030508474576268,0.17077586206896544
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input:1841_output:2_depth:6_arch:gradual_batch:919_act:softplus_dropout:0.3545607447024538_dropout:False_batchnorm:False.out,7,"[('linear', 1535, 2827470), ('Softplus', 1535, 0), ('linear', 1229, 1887744), ('Softplus', 1229, 0), ('linear', 923, 1135290), ('Softplus', 923, 0), ('linear', 617, 570108), ('Softplus', 617, 0), ('linear', 311, 192198), ('Softplus', 311, 0), ('linear', 5, 1560), ('Softplus', 5, 0), ('linear', 2, 12), ('Softmax', 2, 0)]",Softplus,9244,6614382,919,0,0,1625,35.064516129032256,0.31312903225806454,0.27330188679245276,0.07030188679245283,0.19794545454545456
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input:631_output:121_depth:3_arch:pyramid_batch:612_act:gelu_dropout:0.2485083719828417_dropout:False_batchnorm:True.out,4,"[('linear', 315, 199080), ('batch_normalization', 315, 630), ('GELU', 315, 0), ('linear', 157, 49612), ('batch_normalization', 157, 314), ('GELU', 157, 0), ('linear', 121, 19118), ('batch_normalization', 121, 242), ('GELU', 121, 0), ('linear', 121, 14762), ('Softmax', 121, 0)]",GELU,2021,283758,612,3,0,1459,18.887096774193548,0.17053968253968255,0.04794230769230769,0.005846153846153849,0.018076923076923088
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input:3460_output:773_depth:6_arch:bottleneck_batch:407_act:mish_dropout:0.14094908894488048_dropout:False_batchnorm:True.out,8,"[('linear', 1730, 5987530), ('batch_normalization', 1730, 3460), ('Mish', 1730, 0), ('linear', 865, 1497315), ('batch_normalization', 865, 1730), ('Mish', 865, 0), ('linear', 773, 669418), ('batch_normalization', 773, 1546), ('Mish', 773, 0), ('linear', 773, 598302), ('batch_normalization', 773, 1546), ('Mish', 773, 0), ('linear', 773, 598302), ('batch_normalization', 773, 1546), ('Mish', 773, 0), ('linear', 773, 598302), ('batch_normalization', 773, 1546), ('Mish', 773, 0), ('linear', 773, 598302), ('batch_normalization', 773, 1546), ('Mish', 773, 0), ('linear', 773, 598302), ('Softmax', 773, 0)]",Mish,20926,11158693,407,7,0,1693,42.5,0.38885714285714285,0.30883928571428576,0.08792857142857144,0.17241818181818186
input:1028_output:5_depth:7_arch:pyramid_batch:33_act:softplus_dropout:0.47400086687989773_dropout:False_batchnorm:False.out,8,"[('linear', 514, 528906), ('Softplus', 514, 0), ('linear', 257, 132355), ('Softplus', 257, 0), ('linear', 128, 33024), ('Softplus', 128, 0), ('linear', 64, 8256), ('Softplus', 64, 0), ('linear', 32, 2080), ('Softplus', 32, 0), ('linear', 16, 528), ('Softplus', 16, 0), ('linear', 8, 136), ('Softplus', 8, 0), ('linear', 5, 45), ('Softmax', 5, 0)]",Softplus,2048,705330,33,0,0,1475,37.476190476190474,0.3657619047619048,0.04583333333333334,0.006000000000000004,0.012000000000000007
input:1609_output:122_depth:7_arch:uniform_batch:983_act:mish_dropout:0.2526959073906062_dropout:False_batchnorm:False.out,8,"[('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 1609, 2590490), ('Mish', 1609, 0), ('linear', 122, 196420), ('Softmax', 122, 0)]",Mish,22770,18329850,983,0,0,1855,49.09375,0.46855555555555545,0.4312727272727273,0.10676363636363637,0.35651785714285716
input:3710_output:410_depth:2_arch:pyramid_batch:924_act:relu_dropout:0.33302954220550696_dropout:False_batchnorm:True.out,3,"[('linear', 1855, 6883905), ('batch_normalization', 1855, 3710), ('ReLU', 1855, 0), ('linear', 927, 1720512), ('batch_normalization', 927, 1854), ('ReLU', 927, 0), ('linear', 410, 380480), ('Softmax', 410, 0)]",ReLU,9166,8990461,924,2,0,1667,35.5625,0.30001612903225805,0.278125,0.07739285714285717,0.19889285714285712
input:815_output:11_depth:4_arch:bottleneck_batch:506_act:swish_dropout:0.16416324562029008_dropout:False_batchnorm:False.out,6,"[('linear', 407, 332112), ('SiLU', 407, 0), ('linear', 203, 82824), ('SiLU', 203, 0), ('linear', 101, 20604), ('SiLU', 101, 0), ('linear', 50, 5100), ('SiLU', 50, 0), ('linear', 25, 1275), ('SiLU', 25, 0), ('linear', 11, 286), ('Softmax', 11, 0)]",SiLU,1594,442201,506,0,0,1477,22.873015873015873,0.20785483870967741,0.05789090909090913,0.006818181818181823,0.02583636363636364
input:2417_output:94_depth:6_arch:uniform_batch:973_act:softplus_dropout:0.36103421707551575_dropout:False_batchnorm:False.out,7,"[('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 2417, 5844306), ('Softplus', 2417, 0), ('linear', 94, 227292), ('Softmax', 94, 0)]",Softplus,29192,35293128,973,0,0,2315,62.70967741935484,0.6014032258064518,0.5409444444444444,0.14220370370370372,0.4194181818181819
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input:123_output:14_depth:5_arch:gradual_batch:798_act:leaky_relu_dropout:0.4854176155526315_dropout:True_batchnorm:False.out,6,"[('linear', 102, 12648), ('LeakyReLU', 102, 0), ('dropout', 102, 0), ('linear', 81, 8343), ('LeakyReLU', 81, 0), ('dropout', 81, 0), ('linear', 60, 4920), ('LeakyReLU', 60, 0), ('dropout', 60, 0), ('linear', 39, 2379), ('LeakyReLU', 39, 0), ('dropout', 39, 0), ('linear', 18, 720), ('LeakyReLU', 18, 0), ('dropout', 18, 0), ('linear', 14, 266), ('Softmax', 14, 0)]",LeakyReLU,928,29276,798,0,5,1455,14.095238095238095,0.13017460317460317,0.022150943396226426,0.0020000000000000013,0.0034615384615384642
input:596_output:99_depth:3_arch:uniform_batch:122_act:leaky_relu_dropout:0.33383806509945213_dropout:False_batchnorm:False.out,4,"[('linear', 596, 355812), ('LeakyReLU', 596, 0), ('linear', 596, 355812), ('LeakyReLU', 596, 0), ('linear', 596, 355812), ('LeakyReLU', 596, 0), ('linear', 99, 59103), ('Softmax', 99, 0)]",LeakyReLU,3774,1126539,122,0,0,1475,37.36507936507937,0.35193650793650805,0.12590384615384617,0.018173076923076934,0.04636538461538464
input:1024_output:223_depth:8_arch:uniform_batch:633_act:leaky_relu_dropout:0.1060244868430495_dropout:False_batchnorm:True.out,9,"[('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 1024, 1049600), ('batch_normalization', 1024, 2048), ('LeakyReLU', 1024, 0), ('linear', 223, 228575), ('Softmax', 223, 0)]",LeakyReLU,25022,8641759,633,8,0,1657,40.38095238095238,0.3827301587301586,0.3147857142857143,0.08675000000000001,0.194709090909091
input:2708_output:126_depth:3_arch:uniform_batch:182_act:relu_dropout:0.229215997093005_dropout:False_batchnorm:False.out,4,"[('linear', 2708, 7335972), ('ReLU', 2708, 0), ('linear', 2708, 7335972), ('ReLU', 2708, 0), ('linear', 2708, 7335972), ('ReLU', 2708, 0), ('linear', 126, 341334), ('Softmax', 126, 0)]",ReLU,16500,22349250,182,0,0,1897,62.77777777777778,0.6089354838709679,0.5243559322033896,0.22169491525423737,0.2462181818181818
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input:2894_output:499_depth:4_arch:gradual_batch:78_act:prelu_dropout:0.2558863751413672_dropout:True_batchnorm:True.out,5,"[('linear', 2296, 6646920), ('batch_normalization', 2296, 4592), ('PReLU', 2296, 0), ('dropout', 2296, 0), ('linear', 1698, 3900306), ('batch_normalization', 1698, 3396), ('PReLU', 1698, 0), ('dropout', 1698, 0), ('linear', 1100, 1868900), ('batch_normalization', 1100, 2200), ('PReLU', 1100, 0), ('dropout', 1100, 0), ('linear', 502, 552702), ('batch_normalization', 502, 1004), ('PReLU', 502, 0), ('dropout', 502, 0), ('linear', 499, 250997), ('Softmax', 499, 0)]",PReLU,23382,13231017,78,4,4,1733,48.75409836065574,0.46495161290322584,0.35557407407407404,0.12259259259259268,0.0971454545454546
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input:2816_output:288_depth:5_arch:pyramid_batch:168_act:gelu_dropout:0.2843564424857401_dropout:True_batchnorm:True.out,6,"[('linear', 1408, 3966336), ('batch_normalization', 1408, 2816), ('GELU', 1408, 0), ('dropout', 1408, 0), ('linear', 704, 991936), ('batch_normalization', 704, 1408), ('GELU', 704, 0), ('dropout', 704, 0), ('linear', 352, 248160), ('batch_normalization', 352, 704), ('GELU', 352, 0), ('dropout', 352, 0), ('linear', 288, 101664), ('batch_normalization', 288, 576), ('GELU', 288, 0), ('dropout', 288, 0), ('linear', 288, 83232), ('batch_normalization', 288, 576), ('GELU', 288, 0), ('dropout', 288, 0), ('linear', 288, 83232), ('Softmax', 288, 0)]",GELU,12736,5480640,168,5,5,1567,37.36507936507937,0.3461451612903224,0.197377358490566,0.03760377358490567,0.08271153846153846
input:3924_output:901_depth:3_arch:bottleneck_batch:93_act:swish_dropout:0.14879689797743068_dropout:False_batchnorm:False.out,5,"[('linear', 1962, 7700850), ('SiLU', 1962, 0), ('linear', 981, 1925703), ('SiLU', 981, 0), ('linear', 901, 884782), ('SiLU', 901, 0), ('linear', 901, 812702), ('SiLU', 901, 0), ('linear', 901, 812702), ('Softmax', 901, 0)]",SiLU,11292,12136739,93,0,0,1707,51.516129032258064,0.48509677419354846,0.4095740740740743,0.12677777777777766,0.1128545454545455
input:1855_output:14_depth:7_arch:pyramid_batch:945_act:mish_dropout:0.35703031036802746_dropout:False_batchnorm:False.out,8,"[('linear', 927, 1720512), ('Mish', 927, 0), ('linear', 463, 429664), ('Mish', 463, 0), ('linear', 231, 107184), ('Mish', 231, 0), ('linear', 115, 26680), ('Mish', 115, 0), ('linear', 57, 6612), ('Mish', 57, 0), ('linear', 28, 1624), ('Mish', 28, 0), ('linear', 14, 406), ('Mish', 14, 0), ('linear', 14, 210), ('Softmax', 14, 0)]",Mish,3698,2292892,945,0,0,1517,29.403225806451612,0.24898412698412697,0.14978181818181818,0.03245454545454545,0.10589090909090917
input:2689_output:226_depth:7_arch:pyramid_batch:957_act:relu_dropout:0.13999565465359354_dropout:True_batchnorm:True.out,8,"[('linear', 1344, 3615360), ('batch_normalization', 1344, 2688), ('ReLU', 1344, 0), ('dropout', 1344, 0), ('linear', 672, 903840), ('batch_normalization', 672, 1344), ('ReLU', 672, 0), ('dropout', 672, 0), ('linear', 336, 226128), ('batch_normalization', 336, 672), ('ReLU', 336, 0), ('dropout', 336, 0), ('linear', 226, 76162), ('batch_normalization', 226, 452), ('ReLU', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('batch_normalization', 226, 452), ('ReLU', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('batch_normalization', 226, 452), ('ReLU', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('batch_normalization', 226, 452), ('ReLU', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('Softmax', 226, 0)]",ReLU,13476,5033210,957,7,7,1605,35.82258064516129,0.3075483870967743,0.2230925925925925,0.049796296296296276,0.1503207547169811
input:1247_output:296_depth:3_arch:bottleneck_batch:463_act:relu_dropout:0.34063863908326686_dropout:False_batchnorm:True.out,5,"[('linear', 623, 777504), ('batch_normalization', 623, 1246), ('ReLU', 623, 0), ('linear', 311, 194064), ('batch_normalization', 311, 622), ('ReLU', 311, 0), ('linear', 296, 92352), ('batch_normalization', 296, 592), ('ReLU', 296, 0), ('linear', 296, 87912), ('batch_normalization', 296, 592), ('ReLU', 296, 0), ('linear', 296, 87912), ('Softmax', 296, 0)]",ReLU,5170,1242796,463,4,0,1485,31.1875,0.28433333333333327,0.12657407407407414,0.019259259259259268,0.06574074074074072
input:3579_output:385_depth:5_arch:gradual_batch:590_act:gelu_dropout:0.22039936502459476_dropout:False_batchnorm:False.out,6,"[('linear', 2941, 10528780), ('GELU', 2941, 0), ('linear', 2303, 6775426), ('GELU', 2303, 0), ('linear', 1665, 3836160), ('GELU', 1665, 0), ('linear', 1027, 1710982), ('GELU', 1027, 0), ('linear', 389, 399892), ('GELU', 389, 0), ('linear', 385, 150150), ('Softmax', 385, 0)]",GELU,17420,23401390,590,0,0,1963,50.90625,0.49009677419354847,0.4439482758620689,0.15908771929824567,0.3201607142857142
input:155_output:15_depth:4_arch:uniform_batch:680_act:tanh_dropout:0.4180548415021984_dropout:False_batchnorm:False.out,5,"[('linear', 155, 24180), ('Tanh', 155, 0), ('linear', 155, 24180), ('Tanh', 155, 0), ('linear', 155, 24180), ('Tanh', 155, 0), ('linear', 155, 24180), ('Tanh', 155, 0), ('linear', 15, 2340), ('Softmax', 15, 0)]",Tanh,1270,99060,680,0,0,1455,13.984126984126984,0.13184126984126984,0.031907407407407426,0.0038148148148148178,0.010111111111111116
input:2095_output:214_depth:7_arch:gradual_batch:822_act:softplus_dropout:0.34648413290328506_dropout:True_batchnorm:False.out,8,"[('linear', 1827, 3829392), ('Softplus', 1827, 0), ('dropout', 1827, 0), ('linear', 1559, 2849852), ('Softplus', 1559, 0), ('dropout', 1559, 0), ('linear', 1291, 2013960), ('Softplus', 1291, 0), ('dropout', 1291, 0), ('linear', 1023, 1321716), ('Softplus', 1023, 0), ('dropout', 1023, 0), ('linear', 755, 773120), ('Softplus', 755, 0), ('dropout', 755, 0), ('linear', 487, 368172), ('Softplus', 487, 0), ('dropout', 487, 0), ('linear', 219, 106872), ('Softplus', 219, 0), ('dropout', 219, 0), ('linear', 214, 47080), ('Softmax', 214, 0)]",Softplus,21911,11310164,822,0,7,1731,39.111111111111114,0.3611774193548388,0.33576666666666666,0.08259322033898309,0.24404000000000003
input:1724_output:115_depth:7_arch:uniform_batch:383_act:swish_dropout:0.11428913695889512_dropout:True_batchnorm:True.out,8,"[('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 1724, 2973900), ('batch_normalization', 1724, 3448), ('SiLU', 1724, 0), ('dropout', 1724, 0), ('linear', 115, 198375), ('Softmax', 115, 0)]",SiLU,48502,21039811,383,7,7,1911,58.01587301587302,0.5627301587301586,0.5034642857142856,0.17499999999999996,0.30316071428571434
input:1440_output:291_depth:4_arch:gradual_batch:81_act:elu_dropout:0.3244710810126874_dropout:True_batchnorm:True.out,5,"[('linear', 1153, 1661473), ('batch_normalization', 1153, 2306), ('ELU', 1153, 0), ('dropout', 1153, 0), ('linear', 866, 999364), ('batch_normalization', 866, 1732), ('ELU', 866, 0), ('dropout', 866, 0), ('linear', 579, 501993), ('batch_normalization', 579, 1158), ('ELU', 579, 0), ('dropout', 579, 0), ('linear', 292, 169360), ('batch_normalization', 292, 584), ('ELU', 292, 0), ('dropout', 292, 0), ('linear', 291, 85263), ('Softmax', 291, 0)]",ELU,12142,3423233,81,4,4,1519,38.17460317460318,0.36336507936507945,0.1441698113207546,0.02794339622641511,0.05264814814814813
input:798_output:64_depth:5_arch:pyramid_batch:615_act:softplus_dropout:0.2852961607262009_dropout:False_batchnorm:False.out,6,"[('linear', 399, 318801), ('Softplus', 399, 0), ('linear', 199, 79600), ('Softplus', 199, 0), ('linear', 99, 19800), ('Softplus', 99, 0), ('linear', 64, 6400), ('Softplus', 64, 0), ('linear', 64, 4160), ('Softplus', 64, 0), ('linear', 64, 4160), ('Softmax', 64, 0)]",Softplus,1778,432921,615,0,0,1477,16.96825396825397,0.17811111111111097,0.06303508771929828,0.00752631578947369,0.028103448275862062
input:310_output:8_depth:6_arch:bottleneck_batch:267_act:leaky_relu_dropout:0.3099650391423026_dropout:True_batchnorm:True.out,8,"[('linear', 155, 48205), ('batch_normalization', 155, 310), ('LeakyReLU', 155, 0), ('dropout', 155, 0), ('linear', 77, 12012), ('batch_normalization', 77, 154), ('LeakyReLU', 77, 0), ('dropout', 77, 0), ('linear', 38, 2964), ('batch_normalization', 38, 76), ('LeakyReLU', 38, 0), ('dropout', 38, 0), ('linear', 19, 741), ('batch_normalization', 19, 38), ('LeakyReLU', 19, 0), ('dropout', 19, 0), ('linear', 9, 180), ('batch_normalization', 9, 18), ('LeakyReLU', 9, 0), ('dropout', 9, 0), ('linear', 8, 80), ('batch_normalization', 8, 16), ('LeakyReLU', 8, 0), ('dropout', 8, 0), ('linear', 8, 72), ('batch_normalization', 8, 16), ('LeakyReLU', 8, 0), ('dropout', 8, 0), ('linear', 8, 72), ('Softmax', 8, 0)]",LeakyReLU,1272,64954,267,7,7,1453,28.873015873015873,0.2842698412698412,0.019537037037037047,0.0020000000000000013,0.003000000000000002
input:3747_output:317_depth:8_arch:pyramid_batch:342_act:prelu_dropout:0.45441496283365146_dropout:False_batchnorm:False.out,9,"[('linear', 1873, 7020004), ('PReLU', 1873, 0), ('linear', 936, 1754064), ('PReLU', 936, 0), ('linear', 468, 438516), ('PReLU', 468, 0), ('linear', 317, 148673), ('PReLU', 317, 0), ('linear', 317, 100806), ('PReLU', 317, 0), ('linear', 317, 100806), ('PReLU', 317, 0), ('linear', 317, 100806), ('PReLU', 317, 0), ('linear', 317, 100806), ('PReLU', 317, 0), ('linear', 317, 100806), ('Softmax', 317, 0)]",PReLU,10358,9865287,342,0,0,1667,39.82539682539682,0.34115873015873005,0.2716603773584907,0.07056603773584905,0.1371851851851852
input:1866_output:70_depth:2_arch:bottleneck_batch:612_act:gelu_dropout:0.3496526961471639_dropout:True_batchnorm:False.out,4,"[('linear', 933, 1741911), ('GELU', 933, 0), ('dropout', 933, 0), ('linear', 466, 435244), ('GELU', 466, 0), ('dropout', 466, 0), ('linear', 233, 108811), ('GELU', 233, 0), ('dropout', 233, 0), ('linear', 70, 16380), ('Softmax', 70, 0)]",GELU,5036,2302346,612,0,3,1517,30.06451612903226,0.2483333333333334,0.1581153846153846,0.033038461538461544,0.11521153846153845
input:715_output:153_depth:9_arch:gradual_batch:523_act:softplus_dropout:0.1688401146245112_dropout:False_batchnorm:True.out,10,"[('linear', 653, 467548), ('batch_normalization', 653, 1306), ('Softplus', 653, 0), ('linear', 591, 386514), ('batch_normalization', 591, 1182), ('Softplus', 591, 0), ('linear', 529, 313168), ('batch_normalization', 529, 1058), ('Softplus', 529, 0), ('linear', 467, 247510), ('batch_normalization', 467, 934), ('Softplus', 467, 0), ('linear', 405, 189540), ('batch_normalization', 405, 810), ('Softplus', 405, 0), ('linear', 343, 139258), ('batch_normalization', 343, 686), ('Softplus', 343, 0), ('linear', 281, 96664), ('batch_normalization', 281, 562), ('Softplus', 281, 0), ('linear', 219, 61758), ('batch_normalization', 219, 438), ('Softplus', 219, 0), ('linear', 157, 34540), ('batch_normalization', 157, 314), ('Softplus', 157, 0), ('linear', 153, 24174), ('Softmax', 153, 0)]",Softplus,11241,1967964,523,9,0,1517,35.111111111111114,0.3414603174603175,0.17177777777777775,0.028611111111111098,0.08455555555555559
input:78_output:2_depth:6_arch:pyramid_batch:701_act:mish_dropout:0.412522999280725_dropout:True_batchnorm:True.out,7,"[('linear', 39, 3081), ('batch_normalization', 39, 78), ('Mish', 39, 0), ('dropout', 39, 0), ('linear', 19, 760), ('batch_normalization', 19, 38), ('Mish', 19, 0), ('dropout', 19, 0), ('linear', 9, 180), ('batch_normalization', 9, 18), ('Mish', 9, 0), ('dropout', 9, 0), ('linear', 4, 40), ('batch_normalization', 4, 8), ('Mish', 4, 0), ('dropout', 4, 0), ('linear', 2, 10), ('batch_normalization', 2, 4), ('Mish', 2, 0), ('dropout', 2, 0), ('linear', 2, 6), ('batch_normalization', 2, 4), ('Mish', 2, 0), ('dropout', 2, 0), ('linear', 2, 6), ('Softmax', 2, 0)]",Mish,304,4233,701,6,6,1453,18.806451612903224,0.18412903225806454,0.00805555555555556,0.0010000000000000007,0.0010000000000000007
input:3669_output:95_depth:5_arch:pyramid_batch:985_act:identity_dropout:0.46096916697965395_dropout:False_batchnorm:False.out,6,"[('linear', 1834, 6730780), ('Identity', 1834, 0), ('linear', 917, 1682695), ('Identity', 917, 0), ('linear', 458, 420444), ('Identity', 458, 0), ('linear', 229, 105111), ('Identity', 229, 0), ('linear', 114, 26220), ('Identity', 114, 0), ('linear', 95, 10925), ('Softmax', 95, 0)]",Identity,7294,8976175,985,0,0,1659,34.171875,0.2961111111111111,0.26474999999999993,0.07133928571428572,0.19241071428571435
input:1412_output:278_depth:10_arch:pyramid_batch:578_act:selu_dropout:0.3202051660676287_dropout:True_batchnorm:True.out,11,"[('linear', 706, 997578), ('batch_normalization', 706, 1412), ('SELU', 706, 0), ('dropout', 706, 0), ('linear', 353, 249571), ('batch_normalization', 353, 706), ('SELU', 353, 0), ('dropout', 353, 0), ('linear', 278, 98412), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('batch_normalization', 278, 556), ('SELU', 278, 0), ('dropout', 278, 0), ('linear', 278, 77562), ('Softmax', 278, 0)]",SELU,13688,1972623,578,10,10,1525,36.96774193548387,0.3371269841269841,0.15401851851851853,0.026351851851851852,0.07474999999999996
input:780_output:15_depth:6_arch:bottleneck_batch:573_act:prelu_dropout:0.29276682718605695_dropout:True_batchnorm:True.out,8,"[('linear', 390, 304590), ('batch_normalization', 390, 780), ('PReLU', 390, 0), ('dropout', 390, 0), ('linear', 195, 76245), ('batch_normalization', 195, 390), ('PReLU', 195, 0), ('dropout', 195, 0), ('linear', 97, 19012), ('batch_normalization', 97, 194), ('PReLU', 97, 0), ('dropout', 97, 0), ('linear', 48, 4704), ('batch_normalization', 48, 96), ('PReLU', 48, 0), ('dropout', 48, 0), ('linear', 24, 1176), ('batch_normalization', 24, 48), ('PReLU', 24, 0), ('dropout', 24, 0), ('linear', 15, 375), ('batch_normalization', 15, 30), ('PReLU', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('batch_normalization', 15, 30), ('PReLU', 15, 0), ('dropout', 15, 0), ('linear', 15, 240), ('Softmax', 15, 0)]",PReLU,3166,408150,573,7,7,1479,28.741935483870968,0.264873015873016,0.0528867924528302,0.007660377358490572,0.01885185185185186
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input:1775_output:142_depth:1_arch:uniform_batch:784_act:mish_dropout:0.20629077541822693_dropout:False_batchnorm:True.out,2,"[('linear', 1775, 3152400), ('batch_normalization', 1775, 3550), ('Mish', 1775, 0), ('linear', 142, 252192), ('Softmax', 142, 0)]",Mish,5609,3408142,784,1,0,1553,29.85483870967742,0.25238095238095243,0.19556603773584913,0.03915094339622641,0.14892592592592593
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input:874_output:107_depth:6_arch:pyramid_batch:742_act:softplus_dropout:0.401173784313103_dropout:True_batchnorm:False.out,7,"[('linear', 437, 382375), ('Softplus', 437, 0), ('dropout', 437, 0), ('linear', 218, 95484), ('Softplus', 218, 0), ('dropout', 218, 0), ('linear', 109, 23871), ('Softplus', 109, 0), ('dropout', 109, 0), ('linear', 107, 11770), ('Softplus', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('Softplus', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('Softplus', 107, 0), ('dropout', 107, 0), ('linear', 107, 11556), ('Softmax', 107, 0)]",Softplus,3469,548168,742,0,6,1479,20.967741935483872,0.18630645161290327,0.0831509433962264,0.0119433962264151,0.03339622641509434
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input:3861_output:528_depth:3_arch:gradual_batch:834_act:gelu_dropout:0.13605560672759998_dropout:True_batchnorm:False.out,4,"[('linear', 2750, 10620500), ('GELU', 2750, 0), ('dropout', 2750, 0), ('linear', 1639, 4508889), ('GELU', 1639, 0), ('dropout', 1639, 0), ('linear', 528, 865920), ('GELU', 528, 0), ('dropout', 528, 0), ('linear', 528, 279312), ('Softmax', 528, 0)]",GELU,15807,16274621,834,0,3,1849,42.62903225806452,0.3651129032258065,0.34894736842105245,0.10866666666666666,0.2481403508771929
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input:2606_output:462_depth:8_arch:uniform_batch:781_act:prelu_dropout:0.2503663077509267_dropout:False_batchnorm:True.out,9,"[('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 2606, 6793842), ('batch_normalization', 2606, 5212), ('PReLU', 2606, 0), ('linear', 462, 1204434), ('Softmax', 462, 0)]",PReLU,63468,55596866,781,8,0,2773,71.68253968253968,0.6907301587301589,0.6475178571428569,0.2733272727272727,0.481981818181818
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input:2784_output:638_depth:5_arch:bottleneck_batch:823_act:swish_dropout:0.17749168649122612_dropout:True_batchnorm:False.out,7,"[('linear', 1392, 3876720), ('SiLU', 1392, 0), ('dropout', 1392, 0), ('linear', 696, 969528), ('SiLU', 696, 0), ('dropout', 696, 0), ('linear', 638, 444686), ('SiLU', 638, 0), ('dropout', 638, 0), ('linear', 638, 407682), ('SiLU', 638, 0), ('dropout', 638, 0), ('linear', 638, 407682), ('SiLU', 638, 0), ('dropout', 638, 0), ('linear', 638, 407682), ('SiLU', 638, 0), ('dropout', 638, 0), ('linear', 638, 407682), ('Softmax', 638, 0)]",SiLU,15196,6921662,823,0,6,1631,35.95161290322581,0.31263492063492077,0.2622545454545454,0.061199999999999984,0.18701818181818183
input:856_output:56_depth:7_arch:bottleneck_batch:131_act:tanh_dropout:0.44111108721993764_dropout:False_batchnorm:True.out,9,"[('linear', 428, 366796), ('batch_normalization', 428, 856), ('Tanh', 428, 0), ('linear', 214, 91806), ('batch_normalization', 214, 428), ('Tanh', 214, 0), ('linear', 107, 23005), ('batch_normalization', 107, 214), ('Tanh', 107, 0), ('linear', 56, 6048), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('linear', 56, 3192), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('linear', 56, 3192), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('linear', 56, 3192), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('linear', 56, 3192), ('batch_normalization', 56, 112), ('Tanh', 56, 0), ('linear', 56, 3192), ('Softmax', 56, 0)]",Tanh,3199,505673,131,8,0,1475,37.274193548387096,0.3545396825396826,0.04927450980392155,0.006000000000000003,0.011981132075471704
input:3049_output:205_depth:3_arch:bottleneck_batch:202_act:softplus_dropout:0.23020051789549434_dropout:True_batchnorm:True.out,5,"[('linear', 1524, 4648200), ('batch_normalization', 1524, 3048), ('Softplus', 1524, 0), ('dropout', 1524, 0), ('linear', 762, 1162050), ('batch_normalization', 762, 1524), ('Softplus', 762, 0), ('dropout', 762, 0), ('linear', 381, 290703), ('batch_normalization', 381, 762), ('Softplus', 381, 0), ('dropout', 381, 0), ('linear', 205, 78310), ('batch_normalization', 205, 410), ('Softplus', 205, 0), ('dropout', 205, 0), ('linear', 205, 42230), ('Softmax', 205, 0)]",Softplus,11898,6227237,202,4,4,1587,37.854838709677416,0.3385079365079365,0.21221818181818183,0.0445272727272727,0.09794444444444446
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input:2249_output:11_depth:5_arch:bottleneck_batch:69_act:tanh_dropout:0.37304895012851114_dropout:False_batchnorm:True.out,7,"[('linear', 1124, 2529000), ('batch_normalization', 1124, 2248), ('Tanh', 1124, 0), ('linear', 562, 632250), ('batch_normalization', 562, 1124), ('Tanh', 562, 0), ('linear', 281, 158203), ('batch_normalization', 281, 562), ('Tanh', 281, 0), ('linear', 140, 39480), ('batch_normalization', 140, 280), ('Tanh', 140, 0), ('linear', 70, 9870), ('batch_normalization', 70, 140), ('Tanh', 70, 0), ('linear', 35, 2485), ('batch_normalization', 35, 70), ('Tanh', 35, 0), ('linear', 11, 396), ('Softmax', 11, 0)]",Tanh,6658,3376108,69,6,0,1517,37.903225806451616,0.3630967741935483,0.11551923076923078,0.02411538461538463,0.04307692307692306
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input:3717_output:625_depth:6_arch:gradual_batch:211_act:gelu_dropout:0.11141583937323518_dropout:False_batchnorm:True.out,7,"[('linear', 3202, 11905036), ('batch_normalization', 3202, 6404), ('GELU', 3202, 0), ('linear', 2687, 8606461), ('batch_normalization', 2687, 5374), ('GELU', 2687, 0), ('linear', 2172, 5838336), ('batch_normalization', 2172, 4344), ('GELU', 2172, 0), ('linear', 1657, 3600661), ('batch_normalization', 1657, 3314), ('GELU', 1657, 0), ('linear', 1142, 1893436), ('batch_normalization', 1142, 2284), ('GELU', 1142, 0), ('linear', 627, 716661), ('batch_normalization', 627, 1254), ('GELU', 627, 0), ('linear', 625, 392500), ('Softmax', 625, 0)]",GELU,35711,32976065,211,6,0,2131,68.765625,0.665177419354839,0.5817894736842104,0.2336428571428571,0.2779464285714287
input:3226_output:82_depth:7_arch:pyramid_batch:997_act:selu_dropout:0.3268563405811302_dropout:True_batchnorm:True.out,8,"[('linear', 1613, 5205151), ('batch_normalization', 1613, 3226), ('SELU', 1613, 0), ('dropout', 1613, 0), ('linear', 806, 1300884), ('batch_normalization', 806, 1612), ('SELU', 806, 0), ('dropout', 806, 0), ('linear', 403, 325221), ('batch_normalization', 403, 806), ('SELU', 403, 0), ('dropout', 403, 0), ('linear', 201, 81204), ('batch_normalization', 201, 402), ('SELU', 201, 0), ('dropout', 201, 0), ('linear', 100, 20200), ('batch_normalization', 100, 200), ('SELU', 100, 0), ('dropout', 100, 0), ('linear', 82, 8282), ('batch_normalization', 82, 164), ('SELU', 82, 0), ('dropout', 82, 0), ('linear', 82, 6806), ('batch_normalization', 82, 164), ('SELU', 82, 0), ('dropout', 82, 0), ('linear', 82, 6806), ('Softmax', 82, 0)]",SELU,13312,6961128,997,7,7,1615,34.142857142857146,0.296984126984127,0.23122222222222213,0.050611111111111114,0.16368518518518518
input:1973_output:297_depth:3_arch:uniform_batch:679_act:leaky_relu_dropout:0.23614121112799535_dropout:True_batchnorm:False.out,4,"[('linear', 1973, 3894702), ('LeakyReLU', 1973, 0), ('dropout', 1973, 0), ('linear', 1973, 3894702), ('LeakyReLU', 1973, 0), ('dropout', 1973, 0), ('linear', 1973, 3894702), ('LeakyReLU', 1973, 0), ('dropout', 1973, 0), ('linear', 297, 586278), ('Softmax', 297, 0)]",LeakyReLU,18351,12270384,679,0,3,1737,42.79032258064516,0.38966666666666666,0.3540925925925926,0.08324074074074075,0.26142592592592606
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input:3603_output:786_depth:10_arch:uniform_batch:392_act:tanh_dropout:0.4201731302524968_dropout:False_batchnorm:False.out,11,"[('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 3603, 12985212), ('Tanh', 3603, 0), ('linear', 786, 2832744), ('Softmax', 786, 0)]",Tanh,73632,132684864,392,0,0,4107,83.8225806451613,0.8271935483870968,0.8297037037037037,0.3230185185185184,0.5551666666666665
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input:1952_output:200_depth:4_arch:pyramid_batch:837_act:relu_dropout:0.1340291353140345_dropout:True_batchnorm:True.out,5,"[('linear', 976, 1906128), ('batch_normalization', 976, 1952), ('ReLU', 976, 0), ('dropout', 976, 0), ('linear', 488, 476776), ('batch_normalization', 488, 976), ('ReLU', 488, 0), ('dropout', 488, 0), ('linear', 244, 119316), ('batch_normalization', 244, 488), ('ReLU', 244, 0), ('dropout', 244, 0), ('linear', 200, 49000), ('batch_normalization', 200, 400), ('ReLU', 200, 0), ('dropout', 200, 0), ('linear', 200, 40200), ('Softmax', 200, 0)]",ReLU,8032,2595236,837,4,4,1521,30.285714285714285,0.26495238095238105,0.17633333333333334,0.03768518518518518,0.12123076923076925
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input:3604_output:570_depth:7_arch:gradual_batch:289_act:leaky_relu_dropout:0.34795965532802475_dropout:True_batchnorm:True.out,8,"[('linear', 3171, 11431455), ('batch_normalization', 3171, 6342), ('LeakyReLU', 3171, 0), ('dropout', 3171, 0), ('linear', 2738, 8684936), ('batch_normalization', 2738, 5476), ('LeakyReLU', 2738, 0), ('dropout', 2738, 0), ('linear', 2305, 6313395), ('batch_normalization', 2305, 4610), ('LeakyReLU', 2305, 0), ('dropout', 2305, 0), ('linear', 1872, 4316832), ('batch_normalization', 1872, 3744), ('LeakyReLU', 1872, 0), ('dropout', 1872, 0), ('linear', 1439, 2695247), ('batch_normalization', 1439, 2878), ('LeakyReLU', 1439, 0), ('dropout', 1439, 0), ('linear', 1006, 1448640), ('batch_normalization', 1006, 2012), ('LeakyReLU', 1006, 0), ('dropout', 1006, 0), ('linear', 573, 577011), ('batch_normalization', 573, 1146), ('LeakyReLU', 573, 0), ('dropout', 573, 0), ('linear', 570, 327180), ('Softmax', 570, 0)]",LeakyReLU,53556,35820904,289,7,7,2201,67.93548387096774,0.6517580645161292,0.5856346153846155,0.2369411764705881,0.3228749999999999
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input:3243_output:643_depth:2_arch:uniform_batch:433_act:selu_dropout:0.41183439709518366_dropout:False_batchnorm:False.out,3,"[('linear', 3243, 10520292), ('SELU', 3243, 0), ('linear', 3243, 10520292), ('SELU', 3243, 0), ('linear', 643, 2085892), ('Softmax', 643, 0)]",SELU,14258,23126476,433,0,0,1975,56.295081967213115,0.5169677419354838,0.48138181818181797,0.1957818181818182,0.3038545454545456
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input:3986_output:968_depth:1_arch:uniform_batch:399_act:identity_dropout:0.4325628715446448_dropout:True_batchnorm:False.out,2,"[('linear', 3986, 15892182), ('Identity', 3986, 0), ('dropout', 3986, 0), ('linear', 968, 3859416), ('Softmax', 968, 0)]",Identity,13894,19751598,399,0,1,1867,48.76190476190476,0.42931746031746015,0.4193684210526314,0.1793684210526315,0.24416071428571431
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input:1786_output:252_depth:5_arch:bottleneck_batch:840_act:identity_dropout:0.4859454807924869_dropout:True_batchnorm:True.out,7,"[('linear', 893, 1595791), ('batch_normalization', 893, 1786), ('Identity', 893, 0), ('dropout', 893, 0), ('linear', 446, 398724), ('batch_normalization', 446, 892), ('Identity', 446, 0), ('dropout', 446, 0), ('linear', 252, 112644), ('batch_normalization', 252, 504), ('Identity', 252, 0), ('dropout', 252, 0), ('linear', 252, 63756), ('batch_normalization', 252, 504), ('Identity', 252, 0), ('dropout', 252, 0), ('linear', 252, 63756), ('batch_normalization', 252, 504), ('Identity', 252, 0), ('dropout', 252, 0), ('linear', 252, 63756), ('batch_normalization', 252, 504), ('Identity', 252, 0), ('dropout', 252, 0), ('linear', 252, 63756), ('Softmax', 252, 0)]",Identity,9892,2366877,840,6,6,1529,33.306451612903224,0.2921451612903226,0.17673584905660375,0.036622641509433944,0.1108490566037736
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input:2916_output:87_depth:10_arch:uniform_batch:537_act:selu_dropout:0.45576734896752635_dropout:True_batchnorm:False.out,11,"[('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 2916, 8505972), ('SELU', 2916, 0), ('dropout', 2916, 0), ('linear', 87, 253779), ('Softmax', 87, 0)]",SELU,87654,85313499,537,0,10,3325,76.80952380952381,0.7686774193548385,0.7514909090909093,0.272690909090909,0.5265818181818183
input:3218_output:542_depth:8_arch:bottleneck_batch:535_act:relu_dropout:0.46859141139475013_dropout:True_batchnorm:False.out,10,"[('linear', 1609, 5179371), ('ReLU', 1609, 0), ('dropout', 1609, 0), ('linear', 804, 1294440), ('ReLU', 804, 0), ('dropout', 804, 0), ('linear', 542, 436310), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('ReLU', 542, 0), ('dropout', 542, 0), ('linear', 542, 294306), ('Softmax', 542, 0)]",ReLU,19705,8970263,535,0,9,1669,36.390625,0.31592063492063505,0.2624745762711865,0.06566101694915251,0.14948275862068966
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input:407_output:22_depth:1_arch:pyramid_batch:94_act:leaky_relu_dropout:0.4770527787576294_dropout:False_batchnorm:True.out,2,"[('linear', 203, 82824), ('batch_normalization', 203, 406), ('LeakyReLU', 203, 0), ('linear', 22, 4488), ('Softmax', 22, 0)]",LeakyReLU,653,87718,94,1,0,1453,29.142857142857142,0.28140322580645166,0.01958000000000001,0.0020000000000000013,0.003000000000000002
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input:1882_output:443_depth:9_arch:gradual_batch:850_act:prelu_dropout:0.46549140641615805_dropout:True_batchnorm:True.out,10,"[('linear', 1723, 3244409), ('batch_normalization', 1723, 3446), ('PReLU', 1723, 0), ('dropout', 1723, 0), ('linear', 1564, 2696336), ('batch_normalization', 1564, 3128), ('PReLU', 1564, 0), ('dropout', 1564, 0), ('linear', 1405, 2198825), ('batch_normalization', 1405, 2810), ('PReLU', 1405, 0), ('dropout', 1405, 0), ('linear', 1246, 1751876), ('batch_normalization', 1246, 2492), ('PReLU', 1246, 0), ('dropout', 1246, 0), ('linear', 1087, 1355489), ('batch_normalization', 1087, 2174), ('PReLU', 1087, 0), ('dropout', 1087, 0), ('linear', 928, 1009664), ('batch_normalization', 928, 1856), ('PReLU', 928, 0), ('dropout', 928, 0), ('linear', 769, 714401), ('batch_normalization', 769, 1538), ('PReLU', 769, 0), ('dropout', 769, 0), ('linear', 610, 469700), ('batch_normalization', 610, 1220), ('PReLU', 610, 0), ('dropout', 610, 0), ('linear', 451, 275561), ('batch_normalization', 451, 902), ('PReLU', 451, 0), ('dropout', 451, 0), ('linear', 443, 200236), ('Softmax', 443, 0)]",PReLU,40018,13936063,850,9,9,1771,46.3125,0.44336507936507924,0.38620370370370366,0.11687037037037039,0.2663636363636364
input:1380_output:181_depth:4_arch:bottleneck_batch:917_act:prelu_dropout:0.39862381896772714_dropout:True_batchnorm:False.out,6,"[('linear', 690, 952890), ('PReLU', 690, 0), ('dropout', 690, 0), ('linear', 345, 238395), ('PReLU', 345, 0), ('dropout', 345, 0), ('linear', 181, 62626), ('PReLU', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('PReLU', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('PReLU', 181, 0), ('dropout', 181, 0), ('linear', 181, 32942), ('Softmax', 181, 0)]",PReLU,5096,1352737,917,0,5,1503,25.096774193548388,0.21367741935483878,0.12270370370370369,0.026333333333333334,0.07028301886792454
input:2884_output:628_depth:5_arch:bottleneck_batch:680_act:prelu_dropout:0.10429668366837684_dropout:False_batchnorm:False.out,7,"[('linear', 1442, 4160170), ('PReLU', 1442, 0), ('linear', 721, 1040403), ('PReLU', 721, 0), ('linear', 628, 453416), ('PReLU', 628, 0), ('linear', 628, 395012), ('PReLU', 628, 0), ('linear', 628, 395012), ('PReLU', 628, 0), ('linear', 628, 395012), ('PReLU', 628, 0), ('linear', 628, 395012), ('Softmax', 628, 0)]",PReLU,10606,7234037,680,0,0,1627,36.45161290322581,0.3144761904761906,0.2432777777777778,0.05562962962962963,0.17070370370370377
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input:2515_output:25_depth:9_arch:gradual_batch:417_act:relu_dropout:0.10423752636149725_dropout:True_batchnorm:False.out,10,"[('linear', 2239, 5633324), ('ReLU', 2239, 0), ('dropout', 2239, 0), ('linear', 1963, 4397120), ('ReLU', 1963, 0), ('dropout', 1963, 0), ('linear', 1687, 3313268), ('ReLU', 1687, 0), ('dropout', 1687, 0), ('linear', 1411, 2381768), ('ReLU', 1411, 0), ('dropout', 1411, 0), ('linear', 1135, 1602620), ('ReLU', 1135, 0), ('dropout', 1135, 0), ('linear', 859, 975824), ('ReLU', 859, 0), ('dropout', 859, 0), ('linear', 583, 501380), ('ReLU', 583, 0), ('dropout', 583, 0), ('linear', 307, 179288), ('ReLU', 307, 0), ('dropout', 307, 0), ('linear', 31, 9548), ('ReLU', 31, 0), ('dropout', 31, 0), ('linear', 25, 800), ('Softmax', 25, 0)]",ReLU,30695,18994940,417,0,9,1887,55.32258064516129,0.521290322580645,0.47421428571428553,0.16798214285714294,0.2896964285714286
input:451_output:50_depth:2_arch:gradual_batch:908_act:relu_dropout:0.13280783789464348_dropout:True_batchnorm:True.out,3,"[('linear', 251, 113452), ('batch_normalization', 251, 502), ('ReLU', 251, 0), ('dropout', 251, 0), ('linear', 51, 12852), ('batch_normalization', 51, 102), ('ReLU', 51, 0), ('dropout', 51, 0), ('linear', 50, 2600), ('Softmax', 50, 0)]",ReLU,1308,129508,908,2,2,1457,12.741935483870968,0.11370967741935485,0.02492452830188681,0.004396226415094342,0.008433962264150949
input:4012_output:491_depth:7_arch:gradual_batch:448_act:elu_dropout:0.10313890858120311_dropout:True_batchnorm:False.out,8,"[('linear', 3509, 14081617), ('ELU', 3509, 0), ('dropout', 3509, 0), ('linear', 3006, 10551060), ('ELU', 3006, 0), ('dropout', 3006, 0), ('linear', 2503, 7526521), ('ELU', 2503, 0), ('dropout', 2503, 0), ('linear', 2000, 5008000), ('ELU', 2000, 0), ('dropout', 2000, 0), ('linear', 1497, 2995497), ('ELU', 1497, 0), ('dropout', 1497, 0), ('linear', 994, 1489012), ('ELU', 994, 0), ('dropout', 994, 0), ('linear', 491, 488545), ('ELU', 491, 0), ('dropout', 491, 0), ('linear', 491, 241572), ('Softmax', 491, 0)]",ELU,42982,42381824,448,0,7,2337,65.6875,0.6393225806451612,0.5847894736842105,0.23755357142857148,0.37246428571428564
input:2344_output:318_depth:1_arch:pyramid_batch:636_act:mish_dropout:0.4585268576018737_dropout:True_batchnorm:False.out,2,"[('linear', 1172, 2748340), ('Mish', 1172, 0), ('dropout', 1172, 0), ('linear', 318, 373014), ('Softmax', 318, 0)]",Mish,4152,3121354,636,0,1,1535,28.73015873015873,0.2335396825396825,0.17809433962264148,0.03941509433962263,0.13317307692307695
input:3776_output:466_depth:3_arch:bottleneck_batch:968_act:tanh_dropout:0.37119457503616426_dropout:False_batchnorm:True.out,5,"[('linear', 1888, 7130976), ('batch_normalization', 1888, 3776), ('Tanh', 1888, 0), ('linear', 944, 1783216), ('batch_normalization', 944, 1888), ('Tanh', 944, 0), ('linear', 472, 446040), ('batch_normalization', 472, 944), ('Tanh', 472, 0), ('linear', 466, 220418), ('batch_normalization', 466, 932), ('Tanh', 466, 0), ('linear', 466, 217622), ('Softmax', 466, 0)]",Tanh,12242,9805812,968,4,0,1677,35.492063492063494,0.29507936507936505,0.2574821428571429,0.0713392857142857,0.18416071428571423
input:2366_output:283_depth:6_arch:uniform_batch:614_act:swish_dropout:0.29804522843080317_dropout:False_batchnorm:True.out,7,"[('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 2366, 5600322), ('batch_normalization', 2366, 4732), ('SiLU', 2366, 0), ('linear', 283, 669861), ('Softmax', 283, 0)]",SiLU,43154,34300185,614,6,0,2255,64.08196721311475,0.6138387096774192,0.571736842105263,0.16475438596491224,0.4115263157894736
input:420_output:7_depth:10_arch:gradual_batch:815_act:relu_dropout:0.42761820777059145_dropout:False_batchnorm:True.out,11,"[('linear', 379, 159559), ('batch_normalization', 379, 758), ('ReLU', 379, 0), ('linear', 338, 128440), ('batch_normalization', 338, 676), ('ReLU', 338, 0), ('linear', 297, 100683), ('batch_normalization', 297, 594), ('ReLU', 297, 0), ('linear', 256, 76288), ('batch_normalization', 256, 512), ('ReLU', 256, 0), ('linear', 215, 55255), ('batch_normalization', 215, 430), ('ReLU', 215, 0), ('linear', 174, 37584), ('batch_normalization', 174, 348), ('ReLU', 174, 0), ('linear', 133, 23275), ('batch_normalization', 133, 266), ('ReLU', 133, 0), ('linear', 92, 12328), ('batch_normalization', 92, 184), ('ReLU', 92, 0), ('linear', 51, 4743), ('batch_normalization', 51, 102), ('ReLU', 51, 0), ('linear', 10, 520), ('batch_normalization', 10, 20), ('ReLU', 10, 0), ('linear', 7, 77), ('Softmax', 7, 0)]",ReLU,5849,602642,815,10,0,1487,31.580645161290324,0.30098387096774176,0.08620370370370371,0.014851851851851863,0.03888679245283018
input:331_output:51_depth:1_arch:pyramid_batch:134_act:gelu_dropout:0.3398186703588397_dropout:False_batchnorm:True.out,2,"[('linear', 165, 54780), ('batch_normalization', 165, 330), ('GELU', 165, 0), ('linear', 51, 8466), ('Softmax', 51, 0)]",GELU,597,63576,134,1,0,1453,26.56451612903226,0.24944444444444433,0.016653846153846165,0.001980769230769232,0.004000000000000003
input:3639_output:779_depth:1_arch:pyramid_batch:218_act:mish_dropout:0.24379206908213702_dropout:False_batchnorm:True.out,2,"[('linear', 1819, 6621160), ('batch_normalization', 1819, 3638), ('Mish', 1819, 0), ('linear', 779, 1417780), ('Softmax', 779, 0)]",Mish,7015,8042578,218,1,0,1623,38.22222222222222,0.3256031746031747,0.27629629629629626,0.06705555555555558,0.1270925925925926
input:518_output:72_depth:10_arch:bottleneck_batch:657_act:softplus_dropout:0.3271944976492432_dropout:True_batchnorm:False.out,12,"[('linear', 259, 134421), ('Softplus', 259, 0), ('dropout', 259, 0), ('linear', 129, 33540), ('Softplus', 129, 0), ('dropout', 129, 0), ('linear', 72, 9360), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softplus', 72, 0), ('dropout', 72, 0), ('linear', 72, 5256), ('Softmax', 72, 0)]",Softplus,3252,224625,657,0,11,1461,24.35483870967742,0.23146031746031748,0.07286792452830186,0.007528301886792458,0.016555555555555566
input:3638_output:738_depth:1_arch:gradual_batch:256_act:identity_dropout:0.2596778115676801_dropout:False_batchnorm:True.out,2,"[('linear', 738, 2685582), ('batch_normalization', 738, 1476), ('Identity', 738, 0), ('linear', 738, 545382), ('Softmax', 738, 0)]",Identity,3690,3232440,256,1,0,1543,35.83870967741935,0.2940000000000001,0.18988235294117656,0.03715686274509805,0.11555769230769228
input:3757_output:634_depth:7_arch:gradual_batch:885_act:relu_dropout:0.26586651935423655_dropout:True_batchnorm:True.out,8,"[('linear', 3311, 12442738), ('batch_normalization', 3311, 6622), ('ReLU', 3311, 0), ('dropout', 3311, 0), ('linear', 2865, 9488880), ('batch_normalization', 2865, 5730), ('ReLU', 2865, 0), ('dropout', 2865, 0), ('linear', 2419, 6932854), ('batch_normalization', 2419, 4838), ('ReLU', 2419, 0), ('dropout', 2419, 0), ('linear', 1973, 4774660), ('batch_normalization', 1973, 3946), ('ReLU', 1973, 0), ('dropout', 1973, 0), ('linear', 1527, 3014298), ('batch_normalization', 1527, 3054), ('ReLU', 1527, 0), ('dropout', 1527, 0), ('linear', 1081, 1651768), ('batch_normalization', 1081, 2162), ('ReLU', 1081, 0), ('dropout', 1081, 0), ('linear', 635, 687070), ('batch_normalization', 635, 1270), ('ReLU', 635, 0), ('dropout', 635, 0), ('linear', 634, 403224), ('Softmax', 634, 0)]",ReLU,56512,39423114,885,7,7,2351,61.693548387096776,0.5696349206349206,0.5490188679245281,0.1891509433962264,0.40489090909090913
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input:3884_output:427_depth:1_arch:uniform_batch:551_act:prelu_dropout:0.11714659845836471_dropout:False_batchnorm:True.out,2,"[('linear', 3884, 15089340), ('batch_normalization', 3884, 7768), ('PReLU', 3884, 0), ('linear', 427, 1658895), ('Softmax', 427, 0)]",PReLU,12506,16756003,551,1,0,1883,42.25806451612903,0.36748387096774204,0.3406785714285713,0.10439285714285716,0.2180714285714286
input:2553_output:531_depth:8_arch:gradual_batch:262_act:gelu_dropout:0.22449781109350675_dropout:False_batchnorm:False.out,9,"[('linear', 2301, 5876754), ('GELU', 2301, 0), ('linear', 2049, 4716798), ('GELU', 2049, 0), ('linear', 1797, 3683850), ('GELU', 1797, 0), ('linear', 1545, 2777910), ('GELU', 1545, 0), ('linear', 1293, 1998978), ('GELU', 1293, 0), ('linear', 1041, 1347054), ('GELU', 1041, 0), ('linear', 789, 822138), ('GELU', 789, 0), ('linear', 537, 424230), ('GELU', 537, 0), ('linear', 531, 285678), ('Softmax', 531, 0)]",GELU,23766,21933390,262,0,0,1913,62.888888888888886,0.6007619047619047,0.5262363636363635,0.2053818181818182,0.2838035714285715
input:2830_output:395_depth:10_arch:bottleneck_batch:339_act:softplus_dropout:0.14097742941021485_dropout:True_batchnorm:True.out,12,"[('linear', 1415, 4005865), ('batch_normalization', 1415, 2830), ('Softplus', 1415, 0), ('dropout', 1415, 0), ('linear', 707, 1001112), ('batch_normalization', 707, 1414), ('Softplus', 707, 0), ('dropout', 707, 0), ('linear', 395, 279660), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('batch_normalization', 395, 790), ('Softplus', 395, 0), ('dropout', 395, 0), ('linear', 395, 156420), ('Softmax', 395, 0)]",Softplus,23498,6705771,339,11,11,1615,37.63492063492063,0.33633333333333326,0.20638596491228076,0.043526315789473684,0.09989473684210527
input:2429_output:524_depth:7_arch:bottleneck_batch:128_act:swish_dropout:0.48344959936569587_dropout:False_batchnorm:False.out,9,"[('linear', 1214, 2950020), ('SiLU', 1214, 0), ('linear', 607, 737505), ('SiLU', 607, 0), ('linear', 524, 318592), ('SiLU', 524, 0), ('linear', 524, 275100), ('SiLU', 524, 0), ('linear', 524, 275100), ('SiLU', 524, 0), ('linear', 524, 275100), ('SiLU', 524, 0), ('linear', 524, 275100), ('SiLU', 524, 0), ('linear', 524, 275100), ('SiLU', 524, 0), ('linear', 524, 275100), ('Softmax', 524, 0)]",SiLU,10978,5656717,128,0,0,1577,38.53968253968254,0.35547619047619033,0.2228909090909092,0.040018181818181835,0.06873214285714281
input:3868_output:450_depth:10_arch:gradual_batch:636_act:prelu_dropout:0.3310346398525076_dropout:False_batchnorm:True.out,11,"[('linear', 3527, 13645963), ('batch_normalization', 3527, 7054), ('PReLU', 3527, 0), ('linear', 3186, 11240208), ('batch_normalization', 3186, 6372), ('PReLU', 3186, 0), ('linear', 2845, 9067015), ('batch_normalization', 2845, 5690), ('PReLU', 2845, 0), ('linear', 2504, 7126384), ('batch_normalization', 2504, 5008), ('PReLU', 2504, 0), ('linear', 2163, 5418315), ('batch_normalization', 2163, 4326), ('PReLU', 2163, 0), ('linear', 1822, 3942808), ('batch_normalization', 1822, 3644), ('PReLU', 1822, 0), ('linear', 1481, 2699863), ('batch_normalization', 1481, 2962), ('PReLU', 1481, 0), ('linear', 1140, 1689480), ('batch_normalization', 1140, 2280), ('PReLU', 1140, 0), ('linear', 799, 911659), ('batch_normalization', 799, 1598), ('PReLU', 799, 0), ('linear', 458, 366400), ('batch_normalization', 458, 916), ('PReLU', 458, 0), ('linear', 450, 206550), ('Softmax', 450, 0)]",PReLU,60675,56354495,636,10,0,2671,69.7258064516129,0.6740806451612902,0.6419444444444445,0.23401851851851857,0.4352407407407409
input:965_output:193_depth:4_arch:uniform_batch:76_act:softplus_dropout:0.2850166731015743_dropout:False_batchnorm:True.out,5,"[('linear', 965, 932190), ('batch_normalization', 965, 1930), ('Softplus', 965, 0), ('linear', 965, 932190), ('batch_normalization', 965, 1930), ('Softplus', 965, 0), ('linear', 965, 932190), ('batch_normalization', 965, 1930), ('Softplus', 965, 0), ('linear', 965, 932190), ('batch_normalization', 965, 1930), ('Softplus', 965, 0), ('linear', 193, 186438), ('Softmax', 193, 0)]",Softplus,11966,3922918,76,4,0,1537,38.65079365079365,0.3689523809523812,0.18314545454545458,0.03210909090909093,0.06150909090909087
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input:675_output:152_depth:3_arch:gradual_batch:964_act:relu_dropout:0.19096341386294635_dropout:True_batchnorm:False.out,4,"[('linear', 501, 338676), ('ReLU', 501, 0), ('dropout', 501, 0), ('linear', 327, 164154), ('ReLU', 327, 0), ('dropout', 327, 0), ('linear', 153, 50184), ('ReLU', 153, 0), ('dropout', 153, 0), ('linear', 152, 23408), ('Softmax', 152, 0)]",ReLU,3247,576422,964,0,3,1479,18.11111111111111,0.1577258064516129,0.07062500000000002,0.013428571428571437,0.03918518518518518
input:3223_output:120_depth:6_arch:gradual_batch:807_act:leaky_relu_dropout:0.1855719320906306_dropout:True_batchnorm:False.out,7,"[('linear', 2706, 8724144), ('LeakyReLU', 2706, 0), ('dropout', 2706, 0), ('linear', 2189, 5925623), ('LeakyReLU', 2189, 0), ('dropout', 2189, 0), ('linear', 1672, 3661680), ('LeakyReLU', 1672, 0), ('dropout', 1672, 0), ('linear', 1155, 1932315), ('LeakyReLU', 1155, 0), ('dropout', 1155, 0), ('linear', 638, 737528), ('LeakyReLU', 638, 0), ('dropout', 638, 0), ('linear', 121, 77319), ('LeakyReLU', 121, 0), ('dropout', 121, 0), ('linear', 120, 14640), ('Softmax', 120, 0)]",LeakyReLU,25683,21073249,807,0,6,1935,50.671875,0.46371428571428575,0.4269830508474576,0.1328813559322034,0.3010833333333335
input:3608_output:616_depth:5_arch:uniform_batch:942_act:mish_dropout:0.4041506337301204_dropout:False_batchnorm:False.out,6,"[('linear', 3608, 13021272), ('Mish', 3608, 0), ('linear', 3608, 13021272), ('Mish', 3608, 0), ('linear', 3608, 13021272), ('Mish', 3608, 0), ('linear', 3608, 13021272), ('Mish', 3608, 0), ('linear', 3608, 13021272), ('Mish', 3608, 0), ('linear', 616, 2223144), ('Softmax', 616, 0)]",Mish,37312,67329504,942,0,0,2897,69.890625,0.6869032258064515,0.6682678571428571,0.21929090909090912,0.5383965517241379
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input:3647_output:159_depth:7_arch:pyramid_batch:525_act:leaky_relu_dropout:0.14287262445436277_dropout:False_batchnorm:True.out,8,"[('linear', 1823, 6650304), ('batch_normalization', 1823, 3646), ('LeakyReLU', 1823, 0), ('linear', 911, 1661664), ('batch_normalization', 911, 1822), ('LeakyReLU', 911, 0), ('linear', 455, 414960), ('batch_normalization', 455, 910), ('LeakyReLU', 455, 0), ('linear', 227, 103512), ('batch_normalization', 227, 454), ('LeakyReLU', 227, 0), ('linear', 159, 36252), ('batch_normalization', 159, 318), ('LeakyReLU', 159, 0), ('linear', 159, 25440), ('batch_normalization', 159, 318), ('LeakyReLU', 159, 0), ('linear', 159, 25440), ('batch_normalization', 159, 318), ('LeakyReLU', 159, 0), ('linear', 159, 25440), ('Softmax', 159, 0)]",LeakyReLU,11997,8950798,525,7,0,1653,35.96875,0.3117777777777778,0.2455087719298246,0.06322807017543858,0.14415789473684212
input:3479_output:116_depth:8_arch:pyramid_batch:31_act:softplus_dropout:0.2272993826128245_dropout:True_batchnorm:True.out,9,"[('linear', 1739, 6051720), ('batch_normalization', 1739, 3478), ('Softplus', 1739, 0), ('dropout', 1739, 0), ('linear', 869, 1512060), ('batch_normalization', 869, 1738), ('Softplus', 869, 0), ('dropout', 869, 0), ('linear', 434, 377580), ('batch_normalization', 434, 868), ('Softplus', 434, 0), ('dropout', 434, 0), ('linear', 217, 94395), ('batch_normalization', 217, 434), ('Softplus', 217, 0), ('dropout', 217, 0), ('linear', 116, 25288), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('batch_normalization', 116, 232), ('Softplus', 116, 0), ('dropout', 116, 0), ('linear', 116, 13572), ('Softmax', 116, 0)]",Softplus,15124,8122777,31,8,8,1615,38.45161290322581,0.3713387096774194,0.16642307692307703,0.041461538461538446,0.028245283018867938
input:1075_output:65_depth:4_arch:gradual_batch:206_act:prelu_dropout:0.1466512851853906_dropout:True_batchnorm:True.out,5,"[('linear', 823, 885548), ('batch_normalization', 823, 1646), ('PReLU', 823, 0), ('dropout', 823, 0), ('linear', 571, 470504), ('batch_normalization', 571, 1142), ('PReLU', 571, 0), ('dropout', 571, 0), ('linear', 319, 182468), ('batch_normalization', 319, 638), ('PReLU', 319, 0), ('dropout', 319, 0), ('linear', 67, 21440), ('batch_normalization', 67, 134), ('PReLU', 67, 0), ('dropout', 67, 0), ('linear', 65, 4420), ('Softmax', 65, 0)]",PReLU,7250,1567940,206,4,4,1501,37.41269841269841,0.35146031746031753,0.11130188679245287,0.017773584905660385,0.04583333333333335
input:3689_output:654_depth:7_arch:pyramid_batch:598_act:selu_dropout:0.2297198685500199_dropout:True_batchnorm:True.out,8,"[('linear', 1844, 6804360), ('batch_normalization', 1844, 3688), ('SELU', 1844, 0), ('dropout', 1844, 0), ('linear', 922, 1701090), ('batch_normalization', 922, 1844), ('SELU', 922, 0), ('dropout', 922, 0), ('linear', 654, 603642), ('batch_normalization', 654, 1308), ('SELU', 654, 0), ('dropout', 654, 0), ('linear', 654, 428370), ('batch_normalization', 654, 1308), ('SELU', 654, 0), ('dropout', 654, 0), ('linear', 654, 428370), ('batch_normalization', 654, 1308), ('SELU', 654, 0), ('dropout', 654, 0), ('linear', 654, 428370), ('batch_normalization', 654, 1308), ('SELU', 654, 0), ('dropout', 654, 0), ('linear', 654, 428370), ('batch_normalization', 654, 1308), ('SELU', 654, 0), ('dropout', 654, 0), ('linear', 654, 428370), ('Softmax', 654, 0)]",SELU,25452,11263014,598,7,7,1711,39.317460317460316,0.3476290322580646,0.28849122807017546,0.08170175438596493,0.18035714285714288
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input:3944_output:961_depth:3_arch:bottleneck_batch:635_act:swish_dropout:0.30161669165295757_dropout:False_batchnorm:True.out,5,"[('linear', 1972, 7779540), ('batch_normalization', 1972, 3944), ('SiLU', 1972, 0), ('linear', 986, 1945378), ('batch_normalization', 986, 1972), ('SiLU', 986, 0), ('linear', 961, 948507), ('batch_normalization', 961, 1922), ('SiLU', 961, 0), ('linear', 961, 924482), ('batch_normalization', 961, 1922), ('SiLU', 961, 0), ('linear', 961, 924482), ('Softmax', 961, 0)]",SiLU,16562,12532149,635,4,0,1751,39.096774193548384,0.33890322580645155,0.30319642857142864,0.09176785714285716,0.19512500000000002
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input:985_output:71_depth:9_arch:gradual_batch:758_act:identity_dropout:0.13902508954702544_dropout:True_batchnorm:True.out,10,"[('linear', 884, 871624), ('batch_normalization', 884, 1768), ('Identity', 884, 0), ('dropout', 884, 0), ('linear', 783, 692955), ('batch_normalization', 783, 1566), ('Identity', 783, 0), ('dropout', 783, 0), ('linear', 682, 534688), ('batch_normalization', 682, 1364), ('Identity', 682, 0), ('dropout', 682, 0), ('linear', 581, 396823), ('batch_normalization', 581, 1162), ('Identity', 581, 0), ('dropout', 581, 0), ('linear', 480, 279360), ('batch_normalization', 480, 960), ('Identity', 480, 0), ('dropout', 480, 0), ('linear', 379, 182299), ('batch_normalization', 379, 758), ('Identity', 379, 0), ('dropout', 379, 0), ('linear', 278, 105640), ('batch_normalization', 278, 556), ('Identity', 278, 0), ('dropout', 278, 0), ('linear', 177, 49383), ('batch_normalization', 177, 354), ('Identity', 177, 0), ('dropout', 177, 0), ('linear', 76, 13528), ('batch_normalization', 76, 152), ('Identity', 76, 0), ('dropout', 76, 0), ('linear', 71, 5467), ('Softmax', 71, 0)]",Identity,17422,3140407,758,9,9,1525,35.53968253968254,0.330920634920635,0.19896153846153847,0.041115384615384616,0.12155769230769234
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input:3651_output:388_depth:3_arch:pyramid_batch:351_act:swish_dropout:0.19606881939387844_dropout:True_batchnorm:False.out,4,"[('linear', 1825, 6664900), ('SiLU', 1825, 0), ('dropout', 1825, 0), ('linear', 912, 1665312), ('SiLU', 912, 0), ('dropout', 912, 0), ('linear', 456, 416328), ('SiLU', 456, 0), ('dropout', 456, 0), ('linear', 388, 177316), ('Softmax', 388, 0)]",SiLU,10355,8923856,351,0,3,1649,36.77777777777778,0.3135396825396827,0.27282758620689657,0.06931034482758619,0.1458571428571429
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input:78_output:8_depth:3_arch:gradual_batch:675_act:tanh_dropout:0.280749407072885_dropout:True_batchnorm:False.out,4,"[('linear', 55, 4345), ('Tanh', 55, 0), ('dropout', 55, 0), ('linear', 32, 1792), ('Tanh', 32, 0), ('dropout', 32, 0), ('linear', 9, 297), ('Tanh', 9, 0), ('dropout', 9, 0), ('linear', 8, 80), ('Softmax', 8, 0)]",Tanh,304,6514,675,0,3,1451,12.34920634920635,0.11698387096774193,0.0076792452830188734,0.0010000000000000007,0.0010000000000000007
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input:512_output:100_depth:9_arch:bottleneck_batch:236_act:mish_dropout:0.24733807089023957_dropout:True_batchnorm:True.out,11,"[('linear', 256, 131328), ('batch_normalization', 256, 512), ('Mish', 256, 0), ('dropout', 256, 0), ('linear', 128, 32896), ('batch_normalization', 128, 256), ('Mish', 128, 0), ('dropout', 128, 0), ('linear', 100, 12900), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('batch_normalization', 100, 200), ('Mish', 100, 0), ('dropout', 100, 0), ('linear', 100, 10100), ('Softmax', 100, 0)]",Mish,4936,260292,236,10,10,1459,36.67741935483871,0.358730158730159,0.05000000000000001,0.004851851851851854,0.009759259259259264
input:1312_output:135_depth:3_arch:gradual_batch:55_act:swish_dropout:0.15307360721492827_dropout:True_batchnorm:True.out,4,"[('linear', 920, 1207960), ('batch_normalization', 920, 1840), ('SiLU', 920, 0), ('dropout', 920, 0), ('linear', 528, 486288), ('batch_normalization', 528, 1056), ('SiLU', 528, 0), ('dropout', 528, 0), ('linear', 136, 71944), ('batch_normalization', 136, 272), ('SiLU', 136, 0), ('dropout', 136, 0), ('linear', 135, 18495), ('Softmax', 135, 0)]",SiLU,6606,1787855,55,3,3,1493,38.064516129032256,0.36003174603174615,0.09679629629629634,0.018129629629629638,0.029685185185185207
input:2984_output:331_depth:4_arch:uniform_batch:990_act:relu_dropout:0.3183639369553143_dropout:True_batchnorm:True.out,5,"[('linear', 2984, 8907240), ('batch_normalization', 2984, 5968), ('ReLU', 2984, 0), ('dropout', 2984, 0), ('linear', 2984, 8907240), ('batch_normalization', 2984, 5968), ('ReLU', 2984, 0), ('dropout', 2984, 0), ('linear', 2984, 8907240), ('batch_normalization', 2984, 5968), ('ReLU', 2984, 0), ('dropout', 2984, 0), ('linear', 2984, 8907240), ('batch_normalization', 2984, 5968), ('ReLU', 2984, 0), ('dropout', 2984, 0), ('linear', 331, 988035), ('Softmax', 331, 0)]",ReLU,48406,36640867,990,4,4,2333,60.75,0.5766984126984127,0.5440925925925926,0.19011111111111115,0.423857142857143
input:2828_output:65_depth:9_arch:pyramid_batch:885_act:identity_dropout:0.489681098487044_dropout:False_batchnorm:True.out,10,"[('linear', 1414, 4000206), ('batch_normalization', 1414, 2828), ('Identity', 1414, 0), ('linear', 707, 1000405), ('batch_normalization', 707, 1414), ('Identity', 707, 0), ('linear', 353, 249924), ('batch_normalization', 353, 706), ('Identity', 353, 0), ('linear', 176, 62304), ('batch_normalization', 176, 352), ('Identity', 176, 0), ('linear', 88, 15576), ('batch_normalization', 88, 176), ('Identity', 88, 0), ('linear', 65, 5785), ('batch_normalization', 65, 130), ('Identity', 65, 0), ('linear', 65, 4290), ('batch_normalization', 65, 130), ('Identity', 65, 0), ('linear', 65, 4290), ('batch_normalization', 65, 130), ('Identity', 65, 0), ('linear', 65, 4290), ('batch_normalization', 65, 130), ('Identity', 65, 0), ('linear', 65, 4290), ('Softmax', 65, 0)]",Identity,9124,5357356,885,9,0,1579,35.11290322580645,0.3068064516129033,0.2197307692307693,0.052846153846153834,0.15496
input:3651_output:876_depth:7_arch:gradual_batch:469_act:identity_dropout:0.10868667121261733_dropout:True_batchnorm:True.out,8,"[('linear', 3255, 11887260), ('batch_normalization', 3255, 6510), ('Identity', 3255, 0), ('dropout', 3255, 0), ('linear', 2859, 9308904), ('batch_normalization', 2859, 5718), ('Identity', 2859, 0), ('dropout', 2859, 0), ('linear', 2463, 7044180), ('batch_normalization', 2463, 4926), ('Identity', 2463, 0), ('dropout', 2463, 0), ('linear', 2067, 5093088), ('batch_normalization', 2067, 4134), ('Identity', 2067, 0), ('dropout', 2067, 0), ('linear', 1671, 3455628), ('batch_normalization', 1671, 3342), ('Identity', 1671, 0), ('dropout', 1671, 0), ('linear', 1275, 2131800), ('batch_normalization', 1275, 2550), ('Identity', 1275, 0), ('dropout', 1275, 0), ('linear', 879, 1121604), ('batch_normalization', 879, 1758), ('Identity', 879, 0), ('dropout', 879, 0), ('linear', 876, 770880), ('Softmax', 876, 0)]",Identity,59628,40842282,469,7,7,2323,67.54838709677419,0.6376129032258067,0.5979107142857144,0.22432142857142853,0.3834576271186441
input:1440_output:87_depth:6_arch:pyramid_batch:817_act:tanh_dropout:0.11987108211633224_dropout:True_batchnorm:True.out,7,"[('linear', 720, 1037520), ('batch_normalization', 720, 1440), ('Tanh', 720, 0), ('dropout', 720, 0), ('linear', 360, 259560), ('batch_normalization', 360, 720), ('Tanh', 360, 0), ('dropout', 360, 0), ('linear', 180, 64980), ('batch_normalization', 180, 360), ('Tanh', 180, 0), ('dropout', 180, 0), ('linear', 90, 16290), ('batch_normalization', 90, 180), ('Tanh', 90, 0), ('dropout', 90, 0), ('linear', 87, 7917), ('batch_normalization', 87, 174), ('Tanh', 87, 0), ('dropout', 87, 0), ('linear', 87, 7656), ('batch_normalization', 87, 174), ('Tanh', 87, 0), ('dropout', 87, 0), ('linear', 87, 7656), ('Softmax', 87, 0)]",Tanh,6270,1404627,817,6,6,1501,29.85483870967742,0.25852380952380954,0.11877777777777776,0.02327777777777778,0.07034615384615388
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input:1303_output:36_depth:8_arch:gradual_batch:864_act:prelu_dropout:0.36765181166222194_dropout:False_batchnorm:False.out,9,"[('linear', 1145, 1493080), ('PReLU', 1145, 0), ('linear', 987, 1131102), ('PReLU', 987, 0), ('linear', 829, 819052), ('PReLU', 829, 0), ('linear', 671, 556930), ('PReLU', 671, 0), ('linear', 513, 344736), ('PReLU', 513, 0), ('linear', 355, 182470), ('PReLU', 355, 0), ('linear', 197, 70132), ('PReLU', 197, 0), ('linear', 39, 7722), ('PReLU', 39, 0), ('linear', 36, 1440), ('Softmax', 36, 0)]",PReLU,9544,4606664,864,0,0,1559,35.03225806451613,0.3233064516129031,0.26433999999999996,0.06123999999999999,0.18428301886792456
input:765_output:101_depth:6_arch:bottleneck_batch:146_act:elu_dropout:0.10532834049608071_dropout:False_batchnorm:False.out,8,"[('linear', 382, 292612), ('ELU', 382, 0), ('linear', 191, 73153), ('ELU', 191, 0), ('linear', 101, 19392), ('ELU', 101, 0), ('linear', 101, 10302), ('ELU', 101, 0), ('linear', 101, 10302), ('ELU', 101, 0), ('linear', 101, 10302), ('ELU', 101, 0), ('linear', 101, 10302), ('ELU', 101, 0), ('linear', 101, 10302), ('Softmax', 101, 0)]",ELU,2358,436667,146,0,0,1475,37.80952380952381,0.3627936507936508,0.07074074074074078,0.007981481481481487,0.01475925925925927
input:2465_output:63_depth:3_arch:gradual_batch:915_act:selu_dropout:0.20193160358970408_dropout:False_batchnorm:False.out,4,"[('linear', 1665, 4105890), ('SELU', 1665, 0), ('linear', 865, 1441090), ('SELU', 865, 0), ('linear', 65, 56290), ('SELU', 65, 0), ('linear', 63, 4158), ('Softmax', 63, 0)]",SELU,5316,5607428,915,0,0,1573,35.22950819672131,0.299016129032258,0.2693148148148149,0.06957407407407407,0.20476363636363634
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input:3148_output:154_depth:2_arch:bottleneck_batch:225_act:elu_dropout:0.30714042604064384_dropout:True_batchnorm:True.out,4,"[('linear', 1574, 4956526), ('batch_normalization', 1574, 3148), ('ELU', 1574, 0), ('dropout', 1574, 0), ('linear', 787, 1239525), ('batch_normalization', 787, 1574), ('ELU', 787, 0), ('dropout', 787, 0), ('linear', 393, 309684), ('batch_normalization', 393, 786), ('ELU', 393, 0), ('dropout', 393, 0), ('linear', 154, 60676), ('Softmax', 154, 0)]",ELU,11324,6571919,225,3,3,1597,37.682539682539684,0.33546774193548384,0.24227586206896545,0.04782758620689652,0.11948214285714286
input:1713_output:314_depth:8_arch:bottleneck_batch:995_act:elu_dropout:0.49687285115012025_dropout:True_batchnorm:False.out,10,"[('linear', 856, 1467184), ('ELU', 856, 0), ('dropout', 856, 0), ('linear', 428, 366796), ('ELU', 428, 0), ('dropout', 428, 0), ('linear', 314, 134706), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('ELU', 314, 0), ('dropout', 314, 0), ('linear', 314, 98910), ('Softmax', 314, 0)]",ELU,11074,2661056,995,0,9,1529,33.693548387096776,0.2959032258064516,0.20603773584905657,0.04628301886792452,0.12468627450980392
input:4052_output:989_depth:5_arch:bottleneck_batch:121_act:tanh_dropout:0.34570484318756745_dropout:False_batchnorm:False.out,7,"[('linear', 2026, 8211378), ('Tanh', 2026, 0), ('linear', 1013, 2053351), ('Tanh', 1013, 0), ('linear', 989, 1002846), ('Tanh', 989, 0), ('linear', 989, 979110), ('Tanh', 989, 0), ('linear', 989, 979110), ('Tanh', 989, 0), ('linear', 989, 979110), ('Tanh', 989, 0), ('linear', 989, 979110), ('Softmax', 989, 0)]",Tanh,15968,15184015,121,0,0,1755,58.82539682539682,0.5468253968253968,0.45456140350877183,0.16924561403508775,0.15390909090909088
input:3268_output:453_depth:3_arch:uniform_batch:355_act:softplus_dropout:0.33808685771398067_dropout:True_batchnorm:False.out,4,"[('linear', 3268, 10683092), ('Softplus', 3268, 0), ('dropout', 3268, 0), ('linear', 3268, 10683092), ('Softplus', 3268, 0), ('dropout', 3268, 0), ('linear', 3268, 10683092), ('Softplus', 3268, 0), ('dropout', 3268, 0), ('linear', 453, 1480857), ('Softmax', 453, 0)]",Softplus,30318,33530133,355,0,3,2145,65.42622950819673,0.6123709677419354,0.5934905660377356,0.24754716981132083,0.3678867924528303
input:281_output:3_depth:10_arch:pyramid_batch:20_act:elu_dropout:0.3002174812183047_dropout:False_batchnorm:False.out,11,"[('linear', 140, 39480), ('ELU', 140, 0), ('linear', 70, 9870), ('ELU', 70, 0), ('linear', 35, 2485), ('ELU', 35, 0), ('linear', 17, 612), ('ELU', 17, 0), ('linear', 8, 144), ('ELU', 8, 0), ('linear', 4, 36), ('ELU', 4, 0), ('linear', 3, 15), ('ELU', 3, 0), ('linear', 3, 12), ('ELU', 3, 0), ('linear', 3, 12), ('ELU', 3, 0), ('linear', 3, 12), ('ELU', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",ELU,578,52690,20,0,0,1451,34.3968253968254,0.3367777777777779,0.006000000000000004,0.0010000000000000007,0.0010000000000000007
input:1279_output:112_depth:5_arch:bottleneck_batch:171_act:selu_dropout:0.48177064666203595_dropout:False_batchnorm:False.out,7,"[('linear', 639, 817920), ('SELU', 639, 0), ('linear', 319, 204160), ('SELU', 319, 0), ('linear', 159, 50880), ('SELU', 159, 0), ('linear', 112, 17920), ('SELU', 112, 0), ('linear', 112, 12656), ('SELU', 112, 0), ('linear', 112, 12656), ('SELU', 112, 0), ('linear', 112, 12656), ('Softmax', 112, 0)]",SELU,3130,1128848,171,0,0,1479,36.55555555555556,0.3497258064516128,0.10832692307692311,0.018423076923076934,0.03827450980392156
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input:23_output:4_depth:6_arch:uniform_batch:679_act:swish_dropout:0.3939465708320061_dropout:True_batchnorm:True.out,7,"[('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('SiLU', 23, 0), ('dropout', 23, 0), ('linear', 4, 96), ('Softmax', 4, 0)]",SiLU,560,3684,679,6,6,1453,18.177419354838708,0.17866129032258066,0.008153846153846157,0.0010000000000000007,0.0010000000000000007
input:2072_output:362_depth:9_arch:bottleneck_batch:684_act:elu_dropout:0.10248106674563191_dropout:True_batchnorm:True.out,11,"[('linear', 1036, 2147628), ('batch_normalization', 1036, 2072), ('ELU', 1036, 0), ('dropout', 1036, 0), ('linear', 518, 537166), ('batch_normalization', 518, 1036), ('ELU', 518, 0), ('dropout', 518, 0), ('linear', 362, 187878), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('batch_normalization', 362, 724), ('ELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('Softmax', 362, 0)]",ELU,18524,3932820,684,10,10,1557,36.5,0.32964516129032256,0.21115384615384614,0.04515384615384615,0.12109615384615385
input:211_output:19_depth:1_arch:pyramid_batch:163_act:gelu_dropout:0.3893944065546898_dropout:False_batchnorm:False.out,2,"[('linear', 105, 22260), ('GELU', 105, 0), ('linear', 19, 2014), ('Softmax', 19, 0)]",GELU,248,24274,163,0,0,1451,18.96825396825397,0.17787096774193542,0.009000000000000005,0.0010000000000000007,0.0020000000000000013
input:1072_output:86_depth:4_arch:pyramid_batch:799_act:selu_dropout:0.1739730010217572_dropout:True_batchnorm:False.out,5,"[('linear', 536, 575128), ('SELU', 536, 0), ('dropout', 536, 0), ('linear', 268, 143916), ('SELU', 268, 0), ('dropout', 268, 0), ('linear', 134, 36046), ('SELU', 134, 0), ('dropout', 134, 0), ('linear', 86, 11610), ('SELU', 86, 0), ('dropout', 86, 0), ('linear', 86, 7482), ('Softmax', 86, 0)]",SELU,3244,774182,799,0,4,1479,20.746031746031747,0.18163492063492065,0.08592592592592598,0.015703703703703716,0.045150943396226384
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input:822_output:19_depth:5_arch:pyramid_batch:470_act:swish_dropout:0.4584539251820372_dropout:False_batchnorm:True.out,6,"[('linear', 411, 338253), ('batch_normalization', 411, 822), ('SiLU', 411, 0), ('linear', 205, 84460), ('batch_normalization', 205, 410), ('SiLU', 205, 0), ('linear', 102, 21012), ('batch_normalization', 102, 204), ('SiLU', 102, 0), ('linear', 51, 5253), ('batch_normalization', 51, 102), ('SiLU', 51, 0), ('linear', 25, 1300), ('batch_normalization', 25, 50), ('SiLU', 25, 0), ('linear', 19, 494), ('Softmax', 19, 0)]",SiLU,2420,452360,470,5,0,1477,26.158730158730158,0.23595161290322578,0.055472727272727236,0.006636363636363642,0.02396363636363636
input:2808_output:656_depth:9_arch:gradual_batch:235_act:leaky_relu_dropout:0.4910276728253069_dropout:True_batchnorm:False.out,10,"[('linear', 2569, 7216321), ('LeakyReLU', 2569, 0), ('dropout', 2569, 0), ('linear', 2330, 5988100), ('LeakyReLU', 2330, 0), ('dropout', 2330, 0), ('linear', 2091, 4874121), ('LeakyReLU', 2091, 0), ('dropout', 2091, 0), ('linear', 1852, 3874384), ('LeakyReLU', 1852, 0), ('dropout', 1852, 0), ('linear', 1613, 2988889), ('LeakyReLU', 1613, 0), ('dropout', 1613, 0), ('linear', 1374, 2217636), ('LeakyReLU', 1374, 0), ('dropout', 1374, 0), ('linear', 1135, 1560625), ('LeakyReLU', 1135, 0), ('dropout', 1135, 0), ('linear', 896, 1017856), ('LeakyReLU', 896, 0), ('dropout', 896, 0), ('linear', 657, 589329), ('LeakyReLU', 657, 0), ('dropout', 657, 0), ('linear', 656, 431648), ('Softmax', 656, 0)]",LeakyReLU,44863,30758909,235,0,9,2105,67.8125,0.6548412698412697,0.5913389830508475,0.2139661016949152,0.3053275862068965
input:586_output:84_depth:10_arch:bottleneck_batch:357_act:tanh_dropout:0.1198910069748222_dropout:False_batchnorm:False.out,12,"[('linear', 293, 171991), ('Tanh', 293, 0), ('linear', 146, 42924), ('Tanh', 146, 0), ('linear', 84, 12348), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Tanh', 84, 0), ('linear', 84, 7140), ('Softmax', 84, 0)]",Tanh,2558,291523,357,0,0,1459,28.88888888888889,0.2798548387096774,0.05790566037735846,0.0054905660377358514,0.016132075471698124
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input:461_output:38_depth:2_arch:pyramid_batch:905_act:selu_dropout:0.49891431044256507_dropout:False_batchnorm:False.out,3,"[('linear', 230, 106260), ('SELU', 230, 0), ('linear', 115, 26565), ('SELU', 115, 0), ('linear', 38, 4408), ('Softmax', 38, 0)]",SELU,766,137233,905,0,0,1457,11.444444444444445,0.09453968253968259,0.02734615384615385,0.0043461538461538485,0.010679245283018873
input:2670_output:428_depth:10_arch:gradual_batch:282_act:softplus_dropout:0.4909543929755502_dropout:True_batchnorm:True.out,11,"[('linear', 2446, 6533266), ('batch_normalization', 2446, 4892), ('Softplus', 2446, 0), ('dropout', 2446, 0), ('linear', 2222, 5437234), ('batch_normalization', 2222, 4444), ('Softplus', 2222, 0), ('dropout', 2222, 0), ('linear', 1998, 4441554), ('batch_normalization', 1998, 3996), ('Softplus', 1998, 0), ('dropout', 1998, 0), ('linear', 1774, 3546226), ('batch_normalization', 1774, 3548), ('Softplus', 1774, 0), ('dropout', 1774, 0), ('linear', 1550, 2751250), ('batch_normalization', 1550, 3100), ('Softplus', 1550, 0), ('dropout', 1550, 0), ('linear', 1326, 2056626), ('batch_normalization', 1326, 2652), ('Softplus', 1326, 0), ('dropout', 1326, 0), ('linear', 1102, 1462354), ('batch_normalization', 1102, 2204), ('Softplus', 1102, 0), ('dropout', 1102, 0), ('linear', 878, 968434), ('batch_normalization', 878, 1756), ('Softplus', 878, 0), ('dropout', 878, 0), ('linear', 654, 574866), ('batch_normalization', 654, 1308), ('Softplus', 654, 0), ('dropout', 654, 0), ('linear', 430, 281650), ('batch_normalization', 430, 860), ('Softplus', 430, 0), ('dropout', 430, 0), ('linear', 428, 184468), ('Softmax', 428, 0)]",Softplus,58376,28266688,282,10,10,2057,66.47540983606558,0.6375645161290321,0.5535090909090908,0.20674545454545457,0.29044642857142844
input:762_output:31_depth:10_arch:gradual_batch:480_act:leaky_relu_dropout:0.3418493010531193_dropout:True_batchnorm:False.out,11,"[('linear', 689, 525707), ('LeakyReLU', 689, 0), ('dropout', 689, 0), ('linear', 616, 425040), ('LeakyReLU', 616, 0), ('dropout', 616, 0), ('linear', 543, 335031), ('LeakyReLU', 543, 0), ('dropout', 543, 0), ('linear', 470, 255680), ('LeakyReLU', 470, 0), ('dropout', 470, 0), ('linear', 397, 186987), ('LeakyReLU', 397, 0), ('dropout', 397, 0), ('linear', 324, 128952), ('LeakyReLU', 324, 0), ('dropout', 324, 0), ('linear', 251, 81575), ('LeakyReLU', 251, 0), ('dropout', 251, 0), ('linear', 178, 44856), ('LeakyReLU', 178, 0), ('dropout', 178, 0), ('linear', 105, 18795), ('LeakyReLU', 105, 0), ('dropout', 105, 0), ('linear', 32, 3392), ('LeakyReLU', 32, 0), ('dropout', 32, 0), ('linear', 31, 1023), ('Softmax', 31, 0)]",LeakyReLU,10877,2007038,480,0,10,1511,37.24590163934426,0.33969841269841283,0.18403846153846154,0.032,0.09099999999999996
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input:3151_output:9_depth:2_arch:uniform_batch:919_act:identity_dropout:0.26357168277566523_dropout:True_batchnorm:True.out,3,"[('linear', 3151, 9931952), ('batch_normalization', 3151, 6302), ('Identity', 3151, 0), ('dropout', 3151, 0), ('linear', 3151, 9931952), ('batch_normalization', 3151, 6302), ('Identity', 3151, 0), ('dropout', 3151, 0), ('linear', 9, 28368), ('Softmax', 9, 0)]",Identity,25226,19904876,919,2,2,1919,47.20967741935484,0.41904761904761917,0.3870172413793104,0.14720689655172411,0.2788571428571428
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input:2802_output:464_depth:1_arch:bottleneck_batch:212_act:prelu_dropout:0.4273451661973914_dropout:False_batchnorm:False.out,3,"[('linear', 1401, 3927003), ('PReLU', 1401, 0), ('linear', 700, 981400), ('PReLU', 700, 0), ('linear', 464, 325264), ('Softmax', 464, 0)]",PReLU,5130,5233667,212,0,0,1577,38.54838709677419,0.3260793650793651,0.23727272727272733,0.049272727272727246,0.11401851851851852
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input:3813_output:829_depth:8_arch:pyramid_batch:766_act:swish_dropout:0.4372200235686189_dropout:True_batchnorm:True.out,9,"[('linear', 1906, 7269484), ('batch_normalization', 1906, 3812), ('SiLU', 1906, 0), ('dropout', 1906, 0), ('linear', 953, 1817371), ('batch_normalization', 953, 1906), ('SiLU', 953, 0), ('dropout', 953, 0), ('linear', 829, 790866), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('batch_normalization', 829, 1658), ('SiLU', 829, 0), ('dropout', 829, 0), ('linear', 829, 688070), ('Softmax', 829, 0)]",SiLU,32990,14021807,766,8,8,1815,42.682539682539684,0.372095238095238,0.3207017543859649,0.08485964912280702,0.2067818181818182
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input:825_output:182_depth:8_arch:gradual_batch:796_act:softplus_dropout:0.2809996675178945_dropout:True_batchnorm:True.out,9,"[('linear', 745, 615370), ('batch_normalization', 745, 1490), ('Softplus', 745, 0), ('dropout', 745, 0), ('linear', 665, 496090), ('batch_normalization', 665, 1330), ('Softplus', 665, 0), ('dropout', 665, 0), ('linear', 585, 389610), ('batch_normalization', 585, 1170), ('Softplus', 585, 0), ('dropout', 585, 0), ('linear', 505, 295930), ('batch_normalization', 505, 1010), ('Softplus', 505, 0), ('dropout', 505, 0), ('linear', 425, 215050), ('batch_normalization', 425, 850), ('Softplus', 425, 0), ('dropout', 425, 0), ('linear', 345, 146970), ('batch_normalization', 345, 690), ('Softplus', 345, 0), ('dropout', 345, 0), ('linear', 265, 91690), ('batch_normalization', 265, 530), ('Softplus', 265, 0), ('dropout', 265, 0), ('linear', 185, 49210), ('batch_normalization', 185, 370), ('Softplus', 185, 0), ('dropout', 185, 0), ('linear', 182, 33852), ('Softmax', 182, 0)]",Softplus,15244,2341212,796,8,8,1527,35.80952380952381,0.33664516129032246,0.1882777777777777,0.04025925925925926,0.10840740740740742
input:996_output:203_depth:5_arch:gradual_batch:390_act:selu_dropout:0.16324605766599526_dropout:True_batchnorm:True.out,6,"[('linear', 838, 835486), ('batch_normalization', 838, 1676), ('SELU', 838, 0), ('dropout', 838, 0), ('linear', 680, 570520), ('batch_normalization', 680, 1360), ('SELU', 680, 0), ('dropout', 680, 0), ('linear', 522, 355482), ('batch_normalization', 522, 1044), ('SELU', 522, 0), ('dropout', 522, 0), ('linear', 364, 190372), ('batch_normalization', 364, 728), ('SELU', 364, 0), ('dropout', 364, 0), ('linear', 206, 75190), ('batch_normalization', 206, 412), ('SELU', 206, 0), ('dropout', 206, 0), ('linear', 203, 42021), ('Softmax', 203, 0)]",SELU,10846,2074291,390,5,5,1503,35.714285714285715,0.3423968253968254,0.17616666666666667,0.0346111111111111,0.09725454545454547
input:4093_output:1012_depth:9_arch:uniform_batch:829_act:leaky_relu_dropout:0.17805629053481728_dropout:True_batchnorm:False.out,10,"[('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 4093, 16756742), ('LeakyReLU', 4093, 0), ('dropout', 4093, 0), ('linear', 1012, 4143128), ('Softmax', 1012, 0)]",LeakyReLU,112535,154953806,829,0,9,4759,82.87096774193549,0.8079677419354836,0.8254363636363636,0.2524363636363637,0.6453272727272727
input:3316_output:491_depth:1_arch:pyramid_batch:245_act:leaky_relu_dropout:0.2886732734872097_dropout:False_batchnorm:False.out,2,"[('linear', 1658, 5499586), ('LeakyReLU', 1658, 0), ('linear', 491, 814569), ('Softmax', 491, 0)]",LeakyReLU,4298,6314155,245,0,0,1583,37.645161290322584,0.32153225806451613,0.2595094339622642,0.05583018867924526,0.14696153846153842
input:860_output:176_depth:5_arch:pyramid_batch:938_act:leaky_relu_dropout:0.36292902914401826_dropout:True_batchnorm:False.out,6,"[('linear', 430, 370230), ('LeakyReLU', 430, 0), ('dropout', 430, 0), ('linear', 215, 92665), ('LeakyReLU', 215, 0), ('dropout', 215, 0), ('linear', 176, 38016), ('LeakyReLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('LeakyReLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('LeakyReLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('Softmax', 176, 0)]",LeakyReLU,3871,594367,938,0,5,1483,18.75,0.16101587301587308,0.07129824561403512,0.012859649122807026,0.035905660377358484
input:1456_output:343_depth:4_arch:uniform_batch:841_act:relu_dropout:0.19288033467165075_dropout:True_batchnorm:False.out,5,"[('linear', 1456, 2121392), ('ReLU', 1456, 0), ('dropout', 1456, 0), ('linear', 1456, 2121392), ('ReLU', 1456, 0), ('dropout', 1456, 0), ('linear', 1456, 2121392), ('ReLU', 1456, 0), ('dropout', 1456, 0), ('linear', 1456, 2121392), ('ReLU', 1456, 0), ('dropout', 1456, 0), ('linear', 343, 499751), ('Softmax', 343, 0)]",ReLU,18158,8985319,841,0,4,1675,34.44444444444444,0.3302698412698412,0.311375,0.09526785714285714,0.2320000000000001
input:1658_output:328_depth:6_arch:bottleneck_batch:160_act:swish_dropout:0.28790602844813595_dropout:False_batchnorm:False.out,8,"[('linear', 829, 1375311), ('SiLU', 829, 0), ('linear', 414, 343620), ('SiLU', 414, 0), ('linear', 328, 136120), ('SiLU', 328, 0), ('linear', 328, 107912), ('SiLU', 328, 0), ('linear', 328, 107912), ('SiLU', 328, 0), ('linear', 328, 107912), ('SiLU', 328, 0), ('linear', 328, 107912), ('SiLU', 328, 0), ('linear', 328, 107912), ('Softmax', 328, 0)]",SiLU,6422,2394611,160,0,0,1507,37.15873015873016,0.350031746031746,0.15871153846153843,0.025019230769230762,0.05639622641509435
input:2591_output:510_depth:6_arch:gradual_batch:948_act:tanh_dropout:0.32939340030197817_dropout:False_batchnorm:True.out,7,"[('linear', 2245, 5819040), ('batch_normalization', 2245, 4490), ('Tanh', 2245, 0), ('linear', 1899, 4265154), ('batch_normalization', 1899, 3798), ('Tanh', 1899, 0), ('linear', 1553, 2950700), ('batch_normalization', 1553, 3106), ('Tanh', 1553, 0), ('linear', 1207, 1875678), ('batch_normalization', 1207, 2414), ('Tanh', 1207, 0), ('linear', 861, 1040088), ('batch_normalization', 861, 1722), ('Tanh', 861, 0), ('linear', 515, 443930), ('batch_normalization', 515, 1030), ('Tanh', 515, 0), ('linear', 510, 263160), ('Softmax', 510, 0)]",Tanh,25860,16674310,948,6,0,1851,45.26984126984127,0.41801587301587295,0.3930526315789473,0.130859649122807,0.2715438596491229
input:3251_output:537_depth:6_arch:bottleneck_batch:793_act:softplus_dropout:0.3944466900741429_dropout:False_batchnorm:True.out,8,"[('linear', 1625, 5284500), ('batch_normalization', 1625, 3250), ('Softplus', 1625, 0), ('linear', 812, 1320312), ('batch_normalization', 812, 1624), ('Softplus', 812, 0), ('linear', 537, 436581), ('batch_normalization', 537, 1074), ('Softplus', 537, 0), ('linear', 537, 288906), ('batch_normalization', 537, 1074), ('Softplus', 537, 0), ('linear', 537, 288906), ('batch_normalization', 537, 1074), ('Softplus', 537, 0), ('linear', 537, 288906), ('batch_normalization', 537, 1074), ('Softplus', 537, 0), ('linear', 537, 288906), ('batch_normalization', 537, 1074), ('Softplus', 537, 0), ('linear', 537, 288906), ('Softmax', 537, 0)]",Softplus,16440,8496167,793,7,0,1671,36.0625,0.31319047619047624,0.2561454545454546,0.06365454545454548,0.16000000000000003
input:636_output:111_depth:6_arch:uniform_batch:640_act:gelu_dropout:0.4406879419238665_dropout:True_batchnorm:False.out,7,"[('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 636, 405132), ('GELU', 636, 0), ('dropout', 636, 0), ('linear', 111, 70707), ('Softmax', 111, 0)]",GELU,11670,2501499,640,0,6,1523,36.41935483870968,0.3374920634920635,0.24011538461538462,0.04998076923076922,0.13284905660377358
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input:3051_output:597_depth:8_arch:uniform_batch:163_act:leaky_relu_dropout:0.11754221438248497_dropout:True_batchnorm:False.out,9,"[('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 3051, 9311652), ('LeakyReLU', 3051, 0), ('dropout', 3051, 0), ('linear', 597, 1822044), ('Softmax', 597, 0)]",LeakyReLU,74418,76315260,163,0,8,2993,82.4920634920635,0.8194516129032255,0.763625,0.3193636363636365,0.36789285714285713
input:877_output:20_depth:3_arch:bottleneck_batch:846_act:prelu_dropout:0.21091955215160316_dropout:True_batchnorm:True.out,5,"[('linear', 438, 384564), ('batch_normalization', 438, 876), ('PReLU', 438, 0), ('dropout', 438, 0), ('linear', 219, 96141), ('batch_normalization', 219, 438), ('PReLU', 219, 0), ('dropout', 219, 0), ('linear', 109, 23980), ('batch_normalization', 109, 218), ('PReLU', 109, 0), ('dropout', 109, 0), ('linear', 54, 5940), ('batch_normalization', 54, 108), ('PReLU', 54, 0), ('dropout', 54, 0), ('linear', 20, 1100), ('Softmax', 20, 0)]",PReLU,3320,513365,846,4,4,1479,21.77777777777778,0.18777777777777785,0.06443396226415092,0.011358490566037742,0.03062264150943395
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input:852_output:144_depth:4_arch:uniform_batch:171_act:identity_dropout:0.29821321740277185_dropout:True_batchnorm:True.out,5,"[('linear', 852, 726756), ('batch_normalization', 852, 1704), ('Identity', 852, 0), ('dropout', 852, 0), ('linear', 852, 726756), ('batch_normalization', 852, 1704), ('Identity', 852, 0), ('dropout', 852, 0), ('linear', 852, 726756), ('batch_normalization', 852, 1704), ('Identity', 852, 0), ('dropout', 852, 0), ('linear', 852, 726756), ('batch_normalization', 852, 1704), ('Identity', 852, 0), ('dropout', 852, 0), ('linear', 144, 122832), ('Softmax', 144, 0)]",Identity,13920,3036672,171,4,4,1521,37.46031746031746,0.35854838709677433,0.17903773584905652,0.02990566037735849,0.09067307692307693
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input:719_output:85_depth:9_arch:pyramid_batch:418_act:tanh_dropout:0.41112164888948055_dropout:True_batchnorm:True.out,10,"[('linear', 359, 258480), ('batch_normalization', 359, 718), ('Tanh', 359, 0), ('dropout', 359, 0), ('linear', 179, 64440), ('batch_normalization', 179, 358), ('Tanh', 179, 0), ('dropout', 179, 0), ('linear', 89, 16020), ('batch_normalization', 89, 178), ('Tanh', 89, 0), ('dropout', 89, 0), ('linear', 85, 7650), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('batch_normalization', 85, 170), ('Tanh', 85, 0), ('dropout', 85, 0), ('linear', 85, 7310), ('Softmax', 85, 0)]",Tanh,4718,392724,418,9,9,1463,30.984126984126984,0.2940000000000001,0.05956363636363633,0.007109090909090915,0.017037037037037045
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input:3745_output:596_depth:4_arch:uniform_batch:744_act:elu_dropout:0.4596372453073352_dropout:False_batchnorm:True.out,5,"[('linear', 3745, 14028770), ('batch_normalization', 3745, 7490), ('ELU', 3745, 0), ('linear', 3745, 14028770), ('batch_normalization', 3745, 7490), ('ELU', 3745, 0), ('linear', 3745, 14028770), ('batch_normalization', 3745, 7490), ('ELU', 3745, 0), ('linear', 3745, 14028770), ('batch_normalization', 3745, 7490), ('ELU', 3745, 0), ('linear', 596, 2232616), ('Softmax', 596, 0)]",ELU,46132,58377656,744,4,0,2785,69.296875,0.6708064516129033,0.6606909090909091,0.2827818181818182,0.4942363636363638
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input:1681_output:304_depth:10_arch:bottleneck_batch:246_act:selu_dropout:0.45817116849605055_dropout:False_batchnorm:False.out,12,"[('linear', 840, 1412880), ('SELU', 840, 0), ('linear', 420, 353220), ('SELU', 420, 0), ('linear', 304, 127984), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('SELU', 304, 0), ('linear', 304, 92720), ('Softmax', 304, 0)]",SELU,8600,2728564,246,0,0,1513,37.38095238095238,0.3523387096774193,0.18542592592592588,0.019370370370370378,0.07645283018867922
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input:1320_output:165_depth:8_arch:bottleneck_batch:806_act:prelu_dropout:0.34098708362734675_dropout:False_batchnorm:True.out,10,"[('linear', 660, 871860), ('batch_normalization', 660, 1320), ('PReLU', 660, 0), ('linear', 330, 218130), ('batch_normalization', 330, 660), ('PReLU', 330, 0), ('linear', 165, 54615), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('batch_normalization', 165, 330), ('PReLU', 165, 0), ('linear', 165, 27390), ('Softmax', 165, 0)]",PReLU,6765,1340625,806,9,0,1513,33.54838709677419,0.309983870967742,0.12359615384615384,0.023538461538461532,0.06379629629629632
input:154_output:6_depth:3_arch:bottleneck_batch:381_act:tanh_dropout:0.35759973758663866_dropout:False_batchnorm:False.out,5,"[('linear', 77, 11935), ('Tanh', 77, 0), ('linear', 38, 2964), ('Tanh', 38, 0), ('linear', 19, 741), ('Tanh', 19, 0), ('linear', 9, 180), ('Tanh', 9, 0), ('linear', 6, 60), ('Softmax', 6, 0)]",Tanh,298,15880,381,0,0,1451,15.483870967741936,0.144984126984127,0.009431034482758626,0.0010000000000000007,0.0017678571428571441
input:487_output:65_depth:5_arch:uniform_batch:715_act:tanh_dropout:0.19093870576010818_dropout:False_batchnorm:False.out,6,"[('linear', 487, 237656), ('Tanh', 487, 0), ('linear', 487, 237656), ('Tanh', 487, 0), ('linear', 487, 237656), ('Tanh', 487, 0), ('linear', 487, 237656), ('Tanh', 487, 0), ('linear', 487, 237656), ('Tanh', 487, 0), ('linear', 65, 31720), ('Softmax', 65, 0)]",Tanh,5000,1220000,715,0,0,1495,24.41269841269841,0.23220634920634925,0.13901818181818176,0.024599999999999997,0.08490909090909096
input:3555_output:286_depth:5_arch:pyramid_batch:752_act:identity_dropout:0.36292955648860514_dropout:True_batchnorm:False.out,6,"[('linear', 1777, 6319012), ('Identity', 1777, 0), ('dropout', 1777, 0), ('linear', 888, 1578864), ('Identity', 888, 0), ('dropout', 888, 0), ('linear', 444, 394716), ('Identity', 444, 0), ('dropout', 444, 0), ('linear', 286, 127270), ('Identity', 286, 0), ('dropout', 286, 0), ('linear', 286, 82082), ('Identity', 286, 0), ('dropout', 286, 0), ('linear', 286, 82082), ('Softmax', 286, 0)]",Identity,11615,8584026,752,0,5,1663,35.20634920634921,0.30438095238095236,0.25805454545454554,0.05914545454545454,0.17618181818181816
input:2394_output:293_depth:5_arch:uniform_batch:614_act:tanh_dropout:0.3466807619437764_dropout:False_batchnorm:False.out,6,"[('linear', 2394, 5733630), ('Tanh', 2394, 0), ('linear', 2394, 5733630), ('Tanh', 2394, 0), ('linear', 2394, 5733630), ('Tanh', 2394, 0), ('linear', 2394, 5733630), ('Tanh', 2394, 0), ('linear', 2394, 5733630), ('Tanh', 2394, 0), ('linear', 293, 701735), ('Softmax', 293, 0)]",Tanh,24526,29369885,614,0,0,2063,57.84126984126984,0.561095238095238,0.5538181818181817,0.15476363636363638,0.4085185185185185
input:2024_output:360_depth:6_arch:uniform_batch:186_act:tanh_dropout:0.14957545615103374_dropout:True_batchnorm:False.out,7,"[('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 2024, 4098600), ('Tanh', 2024, 0), ('dropout', 2024, 0), ('linear', 360, 729000), ('Softmax', 360, 0)]",Tanh,37152,25320600,186,0,6,1973,64.41269841269842,0.6274920634920634,0.549309090909091,0.19712727272727273,0.2709999999999999
input:2048_output:305_depth:5_arch:gradual_batch:958_act:identity_dropout:0.17247540346787554_dropout:True_batchnorm:True.out,6,"[('linear', 1700, 3483300), ('batch_normalization', 1700, 3400), ('Identity', 1700, 0), ('dropout', 1700, 0), ('linear', 1352, 2299752), ('batch_normalization', 1352, 2704), ('Identity', 1352, 0), ('dropout', 1352, 0), ('linear', 1004, 1358412), ('batch_normalization', 1004, 2008), ('Identity', 1004, 0), ('dropout', 1004, 0), ('linear', 656, 659280), ('batch_normalization', 656, 1312), ('Identity', 656, 0), ('dropout', 656, 0), ('linear', 308, 202356), ('batch_normalization', 308, 616), ('Identity', 308, 0), ('dropout', 308, 0), ('linear', 305, 94245), ('Softmax', 305, 0)]",Identity,20690,8107385,958,5,5,1665,35.142857142857146,0.3143492063492062,0.2722222222222222,0.0679074074074074,0.19296363636363642
input:3659_output:865_depth:10_arch:uniform_batch:482_act:tanh_dropout:0.36766771238010887_dropout:True_batchnorm:False.out,11,"[('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 3659, 13391940), ('Tanh', 3659, 0), ('dropout', 3659, 0), ('linear', 865, 3165900), ('Softmax', 865, 0)]",Tanh,111500,137085300,482,0,10,4365,84.47619047619048,0.8150000000000001,0.7856981132075473,0.31086792452830203,0.5549999999999998
input:2853_output:701_depth:8_arch:gradual_batch:747_act:identity_dropout:0.11985228944770997_dropout:True_batchnorm:True.out,9,"[('linear', 2584, 7374736), ('batch_normalization', 2584, 5168), ('Identity', 2584, 0), ('dropout', 2584, 0), ('linear', 2315, 5984275), ('batch_normalization', 2315, 4630), ('Identity', 2315, 0), ('dropout', 2315, 0), ('linear', 2046, 4738536), ('batch_normalization', 2046, 4092), ('Identity', 2046, 0), ('dropout', 2046, 0), ('linear', 1777, 3637519), ('batch_normalization', 1777, 3554), ('Identity', 1777, 0), ('dropout', 1777, 0), ('linear', 1508, 2681224), ('batch_normalization', 1508, 3016), ('Identity', 1508, 0), ('dropout', 1508, 0), ('linear', 1239, 1869651), ('batch_normalization', 1239, 2478), ('Identity', 1239, 0), ('dropout', 1239, 0), ('linear', 970, 1202800), ('batch_normalization', 970, 1940), ('Identity', 970, 0), ('dropout', 970, 0), ('linear', 701, 680671), ('batch_normalization', 701, 1402), ('Identity', 701, 0), ('dropout', 701, 0), ('linear', 701, 492102), ('Softmax', 701, 0)]",Identity,53962,28687794,747,8,8,2101,59.87301587301587,0.5647096774193548,0.5008909090909094,0.16542592592592587,0.3546000000000001
input:3121_output:522_depth:2_arch:uniform_batch:806_act:identity_dropout:0.18394411373899963_dropout:False_batchnorm:True.out,3,"[('linear', 3121, 9743762), ('batch_normalization', 3121, 6242), ('Identity', 3121, 0), ('linear', 3121, 9743762), ('batch_normalization', 3121, 6242), ('Identity', 3121, 0), ('linear', 522, 1629684), ('Softmax', 522, 0)]",Identity,19770,21129692,806,2,0,1953,49.83870967741935,0.4638548387096774,0.43130909090909086,0.16699999999999998,0.29910714285714285
input:2176_output:39_depth:7_arch:gradual_batch:241_act:swish_dropout:0.479501326443762_dropout:True_batchnorm:False.out,8,"[('linear', 1871, 4073167), ('SiLU', 1871, 0), ('dropout', 1871, 0), ('linear', 1566, 2931552), ('SiLU', 1566, 0), ('dropout', 1566, 0), ('linear', 1261, 1975987), ('SiLU', 1261, 0), ('dropout', 1261, 0), ('linear', 956, 1206472), ('SiLU', 956, 0), ('dropout', 956, 0), ('linear', 651, 623007), ('SiLU', 651, 0), ('dropout', 651, 0), ('linear', 346, 225592), ('SiLU', 346, 0), ('dropout', 346, 0), ('linear', 41, 14227), ('SiLU', 41, 0), ('dropout', 41, 0), ('linear', 39, 1638), ('Softmax', 39, 0)]",SiLU,20154,11051642,241,0,7,1701,48.15873015873016,0.45240322580645187,0.3611249999999999,0.10196428571428581,0.17503636363636357
input:3586_output:377_depth:7_arch:pyramid_batch:590_act:tanh_dropout:0.36085691468888237_dropout:True_batchnorm:False.out,8,"[('linear', 1793, 6431491), ('Tanh', 1793, 0), ('dropout', 1793, 0), ('linear', 896, 1607424), ('Tanh', 896, 0), ('dropout', 896, 0), ('linear', 448, 401856), ('Tanh', 448, 0), ('dropout', 448, 0), ('linear', 377, 169273), ('Tanh', 377, 0), ('dropout', 377, 0), ('linear', 377, 142506), ('Tanh', 377, 0), ('dropout', 377, 0), ('linear', 377, 142506), ('Tanh', 377, 0), ('dropout', 377, 0), ('linear', 377, 142506), ('Tanh', 377, 0), ('dropout', 377, 0), ('linear', 377, 142506), ('Softmax', 377, 0)]",Tanh,14689,9180068,590,0,7,1667,36.15873015873016,0.31060317460317455,0.2709473684210526,0.06682456140350873,0.16318181818181815
input:2897_output:261_depth:10_arch:gradual_batch:125_act:swish_dropout:0.30311566161288606_dropout:True_batchnorm:False.out,11,"[('linear', 2634, 7633332), ('SiLU', 2634, 0), ('dropout', 2634, 0), ('linear', 2371, 6247585), ('SiLU', 2371, 0), ('dropout', 2371, 0), ('linear', 2108, 5000176), ('SiLU', 2108, 0), ('dropout', 2108, 0), ('linear', 1845, 3891105), ('SiLU', 1845, 0), ('dropout', 1845, 0), ('linear', 1582, 2920372), ('SiLU', 1582, 0), ('dropout', 1582, 0), ('linear', 1319, 2087977), ('SiLU', 1319, 0), ('dropout', 1319, 0), ('linear', 1056, 1393920), ('SiLU', 1056, 0), ('dropout', 1056, 0), ('linear', 793, 838201), ('SiLU', 793, 0), ('dropout', 793, 0), ('linear', 530, 420820), ('SiLU', 530, 0), ('dropout', 530, 0), ('linear', 267, 141777), ('SiLU', 267, 0), ('dropout', 267, 0), ('linear', 261, 69948), ('Softmax', 261, 0)]",SiLU,44037,30645213,125,0,10,2093,69.6875,0.6852698412698414,0.600653846153846,0.23834615384615393,0.22358620689655187
input:3377_output:352_depth:4_arch:pyramid_batch:923_act:mish_dropout:0.2947270602649005_dropout:True_batchnorm:True.out,5,"[('linear', 1688, 5702064), ('batch_normalization', 1688, 3376), ('Mish', 1688, 0), ('dropout', 1688, 0), ('linear', 844, 1425516), ('batch_normalization', 844, 1688), ('Mish', 844, 0), ('dropout', 844, 0), ('linear', 422, 356590), ('batch_normalization', 422, 844), ('Mish', 422, 0), ('dropout', 422, 0), ('linear', 352, 148896), ('batch_normalization', 352, 704), ('Mish', 352, 0), ('dropout', 352, 0), ('linear', 352, 124256), ('Softmax', 352, 0)]",Mish,13928,7763934,923,4,4,1665,34.983870967741936,0.30012903225806453,0.2595283018867925,0.07147169811320755,0.18579245283018875
input:1056_output:30_depth:1_arch:bottleneck_batch:883_act:gelu_dropout:0.13805895664765885_dropout:True_batchnorm:False.out,3,"[('linear', 528, 558096), ('GELU', 528, 0), ('dropout', 528, 0), ('linear', 264, 139656), ('GELU', 264, 0), ('dropout', 264, 0), ('linear', 30, 7950), ('Softmax', 30, 0)]",GELU,2436,705702,883,0,2,1477,16.758064516129032,0.13432258064516125,0.05981132075471699,0.0119433962264151,0.04287037037037037
input:1832_output:186_depth:8_arch:uniform_batch:581_act:selu_dropout:0.3472732563916062_dropout:True_batchnorm:False.out,9,"[('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 1832, 3358056), ('SELU', 1832, 0), ('dropout', 1832, 0), ('linear', 186, 340938), ('Softmax', 186, 0)]",SELU,44340,27205386,581,0,8,2073,60.92063492063492,0.601190476190476,0.5567719298245616,0.2037017543859649,0.37269642857142865
input:3376_output:261_depth:8_arch:gradual_batch:955_act:prelu_dropout:0.18441674501316255_dropout:False_batchnorm:True.out,9,"[('linear', 2987, 10087099), ('batch_normalization', 2987, 5974), ('PReLU', 2987, 0), ('linear', 2598, 7762824), ('batch_normalization', 2598, 5196), ('PReLU', 2598, 0), ('linear', 2209, 5741191), ('batch_normalization', 2209, 4418), ('PReLU', 2209, 0), ('linear', 1820, 4022200), ('batch_normalization', 1820, 3640), ('PReLU', 1820, 0), ('linear', 1431, 2605851), ('batch_normalization', 1431, 2862), ('PReLU', 1431, 0), ('linear', 1042, 1492144), ('batch_normalization', 1042, 2084), ('PReLU', 1042, 0), ('linear', 653, 681079), ('batch_normalization', 653, 1306), ('PReLU', 653, 0), ('linear', 264, 172656), ('batch_normalization', 264, 528), ('PReLU', 264, 0), ('linear', 261, 69165), ('Softmax', 261, 0)]",PReLU,39534,32660217,955,8,0,2207,58.921875,0.5535000000000001,0.5075892857142857,0.17132727272727277,0.37965454545454547
input:3504_output:847_depth:10_arch:pyramid_batch:635_act:prelu_dropout:0.18288932565623472_dropout:True_batchnorm:True.out,11,"[('linear', 1752, 6140760), ('batch_normalization', 1752, 3504), ('PReLU', 1752, 0), ('dropout', 1752, 0), ('linear', 876, 1535628), ('batch_normalization', 876, 1752), ('PReLU', 876, 0), ('dropout', 876, 0), ('linear', 847, 742819), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('batch_normalization', 847, 1694), ('PReLU', 847, 0), ('dropout', 847, 0), ('linear', 847, 718256), ('Softmax', 847, 0)]",PReLU,39310,14184063,635,10,10,1809,47.58064516129032,0.41780952380952385,0.3452909090909091,0.10643636363636369,0.20274545454545453
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input:1808_output:27_depth:10_arch:bottleneck_batch:601_act:mish_dropout:0.3943868137945412_dropout:False_batchnorm:True.out,12,"[('linear', 904, 1635336), ('batch_normalization', 904, 1808), ('Mish', 904, 0), ('linear', 452, 409060), ('batch_normalization', 452, 904), ('Mish', 452, 0), ('linear', 226, 102378), ('batch_normalization', 226, 452), ('Mish', 226, 0), ('linear', 113, 25651), ('batch_normalization', 113, 226), ('Mish', 113, 0), ('linear', 56, 6384), ('batch_normalization', 56, 112), ('Mish', 56, 0), ('linear', 28, 1596), ('batch_normalization', 28, 56), ('Mish', 28, 0), ('linear', 27, 783), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 27, 756), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 27, 756), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 27, 756), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 27, 756), ('batch_normalization', 27, 54), ('Mish', 27, 0), ('linear', 27, 756), ('Softmax', 27, 0)]",Mish,5796,2188796,601,11,0,1519,37.459016393442624,0.3282857142857142,0.12677358490566037,0.024528301886792454,0.0782452830188679
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input:1970_output:388_depth:1_arch:uniform_batch:595_act:relu_dropout:0.41426679823279555_dropout:True_batchnorm:True.out,2,"[('linear', 1970, 3882870), ('batch_normalization', 1970, 3940), ('ReLU', 1970, 0), ('dropout', 1970, 0), ('linear', 388, 764748), ('Softmax', 388, 0)]",ReLU,8656,4651558,595,1,1,1575,36.317460317460316,0.3162222222222222,0.2586111111111111,0.06772222222222225,0.19279245283018867
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input:504_output:17_depth:6_arch:bottleneck_batch:713_act:tanh_dropout:0.3155169089079881_dropout:False_batchnorm:True.out,8,"[('linear', 252, 127260), ('batch_normalization', 252, 504), ('Tanh', 252, 0), ('linear', 126, 31878), ('batch_normalization', 126, 252), ('Tanh', 126, 0), ('linear', 63, 8001), ('batch_normalization', 63, 126), ('Tanh', 63, 0), ('linear', 31, 1984), ('batch_normalization', 31, 62), ('Tanh', 31, 0), ('linear', 17, 544), ('batch_normalization', 17, 34), ('Tanh', 17, 0), ('linear', 17, 306), ('batch_normalization', 17, 34), ('Tanh', 17, 0), ('linear', 17, 306), ('batch_normalization', 17, 34), ('Tanh', 17, 0), ('linear', 17, 306), ('Softmax', 17, 0)]",Tanh,1603,171631,713,7,0,1457,20.126984126984127,0.19238709677419355,0.02796153846153846,0.0035000000000000027,0.009462962962962966
input:1626_output:369_depth:8_arch:gradual_batch:242_act:softplus_dropout:0.28256438460687283_dropout:False_batchnorm:True.out,9,"[('linear', 1469, 2390063), ('batch_normalization', 1469, 2938), ('Softplus', 1469, 0), ('linear', 1312, 1928640), ('batch_normalization', 1312, 2624), ('Softplus', 1312, 0), ('linear', 1155, 1516515), ('batch_normalization', 1155, 2310), ('Softplus', 1155, 0), ('linear', 998, 1153688), ('batch_normalization', 998, 1996), ('Softplus', 998, 0), ('linear', 841, 840159), ('batch_normalization', 841, 1682), ('Softplus', 841, 0), ('linear', 684, 575928), ('batch_normalization', 684, 1368), ('Softplus', 684, 0), ('linear', 527, 360995), ('batch_normalization', 527, 1054), ('Softplus', 527, 0), ('linear', 370, 195360), ('batch_normalization', 370, 740), ('Softplus', 370, 0), ('linear', 369, 136899), ('Softmax', 369, 0)]",Softplus,22806,9112959,242,8,0,1649,44.12903225806452,0.4106349206349206,0.292875,0.07603571428571428,0.13703508771929823
input:2938_output:703_depth:10_arch:bottleneck_batch:27_act:softplus_dropout:0.4248370292030472_dropout:True_batchnorm:False.out,12,"[('linear', 1469, 4317391), ('Softplus', 1469, 0), ('dropout', 1469, 0), ('linear', 734, 1078980), ('Softplus', 734, 0), ('dropout', 734, 0), ('linear', 703, 516705), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softplus', 703, 0), ('dropout', 703, 0), ('linear', 703, 494912), ('Softmax', 703, 0)]",Softplus,26996,10367284,27,0,11,1663,38.564516129032256,0.37291935483870947,0.24160714285714294,0.07025,0.03708771929824558
input:936_output:102_depth:5_arch:gradual_batch:803_act:softplus_dropout:0.31723486027602743_dropout:False_batchnorm:True.out,6,"[('linear', 770, 721490), ('batch_normalization', 770, 1540), ('Softplus', 770, 0), ('linear', 604, 465684), ('batch_normalization', 604, 1208), ('Softplus', 604, 0), ('linear', 438, 264990), ('batch_normalization', 438, 876), ('Softplus', 438, 0), ('linear', 272, 119408), ('batch_normalization', 272, 544), ('Softplus', 272, 0), ('linear', 106, 28938), ('batch_normalization', 106, 212), ('Softplus', 106, 0), ('linear', 102, 10914), ('Softmax', 102, 0)]",Softplus,6774,1615804,803,5,0,1497,31.177419354838708,0.2881587301587301,0.1570769230769231,0.029615384615384613,0.09707407407407415
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input:1399_output:201_depth:1_arch:uniform_batch:795_act:relu_dropout:0.24247676149402714_dropout:False_batchnorm:False.out,2,"[('linear', 1399, 1958600), ('ReLU', 1399, 0), ('linear', 201, 281400), ('Softmax', 201, 0)]",ReLU,3200,2240000,795,0,0,1515,23.253968253968253,0.20483870967741938,0.1485098039215686,0.03274509803921568,0.10755769230769234
input:3443_output:842_depth:2_arch:uniform_batch:935_act:mish_dropout:0.361571655135952_dropout:True_batchnorm:True.out,3,"[('linear', 3443, 11857692), ('batch_normalization', 3443, 6886), ('Mish', 3443, 0), ('dropout', 3443, 0), ('linear', 3443, 11857692), ('batch_normalization', 3443, 6886), ('Mish', 3443, 0), ('dropout', 3443, 0), ('linear', 842, 2899848), ('Softmax', 842, 0)]",Mish,29228,26629004,935,2,2,2115,51.693548387096776,0.4759032258064517,0.464375,0.16516071428571436,0.35730909090909085
input:1384_output:94_depth:1_arch:bottleneck_batch:566_act:gelu_dropout:0.4255142559753313_dropout:True_batchnorm:True.out,3,"[('linear', 692, 958420), ('batch_normalization', 692, 1384), ('GELU', 692, 0), ('dropout', 692, 0), ('linear', 346, 239778), ('batch_normalization', 346, 692), ('GELU', 346, 0), ('dropout', 346, 0), ('linear', 94, 32618), ('Softmax', 94, 0)]",GELU,4340,1232892,566,2,2,1499,24.952380952380953,0.21798412698412706,0.10762264150943397,0.0219811320754717,0.06655769230769228
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input:370_output:28_depth:2_arch:pyramid_batch:713_act:softplus_dropout:0.4145640510515012_dropout:True_batchnorm:False.out,3,"[('linear', 185, 68635), ('Softplus', 185, 0), ('dropout', 185, 0), ('linear', 92, 17112), ('Softplus', 92, 0), ('dropout', 92, 0), ('linear', 28, 2604), ('Softmax', 28, 0)]",Softplus,887,88351,713,0,2,1455,12.016129032258064,0.10883870967741936,0.024500000000000004,0.003410714285714288,0.00615094339622642
input:1718_output:60_depth:6_arch:pyramid_batch:885_act:relu_dropout:0.3890004156809501_dropout:True_batchnorm:False.out,7,"[('linear', 859, 1476621), ('ReLU', 859, 0), ('dropout', 859, 0), ('linear', 429, 368940), ('ReLU', 429, 0), ('dropout', 429, 0), ('linear', 214, 92020), ('ReLU', 214, 0), ('dropout', 214, 0), ('linear', 107, 23005), ('ReLU', 107, 0), ('dropout', 107, 0), ('linear', 60, 6480), ('ReLU', 60, 0), ('dropout', 60, 0), ('linear', 60, 3660), ('ReLU', 60, 0), ('dropout', 60, 0), ('linear', 60, 3660), ('Softmax', 60, 0)]",ReLU,5307,1974386,885,0,6,1517,27.322580645161292,0.2317936507936508,0.14345283018867927,0.029415094339622635,0.09276923076923078
input:1041_output:169_depth:2_arch:pyramid_batch:411_act:gelu_dropout:0.36998053855982127_dropout:True_batchnorm:True.out,3,"[('linear', 520, 541840), ('batch_normalization', 520, 1040), ('GELU', 520, 0), ('dropout', 520, 0), ('linear', 260, 135460), ('batch_normalization', 260, 520), ('GELU', 260, 0), ('dropout', 260, 0), ('linear', 169, 44109), ('Softmax', 169, 0)]",GELU,3458,722969,411,2,2,1479,24.603174603174605,0.21977777777777777,0.08313207547169811,0.013339622641509443,0.04061111111111111
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input:170_output:39_depth:1_arch:gradual_batch:670_act:selu_dropout:0.11121283557314694_dropout:False_batchnorm:False.out,2,"[('linear', 39, 6669), ('SELU', 39, 0), ('linear', 39, 1560), ('Softmax', 39, 0)]",SELU,156,8229,670,0,0,1453,7.4603174603174605,0.06493548387096776,0.007452830188679251,0.0010000000000000007,0.0010000000000000007
input:3913_output:267_depth:4_arch:gradual_batch:224_act:tanh_dropout:0.14295329126488474_dropout:True_batchnorm:True.out,5,"[('linear', 3002, 11749828), ('batch_normalization', 3002, 6004), ('Tanh', 3002, 0), ('dropout', 3002, 0), ('linear', 2091, 6279273), ('batch_normalization', 2091, 4182), ('Tanh', 2091, 0), ('dropout', 2091, 0), ('linear', 1180, 2468560), ('batch_normalization', 1180, 2360), ('Tanh', 1180, 0), ('dropout', 1180, 0), ('linear', 269, 317689), ('batch_normalization', 269, 538), ('Tanh', 269, 0), ('dropout', 269, 0), ('linear', 267, 72090), ('Softmax', 267, 0)]",Tanh,26702,20900524,224,4,4,1893,58.921875,0.5688225806451612,0.4516785714285714,0.19312727272727281,0.2098363636363636
input:3827_output:695_depth:1_arch:uniform_batch:67_act:softplus_dropout:0.13773638693442358_dropout:False_batchnorm:False.out,2,"[('linear', 3827, 14649756), ('Softplus', 3827, 0), ('linear', 695, 2660460), ('Softmax', 695, 0)]",Softplus,9044,17310216,67,0,0,1795,62.20634920634921,0.5943174603174605,0.531157894736842,0.24529824561403507,0.14633333333333337
input:2880_output:600_depth:1_arch:pyramid_batch:687_act:softplus_dropout:0.3593243698365667_dropout:True_batchnorm:False.out,2,"[('linear', 1440, 4148640), ('Softplus', 1440, 0), ('dropout', 1440, 0), ('linear', 600, 864600), ('Softmax', 600, 0)]",Softplus,5520,5013240,687,0,1,1573,35.38095238095238,0.29890476190476195,0.25818867924528305,0.06147169811320755,0.1913653846153846
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input:1843_output:125_depth:5_arch:bottleneck_batch:732_act:leaky_relu_dropout:0.3820919633791383_dropout:False_batchnorm:False.out,7,"[('linear', 921, 1698324), ('LeakyReLU', 921, 0), ('linear', 460, 424120), ('LeakyReLU', 460, 0), ('linear', 230, 106030), ('LeakyReLU', 230, 0), ('linear', 125, 28875), ('LeakyReLU', 125, 0), ('linear', 125, 15750), ('LeakyReLU', 125, 0), ('linear', 125, 15750), ('LeakyReLU', 125, 0), ('linear', 125, 15750), ('Softmax', 125, 0)]",LeakyReLU,4222,2304599,732,0,0,1519,29.095238095238095,0.24764516129032255,0.16344230769230775,0.03188461538461541,0.10332075471698117
input:3836_output:288_depth:4_arch:gradual_batch:217_act:elu_dropout:0.3505153948071382_dropout:False_batchnorm:True.out,5,"[('linear', 2949, 11315313), ('batch_normalization', 2949, 5898), ('ELU', 2949, 0), ('linear', 2062, 6082900), ('batch_normalization', 2062, 4124), ('ELU', 2062, 0), ('linear', 1175, 2424025), ('batch_normalization', 1175, 2350), ('ELU', 1175, 0), ('linear', 288, 338688), ('batch_normalization', 288, 576), ('ELU', 288, 0), ('linear', 288, 83232), ('Softmax', 288, 0)]",ELU,19998,20257106,217,4,0,1859,59.193548387096776,0.545936507936508,0.4607999999999998,0.1948545454545454,0.21138888888888885
input:124_output:17_depth:4_arch:gradual_batch:133_act:mish_dropout:0.20084650308382807_dropout:False_batchnorm:False.out,5,"[('linear', 98, 12250), ('Mish', 98, 0), ('linear', 72, 7128), ('Mish', 72, 0), ('linear', 46, 3358), ('Mish', 46, 0), ('linear', 20, 940), ('Mish', 20, 0), ('linear', 17, 357), ('Softmax', 17, 0)]",Mish,506,24033,133,0,0,1451,27.274193548387096,0.26153225806451613,0.014745454545454556,0.0010000000000000007,0.001981481481481483
input:737_output:79_depth:3_arch:pyramid_batch:46_act:tanh_dropout:0.4833438823495734_dropout:False_batchnorm:True.out,4,"[('linear', 368, 271584), ('batch_normalization', 368, 736), ('Tanh', 368, 0), ('linear', 184, 67896), ('batch_normalization', 184, 368), ('Tanh', 184, 0), ('linear', 92, 17020), ('batch_normalization', 92, 184), ('Tanh', 92, 0), ('linear', 79, 7347), ('Softmax', 79, 0)]",Tanh,2090,365135,46,3,0,1473,36.854838709677416,0.3471269841269841,0.03146296296296296,0.003888888888888892,0.007000000000000005
input:3632_output:332_depth:1_arch:gradual_batch:321_act:softplus_dropout:0.29482992533939445_dropout:True_batchnorm:False.out,2,"[('linear', 332, 1206156), ('Softplus', 332, 0), ('dropout', 332, 0), ('linear', 332, 110556), ('Softmax', 332, 0)]",Softplus,1660,1316712,321,0,1,1495,26.49206349206349,0.1959032258064516,0.1025471698113208,0.022377358490566036,0.057056603773584916
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input:389_output:54_depth:1_arch:pyramid_batch:878_act:swish_dropout:0.24789761567290192_dropout:True_batchnorm:True.out,2,"[('linear', 194, 75660), ('batch_normalization', 194, 388), ('SiLU', 194, 0), ('dropout', 194, 0), ('linear', 54, 10530), ('Softmax', 54, 0)]",SiLU,884,86578,878,1,1,1457,10.564516129032258,0.08922580645161295,0.01940740740740741,0.0030925925925925943,0.006698113207547175
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input:2251_output:82_depth:2_arch:uniform_batch:776_act:relu_dropout:0.29873066121891834_dropout:True_batchnorm:False.out,3,"[('linear', 2251, 5069252), ('ReLU', 2251, 0), ('dropout', 2251, 0), ('linear', 2251, 5069252), ('ReLU', 2251, 0), ('dropout', 2251, 0), ('linear', 82, 184664), ('Softmax', 82, 0)]",ReLU,13670,10323168,776,0,2,1675,36.15873015873016,0.3239047619047618,0.3029818181818182,0.09063636363636363,0.20590566037735844
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input:3084_output:195_depth:4_arch:gradual_batch:823_act:elu_dropout:0.3668703695550669_dropout:True_batchnorm:True.out,5,"[('linear', 2362, 7286770), ('batch_normalization', 2362, 4724), ('ELU', 2362, 0), ('dropout', 2362, 0), ('linear', 1640, 3875320), ('batch_normalization', 1640, 3280), ('ELU', 1640, 0), ('dropout', 1640, 0), ('linear', 918, 1506438), ('batch_normalization', 918, 1836), ('ELU', 918, 0), ('dropout', 918, 0), ('linear', 196, 180124), ('batch_normalization', 196, 392), ('ELU', 196, 0), ('dropout', 196, 0), ('linear', 195, 38415), ('Softmax', 195, 0)]",ELU,20854,12897299,823,4,4,1771,38.96774193548387,0.34363492063492074,0.3168214285714286,0.09064285714285718,0.22728571428571434
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input:1675_output:120_depth:1_arch:gradual_batch:995_act:relu_dropout:0.10893951945102508_dropout:True_batchnorm:False.out,2,"[('linear', 120, 201120), ('ReLU', 120, 0), ('dropout', 120, 0), ('linear', 120, 14520), ('Softmax', 120, 0)]",ReLU,600,215640,995,0,1,1475,11.873015873015873,0.07544444444444441,0.021481481481481487,0.002907407407407409,0.011415094339622647
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input:110_output:18_depth:2_arch:pyramid_batch:543_act:leaky_relu_dropout:0.1667838899495187_dropout:False_batchnorm:False.out,3,"[('linear', 55, 6105), ('LeakyReLU', 55, 0), ('linear', 27, 1512), ('LeakyReLU', 27, 0), ('linear', 18, 504), ('Softmax', 18, 0)]",LeakyReLU,200,8121,543,0,0,1451,9.19047619047619,0.08443548387096778,0.0070576923076923126,0.0010000000000000007,0.0010000000000000007
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input:3492_output:429_depth:6_arch:uniform_batch:595_act:identity_dropout:0.21220013449686148_dropout:True_batchnorm:False.out,7,"[('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 3492, 12197556), ('Identity', 3492, 0), ('dropout', 3492, 0), ('linear', 429, 1498497), ('Softmax', 429, 0)]",Identity,63714,74683833,595,0,6,2997,74.609375,0.7305555555555554,0.7031929824561405,0.305438596491228,0.513375
input:710_output:115_depth:9_arch:pyramid_batch:4_act:selu_dropout:0.41853144035159684_dropout:True_batchnorm:True.out,10,"[('linear', 355, 252405), ('batch_normalization', 355, 710), ('SELU', 355, 0), ('dropout', 355, 0), ('linear', 177, 63012), ('batch_normalization', 177, 354), ('SELU', 177, 0), ('dropout', 177, 0), ('linear', 115, 20470), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('batch_normalization', 115, 230), ('SELU', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Softmax', 115, 0)]",SELU,5578,431941,4,9,9,1459,33.983870967741936,0.32468253968253985,0.013981132075471709,0.0020000000000000013,0.0010000000000000007
input:2863_output:604_depth:10_arch:uniform_batch:707_act:softplus_dropout:0.37850196275738923_dropout:True_batchnorm:True.out,11,"[('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 2863, 8199632), ('batch_normalization', 2863, 5726), ('Softplus', 2863, 0), ('dropout', 2863, 0), ('linear', 604, 1729856), ('Softmax', 604, 0)]",Softplus,115728,83783436,707,10,10,3425,77.2063492063492,0.7741639344262294,0.727363636363636,0.29923636363636374,0.538962962962963
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input:3794_output:276_depth:4_arch:uniform_batch:333_act:selu_dropout:0.4977143991767141_dropout:True_batchnorm:True.out,5,"[('linear', 3794, 14398230), ('batch_normalization', 3794, 7588), ('SELU', 3794, 0), ('dropout', 3794, 0), ('linear', 3794, 14398230), ('batch_normalization', 3794, 7588), ('SELU', 3794, 0), ('dropout', 3794, 0), ('linear', 3794, 14398230), ('batch_normalization', 3794, 7588), ('SELU', 3794, 0), ('dropout', 3794, 0), ('linear', 3794, 14398230), ('batch_normalization', 3794, 7588), ('SELU', 3794, 0), ('dropout', 3794, 0), ('linear', 276, 1047420), ('Softmax', 276, 0)]",SELU,61256,58670692,333,4,4,2675,73.640625,0.7331612903225807,0.6942407407407407,0.28390740740740744,0.40783333333333344
input:1171_output:224_depth:9_arch:bottleneck_batch:906_act:selu_dropout:0.33496946147547646_dropout:False_batchnorm:False.out,11,"[('linear', 585, 685620), ('SELU', 585, 0), ('linear', 292, 171112), ('SELU', 292, 0), ('linear', 224, 65632), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('SELU', 224, 0), ('linear', 224, 50400), ('Softmax', 224, 0)]",SELU,5786,1325564,906,0,0,1499,29.70967741935484,0.25906451612903225,0.14657142857142852,0.023464285714285722,0.0767222222222222
input:693_output:8_depth:5_arch:gradual_batch:839_act:swish_dropout:0.4398110754510647_dropout:False_batchnorm:False.out,6,"[('linear', 556, 385864), ('SiLU', 556, 0), ('linear', 419, 233383), ('SiLU', 419, 0), ('linear', 282, 118440), ('SiLU', 282, 0), ('linear', 145, 41035), ('SiLU', 145, 0), ('linear', 8, 1168), ('SiLU', 8, 0), ('linear', 8, 72), ('Softmax', 8, 0)]",SiLU,2836,779962,839,0,0,1479,22.0,0.19861904761904764,0.09062962962962963,0.016629629629629637,0.056811320754717
input:2015_output:259_depth:10_arch:pyramid_batch:84_act:identity_dropout:0.38141273647694884_dropout:False_batchnorm:True.out,11,"[('linear', 1007, 2030112), ('batch_normalization', 1007, 2014), ('Identity', 1007, 0), ('linear', 503, 507024), ('batch_normalization', 503, 1006), ('Identity', 503, 0), ('linear', 259, 130536), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('batch_normalization', 259, 518), ('Identity', 259, 0), ('linear', 259, 67340), ('Softmax', 259, 0)]",Identity,11264,3213556,84,10,0,1525,38.278688524590166,0.36430645161290337,0.11403773584905658,0.01901886792452831,0.03347169811320755
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input:135_output:30_depth:1_arch:pyramid_batch:669_act:softplus_dropout:0.12139229084902442_dropout:False_batchnorm:True.out,2,"[('linear', 67, 9112), ('batch_normalization', 67, 134), ('Softplus', 67, 0), ('linear', 30, 2040), ('Softmax', 30, 0)]",Softplus,261,11286,669,1,0,1453,8.921875,0.08374603174603176,0.009320754716981138,0.0010000000000000007,0.0014545454545454555
input:625_output:142_depth:8_arch:pyramid_batch:996_act:prelu_dropout:0.21515392373196385_dropout:False_batchnorm:False.out,9,"[('linear', 312, 195312), ('PReLU', 312, 0), ('linear', 156, 48828), ('PReLU', 156, 0), ('linear', 142, 22294), ('PReLU', 142, 0), ('linear', 142, 20306), ('PReLU', 142, 0), ('linear', 142, 20306), ('PReLU', 142, 0), ('linear', 142, 20306), ('PReLU', 142, 0), ('linear', 142, 20306), ('PReLU', 142, 0), ('linear', 142, 20306), ('PReLU', 142, 0), ('linear', 142, 20306), ('Softmax', 142, 0)]",PReLU,2924,388270,996,0,0,1487,21.03174603174603,0.18869841269841273,0.07055555555555554,0.010537037037037043,0.027500000000000007
input:800_output:120_depth:4_arch:gradual_batch:477_act:prelu_dropout:0.14034292923400493_dropout:False_batchnorm:True.out,5,"[('linear', 630, 504630), ('batch_normalization', 630, 1260), ('PReLU', 630, 0), ('linear', 460, 290260), ('batch_normalization', 460, 920), ('PReLU', 460, 0), ('linear', 290, 133690), ('batch_normalization', 290, 580), ('PReLU', 290, 0), ('linear', 120, 34920), ('batch_normalization', 120, 240), ('PReLU', 120, 0), ('linear', 120, 14520), ('Softmax', 120, 0)]",PReLU,4740,981020,477,4,0,1479,30.317460317460316,0.28217460317460324,0.10884905660377361,0.017943396226415102,0.05409615384615388
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input:1802_output:40_depth:4_arch:pyramid_batch:578_act:elu_dropout:0.452309241681529_dropout:True_batchnorm:True.out,5,"[('linear', 901, 1624503), ('batch_normalization', 901, 1802), ('ELU', 901, 0), ('dropout', 901, 0), ('linear', 450, 405900), ('batch_normalization', 450, 900), ('ELU', 450, 0), ('dropout', 450, 0), ('linear', 225, 101475), ('batch_normalization', 225, 450), ('ELU', 225, 0), ('dropout', 225, 0), ('linear', 112, 25312), ('batch_normalization', 112, 224), ('ELU', 112, 0), ('dropout', 112, 0), ('linear', 40, 4520), ('Softmax', 40, 0)]",ELU,6832,2165086,578,4,4,1519,34.53968253968254,0.3112222222222222,0.16503636363636365,0.03339999999999999,0.10152727272727273
input:1483_output:168_depth:8_arch:pyramid_batch:101_act:swish_dropout:0.36392492721300385_dropout:True_batchnorm:False.out,9,"[('linear', 741, 1099644), ('SiLU', 741, 0), ('dropout', 741, 0), ('linear', 370, 274540), ('SiLU', 370, 0), ('dropout', 370, 0), ('linear', 185, 68635), ('SiLU', 185, 0), ('dropout', 185, 0), ('linear', 168, 31248), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('Softmax', 168, 0)]",SiLU,6744,1616027,101,0,8,1497,38.333333333333336,0.36191935483870974,0.09777551020408164,0.014877551020408174,0.030272727272727288
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input:1590_output:176_depth:5_arch:pyramid_batch:296_act:relu_dropout:0.14690299924337827_dropout:True_batchnorm:True.out,6,"[('linear', 795, 1264845), ('batch_normalization', 795, 1590), ('ReLU', 795, 0), ('dropout', 795, 0), ('linear', 397, 316012), ('batch_normalization', 397, 794), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 198, 78804), ('batch_normalization', 198, 396), ('ReLU', 198, 0), ('dropout', 198, 0), ('linear', 176, 35024), ('batch_normalization', 176, 352), ('ReLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('ReLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('Softmax', 176, 0)]",ReLU,7320,1760473,296,5,5,1501,38.096774193548384,0.3411428571428571,0.13893999999999995,0.027640000000000012,0.06596226415094342
input:1014_output:105_depth:1_arch:pyramid_batch:491_act:leaky_relu_dropout:0.11881679332631322_dropout:False_batchnorm:True.out,2,"[('linear', 507, 514605), ('batch_normalization', 507, 1014), ('LeakyReLU', 507, 0), ('linear', 105, 53340), ('Softmax', 105, 0)]",LeakyReLU,1731,568959,491,1,0,1477,20.603174603174605,0.1705555555555556,0.060433962264150924,0.009716981132075477,0.03162962962962962
input:1913_output:39_depth:4_arch:gradual_batch:517_act:mish_dropout:0.4043847611092267_dropout:True_batchnorm:True.out,5,"[('linear', 1445, 2765730), ('batch_normalization', 1445, 2890), ('Mish', 1445, 0), ('dropout', 1445, 0), ('linear', 977, 1412742), ('batch_normalization', 977, 1954), ('Mish', 977, 0), ('dropout', 977, 0), ('linear', 509, 497802), ('batch_normalization', 509, 1018), ('Mish', 509, 0), ('dropout', 509, 0), ('linear', 41, 20910), ('batch_normalization', 41, 82), ('Mish', 41, 0), ('dropout', 41, 0), ('linear', 39, 1638), ('Softmax', 39, 0)]",Mish,11966,4704766,517,4,4,1573,36.33870967741935,0.32301587301587315,0.23120370370370372,0.056722222222222216,0.15270909090909093
input:2042_output:304_depth:2_arch:pyramid_batch:834_act:softplus_dropout:0.10345247965068155_dropout:False_batchnorm:False.out,3,"[('linear', 1021, 2085903), ('Softplus', 1021, 0), ('linear', 510, 521220), ('Softplus', 510, 0), ('linear', 304, 155344), ('Softmax', 304, 0)]",Softplus,3670,2762467,834,0,0,1537,27.07936507936508,0.22319047619047613,0.17032075471698108,0.03366037735849057,0.12818867924528304
input:2303_output:506_depth:5_arch:pyramid_batch:780_act:swish_dropout:0.3831910171692884_dropout:False_batchnorm:False.out,6,"[('linear', 1151, 2651904), ('SiLU', 1151, 0), ('linear', 575, 662400), ('SiLU', 575, 0), ('linear', 506, 291456), ('SiLU', 506, 0), ('linear', 506, 256542), ('SiLU', 506, 0), ('linear', 506, 256542), ('SiLU', 506, 0), ('linear', 506, 256542), ('Softmax', 506, 0)]",SiLU,7500,4375386,780,0,0,1579,35.142857142857146,0.3074285714285714,0.2456363636363637,0.05579999999999999,0.16745283018867918
input:1892_output:448_depth:7_arch:pyramid_batch:240_act:swish_dropout:0.3509768368569979_dropout:False_batchnorm:True.out,8,"[('linear', 946, 1790778), ('batch_normalization', 946, 1892), ('SiLU', 946, 0), ('linear', 473, 447931), ('batch_normalization', 473, 946), ('SiLU', 473, 0), ('linear', 448, 212352), ('batch_normalization', 448, 896), ('SiLU', 448, 0), ('linear', 448, 201152), ('batch_normalization', 448, 896), ('SiLU', 448, 0), ('linear', 448, 201152), ('batch_normalization', 448, 896), ('SiLU', 448, 0), ('linear', 448, 201152), ('batch_normalization', 448, 896), ('SiLU', 448, 0), ('linear', 448, 201152), ('batch_normalization', 448, 896), ('SiLU', 448, 0), ('linear', 448, 201152), ('Softmax', 448, 0)]",SiLU,11873,3464139,240,7,0,1541,37.507936507936506,0.34888888888888886,0.15789090909090905,0.023581818181818193,0.07199999999999997
input:3204_output:194_depth:8_arch:bottleneck_batch:952_act:mish_dropout:0.12951561901988487_dropout:True_batchnorm:False.out,10,"[('linear', 1602, 5134410), ('Mish', 1602, 0), ('dropout', 1602, 0), ('linear', 801, 1284003), ('Mish', 801, 0), ('dropout', 801, 0), ('linear', 400, 320800), ('Mish', 400, 0), ('dropout', 400, 0), ('linear', 200, 80200), ('Mish', 200, 0), ('dropout', 200, 0), ('linear', 194, 38994), ('Mish', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Mish', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Mish', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Mish', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Mish', 194, 0), ('dropout', 194, 0), ('linear', 194, 37830), ('Softmax', 194, 0)]",Mish,12307,7047557,952,0,9,1623,35.53968253968254,0.2970158730158731,0.25385714285714284,0.055428571428571424,0.18188888888888888
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input:2649_output:277_depth:4_arch:gradual_batch:523_act:prelu_dropout:0.3677266925533965_dropout:True_batchnorm:True.out,5,"[('linear', 2056, 5448400), ('batch_normalization', 2056, 4112), ('PReLU', 2056, 0), ('dropout', 2056, 0), ('linear', 1463, 3009391), ('batch_normalization', 1463, 2926), ('PReLU', 1463, 0), ('dropout', 1463, 0), ('linear', 870, 1273680), ('batch_normalization', 870, 1740), ('PReLU', 870, 0), ('dropout', 870, 0), ('linear', 277, 241267), ('batch_normalization', 277, 554), ('PReLU', 277, 0), ('dropout', 277, 0), ('linear', 277, 77006), ('Softmax', 277, 0)]",PReLU,19218,10059076,523,4,4,1689,39.0655737704918,0.3445161290322581,0.29519298245614023,0.08531578947368418,0.18142857142857147
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input:32_output:7_depth:2_arch:pyramid_batch:231_act:tanh_dropout:0.49287104734658105_dropout:True_batchnorm:True.out,3,"[('linear', 16, 528), ('batch_normalization', 16, 32), ('Tanh', 16, 0), ('dropout', 16, 0), ('linear', 8, 136), ('batch_normalization', 8, 16), ('Tanh', 8, 0), ('dropout', 8, 0), ('linear', 7, 63), ('Softmax', 7, 0)]",Tanh,110,775,231,2,2,1451,19.984126984126984,0.19441935483870973,0.0029811320754716997,0,0
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input:2991_output:39_depth:10_arch:bottleneck_batch:983_act:identity_dropout:0.23187834892924009_dropout:False_batchnorm:True.out,12,"[('linear', 1495, 4473040), ('batch_normalization', 1495, 2990), ('Identity', 1495, 0), ('linear', 747, 1117512), ('batch_normalization', 747, 1494), ('Identity', 747, 0), ('linear', 373, 279004), ('batch_normalization', 373, 746), ('Identity', 373, 0), ('linear', 186, 69564), ('batch_normalization', 186, 372), ('Identity', 186, 0), ('linear', 93, 17391), ('batch_normalization', 93, 186), ('Identity', 93, 0), ('linear', 46, 4324), ('batch_normalization', 46, 92), ('Identity', 46, 0), ('linear', 39, 1833), ('batch_normalization', 39, 78), ('Identity', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('Identity', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('Identity', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('Identity', 39, 0), ('linear', 39, 1560), ('batch_normalization', 39, 78), ('Identity', 39, 0), ('linear', 39, 1560), ('Softmax', 39, 0)]",Identity,9483,5976738,983,11,0,1617,31.746031746031747,0.3001904761904763,0.20208928571428575,0.03982142857142857,0.14792857142857144
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input:3991_output:740_depth:4_arch:gradual_batch:655_act:elu_dropout:0.2344229523612741_dropout:False_batchnorm:False.out,5,"[('linear', 3179, 12690568), ('ELU', 3179, 0), ('linear', 2367, 7527060), ('ELU', 2367, 0), ('linear', 1555, 3682240), ('ELU', 1555, 0), ('linear', 743, 1156108), ('ELU', 743, 0), ('linear', 740, 550560), ('Softmax', 740, 0)]",ELU,17168,25606536,655,0,0,2029,52.859375,0.49245161290322575,0.4590892857142858,0.1978571428571429,0.3170181818181819
input:1760_output:1_depth:4_arch:uniform_batch:1013_act:tanh_dropout:0.3353613899341611_dropout:False_batchnorm:True.out,5,"[('linear', 1760, 3099360), ('batch_normalization', 1760, 3520), ('Tanh', 1760, 0), ('linear', 1760, 3099360), ('batch_normalization', 1760, 3520), ('Tanh', 1760, 0), ('linear', 1760, 3099360), ('batch_normalization', 1760, 3520), ('Tanh', 1760, 0), ('linear', 1760, 3099360), ('batch_normalization', 1760, 3520), ('Tanh', 1760, 0), ('linear', 1, 1761), ('Sigmoid', 1, 0)]",Tanh,21122,12413281,1013,4,0,1753,39.84126984126984,0.37398387096774194,0.3464210526315789,0.111,0.24105263157894727
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input:1728_output:47_depth:4_arch:uniform_batch:775_act:selu_dropout:0.4087113519119284_dropout:False_batchnorm:False.out,5,"[('linear', 1728, 2987712), ('SELU', 1728, 0), ('linear', 1728, 2987712), ('SELU', 1728, 0), ('linear', 1728, 2987712), ('SELU', 1728, 0), ('linear', 1728, 2987712), ('SELU', 1728, 0), ('linear', 47, 81263), ('Softmax', 47, 0)]",SELU,13918,12032111,775,0,0,1729,41.24590163934426,0.37826229508196735,0.36316666666666675,0.07924074074074074,0.26996363636363635
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input:804_output:113_depth:5_arch:gradual_batch:802_act:swish_dropout:0.4356085594666822_dropout:False_batchnorm:True.out,6,"[('linear', 666, 536130), ('batch_normalization', 666, 1332), ('SiLU', 666, 0), ('linear', 528, 352176), ('batch_normalization', 528, 1056), ('SiLU', 528, 0), ('linear', 390, 206310), ('batch_normalization', 390, 780), ('SiLU', 390, 0), ('linear', 252, 98532), ('batch_normalization', 252, 504), ('SiLU', 252, 0), ('linear', 114, 28842), ('batch_normalization', 114, 228), ('SiLU', 114, 0), ('linear', 113, 12995), ('Softmax', 113, 0)]",SiLU,6076,1238885,802,5,0,1501,30.147540983606557,0.27583870967741936,0.13392452830188678,0.025358490566037735,0.07876923076923077
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input:2102_output:59_depth:1_arch:bottleneck_batch:730_act:gelu_dropout:0.1797353761701039_dropout:True_batchnorm:False.out,3,"[('linear', 1051, 2210253), ('GELU', 1051, 0), ('dropout', 1051, 0), ('linear', 525, 552300), ('GELU', 525, 0), ('dropout', 525, 0), ('linear', 59, 31034), ('Softmax', 59, 0)]",GELU,4846,2793587,730,0,2,1535,29.306451612903224,0.2354603174603174,0.18050000000000005,0.04244230769230769,0.1276981132075472
input:262_output:17_depth:5_arch:bottleneck_batch:16_act:softplus_dropout:0.25183939492421903_dropout:True_batchnorm:False.out,7,"[('linear', 131, 34453), ('Softplus', 131, 0), ('dropout', 131, 0), ('linear', 65, 8580), ('Softplus', 65, 0), ('dropout', 65, 0), ('linear', 32, 2112), ('Softplus', 32, 0), ('dropout', 32, 0), ('linear', 17, 561), ('Softplus', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Softplus', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Softplus', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Softmax', 17, 0)]",Softplus,871,46624,16,0,6,1451,32.42857142857143,0.32375806451612893,0.007962962962962969,0.0010000000000000007,0.0010000000000000007
input:4038_output:448_depth:1_arch:uniform_batch:126_act:elu_dropout:0.4887239990193273_dropout:True_batchnorm:True.out,2,"[('linear', 4038, 16309482), ('batch_normalization', 4038, 8076), ('ELU', 4038, 0), ('dropout', 4038, 0), ('linear', 448, 1809472), ('Softmax', 448, 0)]",ELU,17048,18127030,126,1,1,1837,57.96875,0.5444444444444446,0.49130909090909075,0.22141818181818193,0.16338181818181816
input:728_output:62_depth:7_arch:bottleneck_batch:492_act:tanh_dropout:0.28614166496215454_dropout:True_batchnorm:False.out,9,"[('linear', 364, 265356), ('Tanh', 364, 0), ('dropout', 364, 0), ('linear', 182, 66430), ('Tanh', 182, 0), ('dropout', 182, 0), ('linear', 91, 16653), ('Tanh', 91, 0), ('dropout', 91, 0), ('linear', 62, 5704), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Tanh', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Softmax', 62, 0)]",Tanh,2965,373673,492,0,8,1477,25.274193548387096,0.23571428571428565,0.05479245283018868,0.006566037735849062,0.018927272727272734
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input:2734_output:263_depth:1_arch:bottleneck_batch:41_act:selu_dropout:0.342631017185721_dropout:False_batchnorm:False.out,3,"[('linear', 1367, 3738745), ('SELU', 1367, 0), ('linear', 683, 934344), ('SELU', 683, 0), ('linear', 263, 179892), ('Softmax', 263, 0)]",SELU,4626,4852981,41,0,0,1559,37.75,0.3597142857142858,0.21342105263157898,0.04987719298245611,0.05536842105263162
input:3765_output:354_depth:2_arch:uniform_batch:772_act:relu_dropout:0.20349721355094932_dropout:False_batchnorm:True.out,3,"[('linear', 3765, 14178990), ('batch_normalization', 3765, 7530), ('ReLU', 3765, 0), ('linear', 3765, 14178990), ('batch_normalization', 3765, 7530), ('ReLU', 3765, 0), ('linear', 354, 1333164), ('Softmax', 354, 0)]",ReLU,23298,29706204,772,2,0,2105,54.796875,0.5075645161290323,0.5048928571428574,0.20510714285714288,0.359625
input:1503_output:225_depth:4_arch:gradual_batch:673_act:mish_dropout:0.40672213416255765_dropout:True_batchnorm:False.out,5,"[('linear', 1184, 1780736), ('Mish', 1184, 0), ('dropout', 1184, 0), ('linear', 865, 1025025), ('Mish', 865, 0), ('dropout', 865, 0), ('linear', 546, 472836), ('Mish', 546, 0), ('dropout', 546, 0), ('linear', 227, 124169), ('Mish', 227, 0), ('dropout', 227, 0), ('linear', 225, 51300), ('Softmax', 225, 0)]",Mish,8916,3454066,673,0,4,1539,36.596774193548384,0.3302419354838709,0.25063461538461534,0.06380769230769229,0.17137037037037037
input:1996_output:425_depth:5_arch:bottleneck_batch:11_act:elu_dropout:0.25678712042781726_dropout:False_batchnorm:False.out,7,"[('linear', 998, 1993006), ('ELU', 998, 0), ('linear', 499, 498501), ('ELU', 499, 0), ('linear', 425, 212500), ('ELU', 425, 0), ('linear', 425, 181050), ('ELU', 425, 0), ('linear', 425, 181050), ('ELU', 425, 0), ('linear', 425, 181050), ('ELU', 425, 0), ('linear', 425, 181050), ('Softmax', 425, 0)]",ELU,7244,3428207,11,0,0,1535,38.193548387096776,0.3650634920634921,0.14223636363636372,0.025018181818181804,0.02383928571428573
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input:1359_output:246_depth:5_arch:pyramid_batch:876_act:tanh_dropout:0.3361398905209161_dropout:False_batchnorm:True.out,6,"[('linear', 679, 923440), ('batch_normalization', 679, 1358), ('Tanh', 679, 0), ('linear', 339, 230520), ('batch_normalization', 339, 678), ('Tanh', 339, 0), ('linear', 246, 83640), ('batch_normalization', 246, 492), ('Tanh', 246, 0), ('linear', 246, 60762), ('batch_normalization', 246, 492), ('Tanh', 246, 0), ('linear', 246, 60762), ('batch_normalization', 246, 492), ('Tanh', 246, 0), ('linear', 246, 60762), ('Softmax', 246, 0)]",Tanh,5760,1423398,876,5,0,1509,27.20967741935484,0.24035483870967747,0.12852941176470586,0.024764705882352942,0.07523076923076924
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input:1223_output:15_depth:4_arch:bottleneck_batch:767_act:softplus_dropout:0.4435794280158102_dropout:True_batchnorm:False.out,6,"[('linear', 611, 747864), ('Softplus', 611, 0), ('dropout', 611, 0), ('linear', 305, 186660), ('Softplus', 305, 0), ('dropout', 305, 0), ('linear', 152, 46512), ('Softplus', 152, 0), ('dropout', 152, 0), ('linear', 76, 11628), ('Softplus', 76, 0), ('dropout', 76, 0), ('linear', 38, 2926), ('Softplus', 38, 0), ('dropout', 38, 0), ('linear', 15, 585), ('Softmax', 15, 0)]",Softplus,3576,996175,767,0,5,1479,25.365079365079364,0.21690476190476188,0.10226415094339625,0.017773584905660385,0.05511111111111111
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input:1804_output:253_depth:2_arch:gradual_batch:861_act:mish_dropout:0.36499591353672123_dropout:True_batchnorm:True.out,3,"[('linear', 1029, 1857345), ('batch_normalization', 1029, 2058), ('Mish', 1029, 0), ('dropout', 1029, 0), ('linear', 254, 261620), ('batch_normalization', 254, 508), ('Mish', 254, 0), ('dropout', 254, 0), ('linear', 253, 64515), ('Softmax', 253, 0)]",Mish,5638,2186046,861,2,2,1523,26.873015873015873,0.21788888888888888,0.15154716981132074,0.034075471698113195,0.10437735849056609
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input:731_output:138_depth:9_arch:bottleneck_batch:813_act:prelu_dropout:0.41596896811347495_dropout:False_batchnorm:False.out,11,"[('linear', 365, 267180), ('PReLU', 365, 0), ('linear', 182, 66612), ('PReLU', 182, 0), ('linear', 138, 25254), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('PReLU', 138, 0), ('linear', 138, 19182), ('Softmax', 138, 0)]",PReLU,3578,512502,813,0,0,1485,26.983870967741936,0.2535967741935484,0.0866666666666667,0.0129607843137255,0.034788461538461546
input:436_output:84_depth:7_arch:pyramid_batch:125_act:softplus_dropout:0.28401432133432547_dropout:True_batchnorm:False.out,8,"[('linear', 218, 95266), ('Softplus', 218, 0), ('dropout', 218, 0), ('linear', 109, 23871), ('Softplus', 109, 0), ('dropout', 109, 0), ('linear', 84, 9240), ('Softplus', 84, 0), ('dropout', 84, 0), ('linear', 84, 7140), ('Softplus', 84, 0), ('dropout', 84, 0), ('linear', 84, 7140), ('Softplus', 84, 0), ('dropout', 84, 0), ('linear', 84, 7140), ('Softplus', 84, 0), ('dropout', 84, 0), ('linear', 84, 7140), ('Softplus', 84, 0), ('dropout', 84, 0), ('linear', 84, 7140), ('Softmax', 84, 0)]",Softplus,2409,164077,125,0,7,1455,37.666666666666664,0.36950000000000005,0.03684615384615382,0.003000000000000002,0.00505769230769231
input:2158_output:103_depth:6_arch:gradual_batch:793_act:leaky_relu_dropout:0.11002312247213064_dropout:False_batchnorm:False.out,7,"[('linear', 1816, 3920744), ('LeakyReLU', 1816, 0), ('linear', 1474, 2678258), ('LeakyReLU', 1474, 0), ('linear', 1132, 1669700), ('LeakyReLU', 1132, 0), ('linear', 790, 895070), ('LeakyReLU', 790, 0), ('linear', 448, 354368), ('LeakyReLU', 448, 0), ('linear', 106, 47594), ('LeakyReLU', 106, 0), ('linear', 103, 11021), ('Softmax', 103, 0)]",LeakyReLU,11738,9576755,793,0,0,1675,36.96774193548387,0.3231587301587302,0.2887321428571429,0.07832142857142858,0.20914285714285716
input:572_output:70_depth:2_arch:gradual_batch:983_act:elu_dropout:0.3058165819862848_dropout:True_batchnorm:False.out,3,"[('linear', 321, 183933), ('ELU', 321, 0), ('dropout', 321, 0), ('linear', 70, 22540), ('ELU', 70, 0), ('dropout', 70, 0), ('linear', 70, 4970), ('Softmax', 70, 0)]",ELU,1313,211443,983,0,2,1475,11.88888888888889,0.09759677419354838,0.03241509433962264,0.005132075471698117,0.014692307692307702
input:2418_output:385_depth:3_arch:uniform_batch:106_act:mish_dropout:0.3907843535868625_dropout:False_batchnorm:False.out,4,"[('linear', 2418, 5849142), ('Mish', 2418, 0), ('linear', 2418, 5849142), ('Mish', 2418, 0), ('linear', 2418, 5849142), ('Mish', 2418, 0), ('linear', 385, 931315), ('Softmax', 385, 0)]",Mish,15278,18478741,106,0,0,1839,63.306451612903224,0.6088709677419354,0.5610535714285714,0.2403392857142857,0.20875925925925914
input:3945_output:107_depth:5_arch:uniform_batch:908_act:elu_dropout:0.14654136512483165_dropout:True_batchnorm:True.out,6,"[('linear', 3945, 15566970), ('batch_normalization', 3945, 7890), ('ELU', 3945, 0), ('dropout', 3945, 0), ('linear', 3945, 15566970), ('batch_normalization', 3945, 7890), ('ELU', 3945, 0), ('dropout', 3945, 0), ('linear', 3945, 15566970), ('batch_normalization', 3945, 7890), ('ELU', 3945, 0), ('dropout', 3945, 0), ('linear', 3945, 15566970), ('batch_normalization', 3945, 7890), ('ELU', 3945, 0), ('dropout', 3945, 0), ('linear', 3945, 15566970), ('batch_normalization', 3945, 7890), ('ELU', 3945, 0), ('dropout', 3945, 0), ('linear', 107, 422222), ('Softmax', 107, 0)]",ELU,79114,78296522,908,5,5,3223,68.015625,0.6782580645161288,0.655322033898305,0.2396610169491525,0.5122545454545454
input:687_output:158_depth:7_arch:pyramid_batch:757_act:swish_dropout:0.47285532440012645_dropout:True_batchnorm:True.out,8,"[('linear', 343, 235984), ('batch_normalization', 343, 686), ('SiLU', 343, 0), ('dropout', 343, 0), ('linear', 171, 58824), ('batch_normalization', 171, 342), ('SiLU', 171, 0), ('dropout', 171, 0), ('linear', 158, 27176), ('batch_normalization', 158, 316), ('SiLU', 158, 0), ('dropout', 158, 0), ('linear', 158, 25122), ('batch_normalization', 158, 316), ('SiLU', 158, 0), ('dropout', 158, 0), ('linear', 158, 25122), ('batch_normalization', 158, 316), ('SiLU', 158, 0), ('dropout', 158, 0), ('linear', 158, 25122), ('batch_normalization', 158, 316), ('SiLU', 158, 0), ('dropout', 158, 0), ('linear', 158, 25122), ('batch_normalization', 158, 316), ('SiLU', 158, 0), ('dropout', 158, 0), ('linear', 158, 25122), ('Softmax', 158, 0)]",SiLU,5532,450202,757,7,7,1471,26.73015873015873,0.24759677419354836,0.07498148148148147,0.012314814814814824,0.026113207547169812
input:1898_output:388_depth:8_arch:bottleneck_batch:842_act:selu_dropout:0.14666781960202213_dropout:False_batchnorm:True.out,10,"[('linear', 949, 1802151), ('batch_normalization', 949, 1898), ('SELU', 949, 0), ('linear', 474, 450300), ('batch_normalization', 474, 948), ('SELU', 474, 0), ('linear', 388, 184300), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('batch_normalization', 388, 776), ('SELU', 388, 0), ('linear', 388, 150932), ('Softmax', 388, 0)]",SELU,13193,3501553,842,9,0,1557,35.46875,0.32334920634920633,0.20625454545454547,0.043090909090909076,0.1351296296296296
input:1410_output:11_depth:1_arch:pyramid_batch:234_act:mish_dropout:0.1406106483270757_dropout:True_batchnorm:False.out,2,"[('linear', 705, 994755), ('Mish', 705, 0), ('dropout', 705, 0), ('linear', 11, 7766), ('Softmax', 11, 0)]",Mish,2137,1002521,234,0,1,1473,28.206349206349206,0.2521746031746031,0.08049056603773588,0.015528301886792464,0.046370370370370395
input:1232_output:173_depth:10_arch:uniform_batch:358_act:tanh_dropout:0.3646956282502757_dropout:False_batchnorm:False.out,11,"[('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 1232, 1519056), ('Tanh', 1232, 0), ('linear', 173, 213309), ('Softmax', 173, 0)]",Tanh,24986,15403869,358,0,0,1807,54.93650793650794,0.5422096774193547,0.4678333333333335,0.17931481481481473,0.2661454545454546
input:1085_output:246_depth:9_arch:bottleneck_batch:425_act:gelu_dropout:0.4844158295338936_dropout:False_batchnorm:False.out,11,"[('linear', 542, 588612), ('GELU', 542, 0), ('linear', 271, 147153), ('GELU', 271, 0), ('linear', 246, 66912), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('GELU', 246, 0), ('linear', 246, 60762), ('Softmax', 246, 0)]",GELU,6054,1288773,425,0,0,1491,36.61904761904762,0.3363548387096775,0.15549056603773584,0.02011320754716982,0.0684423076923077
input:3410_output:478_depth:2_arch:bottleneck_batch:570_act:selu_dropout:0.3928171069851947_dropout:True_batchnorm:False.out,4,"[('linear', 1705, 5815755), ('SELU', 1705, 0), ('dropout', 1705, 0), ('linear', 852, 1453512), ('SELU', 852, 0), ('dropout', 852, 0), ('linear', 478, 407734), ('SELU', 478, 0), ('dropout', 478, 0), ('linear', 478, 228962), ('Softmax', 478, 0)]",SELU,10061,7905963,570,0,3,1637,36.23809523809524,0.3099206349206349,0.27425000000000005,0.06041071428571431,0.1735535714285714
input:1597_output:168_depth:4_arch:pyramid_batch:416_act:relu_dropout:0.3396689218209441_dropout:True_batchnorm:True.out,5,"[('linear', 798, 1275204), ('batch_normalization', 798, 1596), ('ReLU', 798, 0), ('dropout', 798, 0), ('linear', 399, 318801), ('batch_normalization', 399, 798), ('ReLU', 399, 0), ('dropout', 399, 0), ('linear', 199, 79600), ('batch_normalization', 199, 398), ('ReLU', 199, 0), ('dropout', 199, 0), ('linear', 168, 33600), ('batch_normalization', 168, 336), ('ReLU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('Softmax', 168, 0)]",ReLU,6592,1738725,416,4,4,1497,33.96875,0.3095396825396825,0.144,0.03062264150943398,0.07680769230769237
input:590_output:134_depth:10_arch:bottleneck_batch:221_act:swish_dropout:0.18604006260176575_dropout:False_batchnorm:True.out,12,"[('linear', 295, 174345), ('batch_normalization', 295, 590), ('SiLU', 295, 0), ('linear', 147, 43512), ('batch_normalization', 147, 294), ('SiLU', 147, 0), ('linear', 134, 19832), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('batch_normalization', 134, 268), ('SiLU', 134, 0), ('linear', 134, 18090), ('Softmax', 134, 0)]",SiLU,5212,403795,221,11,0,1461,37.285714285714285,0.36265079365079367,0.057555555555555554,0.005870370370370374,0.013716981132075482
input:1912_output:366_depth:1_arch:bottleneck_batch:91_act:identity_dropout:0.2761707308036726_dropout:False_batchnorm:False.out,3,"[('linear', 956, 1828828), ('Identity', 956, 0), ('linear', 478, 457446), ('Identity', 478, 0), ('linear', 366, 175314), ('Softmax', 366, 0)]",Identity,3600,2461588,91,0,0,1515,37.87301587301587,0.3529677419354838,0.14826415094339615,0.02724528301886791,0.05869811320754716
input:3618_output:735_depth:9_arch:gradual_batch:321_act:softplus_dropout:0.2326168652500189_dropout:False_batchnorm:True.out,10,"[('linear', 3298, 11935462), ('batch_normalization', 3298, 6596), ('Softplus', 3298, 0), ('linear', 2978, 9824422), ('batch_normalization', 2978, 5956), ('Softplus', 2978, 0), ('linear', 2658, 7918182), ('batch_normalization', 2658, 5316), ('Softplus', 2658, 0), ('linear', 2338, 6216742), ('batch_normalization', 2338, 4676), ('Softplus', 2338, 0), ('linear', 2018, 4720102), ('batch_normalization', 2018, 4036), ('Softplus', 2018, 0), ('linear', 1698, 3428262), ('batch_normalization', 1698, 3396), ('Softplus', 1698, 0), ('linear', 1378, 2341222), ('batch_normalization', 1378, 2756), ('Softplus', 1378, 0), ('linear', 1058, 1458982), ('batch_normalization', 1058, 2116), ('Softplus', 1058, 0), ('linear', 738, 781542), ('batch_normalization', 738, 1476), ('Softplus', 738, 0), ('linear', 735, 543165), ('Softmax', 735, 0)]",Softplus,55956,49204407,321,9,0,2473,73.63492063492063,0.7115483870967744,0.6646363636363635,0.26036363636363635,0.38584745762711864
input:2373_output:516_depth:9_arch:pyramid_batch:879_act:mish_dropout:0.28156375723399774_dropout:False_batchnorm:True.out,10,"[('linear', 1186, 2815564), ('batch_normalization', 1186, 2372), ('Mish', 1186, 0), ('linear', 593, 703891), ('batch_normalization', 593, 1186), ('Mish', 593, 0), ('linear', 516, 306504), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('batch_normalization', 516, 1032), ('Mish', 516, 0), ('linear', 516, 266772), ('Softmax', 516, 0)]",Mish,17205,5704145,879,9,0,1615,34.58730158730159,0.31079365079365073,0.22031034482758619,0.048586206896551694,0.1508214285714285
input:618_output:149_depth:4_arch:gradual_batch:492_act:mish_dropout:0.31004349399515096_dropout:True_batchnorm:True.out,5,"[('linear', 501, 310119), ('batch_normalization', 501, 1002), ('Mish', 501, 0), ('dropout', 501, 0), ('linear', 384, 192768), ('batch_normalization', 384, 768), ('Mish', 384, 0), ('dropout', 384, 0), ('linear', 267, 102795), ('batch_normalization', 267, 534), ('Mish', 267, 0), ('dropout', 267, 0), ('linear', 150, 40200), ('batch_normalization', 150, 300), ('Mish', 150, 0), ('dropout', 150, 0), ('linear', 149, 22499), ('Softmax', 149, 0)]",Mish,5506,670985,492,4,4,1485,26.92063492063492,0.2584516129032257,0.09394339622641511,0.013716981132075482,0.0400754716981132
input:3617_output:683_depth:6_arch:gradual_batch:411_act:softplus_dropout:0.2163041181648825_dropout:False_batchnorm:False.out,7,"[('linear', 3128, 11317104), ('Softplus', 3128, 0), ('linear', 2639, 8257431), ('Softplus', 2639, 0), ('linear', 2150, 5676000), ('Softplus', 2150, 0), ('linear', 1661, 3572811), ('Softplus', 1661, 0), ('linear', 1172, 1947864), ('Softplus', 1172, 0), ('linear', 683, 801159), ('Softplus', 683, 0), ('linear', 683, 467172), ('Softmax', 683, 0)]",Softplus,24232,32039541,411,0,0,2119,62.333333333333336,0.588746031746032,0.5598727272727273,0.2036909090909091,0.34378181818181813
input:771_output:106_depth:1_arch:bottleneck_batch:567_act:prelu_dropout:0.3587993348510966_dropout:True_batchnorm:True.out,3,"[('linear', 385, 297220), ('batch_normalization', 385, 770), ('PReLU', 385, 0), ('dropout', 385, 0), ('linear', 192, 74112), ('batch_normalization', 192, 384), ('PReLU', 192, 0), ('dropout', 192, 0), ('linear', 106, 20458), ('Softmax', 106, 0)]",PReLU,2520,392944,567,2,2,1477,22.11111111111111,0.1922539682539683,0.061245283018867905,0.009226415094339628,0.02429629629629631
input:3332_output:765_depth:2_arch:uniform_batch:815_act:swish_dropout:0.15050687670842922_dropout:False_batchnorm:True.out,3,"[('linear', 3332, 11105556), ('batch_normalization', 3332, 6664), ('SiLU', 3332, 0), ('linear', 3332, 11105556), ('batch_normalization', 3332, 6664), ('SiLU', 3332, 0), ('linear', 765, 2549745), ('Softmax', 765, 0)]",SiLU,21522,24774185,815,2,0,2061,52.125,0.4911451612903225,0.46354545454545454,0.17770909090909082,0.33744444444444455
input:1879_output:223_depth:6_arch:uniform_batch:544_act:tanh_dropout:0.47104362331964567_dropout:False_batchnorm:False.out,7,"[('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 1879, 3532520), ('Tanh', 1879, 0), ('linear', 223, 419240), ('Softmax', 223, 0)]",Tanh,22994,21614360,544,0,0,1913,55.92063492063492,0.5323015873015874,0.4889310344827589,0.1845862068965517,0.3176842105263158
input:3016_output:512_depth:8_arch:bottleneck_batch:1013_act:mish_dropout:0.1860687425660672_dropout:True_batchnorm:True.out,10,"[('linear', 1508, 4549636), ('batch_normalization', 1508, 3016), ('Mish', 1508, 0), ('dropout', 1508, 0), ('linear', 754, 1137786), ('batch_normalization', 754, 1508), ('Mish', 754, 0), ('dropout', 754, 0), ('linear', 512, 386560), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('batch_normalization', 512, 1024), ('Mish', 512, 0), ('dropout', 512, 0), ('linear', 512, 262656), ('Softmax', 512, 0)]",Mish,24408,7924266,1013,9,9,1673,35.693548387096776,0.3085483870967743,0.23094827586206898,0.05213793103448276,0.15074137931034476
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input:2052_output:429_depth:1_arch:uniform_batch:61_act:tanh_dropout:0.20149961779406123_dropout:False_batchnorm:False.out,2,"[('linear', 2052, 4212756), ('Tanh', 2052, 0), ('linear', 429, 880737), ('Softmax', 429, 0)]",Tanh,4962,5093493,61,0,0,1565,38.17460317460318,0.3580483870967742,0.22879999999999992,0.05669090909090909,0.07392727272727269
input:71_output:7_depth:2_arch:pyramid_batch:809_act:identity_dropout:0.25874517925724827_dropout:False_batchnorm:True.out,3,"[('linear', 35, 2520), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 17, 612), ('batch_normalization', 17, 34), ('Identity', 17, 0), ('linear', 7, 126), ('Softmax', 7, 0)]",Identity,170,3362,809,2,0,1451,9.96774193548387,0.09311290322580647,0.0054038461538461575,0.0010000000000000007,0.0010000000000000007
input:3301_output:70_depth:4_arch:uniform_batch:825_act:swish_dropout:0.39526800871699386_dropout:False_batchnorm:False.out,5,"[('linear', 3301, 10899902), ('SiLU', 3301, 0), ('linear', 3301, 10899902), ('SiLU', 3301, 0), ('linear', 3301, 10899902), ('SiLU', 3301, 0), ('linear', 3301, 10899902), ('SiLU', 3301, 0), ('linear', 70, 231140), ('Softmax', 70, 0)]",SiLU,26548,43830748,825,0,0,2423,63.984375,0.6248709677419354,0.5846166666666667,0.22285000000000002,0.44632203389830544
input:3637_output:653_depth:4_arch:bottleneck_batch:108_act:mish_dropout:0.3602100379905463_dropout:True_batchnorm:True.out,6,"[('linear', 1818, 6613884), ('batch_normalization', 1818, 3636), ('Mish', 1818, 0), ('dropout', 1818, 0), ('linear', 909, 1653471), ('batch_normalization', 909, 1818), ('Mish', 909, 0), ('dropout', 909, 0), ('linear', 653, 594230), ('batch_normalization', 653, 1306), ('Mish', 653, 0), ('dropout', 653, 0), ('linear', 653, 427062), ('batch_normalization', 653, 1306), ('Mish', 653, 0), ('dropout', 653, 0), ('linear', 653, 427062), ('batch_normalization', 653, 1306), ('Mish', 653, 0), ('dropout', 653, 0), ('linear', 653, 427062), ('Softmax', 653, 0)]",Mish,20050,10152143,108,5,5,1669,45.20967741935484,0.41223809523809535,0.2948727272727273,0.07625454545454549,0.08882456140350879
input:3128_output:62_depth:2_arch:uniform_batch:445_act:prelu_dropout:0.2151895370754017_dropout:False_batchnorm:False.out,3,"[('linear', 3128, 9787512), ('PReLU', 3128, 0), ('linear', 3128, 9787512), ('PReLU', 3128, 0), ('linear', 62, 193998), ('Softmax', 62, 0)]",PReLU,12636,19769022,445,0,0,1875,51.333333333333336,0.47553225806451627,0.45657894736842125,0.20180701754385963,0.2743333333333334
input:2498_output:428_depth:4_arch:uniform_batch:933_act:mish_dropout:0.27071223175061904_dropout:False_batchnorm:False.out,5,"[('linear', 2498, 6242502), ('Mish', 2498, 0), ('linear', 2498, 6242502), ('Mish', 2498, 0), ('linear', 2498, 6242502), ('Mish', 2498, 0), ('linear', 2498, 6242502), ('Mish', 2498, 0), ('linear', 428, 1069572), ('Softmax', 428, 0)]",Mish,20840,26039580,933,0,0,2053,55.58064516129032,0.5217096774193548,0.4695849056603774,0.12822641509433966,0.36492307692307696
input:3817_output:54_depth:4_arch:bottleneck_batch:873_act:identity_dropout:0.11178153147686937_dropout:False_batchnorm:True.out,6,"[('linear', 1908, 7284744), ('batch_normalization', 1908, 3816), ('Identity', 1908, 0), ('linear', 954, 1821186), ('batch_normalization', 954, 1908), ('Identity', 954, 0), ('linear', 477, 455535), ('batch_normalization', 477, 954), ('Identity', 477, 0), ('linear', 238, 113764), ('batch_normalization', 238, 476), ('Identity', 238, 0), ('linear', 119, 28441), ('batch_normalization', 119, 238), ('Identity', 119, 0), ('linear', 54, 6480), ('Softmax', 54, 0)]",Identity,11196,9717542,873,5,0,1699,35.38709677419355,0.29738709677419367,0.25392857142857134,0.06148214285714288,0.1967017543859649
input:3455_output:282_depth:9_arch:gradual_batch:455_act:swish_dropout:0.47034689497456494_dropout:True_batchnorm:False.out,10,"[('linear', 3103, 10723968), ('SiLU', 3103, 0), ('dropout', 3103, 0), ('linear', 2751, 8539104), ('SiLU', 2751, 0), ('dropout', 2751, 0), ('linear', 2399, 6602048), ('SiLU', 2399, 0), ('dropout', 2399, 0), ('linear', 2047, 4912800), ('SiLU', 2047, 0), ('dropout', 2047, 0), ('linear', 1695, 3471360), ('SiLU', 1695, 0), ('dropout', 1695, 0), ('linear', 1343, 2277728), ('SiLU', 1343, 0), ('dropout', 1343, 0), ('linear', 991, 1331904), ('SiLU', 991, 0), ('dropout', 991, 0), ('linear', 639, 633888), ('SiLU', 639, 0), ('dropout', 639, 0), ('linear', 287, 183680), ('SiLU', 287, 0), ('dropout', 287, 0), ('linear', 282, 81216), ('Softmax', 282, 0)]",SiLU,46329,38757696,455,0,9,2261,65.57142857142857,0.637193548387097,0.6025714285714284,0.23249999999999998,0.3769821428571428
input:2260_output:199_depth:9_arch:uniform_batch:406_act:softplus_dropout:0.323727189725811_dropout:True_batchnorm:True.out,10,"[('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 2260, 5109860), ('batch_normalization', 2260, 4520), ('Softplus', 2260, 0), ('dropout', 2260, 0), ('linear', 199, 449939), ('Softmax', 199, 0)]",Softplus,81758,46479359,406,9,9,2403,71.765625,0.706126984126984,0.6570000000000003,0.24630357142857137,0.40265454545454554
input:2703_output:439_depth:7_arch:bottleneck_batch:120_act:selu_dropout:0.4925167117397673_dropout:True_batchnorm:False.out,9,"[('linear', 1351, 3653104), ('SELU', 1351, 0), ('dropout', 1351, 0), ('linear', 675, 912600), ('SELU', 675, 0), ('dropout', 675, 0), ('linear', 439, 296764), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('SELU', 439, 0), ('dropout', 439, 0), ('linear', 439, 193160), ('Softmax', 439, 0)]",SELU,14858,6021428,120,0,8,1591,38.75806451612903,0.35734920634920636,0.22350847457627132,0.04272881355932206,0.06951724137931033
input:2288_output:284_depth:8_arch:gradual_batch:794_act:leaky_relu_dropout:0.4348456920883593_dropout:True_batchnorm:False.out,9,"[('linear', 2038, 4664982), ('LeakyReLU', 2038, 0), ('dropout', 2038, 0), ('linear', 1788, 3645732), ('LeakyReLU', 1788, 0), ('dropout', 1788, 0), ('linear', 1538, 2751482), ('LeakyReLU', 1538, 0), ('dropout', 1538, 0), ('linear', 1288, 1982232), ('LeakyReLU', 1288, 0), ('dropout', 1288, 0), ('linear', 1038, 1337982), ('LeakyReLU', 1038, 0), ('dropout', 1038, 0), ('linear', 788, 818732), ('LeakyReLU', 788, 0), ('dropout', 788, 0), ('linear', 538, 424482), ('LeakyReLU', 538, 0), ('dropout', 538, 0), ('linear', 288, 155232), ('LeakyReLU', 288, 0), ('dropout', 288, 0), ('linear', 284, 82076), ('Softmax', 284, 0)]",LeakyReLU,28480,15862932,794,0,8,1831,46.38709677419355,0.42876190476190473,0.40469642857142846,0.11723214285714285,0.2771379310344828
input:953_output:12_depth:7_arch:bottleneck_batch:685_act:gelu_dropout:0.29319347802800677_dropout:True_batchnorm:True.out,9,"[('linear', 476, 454104), ('batch_normalization', 476, 952), ('GELU', 476, 0), ('dropout', 476, 0), ('linear', 238, 113526), ('batch_normalization', 238, 476), ('GELU', 238, 0), ('dropout', 238, 0), ('linear', 119, 28441), ('batch_normalization', 119, 238), ('GELU', 119, 0), ('dropout', 119, 0), ('linear', 59, 7080), ('batch_normalization', 59, 118), ('GELU', 59, 0), ('dropout', 59, 0), ('linear', 29, 1740), ('batch_normalization', 29, 58), ('GELU', 29, 0), ('dropout', 29, 0), ('linear', 14, 420), ('batch_normalization', 14, 28), ('GELU', 14, 0), ('dropout', 14, 0), ('linear', 12, 180), ('batch_normalization', 12, 24), ('GELU', 12, 0), ('dropout', 12, 0), ('linear', 12, 156), ('batch_normalization', 12, 24), ('GELU', 12, 0), ('dropout', 12, 0), ('linear', 12, 156), ('Softmax', 12, 0)]",GELU,3860,607721,685,8,8,1477,29.650793650793652,0.2725000000000001,0.06096226415094343,0.01054716981132076,0.031203703703703716
input:2692_output:153_depth:4_arch:pyramid_batch:922_act:identity_dropout:0.3953353703451935_dropout:True_batchnorm:False.out,5,"[('linear', 1346, 3624778), ('Identity', 1346, 0), ('dropout', 1346, 0), ('linear', 673, 906531), ('Identity', 673, 0), ('dropout', 673, 0), ('linear', 336, 226464), ('Identity', 336, 0), ('dropout', 336, 0), ('linear', 168, 56616), ('Identity', 168, 0), ('dropout', 168, 0), ('linear', 153, 25857), ('Softmax', 153, 0)]",Identity,7875,4840246,922,0,4,1569,34.142857142857146,0.2925645161290322,0.24886792452830198,0.06145283018867927,0.18711320754716984
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input:849_output:138_depth:3_arch:bottleneck_batch:339_act:gelu_dropout:0.32211397462617364_dropout:False_batchnorm:False.out,5,"[('linear', 424, 360400), ('GELU', 424, 0), ('linear', 212, 90100), ('GELU', 212, 0), ('linear', 138, 29394), ('GELU', 138, 0), ('linear', 138, 19182), ('GELU', 138, 0), ('linear', 138, 19182), ('Softmax', 138, 0)]",GELU,2100,518258,339,0,0,1475,25.50793650793651,0.22690476190476194,0.0761132075471698,0.007886792452830195,0.03053846153846152
input:1677_output:77_depth:7_arch:uniform_batch:550_act:prelu_dropout:0.12986045122690332_dropout:False_batchnorm:False.out,8,"[('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 1677, 2814006), ('PReLU', 1677, 0), ('linear', 77, 129206), ('Softmax', 77, 0)]",PReLU,23632,19827248,550,0,0,1917,55.11290322580645,0.5281290322580643,0.5200909090909092,0.19085454545454544,0.3314727272727273
input:1832_output:409_depth:7_arch:uniform_batch:628_act:elu_dropout:0.18469756229702067_dropout:False_batchnorm:True.out,8,"[('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 1832, 3358056), ('batch_normalization', 1832, 3664), ('ELU', 1832, 0), ('linear', 409, 749697), ('Softmax', 409, 0)]",ELU,39290,24281737,628,7,0,2011,58.38095238095238,0.5669516129032257,0.5008214285714285,0.19405454545454545,0.3466545454545453
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input:2046_output:101_depth:5_arch:uniform_batch:576_act:swish_dropout:0.33974763645513356_dropout:True_batchnorm:True.out,6,"[('linear', 2046, 4188162), ('batch_normalization', 2046, 4092), ('SiLU', 2046, 0), ('dropout', 2046, 0), ('linear', 2046, 4188162), ('batch_normalization', 2046, 4092), ('SiLU', 2046, 0), ('dropout', 2046, 0), ('linear', 2046, 4188162), ('batch_normalization', 2046, 4092), ('SiLU', 2046, 0), ('dropout', 2046, 0), ('linear', 2046, 4188162), ('batch_normalization', 2046, 4092), ('SiLU', 2046, 0), ('dropout', 2046, 0), ('linear', 2046, 4188162), ('batch_normalization', 2046, 4092), ('SiLU', 2046, 0), ('dropout', 2046, 0), ('linear', 101, 206747), ('Softmax', 101, 0)]",SiLU,41122,21168017,576,5,5,1899,55.65079365079365,0.5306666666666666,0.4972321428571429,0.15992857142857136,0.3085892857142857
input:57_output:5_depth:4_arch:bottleneck_batch:387_act:gelu_dropout:0.146700834286433_dropout:False_batchnorm:False.out,6,"[('linear', 28, 1624), ('GELU', 28, 0), ('linear', 14, 406), ('GELU', 14, 0), ('linear', 7, 105), ('GELU', 7, 0), ('linear', 5, 40), ('GELU', 5, 0), ('linear', 5, 30), ('GELU', 5, 0), ('linear', 5, 30), ('Softmax', 5, 0)]",GELU,128,2235,387,0,0,1451,18.063492063492063,0.17639682539682533,0.004320754716981135,0.0010000000000000007,0.0010000000000000007
input:547_output:81_depth:7_arch:pyramid_batch:889_act:elu_dropout:0.2791571618715031_dropout:True_batchnorm:False.out,8,"[('linear', 273, 149604), ('ELU', 273, 0), ('dropout', 273, 0), ('linear', 136, 37264), ('ELU', 136, 0), ('dropout', 136, 0), ('linear', 81, 11097), ('ELU', 81, 0), ('dropout', 81, 0), ('linear', 81, 6642), ('ELU', 81, 0), ('dropout', 81, 0), ('linear', 81, 6642), ('ELU', 81, 0), ('dropout', 81, 0), ('linear', 81, 6642), ('ELU', 81, 0), ('dropout', 81, 0), ('linear', 81, 6642), ('ELU', 81, 0), ('dropout', 81, 0), ('linear', 81, 6642), ('Softmax', 81, 0)]",ELU,2604,231175,889,0,7,1461,17.387096774193548,0.15961290322580643,0.057254901960784324,0.0076470588235294165,0.017363636363636376
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input:939_output:119_depth:6_arch:bottleneck_batch:732_act:tanh_dropout:0.26237773665862046_dropout:False_batchnorm:True.out,8,"[('linear', 469, 440860), ('batch_normalization', 469, 938), ('Tanh', 469, 0), ('linear', 234, 109980), ('batch_normalization', 234, 468), ('Tanh', 234, 0), ('linear', 119, 27965), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('linear', 119, 14280), ('Softmax', 119, 0)]",Tanh,4132,652801,732,7,0,1479,26.37704918032787,0.2370161290322581,0.07871153846153847,0.012115384615384622,0.03450943396226415
input:402_output:89_depth:3_arch:gradual_batch:610_act:prelu_dropout:0.2753239343216515_dropout:True_batchnorm:False.out,4,"[('linear', 298, 120094), ('PReLU', 298, 0), ('dropout', 298, 0), ('linear', 194, 58006), ('PReLU', 194, 0), ('dropout', 194, 0), ('linear', 90, 17550), ('PReLU', 90, 0), ('dropout', 90, 0), ('linear', 89, 8099), ('Softmax', 89, 0)]",PReLU,1924,203749,610,0,3,1459,17.349206349206348,0.16007936507936507,0.04885185185185184,0.0064814814814814865,0.015961538461538475
input:1144_output:85_depth:6_arch:gradual_batch:887_act:mish_dropout:0.42661898285911837_dropout:True_batchnorm:False.out,7,"[('linear', 968, 1108360), ('Mish', 968, 0), ('dropout', 968, 0), ('linear', 792, 767448), ('Mish', 792, 0), ('dropout', 792, 0), ('linear', 616, 488488), ('Mish', 616, 0), ('dropout', 616, 0), ('linear', 440, 271480), ('Mish', 440, 0), ('dropout', 440, 0), ('linear', 264, 116424), ('Mish', 264, 0), ('dropout', 264, 0), ('linear', 88, 23320), ('Mish', 88, 0), ('dropout', 88, 0), ('linear', 85, 7565), ('Softmax', 85, 0)]",Mish,9674,2783085,887,0,6,1539,33.23809523809524,0.30820634920634915,0.21884905660377363,0.04690566037735849,0.1479629629629629
input:1551_output:86_depth:8_arch:uniform_batch:532_act:swish_dropout:0.2624064317313234_dropout:False_batchnorm:False.out,9,"[('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 1551, 2407152), ('SiLU', 1551, 0), ('linear', 86, 133472), ('Softmax', 86, 0)]",SiLU,24988,19390688,532,0,0,1873,55.698412698412696,0.5312857142857143,0.5069636363636365,0.2117636363636364,0.33361111111111097
input:3577_output:584_depth:5_arch:uniform_batch:543_act:elu_dropout:0.17210872367324037_dropout:False_batchnorm:True.out,6,"[('linear', 3577, 12798506), ('batch_normalization', 3577, 7154), ('ELU', 3577, 0), ('linear', 3577, 12798506), ('batch_normalization', 3577, 7154), ('ELU', 3577, 0), ('linear', 3577, 12798506), ('batch_normalization', 3577, 7154), ('ELU', 3577, 0), ('linear', 3577, 12798506), ('batch_normalization', 3577, 7154), ('ELU', 3577, 0), ('linear', 3577, 12798506), ('batch_normalization', 3577, 7154), ('ELU', 3577, 0), ('linear', 584, 2089552), ('Softmax', 584, 0)]",ELU,54823,66117852,543,5,0,2953,74.17460317460318,0.7221612903225808,0.6585084745762709,0.27872413793103457,0.4634137931034482
input:583_output:59_depth:5_arch:uniform_batch:123_act:leaky_relu_dropout:0.25806894693603133_dropout:True_batchnorm:True.out,6,"[('linear', 583, 340472), ('batch_normalization', 583, 1166), ('LeakyReLU', 583, 0), ('dropout', 583, 0), ('linear', 583, 340472), ('batch_normalization', 583, 1166), ('LeakyReLU', 583, 0), ('dropout', 583, 0), ('linear', 583, 340472), ('batch_normalization', 583, 1166), ('LeakyReLU', 583, 0), ('dropout', 583, 0), ('linear', 583, 340472), ('batch_normalization', 583, 1166), ('LeakyReLU', 583, 0), ('dropout', 583, 0), ('linear', 583, 340472), ('batch_normalization', 583, 1166), ('LeakyReLU', 583, 0), ('dropout', 583, 0), ('linear', 59, 34456), ('Softmax', 59, 0)]",LeakyReLU,11778,1742646,123,5,5,1497,37.111111111111114,0.3634444444444445,0.12564150943396227,0.02032075471698114,0.04055555555555555
input:3008_output:424_depth:10_arch:pyramid_batch:307_act:leaky_relu_dropout:0.16218577699272366_dropout:False_batchnorm:False.out,11,"[('linear', 1504, 4525536), ('LeakyReLU', 1504, 0), ('linear', 752, 1131760), ('LeakyReLU', 752, 0), ('linear', 424, 319272), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('LeakyReLU', 424, 0), ('linear', 424, 180200), ('Softmax', 424, 0)]",LeakyReLU,12144,7418168,307,0,0,1621,38.333333333333336,0.3441129032258065,0.23954385964912278,0.05568421052631579,0.11774137931034474
input:412_output:92_depth:4_arch:pyramid_batch:177_act:softplus_dropout:0.1118906635177074_dropout:True_batchnorm:True.out,5,"[('linear', 206, 85078), ('batch_normalization', 206, 412), ('Softplus', 206, 0), ('dropout', 206, 0), ('linear', 103, 21321), ('batch_normalization', 103, 206), ('Softplus', 103, 0), ('dropout', 103, 0), ('linear', 92, 9568), ('batch_normalization', 92, 184), ('Softplus', 92, 0), ('dropout', 92, 0), ('linear', 92, 8556), ('batch_normalization', 92, 184), ('Softplus', 92, 0), ('dropout', 92, 0), ('linear', 92, 8556), ('Softmax', 92, 0)]",Softplus,2156,134065,177,4,4,1455,30.6984126984127,0.29217460317460325,0.03016666666666665,0.0028888888888888905,0.005754385964912284
input:3892_output:324_depth:5_arch:bottleneck_batch:472_act:selu_dropout:0.4475171591445699_dropout:False_batchnorm:False.out,7,"[('linear', 1946, 7575778), ('SELU', 1946, 0), ('linear', 973, 1894431), ('SELU', 973, 0), ('linear', 486, 473364), ('SELU', 486, 0), ('linear', 324, 157788), ('SELU', 324, 0), ('linear', 324, 105300), ('SELU', 324, 0), ('linear', 324, 105300), ('SELU', 324, 0), ('linear', 324, 105300), ('Softmax', 324, 0)]",SELU,9402,10417261,472,0,0,1695,38.564516129032256,0.3204603174603175,0.28212068965517234,0.07396551724137931,0.16401724137931037
input:89_output:14_depth:6_arch:pyramid_batch:984_act:swish_dropout:0.34817543212535257_dropout:True_batchnorm:False.out,7,"[('linear', 44, 3960), ('SiLU', 44, 0), ('dropout', 44, 0), ('linear', 22, 990), ('SiLU', 22, 0), ('dropout', 22, 0), ('linear', 14, 322), ('SiLU', 14, 0), ('dropout', 14, 0), ('linear', 14, 210), ('SiLU', 14, 0), ('dropout', 14, 0), ('linear', 14, 210), ('SiLU', 14, 0), ('dropout', 14, 0), ('linear', 14, 210), ('SiLU', 14, 0), ('dropout', 14, 0), ('linear', 14, 210), ('Softmax', 14, 0)]",SiLU,394,6112,984,0,6,1453,15.935483870967742,0.14922580645161285,0.010226415094339629,0.0010000000000000007,0.0012452830188679255
input:175_output:31_depth:7_arch:gradual_batch:574_act:leaky_relu_dropout:0.14897257488476728_dropout:True_batchnorm:True.out,8,"[('linear', 155, 27280), ('batch_normalization', 155, 310), ('LeakyReLU', 155, 0), ('dropout', 155, 0), ('linear', 135, 21060), ('batch_normalization', 135, 270), ('LeakyReLU', 135, 0), ('dropout', 135, 0), ('linear', 115, 15640), ('batch_normalization', 115, 230), ('LeakyReLU', 115, 0), ('dropout', 115, 0), ('linear', 95, 11020), ('batch_normalization', 95, 190), ('LeakyReLU', 95, 0), ('dropout', 95, 0), ('linear', 75, 7200), ('batch_normalization', 75, 150), ('LeakyReLU', 75, 0), ('dropout', 75, 0), ('linear', 55, 4180), ('batch_normalization', 55, 110), ('LeakyReLU', 55, 0), ('dropout', 55, 0), ('linear', 35, 1960), ('batch_normalization', 35, 70), ('LeakyReLU', 35, 0), ('dropout', 35, 0), ('linear', 31, 1116), ('Softmax', 31, 0)]",LeakyReLU,2722,90786,574,7,7,1457,23.403225806451612,0.23024193548387104,0.03988679245283019,0.004679245283018871,0.0067358490566037784
input:3964_output:435_depth:7_arch:bottleneck_batch:769_act:tanh_dropout:0.25184735065613717_dropout:False_batchnorm:True.out,9,"[('linear', 1982, 7858630), ('batch_normalization', 1982, 3964), ('Tanh', 1982, 0), ('linear', 991, 1965153), ('batch_normalization', 991, 1982), ('Tanh', 991, 0), ('linear', 495, 491040), ('batch_normalization', 495, 990), ('Tanh', 495, 0), ('linear', 435, 215760), ('batch_normalization', 435, 870), ('Tanh', 435, 0), ('linear', 435, 189660), ('batch_normalization', 435, 870), ('Tanh', 435, 0), ('linear', 435, 189660), ('batch_normalization', 435, 870), ('Tanh', 435, 0), ('linear', 435, 189660), ('batch_normalization', 435, 870), ('Tanh', 435, 0), ('linear', 435, 189660), ('batch_normalization', 435, 870), ('Tanh', 435, 0), ('linear', 435, 189660), ('Softmax', 435, 0)]",Tanh,17799,11490169,769,8,0,1731,37.33870967741935,0.3250327868852459,0.27416071428571426,0.08119642857142859,0.17048214285714286
input:6_output:1_depth:6_arch:gradual_batch:274_act:tanh_dropout:0.4649240912246284_dropout:True_batchnorm:True.out,7,"[('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 6, 42), ('batch_normalization', 6, 12), ('Tanh', 6, 0), ('dropout', 6, 0), ('linear', 1, 7), ('Sigmoid', 1, 0)]",Tanh,146,331,274,6,6,1451,22.967741935483872,0.22715873015873006,0.004370370370370373,0.0010000000000000007,0
input:87_output:7_depth:1_arch:pyramid_batch:151_act:swish_dropout:0.440662537541306_dropout:True_batchnorm:True.out,2,"[('linear', 43, 3784), ('batch_normalization', 43, 86), ('SiLU', 43, 0), ('dropout', 43, 0), ('linear', 7, 308), ('Softmax', 7, 0)]",SiLU,186,4178,151,1,1,1451,18.444444444444443,0.17749999999999994,0.005000000000000003,0.0010000000000000007,0.0010000000000000007
input:491_output:94_depth:4_arch:pyramid_batch:172_act:tanh_dropout:0.1929830691898336_dropout:True_batchnorm:True.out,5,"[('linear', 245, 120540), ('batch_normalization', 245, 490), ('Tanh', 245, 0), ('dropout', 245, 0), ('linear', 122, 30012), ('batch_normalization', 122, 244), ('Tanh', 122, 0), ('dropout', 122, 0), ('linear', 94, 11562), ('batch_normalization', 94, 188), ('Tanh', 94, 0), ('dropout', 94, 0), ('linear', 94, 8930), ('batch_normalization', 94, 188), ('Tanh', 94, 0), ('dropout', 94, 0), ('linear', 94, 8930), ('Softmax', 94, 0)]",Tanh,2408,181084,172,4,4,1455,31.34375,0.30307936507936517,0.03028301886792452,0.003000000000000002,0.006716981132075477
input:3288_output:476_depth:7_arch:uniform_batch:409_act:softplus_dropout:0.13503498117818302_dropout:False_batchnorm:False.out,8,"[('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 3288, 10814232), ('Softplus', 3288, 0), ('linear', 476, 1565564), ('Softmax', 476, 0)]",Softplus,46984,77265188,409,0,0,3085,78.26984126984127,0.7709354838709679,0.7498113207547171,0.3388113207547169,0.4643275862068966
input:369_output:12_depth:5_arch:bottleneck_batch:892_act:identity_dropout:0.17809188618319052_dropout:False_batchnorm:True.out,7,"[('linear', 184, 68080), ('batch_normalization', 184, 368), ('Identity', 184, 0), ('linear', 92, 17020), ('batch_normalization', 92, 184), ('Identity', 92, 0), ('linear', 46, 4278), ('batch_normalization', 46, 92), ('Identity', 46, 0), ('linear', 23, 1081), ('batch_normalization', 23, 46), ('Identity', 23, 0), ('linear', 12, 288), ('batch_normalization', 12, 24), ('Identity', 12, 0), ('linear', 12, 156), ('batch_normalization', 12, 24), ('Identity', 12, 0), ('linear', 12, 156), ('Softmax', 12, 0)]",Identity,1131,91797,892,6,0,1455,19.38095238095238,0.18032258064516132,0.02066037735849057,0.00258490566037736,0.0064655172413793155
input:762_output:162_depth:2_arch:pyramid_batch:849_act:tanh_dropout:0.23078107058798847_dropout:False_batchnorm:False.out,3,"[('linear', 381, 290703), ('Tanh', 381, 0), ('linear', 190, 72580), ('Tanh', 190, 0), ('linear', 162, 30942), ('Softmax', 162, 0)]",Tanh,1466,394225,849,0,0,1475,14.65079365079365,0.11930645161290324,0.04888888888888888,0.007796296296296301,0.025759259259259266
input:1118_output:95_depth:10_arch:uniform_batch:283_act:softplus_dropout:0.3744224605557199_dropout:True_batchnorm:True.out,11,"[('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 1118, 1251042), ('batch_normalization', 1118, 2236), ('Softplus', 1118, 0), ('dropout', 1118, 0), ('linear', 95, 106305), ('Softmax', 95, 0)]",Softplus,44910,12639085,283,10,10,1755,47.859375,0.461063492063492,0.35538596491228064,0.10610526315789476,0.17778181818181818
input:1661_output:253_depth:6_arch:gradual_batch:906_act:gelu_dropout:0.3646175043966279_dropout:True_batchnorm:True.out,7,"[('linear', 1427, 2371674), ('batch_normalization', 1427, 2854), ('GELU', 1427, 0), ('dropout', 1427, 0), ('linear', 1193, 1703604), ('batch_normalization', 1193, 2386), ('GELU', 1193, 0), ('dropout', 1193, 0), ('linear', 959, 1145046), ('batch_normalization', 959, 1918), ('GELU', 959, 0), ('dropout', 959, 0), ('linear', 725, 696000), ('batch_normalization', 725, 1450), ('GELU', 725, 0), ('dropout', 725, 0), ('linear', 491, 356466), ('batch_normalization', 491, 982), ('GELU', 491, 0), ('dropout', 491, 0), ('linear', 257, 126444), ('batch_normalization', 257, 514), ('GELU', 257, 0), ('dropout', 257, 0), ('linear', 253, 65274), ('Softmax', 253, 0)]",GELU,20714,6474612,906,6,6,1623,34.75806451612903,0.31862903225806466,0.2534181818181818,0.06452727272727275,0.18081818181818182
input:1574_output:383_depth:2_arch:bottleneck_batch:528_act:identity_dropout:0.35110301833650737_dropout:False_batchnorm:False.out,4,"[('linear', 787, 1239525), ('Identity', 787, 0), ('linear', 393, 309684), ('Identity', 393, 0), ('linear', 383, 150902), ('Identity', 383, 0), ('linear', 383, 147072), ('Softmax', 383, 0)]",Identity,3892,1847183,528,0,0,1499,29.19047619047619,0.24411290322580642,0.14890566037735847,0.03288679245283018,0.09422222222222223
input:2555_output:586_depth:5_arch:gradual_batch:538_act:tanh_dropout:0.1860207568719269_dropout:True_batchnorm:False.out,6,"[('linear', 2162, 5526072), ('Tanh', 2162, 0), ('dropout', 2162, 0), ('linear', 1769, 3826347), ('Tanh', 1769, 0), ('dropout', 1769, 0), ('linear', 1376, 2435520), ('Tanh', 1376, 0), ('dropout', 1376, 0), ('linear', 983, 1353591), ('Tanh', 983, 0), ('dropout', 983, 0), ('linear', 590, 580560), ('Tanh', 590, 0), ('dropout', 590, 0), ('linear', 586, 346326), ('Softmax', 586, 0)]",Tanh,21812,14068416,538,0,5,1767,44.93650793650794,0.4060000000000001,0.38412500000000005,0.13066071428571432,0.23851785714285717
input:3335_output:270_depth:8_arch:pyramid_batch:853_act:softplus_dropout:0.38838417339086695_dropout:True_batchnorm:False.out,9,"[('linear', 1667, 5561112), ('Softplus', 1667, 0), ('dropout', 1667, 0), ('linear', 833, 1389444), ('Softplus', 833, 0), ('dropout', 833, 0), ('linear', 416, 346944), ('Softplus', 416, 0), ('dropout', 416, 0), ('linear', 270, 112590), ('Softplus', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softplus', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softplus', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softplus', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softplus', 270, 0), ('dropout', 270, 0), ('linear', 270, 73170), ('Softmax', 270, 0)]",Softplus,13338,7775940,853,0,8,1657,35.80952380952381,0.30363492063492065,0.26822222222222225,0.06527777777777778,0.18273584905660373
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input:356_output:46_depth:3_arch:pyramid_batch:326_act:identity_dropout:0.4415075310337425_dropout:True_batchnorm:True.out,4,"[('linear', 178, 63546), ('batch_normalization', 178, 356), ('Identity', 178, 0), ('dropout', 178, 0), ('linear', 89, 15931), ('batch_normalization', 89, 178), ('Identity', 89, 0), ('dropout', 89, 0), ('linear', 46, 4140), ('batch_normalization', 46, 92), ('Identity', 46, 0), ('dropout', 46, 0), ('linear', 46, 2162), ('Softmax', 46, 0)]",Identity,1344,86405,326,3,3,1453,22.548387096774192,0.20942857142857133,0.026576923076923078,0.002980769230769232,0.005846153846153849
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input:1334_output:228_depth:7_arch:pyramid_batch:362_act:prelu_dropout:0.15186961450824735_dropout:True_batchnorm:True.out,8,"[('linear', 667, 890445), ('batch_normalization', 667, 1334), ('PReLU', 667, 0), ('dropout', 667, 0), ('linear', 333, 222444), ('batch_normalization', 333, 666), ('PReLU', 333, 0), ('dropout', 333, 0), ('linear', 228, 76152), ('batch_normalization', 228, 456), ('PReLU', 228, 0), ('dropout', 228, 0), ('linear', 228, 52212), ('batch_normalization', 228, 456), ('PReLU', 228, 0), ('dropout', 228, 0), ('linear', 228, 52212), ('batch_normalization', 228, 456), ('PReLU', 228, 0), ('dropout', 228, 0), ('linear', 228, 52212), ('batch_normalization', 228, 456), ('PReLU', 228, 0), ('dropout', 228, 0), ('linear', 228, 52212), ('batch_normalization', 228, 456), ('PReLU', 228, 0), ('dropout', 228, 0), ('linear', 228, 52212), ('Softmax', 228, 0)]",PReLU,9016,1454381,362,7,7,1489,36.34920634920635,0.3438888888888888,0.12530909090909093,0.021472727272727282,0.049037037037037046
input:695_output:102_depth:8_arch:uniform_batch:987_act:softplus_dropout:0.311758108565444_dropout:False_batchnorm:True.out,9,"[('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 695, 483720), ('batch_normalization', 695, 1390), ('Softplus', 695, 0), ('linear', 102, 70992), ('Softmax', 102, 0)]",Softplus,16884,3951872,987,8,0,1583,34.333333333333336,0.3330806451612903,0.2202181818181818,0.04789090909090908,0.15094642857142856
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input:918_output:2_depth:4_arch:pyramid_batch:373_act:gelu_dropout:0.43036045526013766_dropout:False_batchnorm:False.out,5,"[('linear', 459, 421821), ('GELU', 459, 0), ('linear', 229, 105340), ('GELU', 229, 0), ('linear', 114, 26220), ('GELU', 114, 0), ('linear', 57, 6555), ('GELU', 57, 0), ('linear', 2, 116), ('Softmax', 2, 0)]",GELU,1722,560052,373,0,0,1475,24.0,0.208015873015873,0.06762962962962962,0.009629629629629634,0.03216666666666668
input:1294_output:45_depth:9_arch:gradual_batch:479_act:selu_dropout:0.3491445782942515_dropout:True_batchnorm:True.out,10,"[('linear', 1156, 1497020), ('batch_normalization', 1156, 2312), ('SELU', 1156, 0), ('dropout', 1156, 0), ('linear', 1018, 1177826), ('batch_normalization', 1018, 2036), ('SELU', 1018, 0), ('dropout', 1018, 0), ('linear', 880, 896720), ('batch_normalization', 880, 1760), ('SELU', 880, 0), ('dropout', 880, 0), ('linear', 742, 653702), ('batch_normalization', 742, 1484), ('SELU', 742, 0), ('dropout', 742, 0), ('linear', 604, 448772), ('batch_normalization', 604, 1208), ('SELU', 604, 0), ('dropout', 604, 0), ('linear', 466, 281930), ('batch_normalization', 466, 932), ('SELU', 466, 0), ('dropout', 466, 0), ('linear', 328, 153176), ('batch_normalization', 328, 656), ('SELU', 328, 0), ('dropout', 328, 0), ('linear', 190, 62510), ('batch_normalization', 190, 380), ('SELU', 190, 0), ('dropout', 190, 0), ('linear', 52, 9932), ('batch_normalization', 52, 104), ('SELU', 52, 0), ('dropout', 52, 0), ('linear', 45, 2385), ('Softmax', 45, 0)]",SELU,21834,5194845,479,9,9,1587,37.44444444444444,0.34966129032258075,0.22407407407407404,0.05811111111111114,0.12719642857142854
input:3788_output:40_depth:6_arch:pyramid_batch:405_act:elu_dropout:0.20875035222594673_dropout:True_batchnorm:False.out,7,"[('linear', 1894, 7176366), ('ELU', 1894, 0), ('dropout', 1894, 0), ('linear', 947, 1794565), ('ELU', 947, 0), ('dropout', 947, 0), ('linear', 473, 448404), ('ELU', 473, 0), ('dropout', 473, 0), ('linear', 236, 111864), ('ELU', 236, 0), ('dropout', 236, 0), ('linear', 118, 27966), ('ELU', 118, 0), ('dropout', 118, 0), ('linear', 59, 7021), ('ELU', 59, 0), ('dropout', 59, 0), ('linear', 40, 2400), ('Softmax', 40, 0)]",ELU,11261,9568586,405,0,6,1677,37.04761904761905,0.31668253968253973,0.2625272727272728,0.07916363636363637,0.14514545454545452
input:3714_output:579_depth:2_arch:gradual_batch:186_act:prelu_dropout:0.3001474509985804_dropout:True_batchnorm:True.out,3,"[('linear', 2147, 7976105), ('batch_normalization', 2147, 4294), ('PReLU', 2147, 0), ('dropout', 2147, 0), ('linear', 580, 1245840), ('batch_normalization', 580, 1160), ('PReLU', 580, 0), ('dropout', 580, 0), ('linear', 579, 336399), ('Softmax', 579, 0)]",PReLU,12066,9563798,186,2,2,1655,41.095238095238095,0.36763492063492065,0.29450000000000004,0.07808620689655177,0.11861403508771931
input:2984_output:227_depth:10_arch:pyramid_batch:1023_act:identity_dropout:0.4268863960089889_dropout:True_batchnorm:True.out,11,"[('linear', 1492, 4453620), ('batch_normalization', 1492, 2984), ('Identity', 1492, 0), ('dropout', 1492, 0), ('linear', 746, 1113778), ('batch_normalization', 746, 1492), ('Identity', 746, 0), ('dropout', 746, 0), ('linear', 373, 278631), ('batch_normalization', 373, 746), ('Identity', 373, 0), ('dropout', 373, 0), ('linear', 227, 84898), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Identity', 227, 0), ('dropout', 227, 0), ('linear', 227, 51756), ('Softmax', 227, 0)]",Identity,17254,6301619,1023,10,10,1631,35.15625,0.30504761904761907,0.2130181818181818,0.0441090909090909,0.15328301886792453
input:825_output:75_depth:1_arch:uniform_batch:52_act:softplus_dropout:0.16123290040978355_dropout:True_batchnorm:True.out,2,"[('linear', 825, 681450), ('batch_normalization', 825, 1650), ('Softplus', 825, 0), ('dropout', 825, 0), ('linear', 75, 61950), ('Softmax', 75, 0)]",Softplus,3450,745050,52,1,1,1473,35.142857142857146,0.3337777777777778,0.0646153846153846,0.010000000000000005,0.0179056603773585
input:2938_output:512_depth:6_arch:gradual_batch:363_act:tanh_dropout:0.3277009079115225_dropout:False_batchnorm:True.out,7,"[('linear', 2534, 7447426), ('batch_normalization', 2534, 5068), ('Tanh', 2534, 0), ('linear', 2130, 5399550), ('batch_normalization', 2130, 4260), ('Tanh', 2130, 0), ('linear', 1726, 3678106), ('batch_normalization', 1726, 3452), ('Tanh', 1726, 0), ('linear', 1322, 2283094), ('batch_normalization', 1322, 2644), ('Tanh', 1322, 0), ('linear', 918, 1214514), ('batch_normalization', 918, 1836), ('Tanh', 918, 0), ('linear', 514, 472366), ('batch_normalization', 514, 1028), ('Tanh', 514, 0), ('linear', 512, 263680), ('Softmax', 512, 0)]",Tanh,28456,20777024,363,6,0,1921,57.25806451612903,0.5330322580645159,0.4740677966101697,0.1844745762711864,0.2698076923076922
input:401_output:58_depth:7_arch:bottleneck_batch:986_act:relu_dropout:0.283622497424984_dropout:False_batchnorm:True.out,9,"[('linear', 200, 80400), ('batch_normalization', 200, 400), ('ReLU', 200, 0), ('linear', 100, 20100), ('batch_normalization', 100, 200), ('ReLU', 100, 0), ('linear', 58, 5858), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('batch_normalization', 58, 116), ('ReLU', 58, 0), ('linear', 58, 3422), ('Softmax', 58, 0)]",ReLU,2060,128186,986,8,0,1459,21.793650793650794,0.20495161290322575,0.03552830188679245,0.004283018867924531,0.00920370370370371
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input:2320_output:295_depth:8_arch:bottleneck_batch:524_act:prelu_dropout:0.1503364619322555_dropout:True_batchnorm:False.out,10,"[('linear', 1160, 2692360), ('PReLU', 1160, 0), ('dropout', 1160, 0), ('linear', 580, 673380), ('PReLU', 580, 0), ('dropout', 580, 0), ('linear', 295, 171395), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('PReLU', 295, 0), ('dropout', 295, 0), ('linear', 295, 87320), ('Softmax', 295, 0)]",PReLU,12005,4148375,524,0,9,1573,36.24193548387097,0.32164516129032267,0.21811538461538463,0.042153846153846146,0.1287358490566038
input:1669_output:41_depth:9_arch:bottleneck_batch:251_act:gelu_dropout:0.4429312401225425_dropout:True_batchnorm:False.out,11,"[('linear', 834, 1392780), ('GELU', 834, 0), ('dropout', 834, 0), ('linear', 417, 348195), ('GELU', 417, 0), ('dropout', 417, 0), ('linear', 208, 86944), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 104, 21736), ('GELU', 104, 0), ('dropout', 104, 0), ('linear', 52, 5460), ('GELU', 52, 0), ('dropout', 52, 0), ('linear', 41, 2173), ('GELU', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('GELU', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('GELU', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('GELU', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('GELU', 41, 0), ('dropout', 41, 0), ('linear', 41, 1722), ('Softmax', 41, 0)]",GELU,5542,1865898,251,0,10,1497,36.682539682539684,0.34723809523809523,0.10903703703703706,0.014481481481481493,0.04911320754716983
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input:3175_output:81_depth:5_arch:bottleneck_batch:370_act:prelu_dropout:0.4047436200808331_dropout:False_batchnorm:False.out,7,"[('linear', 1587, 5040312), ('PReLU', 1587, 0), ('linear', 793, 1259284), ('PReLU', 793, 0), ('linear', 396, 314424), ('PReLU', 396, 0), ('linear', 198, 78606), ('PReLU', 198, 0), ('linear', 99, 19701), ('PReLU', 99, 0), ('linear', 81, 8100), ('PReLU', 81, 0), ('linear', 81, 6642), ('Softmax', 81, 0)]",PReLU,6470,6727069,370,0,0,1615,36.6031746031746,0.32109523809523804,0.2503888888888888,0.05492592592592591,0.13825925925925922
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input:603_output:110_depth:5_arch:bottleneck_batch:803_act:gelu_dropout:0.28428829938141026_dropout:False_batchnorm:False.out,7,"[('linear', 301, 181804), ('GELU', 301, 0), ('linear', 150, 45300), ('GELU', 150, 0), ('linear', 110, 16610), ('GELU', 110, 0), ('linear', 110, 12210), ('GELU', 110, 0), ('linear', 110, 12210), ('GELU', 110, 0), ('linear', 110, 12210), ('GELU', 110, 0), ('linear', 110, 12210), ('Softmax', 110, 0)]",GELU,2002,292554,803,0,0,1463,18.983870967741936,0.16882258064516129,0.06115384615384615,0.007096153846153851,0.022641509433962266
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input:1281_output:210_depth:6_arch:pyramid_batch:146_act:selu_dropout:0.1521738979144406_dropout:False_batchnorm:True.out,7,"[('linear', 640, 820480), ('batch_normalization', 640, 1280), ('SELU', 640, 0), ('linear', 320, 205120), ('batch_normalization', 320, 640), ('SELU', 320, 0), ('linear', 210, 67410), ('batch_normalization', 210, 420), ('SELU', 210, 0), ('linear', 210, 44310), ('batch_normalization', 210, 420), ('SELU', 210, 0), ('linear', 210, 44310), ('batch_normalization', 210, 420), ('SELU', 210, 0), ('linear', 210, 44310), ('batch_normalization', 210, 420), ('SELU', 210, 0), ('linear', 210, 44310), ('Softmax', 210, 0)]",SELU,5820,1273850,146,6,0,1483,36.92063492063492,0.36443548387096775,0.09652631578947371,0.014175438596491239,0.032964285714285696
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input:3689_output:800_depth:2_arch:pyramid_batch:939_act:leaky_relu_dropout:0.1778455184580483_dropout:True_batchnorm:False.out,3,"[('linear', 1844, 6804360), ('LeakyReLU', 1844, 0), ('dropout', 1844, 0), ('linear', 922, 1701090), ('LeakyReLU', 922, 0), ('dropout', 922, 0), ('linear', 800, 738400), ('Softmax', 800, 0)]",LeakyReLU,9898,9243850,939,0,2,1683,36.225806451612904,0.29672131147540975,0.2718846153846153,0.0754423076923077,0.19586274509803928
input:1918_output:2_depth:5_arch:gradual_batch:539_act:softplus_dropout:0.2674787365294736_dropout:False_batchnorm:False.out,6,"[('linear', 1535, 2945665), ('Softplus', 1535, 0), ('linear', 1152, 1769472), ('Softplus', 1152, 0), ('linear', 769, 886657), ('Softplus', 769, 0), ('linear', 386, 297220), ('Softplus', 386, 0), ('linear', 3, 1161), ('Softplus', 3, 0), ('linear', 2, 8), ('Softmax', 2, 0)]",Softplus,7694,5900183,539,0,0,1591,36.87096774193548,0.3233809523809525,0.25679629629629636,0.0642777777777778,0.18872222222222226
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input:2615_output:282_depth:3_arch:gradual_batch:54_act:leaky_relu_dropout:0.2434218509709826_dropout:False_batchnorm:True.out,4,"[('linear', 1838, 4808208), ('batch_normalization', 1838, 3676), ('LeakyReLU', 1838, 0), ('linear', 1061, 1951179), ('batch_normalization', 1061, 2122), ('LeakyReLU', 1061, 0), ('linear', 284, 301608), ('batch_normalization', 284, 568), ('LeakyReLU', 284, 0), ('linear', 282, 80370), ('Softmax', 282, 0)]",LeakyReLU,10113,7147731,54,3,0,1615,38.57142857142857,0.3651428571428571,0.24996551724137933,0.05818965517241374,0.05678947368421051
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input:349_output:77_depth:5_arch:bottleneck_batch:849_act:relu_dropout:0.2047644077064521_dropout:True_batchnorm:True.out,7,"[('linear', 174, 60900), ('batch_normalization', 174, 348), ('ReLU', 174, 0), ('dropout', 174, 0), ('linear', 87, 15225), ('batch_normalization', 87, 174), ('ReLU', 87, 0), ('dropout', 87, 0), ('linear', 77, 6776), ('batch_normalization', 77, 154), ('ReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('batch_normalization', 77, 154), ('ReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('batch_normalization', 77, 154), ('ReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('batch_normalization', 77, 154), ('ReLU', 77, 0), ('dropout', 77, 0), ('linear', 77, 6006), ('Softmax', 77, 0)]",ReLU,2430,108063,849,6,6,1459,18.873015873015873,0.1901612903225806,0.044647058823529415,0.005686274509803925,0.00913461538461539
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input:114_output:14_depth:8_arch:gradual_batch:481_act:selu_dropout:0.20077744314562762_dropout:True_batchnorm:True.out,9,"[('linear', 102, 11730), ('batch_normalization', 102, 204), ('SELU', 102, 0), ('dropout', 102, 0), ('linear', 90, 9270), ('batch_normalization', 90, 180), ('SELU', 90, 0), ('dropout', 90, 0), ('linear', 78, 7098), ('batch_normalization', 78, 156), ('SELU', 78, 0), ('dropout', 78, 0), ('linear', 66, 5214), ('batch_normalization', 66, 132), ('SELU', 66, 0), ('dropout', 66, 0), ('linear', 54, 3618), ('batch_normalization', 54, 108), ('SELU', 54, 0), ('dropout', 54, 0), ('linear', 42, 2310), ('batch_normalization', 42, 84), ('SELU', 42, 0), ('dropout', 42, 0), ('linear', 30, 1290), ('batch_normalization', 30, 60), ('SELU', 30, 0), ('dropout', 30, 0), ('linear', 18, 558), ('batch_normalization', 18, 36), ('SELU', 18, 0), ('dropout', 18, 0), ('linear', 14, 266), ('Softmax', 14, 0)]",SELU,1948,42314,481,8,8,1455,25.571428571428573,0.2466031746031746,0.027000000000000014,0.0027818181818181835,0.003888888888888892
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input:2223_output:348_depth:2_arch:gradual_batch:770_act:softplus_dropout:0.4402410785667942_dropout:False_batchnorm:True.out,3,"[('linear', 1286, 2860064), ('batch_normalization', 1286, 2572), ('Softplus', 1286, 0), ('linear', 349, 449163), ('batch_normalization', 349, 698), ('Softplus', 349, 0), ('linear', 348, 121800), ('Softmax', 348, 0)]",Softplus,5601,3434297,770,2,0,1555,31.629032258064516,0.2664920634920635,0.20085185185185192,0.04603703703703702,0.14305555555555557
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input:1585_output:152_depth:5_arch:pyramid_batch:963_act:swish_dropout:0.3645235667606618_dropout:True_batchnorm:False.out,6,"[('linear', 792, 1256112), ('SiLU', 792, 0), ('dropout', 792, 0), ('linear', 396, 314028), ('SiLU', 396, 0), ('dropout', 396, 0), ('linear', 198, 78606), ('SiLU', 198, 0), ('dropout', 198, 0), ('linear', 152, 30248), ('SiLU', 152, 0), ('dropout', 152, 0), ('linear', 152, 23256), ('SiLU', 152, 0), ('dropout', 152, 0), ('linear', 152, 23256), ('Softmax', 152, 0)]",SiLU,5374,1725506,963,0,5,1501,25.61904761904762,0.21774193548387097,0.13434545454545452,0.028127272727272723,0.08929629629629632
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input:2104_output:157_depth:3_arch:pyramid_batch:375_act:prelu_dropout:0.4579011832410004_dropout:True_batchnorm:False.out,4,"[('linear', 1052, 2214460), ('PReLU', 1052, 0), ('dropout', 1052, 0), ('linear', 526, 553878), ('PReLU', 526, 0), ('dropout', 526, 0), ('linear', 263, 138601), ('PReLU', 263, 0), ('dropout', 263, 0), ('linear', 157, 41448), ('Softmax', 157, 0)]",PReLU,5837,2948387,375,0,3,1537,36.41269841269841,0.31880952380952376,0.20130188679245287,0.03981132075471698,0.12242592592592595
input:1765_output:99_depth:3_arch:uniform_batch:837_act:leaky_relu_dropout:0.4843862887334405_dropout:True_batchnorm:True.out,4,"[('linear', 1765, 3116990), ('batch_normalization', 1765, 3530), ('LeakyReLU', 1765, 0), ('dropout', 1765, 0), ('linear', 1765, 3116990), ('batch_normalization', 1765, 3530), ('LeakyReLU', 1765, 0), ('dropout', 1765, 0), ('linear', 1765, 3116990), ('batch_normalization', 1765, 3530), ('LeakyReLU', 1765, 0), ('dropout', 1765, 0), ('linear', 99, 174834), ('Softmax', 99, 0)]",LeakyReLU,21378,9536394,837,3,3,1679,37.23809523809524,0.338016129032258,0.29914035087719304,0.07757894736842105,0.223280701754386
input:256_output:6_depth:4_arch:uniform_batch:815_act:gelu_dropout:0.451332712329517_dropout:True_batchnorm:True.out,5,"[('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 256, 65792), ('batch_normalization', 256, 512), ('GELU', 256, 0), ('dropout', 256, 0), ('linear', 6, 1542), ('Softmax', 6, 0)]",GELU,4108,266758,815,4,4,1469,20.306451612903224,0.1954193548387097,0.0548867924528302,0.009509433962264155,0.02105882352941177
input:1763_output:303_depth:2_arch:pyramid_batch:414_act:mish_dropout:0.35892273894207205_dropout:True_batchnorm:True.out,3,"[('linear', 881, 1554084), ('batch_normalization', 881, 1762), ('Mish', 881, 0), ('dropout', 881, 0), ('linear', 440, 388080), ('batch_normalization', 440, 880), ('Mish', 440, 0), ('dropout', 440, 0), ('linear', 303, 133623), ('Softmax', 303, 0)]",Mish,5890,2078429,414,2,2,1519,32.77777777777778,0.28426984126984123,0.1547777777777777,0.027611111111111114,0.09564150943396227
input:3555_output:107_depth:9_arch:pyramid_batch:287_act:selu_dropout:0.4391197710939181_dropout:False_batchnorm:True.out,10,"[('linear', 1777, 6319012), ('batch_normalization', 1777, 3554), ('SELU', 1777, 0), ('linear', 888, 1578864), ('batch_normalization', 888, 1776), ('SELU', 888, 0), ('linear', 444, 394716), ('batch_normalization', 444, 888), ('SELU', 444, 0), ('linear', 222, 98790), ('batch_normalization', 222, 444), ('SELU', 222, 0), ('linear', 111, 24753), ('batch_normalization', 111, 222), ('SELU', 111, 0), ('linear', 107, 11984), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 107, 11556), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 107, 11556), ('Softmax', 107, 0)]",SELU,11824,8482083,287,9,0,1631,37.328125,0.34275806451612906,0.2204727272727273,0.05442592592592596,0.105
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input:3643_output:397_depth:8_arch:bottleneck_batch:776_act:relu_dropout:0.13919006291894012_dropout:True_batchnorm:False.out,10,"[('linear', 1821, 6635724), ('ReLU', 1821, 0), ('dropout', 1821, 0), ('linear', 910, 1658020), ('ReLU', 910, 0), ('dropout', 910, 0), ('linear', 455, 414505), ('ReLU', 455, 0), ('dropout', 455, 0), ('linear', 397, 181032), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('ReLU', 397, 0), ('dropout', 397, 0), ('linear', 397, 158006), ('Softmax', 397, 0)]",ReLU,17498,9837317,776,0,9,1703,36.20967741935484,0.3057741935483871,0.27112068965517244,0.06670689655172414,0.17881034482758623
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input:1976_output:388_depth:1_arch:pyramid_batch:659_act:gelu_dropout:0.35699353935120937_dropout:True_batchnorm:False.out,2,"[('linear', 988, 1953276), ('GELU', 988, 0), ('dropout', 988, 0), ('linear', 388, 383732), ('Softmax', 388, 0)]",GELU,3740,2337008,659,0,1,1515,26.126984126984127,0.21795238095238093,0.15620370370370362,0.03203703703703702,0.10681132075471698
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input:6_output:1_depth:2_arch:pyramid_batch:318_act:mish_dropout:0.47633338201554776_dropout:False_batchnorm:False.out,3,"[('linear', 3, 21), ('Mish', 3, 0), ('linear', 1, 4), ('Mish', 1, 0), ('linear', 1, 2), ('Identity', 1, 0)]",Mish,10,27,318,0,0,1451,11.412698412698413,0.1053064516129033,0.0018518518518518532,0,0
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input:197_output:41_depth:8_arch:pyramid_batch:444_act:selu_dropout:0.19128457685033978_dropout:False_batchnorm:False.out,9,"[('linear', 98, 19404), ('SELU', 98, 0), ('linear', 49, 4851), ('SELU', 49, 0), ('linear', 41, 2050), ('SELU', 41, 0), ('linear', 41, 1722), ('SELU', 41, 0), ('linear', 41, 1722), ('SELU', 41, 0), ('linear', 41, 1722), ('SELU', 41, 0), ('linear', 41, 1722), ('SELU', 41, 0), ('linear', 41, 1722), ('SELU', 41, 0), ('linear', 41, 1722), ('Softmax', 41, 0)]",SELU,868,36637,444,0,0,1453,21.70967741935484,0.2040000000000001,0.02352830188679245,0.0019811320754716997,0.003924528301886795
input:1074_output:35_depth:2_arch:uniform_batch:571_act:softplus_dropout:0.14152784579385608_dropout:True_batchnorm:True.out,3,"[('linear', 1074, 1154550), ('batch_normalization', 1074, 2148), ('Softplus', 1074, 0), ('dropout', 1074, 0), ('linear', 1074, 1154550), ('batch_normalization', 1074, 2148), ('Softplus', 1074, 0), ('dropout', 1074, 0), ('linear', 35, 37625), ('Softmax', 35, 0)]",Softplus,8662,2351021,571,2,2,1515,32.0,0.2910000000000001,0.2008867924528302,0.0541132075471698,0.12767924528301886
input:246_output:23_depth:6_arch:pyramid_batch:246_act:relu_dropout:0.2281947160572015_dropout:True_batchnorm:True.out,7,"[('linear', 123, 30381), ('batch_normalization', 123, 246), ('ReLU', 123, 0), ('dropout', 123, 0), ('linear', 61, 7564), ('batch_normalization', 61, 122), ('ReLU', 61, 0), ('dropout', 61, 0), ('linear', 30, 1860), ('batch_normalization', 30, 60), ('ReLU', 30, 0), ('dropout', 30, 0), ('linear', 23, 713), ('batch_normalization', 23, 46), ('ReLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('ReLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('ReLU', 23, 0), ('dropout', 23, 0), ('linear', 23, 552), ('Softmax', 23, 0)]",ReLU,1178,42740,246,6,6,1453,28.841269841269842,0.28185714285714286,0.01549056603773586,0.00188679245283019,0.0019411764705882368
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input:3510_output:80_depth:3_arch:bottleneck_batch:687_act:elu_dropout:0.47089436999910794_dropout:False_batchnorm:True.out,5,"[('linear', 1755, 6161805), ('batch_normalization', 1755, 3510), ('ELU', 1755, 0), ('linear', 877, 1540012), ('batch_normalization', 877, 1754), ('ELU', 877, 0), ('linear', 438, 384564), ('batch_normalization', 438, 876), ('ELU', 438, 0), ('linear', 219, 96141), ('batch_normalization', 219, 438), ('ELU', 219, 0), ('linear', 80, 17600), ('Softmax', 80, 0)]",ELU,10027,8206700,687,4,0,1661,36.453125,0.31480952380952365,0.27692592592592585,0.07853703703703709,0.18356363636363637
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input:3294_output:475_depth:2_arch:bottleneck_batch:824_act:leaky_relu_dropout:0.128670163969549_dropout:True_batchnorm:True.out,4,"[('linear', 1647, 5426865), ('batch_normalization', 1647, 3294), ('LeakyReLU', 1647, 0), ('dropout', 1647, 0), ('linear', 823, 1356304), ('batch_normalization', 823, 1646), ('LeakyReLU', 823, 0), ('dropout', 823, 0), ('linear', 475, 391400), ('batch_normalization', 475, 950), ('LeakyReLU', 475, 0), ('dropout', 475, 0), ('linear', 475, 226100), ('Softmax', 475, 0)]",LeakyReLU,12730,7406559,824,3,3,1659,36.111111111111114,0.31314516129032255,0.266890909090909,0.05981818181818183,0.19759999999999991
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input:3746_output:207_depth:4_arch:gradual_batch:903_act:softplus_dropout:0.42057370076148526_dropout:True_batchnorm:False.out,5,"[('linear', 2862, 10723914), ('Softplus', 2862, 0), ('dropout', 2862, 0), ('linear', 1978, 5663014), ('Softplus', 1978, 0), ('dropout', 1978, 0), ('linear', 1094, 2165026), ('Softplus', 1094, 0), ('dropout', 1094, 0), ('linear', 210, 229950), ('Softplus', 210, 0), ('dropout', 210, 0), ('linear', 207, 43677), ('Softmax', 207, 0)]",Softplus,18846,18825581,903,0,4,1897,43.765625,0.3974032258064517,0.36714545454545455,0.13976363636363637,0.26898214285714295
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input:2925_output:533_depth:1_arch:uniform_batch:443_act:leaky_relu_dropout:0.4380438589469906_dropout:True_batchnorm:True.out,2,"[('linear', 2925, 8558550), ('batch_normalization', 2925, 5850), ('LeakyReLU', 2925, 0), ('dropout', 2925, 0), ('linear', 533, 1559558), ('Softmax', 533, 0)]",LeakyReLU,12766,10123958,443,1,1,1699,37.714285714285715,0.32153968253968246,0.3050892857142857,0.08748214285714288,0.16815789473684215
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input:2365_output:200_depth:10_arch:uniform_batch:345_act:elu_dropout:0.3443617392745272_dropout:False_batchnorm:True.out,11,"[('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 2365, 5595590), ('batch_normalization', 2365, 4730), ('ELU', 2365, 0), ('linear', 200, 473200), ('Softmax', 200, 0)]",ELU,71350,56476400,345,10,0,2673,75.296875,0.7481451612903227,0.6923684210526316,0.26436842105263164,0.4190545454545454
input:2600_output:145_depth:3_arch:bottleneck_batch:168_act:softplus_dropout:0.2767844385036812_dropout:True_batchnorm:True.out,5,"[('linear', 1300, 3381300), ('batch_normalization', 1300, 2600), ('Softplus', 1300, 0), ('dropout', 1300, 0), ('linear', 650, 845650), ('batch_normalization', 650, 1300), ('Softplus', 650, 0), ('dropout', 650, 0), ('linear', 325, 211575), ('batch_normalization', 325, 650), ('Softplus', 325, 0), ('dropout', 325, 0), ('linear', 162, 52812), ('batch_normalization', 162, 324), ('Softplus', 162, 0), ('dropout', 162, 0), ('linear', 145, 23635), ('Softmax', 145, 0)]",Softplus,10038,4519846,168,4,4,1551,37.403225806451616,0.33831746031746024,0.185537037037037,0.03394444444444445,0.0802
input:887_output:159_depth:4_arch:gradual_batch:387_act:selu_dropout:0.4551255107725437_dropout:True_batchnorm:False.out,5,"[('linear', 705, 626040), ('SELU', 705, 0), ('dropout', 705, 0), ('linear', 523, 369238), ('SELU', 523, 0), ('dropout', 523, 0), ('linear', 341, 178684), ('SELU', 341, 0), ('dropout', 341, 0), ('linear', 159, 54378), ('SELU', 159, 0), ('dropout', 159, 0), ('linear', 159, 25440), ('Softmax', 159, 0)]",SELU,5502,1253780,387,0,4,1479,29.6984126984127,0.28440322580645155,0.14530188679245276,0.026905660377358503,0.07225925925925926
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input:3591_output:506_depth:9_arch:pyramid_batch:380_act:gelu_dropout:0.28074536003593054_dropout:False_batchnorm:True.out,10,"[('linear', 1795, 6447640), ('batch_normalization', 1795, 3590), ('GELU', 1795, 0), ('linear', 897, 1611012), ('batch_normalization', 897, 1794), ('GELU', 897, 0), ('linear', 506, 454388), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('batch_normalization', 506, 1012), ('GELU', 506, 0), ('linear', 506, 256542), ('Softmax', 506, 0)]",GELU,19714,10321302,380,9,0,1685,39.095238095238095,0.3511587301587301,0.27062711864406785,0.0675423728813559,0.1389655172413793
input:3847_output:95_depth:1_arch:uniform_batch:146_act:elu_dropout:0.40568613571746936_dropout:True_batchnorm:True.out,2,"[('linear', 3847, 14803256), ('batch_normalization', 3847, 7694), ('ELU', 3847, 0), ('dropout', 3847, 0), ('linear', 95, 365560), ('Softmax', 95, 0)]",ELU,15578,15176510,146,1,1,1763,56.278688524590166,0.5157580645161293,0.4636415094339622,0.1727169811320755,0.16152830188679237
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input:3642_output:540_depth:6_arch:gradual_batch:958_act:swish_dropout:0.4541206311460739_dropout:False_batchnorm:False.out,7,"[('linear', 3125, 11384375), ('SiLU', 3125, 0), ('linear', 2608, 8152608), ('SiLU', 2608, 0), ('linear', 2091, 5455419), ('SiLU', 2091, 0), ('linear', 1574, 3292808), ('SiLU', 1574, 0), ('linear', 1057, 1664775), ('SiLU', 1057, 0), ('linear', 540, 571320), ('SiLU', 540, 0), ('linear', 540, 292140), ('Softmax', 540, 0)]",SiLU,23070,30813445,958,0,0,2163,56.90625,0.5193968253968255,0.501982456140351,0.16133333333333333,0.3780350877192984
input:3509_output:214_depth:4_arch:gradual_batch:868_act:tanh_dropout:0.3159393642047366_dropout:True_batchnorm:False.out,5,"[('linear', 2686, 9427860), ('Tanh', 2686, 0), ('dropout', 2686, 0), ('linear', 1863, 5005881), ('Tanh', 1863, 0), ('dropout', 1863, 0), ('linear', 1040, 1938560), ('Tanh', 1040, 0), ('dropout', 1040, 0), ('linear', 217, 225897), ('Tanh', 217, 0), ('dropout', 217, 0), ('linear', 214, 46652), ('Softmax', 214, 0)]",Tanh,17846,16644850,868,0,4,1811,41.95238095238095,0.3686825396825396,0.3544642857142857,0.09960714285714288,0.26332727272727274
input:2026_output:111_depth:8_arch:uniform_batch:962_act:gelu_dropout:0.11871895381068379_dropout:True_batchnorm:True.out,9,"[('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 2026, 4106702), ('batch_normalization', 2026, 4052), ('GELU', 2026, 0), ('dropout', 2026, 0), ('linear', 111, 224997), ('Softmax', 111, 0)]",GELU,65054,33111029,962,8,8,2167,62.96774193548387,0.6072903225806451,0.5394545454545454,0.2131851851851852,0.419037037037037
input:1475_output:7_depth:1_arch:uniform_batch:640_act:tanh_dropout:0.18101330538861557_dropout:False_batchnorm:False.out,2,"[('linear', 1475, 2177100), ('Tanh', 1475, 0), ('linear', 7, 10332), ('Softmax', 7, 0)]",Tanh,2964,2187432,640,0,0,1531,24.20967741935484,0.20573015873015876,0.14236538461538462,0.03598076923076923,0.10132075471698115
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input:2637_output:390_depth:6_arch:pyramid_batch:730_act:softplus_dropout:0.44337143891481157_dropout:False_batchnorm:True.out,7,"[('linear', 1318, 3476884), ('batch_normalization', 1318, 2636), ('Softplus', 1318, 0), ('linear', 659, 869221), ('batch_normalization', 659, 1318), ('Softplus', 659, 0), ('linear', 390, 257400), ('batch_normalization', 390, 780), ('Softplus', 390, 0), ('linear', 390, 152490), ('batch_normalization', 390, 780), ('Softplus', 390, 0), ('linear', 390, 152490), ('batch_normalization', 390, 780), ('Softplus', 390, 0), ('linear', 390, 152490), ('batch_normalization', 390, 780), ('Softplus', 390, 0), ('linear', 390, 152490), ('Softmax', 390, 0)]",Softplus,11391,5220539,730,6,0,1587,35.92063492063492,0.31242857142857156,0.23329824561403503,0.05215789473684211,0.15516071428571424
input:3645_output:466_depth:3_arch:gradual_batch:537_act:relu_dropout:0.4204012608387635_dropout:False_batchnorm:False.out,4,"[('linear', 2586, 9428556), ('ReLU', 2586, 0), ('linear', 1527, 3950349), ('ReLU', 1527, 0), ('linear', 468, 715104), ('ReLU', 468, 0), ('linear', 466, 218554), ('Softmax', 466, 0)]",ReLU,10094,14312563,537,0,0,1759,39.87301587301587,0.35788888888888887,0.3404310344827586,0.11427586206896552,0.2130350877192983
input:3725_output:681_depth:10_arch:bottleneck_batch:497_act:swish_dropout:0.2531981039017233_dropout:True_batchnorm:True.out,12,"[('linear', 1862, 6937812), ('batch_normalization', 1862, 3724), ('SiLU', 1862, 0), ('dropout', 1862, 0), ('linear', 931, 1734453), ('batch_normalization', 931, 1862), ('SiLU', 931, 0), ('dropout', 931, 0), ('linear', 681, 634692), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('dropout', 681, 0), ('linear', 681, 464442), ('Softmax', 681, 0)]",SiLU,37050,13504779,497,11,11,1765,46.95161290322581,0.42575806451612913,0.33422807017543865,0.10445614035087725,0.18005263157894735
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input:3321_output:605_depth:9_arch:gradual_batch:796_act:selu_dropout:0.2221193403130476_dropout:False_batchnorm:True.out,10,"[('linear', 3020, 10032440), ('batch_normalization', 3020, 6040), ('SELU', 3020, 0), ('linear', 2719, 8214099), ('batch_normalization', 2719, 5438), ('SELU', 2719, 0), ('linear', 2418, 6576960), ('batch_normalization', 2418, 4836), ('SELU', 2418, 0), ('linear', 2117, 5121023), ('batch_normalization', 2117, 4234), ('SELU', 2117, 0), ('linear', 1816, 3846288), ('batch_normalization', 1816, 3632), ('SELU', 1816, 0), ('linear', 1515, 2752755), ('batch_normalization', 1515, 3030), ('SELU', 1515, 0), ('linear', 1214, 1840424), ('batch_normalization', 1214, 2428), ('SELU', 1214, 0), ('linear', 913, 1109295), ('batch_normalization', 913, 1826), ('SELU', 913, 0), ('linear', 612, 559368), ('batch_normalization', 612, 1224), ('SELU', 612, 0), ('linear', 605, 370865), ('Softmax', 605, 0)]",SELU,50242,40456205,796,9,0,2409,64.25,0.6127936507936506,0.5691071428571426,0.19907142857142865,0.4183333333333334
input:3000_output:139_depth:3_arch:bottleneck_batch:441_act:relu_dropout:0.3635843692769406_dropout:True_batchnorm:True.out,5,"[('linear', 1500, 4501500), ('batch_normalization', 1500, 3000), ('ReLU', 1500, 0), ('dropout', 1500, 0), ('linear', 750, 1125750), ('batch_normalization', 750, 1500), ('ReLU', 750, 0), ('dropout', 750, 0), ('linear', 375, 281625), ('batch_normalization', 375, 750), ('ReLU', 375, 0), ('dropout', 375, 0), ('linear', 187, 70312), ('batch_normalization', 187, 374), ('ReLU', 187, 0), ('dropout', 187, 0), ('linear', 139, 26132), ('Softmax', 139, 0)]",ReLU,11526,6010943,441,4,4,1605,37.16393442622951,0.31912903225806455,0.23398148148148148,0.054481481481481485,0.13733333333333334
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input:2298_output:148_depth:2_arch:bottleneck_batch:572_act:elu_dropout:0.4720396238546285_dropout:True_batchnorm:True.out,4,"[('linear', 1149, 2641551), ('batch_normalization', 1149, 2298), ('ELU', 1149, 0), ('dropout', 1149, 0), ('linear', 574, 660100), ('batch_normalization', 574, 1148), ('ELU', 574, 0), ('dropout', 574, 0), ('linear', 287, 165025), ('batch_normalization', 287, 574), ('ELU', 287, 0), ('dropout', 287, 0), ('linear', 148, 42624), ('Softmax', 148, 0)]",ELU,8336,3513320,572,3,3,1559,35.333333333333336,0.307015873015873,0.2185740740740741,0.04292592592592593,0.1346
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input:1668_output:329_depth:7_arch:pyramid_batch:839_act:softplus_dropout:0.1134827110326155_dropout:True_batchnorm:False.out,8,"[('linear', 834, 1391946), ('Softplus', 834, 0), ('dropout', 834, 0), ('linear', 417, 348195), ('Softplus', 417, 0), ('dropout', 417, 0), ('linear', 329, 137522), ('Softplus', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('Softplus', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('Softplus', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('Softplus', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('Softplus', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('Softmax', 329, 0)]",Softplus,9346,2420513,839,0,7,1535,33.79032258064516,0.2980161290322581,0.22107547169811326,0.049075471698113216,0.1374313725490196
input:560_output:51_depth:4_arch:uniform_batch:360_act:swish_dropout:0.3620693523431674_dropout:False_batchnorm:True.out,5,"[('linear', 560, 314160), ('batch_normalization', 560, 1120), ('SiLU', 560, 0), ('linear', 560, 314160), ('batch_normalization', 560, 1120), ('SiLU', 560, 0), ('linear', 560, 314160), ('batch_normalization', 560, 1120), ('SiLU', 560, 0), ('linear', 560, 314160), ('batch_normalization', 560, 1120), ('SiLU', 560, 0), ('linear', 51, 28611), ('Softmax', 51, 0)]",SiLU,6822,1289731,360,4,0,1505,33.03225806451613,0.3113709677419354,0.14354716981132076,0.021905660377358492,0.07701923076923077
input:805_output:21_depth:2_arch:gradual_batch:840_act:softplus_dropout:0.11966059730479923_dropout:False_batchnorm:False.out,3,"[('linear', 413, 332878), ('Softplus', 413, 0), ('linear', 21, 8694), ('Softplus', 21, 0), ('linear', 21, 462), ('Softmax', 21, 0)]",Softplus,910,342034,840,0,0,1471,12.96774193548387,0.10570967741935487,0.03615384615384614,0.005596153846153849,0.022200000000000008
input:2555_output:295_depth:7_arch:uniform_batch:905_act:elu_dropout:0.4455388371800353_dropout:True_batchnorm:True.out,8,"[('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 2555, 6530580), ('batch_normalization', 2555, 5110), ('ELU', 2555, 0), ('dropout', 2555, 0), ('linear', 295, 754020), ('Softmax', 295, 0)]",ELU,72130,46503850,905,7,7,2603,66.671875,0.6631129032258065,0.5920740740740742,0.16762962962962963,0.4507818181818182
input:1897_output:188_depth:7_arch:uniform_batch:882_act:softplus_dropout:0.2922278015333056_dropout:False_batchnorm:True.out,8,"[('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 1897, 3600506), ('batch_normalization', 1897, 3794), ('Softplus', 1897, 0), ('linear', 188, 356824), ('Softmax', 188, 0)]",Softplus,40213,25586924,882,7,0,2005,55.17460317460318,0.532258064516129,0.49607142857142866,0.13169090909090914,0.38453571428571437
input:2783_output:112_depth:10_arch:uniform_batch:8_act:softplus_dropout:0.4143369709133834_dropout:False_batchnorm:False.out,11,"[('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 2783, 7747872), ('Softplus', 2783, 0), ('linear', 112, 311808), ('Softmax', 112, 0)]",Softplus,55884,77790528,8,0,0,2973,88.55555555555556,0.8881290322580643,0.8154363636363637,0.4476545454545454,0.11551851851851848
input:1183_output:89_depth:6_arch:uniform_batch:208_act:relu_dropout:0.2080054342284104_dropout:True_batchnorm:False.out,7,"[('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 1183, 1400672), ('ReLU', 1183, 0), ('dropout', 1183, 0), ('linear', 89, 105376), ('Softmax', 89, 0)]",ReLU,21472,8509408,208,0,6,1667,46.854838709677416,0.4539193548387097,0.33353448275862063,0.08055172413793105,0.15501694915254238
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input:1739_output:110_depth:4_arch:uniform_batch:102_act:leaky_relu_dropout:0.49356432204021916_dropout:False_batchnorm:True.out,5,"[('linear', 1739, 3025860), ('batch_normalization', 1739, 3478), ('LeakyReLU', 1739, 0), ('linear', 1739, 3025860), ('batch_normalization', 1739, 3478), ('LeakyReLU', 1739, 0), ('linear', 1739, 3025860), ('batch_normalization', 1739, 3478), ('LeakyReLU', 1739, 0), ('linear', 1739, 3025860), ('batch_normalization', 1739, 3478), ('LeakyReLU', 1739, 0), ('linear', 110, 191400), ('Softmax', 110, 0)]",LeakyReLU,21088,12308752,102,4,0,1709,54.725806451612904,0.5387868852459017,0.41642105263157886,0.13196491228070178,0.1437272727272727
input:174_output:20_depth:3_arch:bottleneck_batch:861_act:relu_dropout:0.44638879472540494_dropout:False_batchnorm:False.out,5,"[('linear', 87, 15225), ('ReLU', 87, 0), ('linear', 43, 3784), ('ReLU', 43, 0), ('linear', 21, 924), ('ReLU', 21, 0), ('linear', 20, 440), ('ReLU', 20, 0), ('linear', 20, 420), ('Softmax', 20, 0)]",ReLU,382,20793,861,0,0,1453,9.904761904761905,0.08822222222222224,0.013555555555555564,0.0010000000000000007,0.0024259259259259277
input:2490_output:353_depth:4_arch:gradual_batch:464_act:tanh_dropout:0.3381014352112707_dropout:False_batchnorm:False.out,5,"[('linear', 1956, 4872396), ('Tanh', 1956, 0), ('linear', 1422, 2782854), ('Tanh', 1422, 0), ('linear', 888, 1263624), ('Tanh', 888, 0), ('linear', 354, 314706), ('Tanh', 354, 0), ('linear', 353, 125315), ('Softmax', 353, 0)]",Tanh,9946,9358895,464,0,0,1673,38.903225806451616,0.34187096774193537,0.31238181818181826,0.08674545454545456,0.18816363636363637
input:4080_output:850_depth:6_arch:uniform_batch:132_act:softplus_dropout:0.18202727169355573_dropout:True_batchnorm:True.out,7,"[('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 4080, 16650480), ('batch_normalization', 4080, 8160), ('Softplus', 4080, 0), ('dropout', 4080, 0), ('linear', 850, 3468850), ('Softmax', 850, 0)]",Softplus,99620,103420690,132,6,6,3479,85.16129032258064,0.839677419354839,0.8007999999999998,0.36143636363636356,0.3474181818181819
input:1891_output:441_depth:4_arch:bottleneck_batch:9_act:softplus_dropout:0.26334775501461116_dropout:True_batchnorm:True.out,6,"[('linear', 945, 1787940), ('batch_normalization', 945, 1890), ('Softplus', 945, 0), ('dropout', 945, 0), ('linear', 472, 446512), ('batch_normalization', 472, 944), ('Softplus', 472, 0), ('dropout', 472, 0), ('linear', 441, 208593), ('batch_normalization', 441, 882), ('Softplus', 441, 0), ('dropout', 441, 0), ('linear', 441, 194922), ('batch_normalization', 441, 882), ('Softplus', 441, 0), ('dropout', 441, 0), ('linear', 441, 194922), ('batch_normalization', 441, 882), ('Softplus', 441, 0), ('dropout', 441, 0), ('linear', 441, 194922), ('Softmax', 441, 0)]",Softplus,11842,3033291,9,5,5,1529,17.0,0.10475,0.101,0.017,0.014
input:2515_output:621_depth:5_arch:uniform_batch:347_act:prelu_dropout:0.3989796301960089_dropout:True_batchnorm:False.out,6,"[('linear', 2515, 6327740), ('PReLU', 2515, 0), ('dropout', 2515, 0), ('linear', 2515, 6327740), ('PReLU', 2515, 0), ('dropout', 2515, 0), ('linear', 2515, 6327740), ('PReLU', 2515, 0), ('dropout', 2515, 0), ('linear', 2515, 6327740), ('PReLU', 2515, 0), ('dropout', 2515, 0), ('linear', 2515, 6327740), ('PReLU', 2515, 0), ('dropout', 2515, 0), ('linear', 621, 1562436), ('Softmax', 621, 0)]",PReLU,38967,33201136,347,0,5,2195,67.38709677419355,0.6412580645161292,0.6112037037037036,0.2550185185185185,0.3434736842105263
input:1711_output:94_depth:4_arch:gradual_batch:641_act:elu_dropout:0.37419768011604204_dropout:True_batchnorm:False.out,5,"[('linear', 1307, 2237584), ('ELU', 1307, 0), ('dropout', 1307, 0), ('linear', 903, 1181124), ('ELU', 903, 0), ('dropout', 903, 0), ('linear', 499, 451096), ('ELU', 499, 0), ('dropout', 499, 0), ('linear', 95, 47500), ('ELU', 95, 0), ('dropout', 95, 0), ('linear', 94, 9024), ('Softmax', 94, 0)]",ELU,8600,3926328,641,0,4,1557,35.37096774193548,0.3168730158730158,0.24817307692307689,0.06080769230769231,0.16803921568627453
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input:1865_output:331_depth:6_arch:pyramid_batch:13_act:softplus_dropout:0.17809616124371033_dropout:True_batchnorm:False.out,7,"[('linear', 932, 1739112), ('Softplus', 932, 0), ('dropout', 932, 0), ('linear', 466, 434778), ('Softplus', 466, 0), ('dropout', 466, 0), ('linear', 331, 154577), ('Softplus', 331, 0), ('dropout', 331, 0), ('linear', 331, 109892), ('Softplus', 331, 0), ('dropout', 331, 0), ('linear', 331, 109892), ('Softplus', 331, 0), ('dropout', 331, 0), ('linear', 331, 109892), ('Softplus', 331, 0), ('dropout', 331, 0), ('linear', 331, 109892), ('Softmax', 331, 0)]",Softplus,8828,2768035,13,0,6,1503,37.77777777777778,0.3663968253968255,0.09807547169811322,0.01858490566037737,0.01900000000000001
input:860_output:127_depth:3_arch:bottleneck_batch:798_act:identity_dropout:0.1847353927814851_dropout:True_batchnorm:True.out,5,"[('linear', 430, 370230), ('batch_normalization', 430, 860), ('Identity', 430, 0), ('dropout', 430, 0), ('linear', 215, 92665), ('batch_normalization', 215, 430), ('Identity', 215, 0), ('dropout', 215, 0), ('linear', 127, 27432), ('batch_normalization', 127, 254), ('Identity', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('batch_normalization', 127, 254), ('Identity', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('Softmax', 127, 0)]",Identity,3850,524637,798,4,4,1477,22.682539682539684,0.19448387096774195,0.06733962264150947,0.011301886792452837,0.03218518518518518
input:1707_output:198_depth:7_arch:uniform_batch:1000_act:mish_dropout:0.4553450433479197_dropout:True_batchnorm:False.out,8,"[('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 1707, 2915556), ('Mish', 1707, 0), ('dropout', 1707, 0), ('linear', 198, 338184), ('Softmax', 198, 0)]",Mish,36243,20747076,1000,0,7,1957,53.596774193548384,0.49750793650793657,0.4902307692307693,0.16936538461538458,0.3515555555555557
input:3229_output:735_depth:5_arch:bottleneck_batch:709_act:elu_dropout:0.16373391845238133_dropout:True_batchnorm:False.out,7,"[('linear', 1614, 5213220), ('ELU', 1614, 0), ('dropout', 1614, 0), ('linear', 807, 1303305), ('ELU', 807, 0), ('dropout', 807, 0), ('linear', 735, 593880), ('ELU', 735, 0), ('dropout', 735, 0), ('linear', 735, 540960), ('ELU', 735, 0), ('dropout', 735, 0), ('linear', 735, 540960), ('ELU', 735, 0), ('dropout', 735, 0), ('linear', 735, 540960), ('ELU', 735, 0), ('dropout', 735, 0), ('linear', 735, 540960), ('Softmax', 735, 0)]",ELU,17553,9274245,709,0,6,1675,35.25396825396825,0.30487301587301585,0.271103448275862,0.07258620689655172,0.17975438596491236
input:1991_output:203_depth:1_arch:gradual_batch:188_act:mish_dropout:0.24018518836671127_dropout:False_batchnorm:True.out,2,"[('linear', 203, 404376), ('batch_normalization', 203, 406), ('Mish', 203, 0), ('linear', 203, 41412), ('Softmax', 203, 0)]",Mish,1015,446194,188,1,0,1473,30.80952380952381,0.26884126984126994,0.08354545454545449,0.013418181818181827,0.01830909090909092
input:2274_output:501_depth:5_arch:bottleneck_batch:498_act:identity_dropout:0.2275910784321678_dropout:False_batchnorm:True.out,7,"[('linear', 1137, 2586675), ('batch_normalization', 1137, 2274), ('Identity', 1137, 0), ('linear', 568, 646384), ('batch_normalization', 568, 1136), ('Identity', 568, 0), ('linear', 501, 285069), ('batch_normalization', 501, 1002), ('Identity', 501, 0), ('linear', 501, 251502), ('batch_normalization', 501, 1002), ('Identity', 501, 0), ('linear', 501, 251502), ('batch_normalization', 501, 1002), ('Identity', 501, 0), ('linear', 501, 251502), ('batch_normalization', 501, 1002), ('Identity', 501, 0), ('linear', 501, 251502), ('Softmax', 501, 0)]",Identity,12129,4531554,498,6,0,1555,36.885245901639344,0.3228253968253969,0.21996226415094344,0.04026415094339623,0.13092592592592595
input:3797_output:189_depth:1_arch:bottleneck_batch:874_act:leaky_relu_dropout:0.18727094144119338_dropout:True_batchnorm:False.out,3,"[('linear', 1898, 7208604), ('LeakyReLU', 1898, 0), ('dropout', 1898, 0), ('linear', 949, 1802151), ('LeakyReLU', 949, 0), ('dropout', 949, 0), ('linear', 189, 179550), ('Softmax', 189, 0)]",LeakyReLU,8919,9190305,874,0,2,1671,35.96774193548387,0.29762903225806453,0.2764482758620688,0.06708620689655174,0.21407272727272736
input:2413_output:566_depth:4_arch:bottleneck_batch:77_act:leaky_relu_dropout:0.15384654799274997_dropout:True_batchnorm:True.out,6,"[('linear', 1206, 2911284), ('batch_normalization', 1206, 2412), ('LeakyReLU', 1206, 0), ('dropout', 1206, 0), ('linear', 603, 727821), ('batch_normalization', 603, 1206), ('LeakyReLU', 603, 0), ('dropout', 603, 0), ('linear', 566, 341864), ('batch_normalization', 566, 1132), ('LeakyReLU', 566, 0), ('dropout', 566, 0), ('linear', 566, 320922), ('batch_normalization', 566, 1132), ('LeakyReLU', 566, 0), ('dropout', 566, 0), ('linear', 566, 320922), ('batch_normalization', 566, 1132), ('LeakyReLU', 566, 0), ('dropout', 566, 0), ('linear', 566, 320922), ('Softmax', 566, 0)]",LeakyReLU,15160,4950749,77,5,5,1565,38.285714285714285,0.3653064516129033,0.17594339622641506,0.035867924528301905,0.05498113207547173
input:2058_output:82_depth:8_arch:gradual_batch:682_act:softplus_dropout:0.41653452208126296_dropout:False_batchnorm:True.out,9,"[('linear', 1811, 3728849), ('batch_normalization', 1811, 3622), ('Softplus', 1811, 0), ('linear', 1564, 2833968), ('batch_normalization', 1564, 3128), ('Softplus', 1564, 0), ('linear', 1317, 2061105), ('batch_normalization', 1317, 2634), ('Softplus', 1317, 0), ('linear', 1070, 1410260), ('batch_normalization', 1070, 2140), ('Softplus', 1070, 0), ('linear', 823, 881433), ('batch_normalization', 823, 1646), ('Softplus', 823, 0), ('linear', 576, 474624), ('batch_normalization', 576, 1152), ('Softplus', 576, 0), ('linear', 329, 189833), ('batch_normalization', 329, 658), ('Softplus', 329, 0), ('linear', 82, 27060), ('batch_normalization', 82, 164), ('Softplus', 82, 0), ('linear', 82, 6806), ('Softmax', 82, 0)]",Softplus,22880,11629082,682,8,0,1739,41.91935483870968,0.38887096774193547,0.33169811320754716,0.08967924528301889,0.21716363636363634
input:2018_output:144_depth:4_arch:gradual_batch:208_act:swish_dropout:0.12055661437443842_dropout:True_batchnorm:True.out,5,"[('linear', 1550, 3129450), ('batch_normalization', 1550, 3100), ('SiLU', 1550, 0), ('dropout', 1550, 0), ('linear', 1082, 1678182), ('batch_normalization', 1082, 2164), ('SiLU', 1082, 0), ('dropout', 1082, 0), ('linear', 614, 664962), ('batch_normalization', 614, 1228), ('SiLU', 614, 0), ('dropout', 614, 0), ('linear', 146, 89790), ('batch_normalization', 146, 292), ('SiLU', 146, 0), ('dropout', 146, 0), ('linear', 144, 21168), ('Softmax', 144, 0)]",SiLU,13856,5590336,208,4,4,1579,38.225806451612904,0.35169841269841257,0.22712727272727273,0.04418181818181817,0.11381818181818176
input:2844_output:107_depth:2_arch:uniform_batch:644_act:relu_dropout:0.2502017950681369_dropout:True_batchnorm:False.out,3,"[('linear', 2844, 8091180), ('ReLU', 2844, 0), ('dropout', 2844, 0), ('linear', 2844, 8091180), ('ReLU', 2844, 0), ('dropout', 2844, 0), ('linear', 107, 304415), ('Softmax', 107, 0)]",ReLU,17278,16486775,644,0,2,1833,45.95161290322581,0.42243548387096785,0.3862363636363635,0.15594545454545455,0.2695714285714285
input:1467_output:308_depth:10_arch:gradual_batch:117_act:identity_dropout:0.44646724761987566_dropout:False_batchnorm:False.out,11,"[('linear', 1352, 1984736), ('Identity', 1352, 0), ('linear', 1237, 1673661), ('Identity', 1237, 0), ('linear', 1122, 1389036), ('Identity', 1122, 0), ('linear', 1007, 1130861), ('Identity', 1007, 0), ('linear', 892, 899136), ('Identity', 892, 0), ('linear', 777, 693861), ('Identity', 777, 0), ('linear', 662, 515036), ('Identity', 662, 0), ('linear', 547, 362661), ('Identity', 547, 0), ('linear', 432, 236736), ('Identity', 432, 0), ('linear', 317, 137261), ('Identity', 317, 0), ('linear', 308, 97944), ('Softmax', 308, 0)]",Identity,17306,9120929,117,0,0,1643,49.983870967741936,0.47720967741935477,0.3460000000000001,0.08529090909090906,0.11398181818181818
input:877_output:35_depth:9_arch:bottleneck_batch:346_act:identity_dropout:0.2937345533003801_dropout:False_batchnorm:True.out,11,"[('linear', 438, 384564), ('batch_normalization', 438, 876), ('Identity', 438, 0), ('linear', 219, 96141), ('batch_normalization', 219, 438), ('Identity', 219, 0), ('linear', 109, 23980), ('batch_normalization', 109, 218), ('Identity', 109, 0), ('linear', 54, 5940), ('batch_normalization', 54, 108), ('Identity', 54, 0), ('linear', 35, 1925), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('batch_normalization', 35, 70), ('Identity', 35, 0), ('linear', 35, 1260), ('Softmax', 35, 0)]",Identity,3160,522170,346,10,0,1477,32.476190476190474,0.3061904761904761,0.04707547169811319,0.005698113207547174,0.01926923076923078
input:2323_output:209_depth:2_arch:uniform_batch:802_act:mish_dropout:0.34860930916565197_dropout:True_batchnorm:True.out,3,"[('linear', 2323, 5398652), ('batch_normalization', 2323, 4646), ('Mish', 2323, 0), ('dropout', 2323, 0), ('linear', 2323, 5398652), ('batch_normalization', 2323, 4646), ('Mish', 2323, 0), ('dropout', 2323, 0), ('linear', 209, 485716), ('Softmax', 209, 0)]",Mish,19002,11292312,802,2,2,1761,39.01587301587302,0.3472857142857142,0.31842857142857134,0.10417857142857144,0.21782142857142853
input:3387_output:716_depth:3_arch:pyramid_batch:540_act:mish_dropout:0.2658486444627317_dropout:True_batchnorm:False.out,4,"[('linear', 1693, 5735884), ('Mish', 1693, 0), ('dropout', 1693, 0), ('linear', 846, 1433124), ('Mish', 846, 0), ('dropout', 846, 0), ('linear', 716, 606452), ('Mish', 716, 0), ('dropout', 716, 0), ('linear', 716, 513372), ('Softmax', 716, 0)]",Mish,11197,8288832,540,0,3,1649,37.01587301587302,0.31619354838709685,0.26966666666666667,0.06342592592592596,0.16959259259259257
input:3281_output:278_depth:5_arch:gradual_batch:625_act:leaky_relu_dropout:0.3910856753064149_dropout:True_batchnorm:False.out,6,"[('linear', 2681, 8799042), ('LeakyReLU', 2681, 0), ('dropout', 2681, 0), ('linear', 2081, 5581242), ('LeakyReLU', 2081, 0), ('dropout', 2081, 0), ('linear', 1481, 3083442), ('LeakyReLU', 1481, 0), ('dropout', 1481, 0), ('linear', 881, 1305642), ('LeakyReLU', 881, 0), ('dropout', 881, 0), ('linear', 281, 247842), ('LeakyReLU', 281, 0), ('dropout', 281, 0), ('linear', 278, 78396), ('Softmax', 278, 0)]",LeakyReLU,22771,19095606,625,0,5,1879,47.921875,0.4352698412698412,0.4065818181818181,0.13238181818181818,0.28681818181818186
input:11_output:1_depth:3_arch:bottleneck_batch:11_act:tanh_dropout:0.16188047812266582_dropout:True_batchnorm:False.out,5,"[('linear', 5, 60), ('Tanh', 5, 0), ('dropout', 5, 0), ('linear', 2, 12), ('Tanh', 2, 0), ('dropout', 2, 0), ('linear', 1, 3), ('Tanh', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Tanh', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Identity', 1, 0)]",Tanh,29,79,11,0,4,1451,23.317460317460316,0.23059677419354838,0.002980769230769232,0,0
input:2616_output:225_depth:5_arch:bottleneck_batch:192_act:tanh_dropout:0.32129088304618564_dropout:False_batchnorm:True.out,7,"[('linear', 1308, 3423036), ('batch_normalization', 1308, 2616), ('Tanh', 1308, 0), ('linear', 654, 856086), ('batch_normalization', 654, 1308), ('Tanh', 654, 0), ('linear', 327, 214185), ('batch_normalization', 327, 654), ('Tanh', 327, 0), ('linear', 225, 73800), ('batch_normalization', 225, 450), ('Tanh', 225, 0), ('linear', 225, 50850), ('batch_normalization', 225, 450), ('Tanh', 225, 0), ('linear', 225, 50850), ('batch_normalization', 225, 450), ('Tanh', 225, 0), ('linear', 225, 50850), ('Softmax', 225, 0)]",Tanh,9342,4725585,192,6,0,1555,36.73015873015873,0.344222222222222,0.17518867924528306,0.03228301886792451,0.07514814814814813
input:1462_output:294_depth:5_arch:bottleneck_batch:637_act:mish_dropout:0.30317646377753926_dropout:False_batchnorm:True.out,7,"[('linear', 731, 1069453), ('batch_normalization', 731, 1462), ('Mish', 731, 0), ('linear', 365, 267180), ('batch_normalization', 365, 730), ('Mish', 365, 0), ('linear', 294, 107604), ('batch_normalization', 294, 588), ('Mish', 294, 0), ('linear', 294, 86730), ('batch_normalization', 294, 588), ('Mish', 294, 0), ('linear', 294, 86730), ('batch_normalization', 294, 588), ('Mish', 294, 0), ('linear', 294, 86730), ('batch_normalization', 294, 588), ('Mish', 294, 0), ('linear', 294, 86730), ('Softmax', 294, 0)]",Mish,7404,1795701,637,6,0,1515,33.74603174603175,0.30728571428571444,0.16298113207547174,0.028773584905660374,0.08954716981132078
input:693_output:172_depth:2_arch:gradual_batch:623_act:selu_dropout:0.3289286405488764_dropout:False_batchnorm:True.out,3,"[('linear', 433, 300502), ('batch_normalization', 433, 866), ('SELU', 433, 0), ('linear', 173, 75082), ('batch_normalization', 173, 346), ('SELU', 173, 0), ('linear', 172, 29928), ('Softmax', 172, 0)]",SELU,2162,406724,623,2,0,1477,18.015873015873016,0.16357142857142856,0.052358490566037745,0.00754716981132076,0.02637735849056604
input:3147_output:163_depth:5_arch:uniform_batch:907_act:identity_dropout:0.448246803024798_dropout:True_batchnorm:False.out,6,"[('linear', 3147, 9906756), ('Identity', 3147, 0), ('dropout', 3147, 0), ('linear', 3147, 9906756), ('Identity', 3147, 0), ('dropout', 3147, 0), ('linear', 3147, 9906756), ('Identity', 3147, 0), ('dropout', 3147, 0), ('linear', 3147, 9906756), ('Identity', 3147, 0), ('dropout', 3147, 0), ('linear', 3147, 9906756), ('Identity', 3147, 0), ('dropout', 3147, 0), ('linear', 163, 513124), ('Softmax', 163, 0)]",Identity,47531,50046904,907,0,5,2515,67.57142857142857,0.6480483870967743,0.6237413793103448,0.21751724137931033,0.47463793103448276
input:3742_output:583_depth:1_arch:bottleneck_batch:56_act:tanh_dropout:0.17806857094088638_dropout:True_batchnorm:True.out,3,"[('linear', 1871, 7003153), ('batch_normalization', 1871, 3742), ('Tanh', 1871, 0), ('dropout', 1871, 0), ('linear', 935, 1750320), ('batch_normalization', 935, 1870), ('Tanh', 935, 0), ('dropout', 935, 0), ('linear', 583, 545688), ('Softmax', 583, 0)]",Tanh,12390,9304773,56,2,2,1655,42.41269841269841,0.3949047619047619,0.3047142857142857,0.08582142857142856,0.06491525423728807
input:364_output:14_depth:4_arch:gradual_batch:770_act:selu_dropout:0.3609849818251679_dropout:False_batchnorm:True.out,5,"[('linear', 277, 101105), ('batch_normalization', 277, 554), ('SELU', 277, 0), ('linear', 190, 52820), ('batch_normalization', 190, 380), ('SELU', 190, 0), ('linear', 103, 19673), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 16, 1664), ('batch_normalization', 16, 32), ('SELU', 16, 0), ('linear', 14, 238), ('Softmax', 14, 0)]",SELU,1786,176672,770,4,0,1459,18.77777777777778,0.17741935483870963,0.03648148148148148,0.005500000000000003,0.01272222222222223
input:2591_output:560_depth:1_arch:bottleneck_batch:455_act:prelu_dropout:0.2823170328778802_dropout:True_batchnorm:True.out,3,"[('linear', 1295, 3356640), ('batch_normalization', 1295, 2590), ('PReLU', 1295, 0), ('dropout', 1295, 0), ('linear', 647, 838512), ('batch_normalization', 647, 1294), ('PReLU', 647, 0), ('dropout', 647, 0), ('linear', 560, 362880), ('Softmax', 560, 0)]",PReLU,8888,4561916,455,2,2,1565,5.25,0.0245,0,0,0
input:2213_output:21_depth:10_arch:bottleneck_batch:188_act:elu_dropout:0.46020555936968877_dropout:False_batchnorm:True.out,12,"[('linear', 1106, 2448684), ('batch_normalization', 1106, 2212), ('ELU', 1106, 0), ('linear', 553, 612171), ('batch_normalization', 553, 1106), ('ELU', 553, 0), ('linear', 276, 152904), ('batch_normalization', 276, 552), ('ELU', 276, 0), ('linear', 138, 38226), ('batch_normalization', 138, 276), ('ELU', 138, 0), ('linear', 69, 9591), ('batch_normalization', 69, 138), ('ELU', 69, 0), ('linear', 34, 2380), ('batch_normalization', 34, 68), ('ELU', 34, 0), ('linear', 21, 735), ('batch_normalization', 21, 42), ('ELU', 21, 0), ('linear', 21, 462), ('batch_normalization', 21, 42), ('ELU', 21, 0), ('linear', 21, 462), ('batch_normalization', 21, 42), ('ELU', 21, 0), ('linear', 21, 462), ('batch_normalization', 21, 42), ('ELU', 21, 0), ('linear', 21, 462), ('batch_normalization', 21, 42), ('ELU', 21, 0), ('linear', 21, 462), ('Softmax', 21, 0)]",ELU,6885,3271563,188,11,0,1519,36.857142857142854,0.35485714285714265,0.10712962962962967,0.020555555555555556,0.049767857142857176
input:2392_output:77_depth:3_arch:pyramid_batch:1015_act:swish_dropout:0.4633059567501341_dropout:False_batchnorm:True.out,4,"[('linear', 1196, 2862028), ('batch_normalization', 1196, 2392), ('SiLU', 1196, 0), ('linear', 598, 715806), ('batch_normalization', 598, 1196), ('SiLU', 598, 0), ('linear', 299, 179101), ('batch_normalization', 299, 598), ('SiLU', 299, 0), ('linear', 77, 23100), ('Softmax', 77, 0)]",SiLU,6433,3784221,1015,3,0,1567,31.693548387096776,0.26484126984126977,0.2017818181818181,0.047763636363636376,0.15216981132075472
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input:906_output:150_depth:3_arch:gradual_batch:750_act:identity_dropout:0.18137978183470738_dropout:False_batchnorm:True.out,4,"[('linear', 654, 593178), ('batch_normalization', 654, 1308), ('Identity', 654, 0), ('linear', 402, 263310), ('batch_normalization', 402, 804), ('Identity', 402, 0), ('linear', 150, 60450), ('batch_normalization', 150, 300), ('Identity', 150, 0), ('linear', 150, 22650), ('Softmax', 150, 0)]",Identity,3918,942000,750,3,0,1477,22.016129032258064,0.20027419354838716,0.09469811320754719,0.018207547169811333,0.059211538461538434
input:2057_output:65_depth:7_arch:pyramid_batch:297_act:prelu_dropout:0.3079757321266131_dropout:True_batchnorm:True.out,8,"[('linear', 1028, 2115624), ('batch_normalization', 1028, 2056), ('PReLU', 1028, 0), ('dropout', 1028, 0), ('linear', 514, 528906), ('batch_normalization', 514, 1028), ('PReLU', 514, 0), ('dropout', 514, 0), ('linear', 257, 132355), ('batch_normalization', 257, 514), ('PReLU', 257, 0), ('dropout', 257, 0), ('linear', 128, 33024), ('batch_normalization', 128, 256), ('PReLU', 128, 0), ('dropout', 128, 0), ('linear', 65, 8385), ('batch_normalization', 65, 130), ('PReLU', 65, 0), ('dropout', 65, 0), ('linear', 65, 4290), ('batch_normalization', 65, 130), ('PReLU', 65, 0), ('dropout', 65, 0), ('linear', 65, 4290), ('batch_normalization', 65, 130), ('PReLU', 65, 0), ('dropout', 65, 0), ('linear', 65, 4290), ('Softmax', 65, 0)]",PReLU,8618,2835408,297,7,7,1521,36.95238095238095,0.34345161290322596,0.13741509433962268,0.02552830188679247,0.07364150943396229
input:1505_output:38_depth:2_arch:bottleneck_batch:644_act:mish_dropout:0.4660065759349168_dropout:False_batchnorm:False.out,4,"[('linear', 752, 1132512), ('Mish', 752, 0), ('linear', 376, 283128), ('Mish', 376, 0), ('linear', 188, 70876), ('Mish', 188, 0), ('linear', 38, 7182), ('Softmax', 38, 0)]",Mish,2708,1493698,644,0,0,1495,25.161290322580644,0.21076190476190473,0.12264705882352939,0.025803921568627458,0.07707692307692307
input:4006_output:624_depth:1_arch:gradual_batch:131_act:softplus_dropout:0.1893571996614771_dropout:False_batchnorm:True.out,2,"[('linear', 624, 2500368), ('batch_normalization', 624, 1248), ('Softplus', 624, 0), ('linear', 624, 390000), ('Softmax', 624, 0)]",Softplus,3120,2891616,131,1,0,1513,37.42857142857143,0.3204285714285713,0.1670181818181818,0.03409090909090908,0.08548148148148148
input:2714_output:362_depth:4_arch:gradual_batch:537_act:selu_dropout:0.25268620531505437_dropout:True_batchnorm:False.out,5,"[('linear', 2126, 5772090), ('SELU', 2126, 0), ('dropout', 2126, 0), ('linear', 1538, 3271326), ('SELU', 1538, 0), ('dropout', 1538, 0), ('linear', 950, 1462050), ('SELU', 950, 0), ('dropout', 950, 0), ('linear', 362, 344262), ('SELU', 362, 0), ('dropout', 362, 0), ('linear', 362, 131406), ('Softmax', 362, 0)]",SELU,15652,10981134,537,0,4,1715,39.79032258064516,0.3445079365079366,0.3237857142857142,0.09353571428571429,0.20031578947368417
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input:1901_output:449_depth:1_arch:gradual_batch:429_act:softplus_dropout:0.4917540269723125_dropout:False_batchnorm:False.out,2,"[('linear', 449, 853998), ('Softplus', 449, 0), ('linear', 449, 202050), ('Softmax', 449, 0)]",Softplus,1796,1056048,429,0,0,1479,23.322580645161292,0.19161290322580637,0.0978823529411765,0.015372549019607855,0.05476470588235295
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input:2214_output:94_depth:5_arch:pyramid_batch:992_act:swish_dropout:0.2787047525401988_dropout:False_batchnorm:True.out,6,"[('linear', 1107, 2452005), ('batch_normalization', 1107, 2214), ('SiLU', 1107, 0), ('linear', 553, 612724), ('batch_normalization', 553, 1106), ('SiLU', 553, 0), ('linear', 276, 152904), ('batch_normalization', 276, 552), ('SiLU', 276, 0), ('linear', 138, 38226), ('batch_normalization', 138, 276), ('SiLU', 138, 0), ('linear', 94, 13066), ('batch_normalization', 94, 188), ('SiLU', 94, 0), ('linear', 94, 8930), ('Softmax', 94, 0)]",SiLU,6692,3282191,992,5,0,1537,32.714285714285715,0.28535483870967737,0.19064150943396216,0.04184905660377357,0.13413999999999995
input:3102_output:506_depth:4_arch:uniform_batch:582_act:elu_dropout:0.4202487841948124_dropout:True_batchnorm:True.out,5,"[('linear', 3102, 9625506), ('batch_normalization', 3102, 6204), ('ELU', 3102, 0), ('dropout', 3102, 0), ('linear', 3102, 9625506), ('batch_normalization', 3102, 6204), ('ELU', 3102, 0), ('dropout', 3102, 0), ('linear', 3102, 9625506), ('batch_normalization', 3102, 6204), ('ELU', 3102, 0), ('dropout', 3102, 0), ('linear', 3102, 9625506), ('batch_normalization', 3102, 6204), ('ELU', 3102, 0), ('dropout', 3102, 0), ('linear', 506, 1570118), ('Softmax', 506, 0)]",ELU,50644,40096958,582,4,4,2375,66.015625,0.6413387096774192,0.5895636363636364,0.2867272727272726,0.4002142857142857
input:3626_output:97_depth:5_arch:bottleneck_batch:590_act:mish_dropout:0.10162375823812467_dropout:True_batchnorm:True.out,7,"[('linear', 1813, 6575751), ('batch_normalization', 1813, 3626), ('Mish', 1813, 0), ('dropout', 1813, 0), ('linear', 906, 1643484), ('batch_normalization', 906, 1812), ('Mish', 906, 0), ('dropout', 906, 0), ('linear', 453, 410871), ('batch_normalization', 453, 906), ('Mish', 453, 0), ('dropout', 453, 0), ('linear', 226, 102604), ('batch_normalization', 226, 452), ('Mish', 226, 0), ('dropout', 226, 0), ('linear', 113, 25651), ('batch_normalization', 113, 226), ('Mish', 113, 0), ('dropout', 113, 0), ('linear', 97, 11058), ('batch_normalization', 97, 194), ('Mish', 97, 0), ('dropout', 97, 0), ('linear', 97, 9506), ('Softmax', 97, 0)]",Mish,14626,8786141,590,6,6,1677,37.15873015873016,0.3208064516129033,0.24266071428571426,0.06251785714285718,0.15798214285714285
input:3024_output:62_depth:6_arch:bottleneck_batch:758_act:leaky_relu_dropout:0.47140785845671684_dropout:True_batchnorm:False.out,8,"[('linear', 1512, 4573800), ('LeakyReLU', 1512, 0), ('dropout', 1512, 0), ('linear', 756, 1143828), ('LeakyReLU', 756, 0), ('dropout', 756, 0), ('linear', 378, 286146), ('LeakyReLU', 378, 0), ('dropout', 378, 0), ('linear', 189, 71631), ('LeakyReLU', 189, 0), ('dropout', 189, 0), ('linear', 94, 17860), ('LeakyReLU', 94, 0), ('dropout', 94, 0), ('linear', 62, 5890), ('LeakyReLU', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('LeakyReLU', 62, 0), ('dropout', 62, 0), ('linear', 62, 3906), ('Softmax', 62, 0)]",LeakyReLU,9283,6106967,758,0,7,1605,33.90625,0.3072380952380952,0.24658181818181818,0.05714545454545454,0.17236363636363636
input:1773_output:320_depth:4_arch:pyramid_batch:962_act:tanh_dropout:0.13296724293184173_dropout:True_batchnorm:False.out,5,"[('linear', 886, 1571764), ('Tanh', 886, 0), ('dropout', 886, 0), ('linear', 443, 392941), ('Tanh', 443, 0), ('dropout', 443, 0), ('linear', 320, 142080), ('Tanh', 320, 0), ('dropout', 320, 0), ('linear', 320, 102720), ('Tanh', 320, 0), ('dropout', 320, 0), ('linear', 320, 102720), ('Softmax', 320, 0)]",Tanh,6547,2312225,962,0,4,1541,28.370967741935484,0.23807936507936509,0.1633076923076923,0.036326923076923076,0.11061538461538463
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input:1362_output:271_depth:9_arch:pyramid_batch:806_act:prelu_dropout:0.43251962246391573_dropout:False_batchnorm:True.out,10,"[('linear', 681, 928203), ('batch_normalization', 681, 1362), ('PReLU', 681, 0), ('linear', 340, 231880), ('batch_normalization', 340, 680), ('PReLU', 340, 0), ('linear', 271, 92411), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('batch_normalization', 271, 542), ('PReLU', 271, 0), ('linear', 271, 73712), ('Softmax', 271, 0)]",PReLU,9296,1774314,806,9,0,1527,34.65079365079365,0.32420967741935486,0.15471153846153843,0.030134615384615385,0.07959259259259256
input:1667_output:195_depth:10_arch:uniform_batch:396_act:tanh_dropout:0.42209371761252024_dropout:False_batchnorm:False.out,11,"[('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 1667, 2780556), ('Tanh', 1667, 0), ('linear', 195, 325260), ('Softmax', 195, 0)]",Tanh,33730,28130820,396,0,0,2091,65.03125,0.6359374999999999,0.5952280701754387,0.1779122807017543,0.3701372549019608
input:3405_output:83_depth:5_arch:pyramid_batch:144_act:gelu_dropout:0.20881591775686845_dropout:True_batchnorm:True.out,6,"[('linear', 1702, 5797012), ('batch_normalization', 1702, 3404), ('GELU', 1702, 0), ('dropout', 1702, 0), ('linear', 851, 1449253), ('batch_normalization', 851, 1702), ('GELU', 851, 0), ('dropout', 851, 0), ('linear', 425, 362100), ('batch_normalization', 425, 850), ('GELU', 425, 0), ('dropout', 425, 0), ('linear', 212, 90312), ('batch_normalization', 212, 424), ('GELU', 212, 0), ('dropout', 212, 0), ('linear', 106, 22578), ('batch_normalization', 106, 212), ('GELU', 106, 0), ('dropout', 106, 0), ('linear', 83, 8881), ('Softmax', 83, 0)]",GELU,13350,7736728,144,5,5,1619,37.953125,0.3551129032258062,0.23343636363636378,0.05194545454545457,0.08209259259259259
input:3888_output:799_depth:6_arch:pyramid_batch:859_act:prelu_dropout:0.401486923375749_dropout:True_batchnorm:True.out,7,"[('linear', 1944, 7560216), ('batch_normalization', 1944, 3888), ('PReLU', 1944, 0), ('dropout', 1944, 0), ('linear', 972, 1890540), ('batch_normalization', 972, 1944), ('PReLU', 972, 0), ('dropout', 972, 0), ('linear', 799, 777427), ('batch_normalization', 799, 1598), ('PReLU', 799, 0), ('dropout', 799, 0), ('linear', 799, 639200), ('batch_normalization', 799, 1598), ('PReLU', 799, 0), ('dropout', 799, 0), ('linear', 799, 639200), ('batch_normalization', 799, 1598), ('PReLU', 799, 0), ('dropout', 799, 0), ('linear', 799, 639200), ('batch_normalization', 799, 1598), ('PReLU', 799, 0), ('dropout', 799, 0), ('linear', 799, 639200), ('Softmax', 799, 0)]",PReLU,26046,12797207,859,6,6,1769,38.734375,0.3395079365079365,0.3001296296296297,0.09201851851851854,0.201421052631579
input:3174_output:707_depth:6_arch:pyramid_batch:416_act:identity_dropout:0.38082470047857686_dropout:True_batchnorm:False.out,7,"[('linear', 1587, 5038725), ('Identity', 1587, 0), ('dropout', 1587, 0), ('linear', 793, 1259284), ('Identity', 793, 0), ('dropout', 793, 0), ('linear', 707, 561358), ('Identity', 707, 0), ('dropout', 707, 0), ('linear', 707, 500556), ('Identity', 707, 0), ('dropout', 707, 0), ('linear', 707, 500556), ('Identity', 707, 0), ('dropout', 707, 0), ('linear', 707, 500556), ('Identity', 707, 0), ('dropout', 707, 0), ('linear', 707, 500556), ('Softmax', 707, 0)]",Identity,17038,8861591,416,0,6,1659,39.095238095238095,0.34259677419354834,0.2953571428571428,0.0733571428571429,0.15923636363636365
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input:2884_output:49_depth:8_arch:pyramid_batch:831_act:elu_dropout:0.4729741157529146_dropout:True_batchnorm:False.out,9,"[('linear', 1442, 4160170), ('ELU', 1442, 0), ('dropout', 1442, 0), ('linear', 721, 1040403), ('ELU', 721, 0), ('dropout', 721, 0), ('linear', 360, 259920), ('ELU', 360, 0), ('dropout', 360, 0), ('linear', 180, 64980), ('ELU', 180, 0), ('dropout', 180, 0), ('linear', 90, 16290), ('ELU', 90, 0), ('dropout', 90, 0), ('linear', 49, 4459), ('ELU', 49, 0), ('dropout', 49, 0), ('linear', 49, 2450), ('ELU', 49, 0), ('dropout', 49, 0), ('linear', 49, 2450), ('ELU', 49, 0), ('dropout', 49, 0), ('linear', 49, 2450), ('Softmax', 49, 0)]",ELU,8918,5553572,831,0,8,1597,35.19047619047619,0.31350000000000006,0.25741818181818177,0.06696363636363634,0.18118518518518517
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input:683_output:152_depth:8_arch:pyramid_batch:122_act:relu_dropout:0.35183233960752847_dropout:False_batchnorm:False.out,9,"[('linear', 341, 233244), ('ReLU', 341, 0), ('linear', 170, 58140), ('ReLU', 170, 0), ('linear', 152, 25992), ('ReLU', 152, 0), ('linear', 152, 23256), ('ReLU', 152, 0), ('linear', 152, 23256), ('ReLU', 152, 0), ('linear', 152, 23256), ('ReLU', 152, 0), ('linear', 152, 23256), ('ReLU', 152, 0), ('linear', 152, 23256), ('ReLU', 152, 0), ('linear', 152, 23256), ('Softmax', 152, 0)]",ReLU,3150,456912,122,0,0,1461,37.698412698412696,0.36661290322580653,0.05445999999999999,0.005000000000000002,0.01400000000000001
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input:1676_output:258_depth:5_arch:uniform_batch:732_act:selu_dropout:0.47572029715103925_dropout:False_batchnorm:False.out,6,"[('linear', 1676, 2810652), ('SELU', 1676, 0), ('linear', 1676, 2810652), ('SELU', 1676, 0), ('linear', 1676, 2810652), ('SELU', 1676, 0), ('linear', 1676, 2810652), ('SELU', 1676, 0), ('linear', 1676, 2810652), ('SELU', 1676, 0), ('linear', 258, 432666), ('Softmax', 258, 0)]",SELU,17276,14485926,732,0,0,1789,45.25396825396825,0.42453968253968255,0.40477192982456145,0.132,0.3042727272727272
input:3444_output:487_depth:2_arch:pyramid_batch:878_act:relu_dropout:0.10859517475550695_dropout:True_batchnorm:False.out,3,"[('linear', 1722, 5932290), ('ReLU', 1722, 0), ('dropout', 1722, 0), ('linear', 861, 1483503), ('ReLU', 861, 0), ('dropout', 861, 0), ('linear', 487, 419794), ('Softmax', 487, 0)]",ReLU,8723,7835587,878,0,2,1669,35.03174603174603,0.2963809523809524,0.2656296296296296,0.059407407407407395,0.20634545454545458
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input:2211_output:487_depth:2_arch:pyramid_batch:171_act:prelu_dropout:0.3479102002435077_dropout:True_batchnorm:False.out,3,"[('linear', 1105, 2444260), ('PReLU', 1105, 0), ('dropout', 1105, 0), ('linear', 552, 610512), ('PReLU', 552, 0), ('dropout', 552, 0), ('linear', 487, 269311), ('Softmax', 487, 0)]",PReLU,5945,3324083,171,0,2,1535,36.87301587301587,0.33527419354838706,0.19319999999999993,0.037945454545454525,0.09292857142857143
input:2140_output:217_depth:7_arch:uniform_batch:230_act:selu_dropout:0.41956800371892156_dropout:False_batchnorm:False.out,8,"[('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 2140, 4581740), ('SELU', 2140, 0), ('linear', 217, 464597), ('Softmax', 217, 0)]",SELU,30394,32536777,230,0,0,2123,70.52380952380952,0.6874677419354838,0.620767857142857,0.22376785714285702,0.3327857142857142
input:3274_output:707_depth:10_arch:pyramid_batch:903_act:relu_dropout:0.21298059050189005_dropout:False_batchnorm:False.out,11,"[('linear', 1637, 5361175), ('ReLU', 1637, 0), ('linear', 818, 1339884), ('ReLU', 818, 0), ('linear', 707, 579033), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('ReLU', 707, 0), ('linear', 707, 500556), ('Softmax', 707, 0)]",ReLU,17636,11284540,903,0,0,1713,37.301587301587304,0.3236349206349206,0.2947884615384616,0.07250000000000002,0.2133035714285714
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input:49_output:2_depth:1_arch:bottleneck_batch:19_act:elu_dropout:0.4186834381277451_dropout:False_batchnorm:False.out,3,"[('linear', 24, 1200), ('ELU', 24, 0), ('linear', 12, 300), ('ELU', 12, 0), ('linear', 2, 26), ('Softmax', 2, 0)]",ELU,76,1526,19,0,0,1451,22.080645161290324,0.21604838709677437,0.0020000000000000013,0,0
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input:525_output:129_depth:5_arch:gradual_batch:859_act:elu_dropout:0.3928326182651206_dropout:False_batchnorm:False.out,6,"[('linear', 446, 234596), ('ELU', 446, 0), ('linear', 367, 164049), ('ELU', 367, 0), ('linear', 288, 105984), ('ELU', 288, 0), ('linear', 209, 60401), ('ELU', 209, 0), ('linear', 130, 27300), ('ELU', 130, 0), ('linear', 129, 16899), ('Softmax', 129, 0)]",ELU,3138,609229,859,0,0,1485,19.603174603174605,0.1793225806451613,0.08960377358490568,0.015301886792452842,0.04575
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input:428_output:103_depth:9_arch:bottleneck_batch:830_act:selu_dropout:0.412583918032597_dropout:False_batchnorm:True.out,11,"[('linear', 214, 91806), ('batch_normalization', 214, 428), ('SELU', 214, 0), ('linear', 107, 23005), ('batch_normalization', 107, 214), ('SELU', 107, 0), ('linear', 103, 11124), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('batch_normalization', 103, 206), ('SELU', 103, 0), ('linear', 103, 10712), ('Softmax', 103, 0)]",SELU,3641,213921,830,10,0,1467,24.6984126984127,0.23374603174603178,0.06671698113207548,0.007584905660377364,0.018788461538461552
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input:1251_output:59_depth:10_arch:pyramid_batch:431_act:mish_dropout:0.30454298211724773_dropout:False_batchnorm:False.out,11,"[('linear', 625, 782500), ('Mish', 625, 0), ('linear', 312, 195312), ('Mish', 312, 0), ('linear', 156, 48828), ('Mish', 156, 0), ('linear', 78, 12246), ('Mish', 78, 0), ('linear', 59, 4661), ('Mish', 59, 0), ('linear', 59, 3540), ('Mish', 59, 0), ('linear', 59, 3540), ('Mish', 59, 0), ('linear', 59, 3540), ('Mish', 59, 0), ('linear', 59, 3540), ('Mish', 59, 0), ('linear', 59, 3540), ('Mish', 59, 0), ('linear', 59, 3540), ('Softmax', 59, 0)]",Mish,3168,1064787,431,0,0,1477,32.23809523809524,0.2986290322580645,0.09798148148148149,0.014481481481481493,0.047490566037735854
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input:3811_output:305_depth:1_arch:bottleneck_batch:908_act:tanh_dropout:0.2597018317446459_dropout:False_batchnorm:True.out,3,"[('linear', 1905, 7261860), ('batch_normalization', 1905, 3810), ('Tanh', 1905, 0), ('linear', 952, 1814512), ('batch_normalization', 952, 1904), ('Tanh', 952, 0), ('linear', 305, 290665), ('Softmax', 305, 0)]",Tanh,9181,9372751,908,2,0,1695,33.41935483870968,0.2926507936507936,0.27133962264150946,0.07705660377358493,0.19205263157894745
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input:3502_output:70_depth:7_arch:uniform_batch:592_act:selu_dropout:0.43679815779245434_dropout:False_batchnorm:False.out,8,"[('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 3502, 12267506), ('SELU', 3502, 0), ('linear', 70, 245210), ('Softmax', 70, 0)]",SELU,49168,86117752,592,0,0,3295,77.4920634920635,0.7543174603174602,0.7018596491228067,0.3116842105263158,0.5311818181818182
input:628_output:105_depth:7_arch:gradual_batch:517_act:relu_dropout:0.1999160473952523_dropout:True_batchnorm:False.out,8,"[('linear', 554, 348466), ('ReLU', 554, 0), ('dropout', 554, 0), ('linear', 480, 266400), ('ReLU', 480, 0), ('dropout', 480, 0), ('linear', 406, 195286), ('ReLU', 406, 0), ('dropout', 406, 0), ('linear', 332, 135124), ('ReLU', 332, 0), ('dropout', 332, 0), ('linear', 258, 85914), ('ReLU', 258, 0), ('dropout', 258, 0), ('linear', 184, 47656), ('ReLU', 184, 0), ('dropout', 184, 0), ('linear', 110, 20350), ('ReLU', 110, 0), ('dropout', 110, 0), ('linear', 105, 11655), ('Softmax', 105, 0)]",ReLU,7182,1110851,517,0,7,1485,32.333333333333336,0.30422222222222217,0.15036363636363637,0.023290909090909105,0.07056603773584899
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input:694_output:56_depth:3_arch:pyramid_batch:252_act:prelu_dropout:0.15173823952899174_dropout:False_batchnorm:False.out,4,"[('linear', 347, 241165), ('PReLU', 347, 0), ('linear', 173, 60204), ('PReLU', 173, 0), ('linear', 86, 14964), ('PReLU', 86, 0), ('linear', 56, 4872), ('Softmax', 56, 0)]",PReLU,1324,321205,252,0,0,1459,26.6984126984127,0.26424193548387104,0.04901886792452828,0.003981132075471701,0.014500000000000011
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input:3422_output:772_depth:3_arch:bottleneck_batch:471_act:mish_dropout:0.3454281027085099_dropout:True_batchnorm:False.out,5,"[('linear', 1711, 5856753), ('Mish', 1711, 0), ('dropout', 1711, 0), ('linear', 855, 1463760), ('Mish', 855, 0), ('dropout', 855, 0), ('linear', 772, 660832), ('Mish', 772, 0), ('dropout', 772, 0), ('linear', 772, 596756), ('Mish', 772, 0), ('dropout', 772, 0), ('linear', 772, 596756), ('Softmax', 772, 0)]",Mish,13874,9174857,471,0,4,1659,37.15873015873016,0.3169206349206349,0.2811724137931034,0.07151724137931033,0.16734482758620686
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input:852_output:85_depth:4_arch:gradual_batch:593_act:leaky_relu_dropout:0.31024357771741223_dropout:False_batchnorm:True.out,5,"[('linear', 661, 563833), ('batch_normalization', 661, 1322), ('LeakyReLU', 661, 0), ('linear', 470, 311140), ('batch_normalization', 470, 940), ('LeakyReLU', 470, 0), ('linear', 279, 131409), ('batch_normalization', 279, 558), ('LeakyReLU', 279, 0), ('linear', 88, 24640), ('batch_normalization', 88, 176), ('LeakyReLU', 88, 0), ('linear', 85, 7565), ('Softmax', 85, 0)]",LeakyReLU,4664,1041583,593,4,0,1479,27.516129032258064,0.24974193548387097,0.10990196078431373,0.019450980392156876,0.06201923076923081
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input:864_output:105_depth:5_arch:pyramid_batch:942_act:swish_dropout:0.35995413047426383_dropout:False_batchnorm:False.out,6,"[('linear', 432, 373680), ('SiLU', 432, 0), ('linear', 216, 93528), ('SiLU', 216, 0), ('linear', 108, 23436), ('SiLU', 108, 0), ('linear', 105, 11445), ('SiLU', 105, 0), ('linear', 105, 11130), ('SiLU', 105, 0), ('linear', 105, 11130), ('Softmax', 105, 0)]",SiLU,2142,524349,942,0,0,1479,17.063492063492063,0.1461428571428571,0.0637843137254902,0.010450980392156868,0.03305660377358491
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input:526_output:17_depth:10_arch:bottleneck_batch:752_act:prelu_dropout:0.19098530146144346_dropout:True_batchnorm:False.out,12,"[('linear', 263, 138601), ('PReLU', 263, 0), ('dropout', 263, 0), ('linear', 131, 34584), ('PReLU', 131, 0), ('dropout', 131, 0), ('linear', 65, 8580), ('PReLU', 65, 0), ('dropout', 65, 0), ('linear', 32, 2112), ('PReLU', 32, 0), ('dropout', 32, 0), ('linear', 17, 561), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('PReLU', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Softmax', 17, 0)]",PReLU,1864,186580,752,0,11,1457,21.952380952380953,0.2022539682539683,0.037384615384615384,0.00457692307692308,0.011000000000000006
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input:3986_output:100_depth:7_arch:uniform_batch:217_act:prelu_dropout:0.338914927918095_dropout:False_batchnorm:False.out,8,"[('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 3986, 15892182), ('PReLU', 3986, 0), ('linear', 100, 398700), ('Softmax', 100, 0)]",PReLU,56004,111643974,217,0,0,3681,83.0952380952381,0.8269354838709679,0.7793636363636363,0.3195999999999999,0.4193333333333333
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input:1781_output:55_depth:6_arch:uniform_batch:398_act:elu_dropout:0.17294496917891844_dropout:False_batchnorm:True.out,7,"[('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 1781, 3173742), ('batch_normalization', 1781, 3562), ('ELU', 1781, 0), ('linear', 55, 98010), ('Softmax', 55, 0)]",ELU,32168,19161834,398,6,0,1923,58.3968253968254,0.5496612903225805,0.4863454545454546,0.1812592592592593,0.29464814814814816
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input:961_output:115_depth:8_arch:bottleneck_batch:536_act:identity_dropout:0.25401381131463985_dropout:True_batchnorm:False.out,10,"[('linear', 480, 461760), ('Identity', 480, 0), ('dropout', 480, 0), ('linear', 240, 115440), ('Identity', 240, 0), ('dropout', 240, 0), ('linear', 120, 28920), ('Identity', 120, 0), ('dropout', 120, 0), ('linear', 115, 13915), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Identity', 115, 0), ('dropout', 115, 0), ('linear', 115, 13340), ('Softmax', 115, 0)]",Identity,4820,700075,536,0,9,1479,28.0,0.23920634920634923,0.08924074074074076,0.012037037037037044,0.03641509433962264
input:1325_output:140_depth:4_arch:gradual_batch:519_act:identity_dropout:0.4014552138045646_dropout:True_batchnorm:True.out,5,"[('linear', 1029, 1364454), ('batch_normalization', 1029, 2058), ('Identity', 1029, 0), ('dropout', 1029, 0), ('linear', 733, 754990), ('batch_normalization', 733, 1466), ('Identity', 733, 0), ('dropout', 733, 0), ('linear', 437, 320758), ('batch_normalization', 437, 874), ('Identity', 437, 0), ('dropout', 437, 0), ('linear', 141, 61758), ('batch_normalization', 141, 282), ('Identity', 141, 0), ('dropout', 141, 0), ('linear', 140, 19880), ('Softmax', 140, 0)]",Identity,9640,2526520,519,4,4,1517,36.23809523809524,0.32096825396825385,0.20578,0.05107999999999999,0.12539622641509435
input:1830_output:211_depth:4_arch:bottleneck_batch:942_act:elu_dropout:0.1860932094938435_dropout:True_batchnorm:True.out,6,"[('linear', 915, 1675365), ('batch_normalization', 915, 1830), ('ELU', 915, 0), ('dropout', 915, 0), ('linear', 457, 418612), ('batch_normalization', 457, 914), ('ELU', 457, 0), ('dropout', 457, 0), ('linear', 228, 104424), ('batch_normalization', 228, 456), ('ELU', 228, 0), ('dropout', 228, 0), ('linear', 211, 48319), ('batch_normalization', 211, 422), ('ELU', 211, 0), ('dropout', 211, 0), ('linear', 211, 44732), ('batch_normalization', 211, 422), ('ELU', 211, 0), ('dropout', 211, 0), ('linear', 211, 44732), ('Softmax', 211, 0)]",ELU,8510,2340228,942,5,5,1527,31.65573770491803,0.27767741935483875,0.1705576923076923,0.03794230769230768,0.10760377358490568
input:3905_output:519_depth:4_arch:pyramid_batch:257_act:prelu_dropout:0.32380906498957684_dropout:False_batchnorm:False.out,5,"[('linear', 1952, 7624512), ('PReLU', 1952, 0), ('linear', 976, 1906128), ('PReLU', 976, 0), ('linear', 519, 507063), ('PReLU', 519, 0), ('linear', 519, 269880), ('PReLU', 519, 0), ('linear', 519, 269880), ('Softmax', 519, 0)]",PReLU,8970,10577463,257,0,0,1687,44.274193548387096,0.39341935483870977,0.33814035087719285,0.09487719298245617,0.15894736842105256
input:2724_output:195_depth:1_arch:bottleneck_batch:600_act:swish_dropout:0.13920333823853914_dropout:False_batchnorm:True.out,3,"[('linear', 1362, 3711450), ('batch_normalization', 1362, 2724), ('SiLU', 1362, 0), ('linear', 681, 928203), ('batch_normalization', 681, 1362), ('SiLU', 681, 0), ('linear', 195, 132990), ('Softmax', 195, 0)]",SiLU,6519,4776729,600,2,0,1575,36.016129032258064,0.3024603174603175,0.248826923076923,0.061288461538461556,0.17873584905660372
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input:3411_output:371_depth:4_arch:bottleneck_batch:904_act:tanh_dropout:0.34471071461575087_dropout:False_batchnorm:False.out,6,"[('linear', 1705, 5817460), ('Tanh', 1705, 0), ('linear', 852, 1453512), ('Tanh', 852, 0), ('linear', 426, 363378), ('Tanh', 426, 0), ('linear', 371, 158417), ('Tanh', 371, 0), ('linear', 371, 138012), ('Tanh', 371, 0), ('linear', 371, 138012), ('Softmax', 371, 0)]",Tanh,8192,8068791,904,0,0,1659,35.333333333333336,0.29623809523809524,0.27058181818181826,0.07292727272727274,0.2025849056603774
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input:2319_output:480_depth:5_arch:uniform_batch:647_act:relu_dropout:0.30717366700814186_dropout:True_batchnorm:True.out,6,"[('linear', 2319, 5380080), ('batch_normalization', 2319, 4638), ('ReLU', 2319, 0), ('dropout', 2319, 0), ('linear', 2319, 5380080), ('batch_normalization', 2319, 4638), ('ReLU', 2319, 0), ('dropout', 2319, 0), ('linear', 2319, 5380080), ('batch_normalization', 2319, 4638), ('ReLU', 2319, 0), ('dropout', 2319, 0), ('linear', 2319, 5380080), ('batch_normalization', 2319, 4638), ('ReLU', 2319, 0), ('dropout', 2319, 0), ('linear', 2319, 5380080), ('batch_normalization', 2319, 4638), ('ReLU', 2319, 0), ('dropout', 2319, 0), ('linear', 480, 1113600), ('Softmax', 480, 0)]",ReLU,47340,28037190,647,5,5,2147,59.796875,0.5759206349206352,0.5495964912280702,0.23933333333333343,0.3779464285714287
input:1717_output:183_depth:9_arch:pyramid_batch:408_act:selu_dropout:0.36865597373256354_dropout:True_batchnorm:False.out,10,"[('linear', 858, 1474044), ('SELU', 858, 0), ('dropout', 858, 0), ('linear', 429, 368511), ('SELU', 429, 0), ('dropout', 429, 0), ('linear', 214, 92020), ('SELU', 214, 0), ('dropout', 214, 0), ('linear', 183, 39345), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('SELU', 183, 0), ('dropout', 183, 0), ('linear', 183, 33672), ('Softmax', 183, 0)]",SELU,8163,2175952,408,0,9,1523,36.20967741935484,0.33287096774193564,0.1755454545454546,0.025945454545454553,0.08143636363636364
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input:2205_output:300_depth:7_arch:bottleneck_batch:304_act:mish_dropout:0.454558740741687_dropout:False_batchnorm:True.out,9,"[('linear', 1102, 2431012), ('batch_normalization', 1102, 2204), ('Mish', 1102, 0), ('linear', 551, 607753), ('batch_normalization', 551, 1102), ('Mish', 551, 0), ('linear', 300, 165600), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('batch_normalization', 300, 600), ('Mish', 300, 0), ('linear', 300, 90300), ('Softmax', 300, 0)]",Mish,10959,3753071,304,8,0,1551,37.66129032258065,0.3434516129032257,0.18975471698113208,0.030716981132075466,0.09164912280701759
input:3357_output:12_depth:5_arch:gradual_batch:1019_act:elu_dropout:0.10607013210010563_dropout:False_batchnorm:False.out,6,"[('linear', 2688, 9026304), ('ELU', 2688, 0), ('linear', 2019, 5429091), ('ELU', 2019, 0), ('linear', 1350, 2727000), ('ELU', 1350, 0), ('linear', 681, 920031), ('ELU', 681, 0), ('linear', 12, 8184), ('ELU', 12, 0), ('linear', 12, 156), ('Softmax', 12, 0)]",ELU,13524,18110766,1019,0,0,1911,37.87301587301587,0.34622580645161294,0.3226964285714285,0.12142857142857146,0.24419642857142862
input:119_output:12_depth:2_arch:uniform_batch:69_act:tanh_dropout:0.3646925180398911_dropout:True_batchnorm:True.out,3,"[('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('dropout', 119, 0), ('linear', 119, 14280), ('batch_normalization', 119, 238), ('Tanh', 119, 0), ('dropout', 119, 0), ('linear', 12, 1440), ('Softmax', 12, 0)]",Tanh,976,30476,69,2,2,1451,27.11111111111111,0.26090322580645164,0.010000000000000005,0.0010000000000000007,0.0010000000000000007
input:2238_output:169_depth:8_arch:bottleneck_batch:46_act:softplus_dropout:0.352780716114374_dropout:True_batchnorm:True.out,10,"[('linear', 1119, 2505441), ('batch_normalization', 1119, 2238), ('Softplus', 1119, 0), ('dropout', 1119, 0), ('linear', 559, 626080), ('batch_normalization', 559, 1118), ('Softplus', 559, 0), ('dropout', 559, 0), ('linear', 279, 156240), ('batch_normalization', 279, 558), ('Softplus', 279, 0), ('dropout', 279, 0), ('linear', 169, 47320), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('batch_normalization', 169, 338), ('Softplus', 169, 0), ('dropout', 169, 0), ('linear', 169, 28730), ('Softmax', 169, 0)]",Softplus,12222,3513403,46,9,9,1519,37.888888888888886,0.36798412698412697,0.09129824561403513,0.016894736842105275,0.02385714285714286
input:2769_output:307_depth:7_arch:pyramid_batch:928_act:mish_dropout:0.31496399084913684_dropout:False_batchnorm:True.out,8,"[('linear', 1384, 3833680), ('batch_normalization', 1384, 2768), ('Mish', 1384, 0), ('linear', 692, 958420), ('batch_normalization', 692, 1384), ('Mish', 692, 0), ('linear', 346, 239778), ('batch_normalization', 346, 692), ('Mish', 346, 0), ('linear', 307, 106529), ('batch_normalization', 307, 614), ('Mish', 307, 0), ('linear', 307, 94556), ('batch_normalization', 307, 614), ('Mish', 307, 0), ('linear', 307, 94556), ('batch_normalization', 307, 614), ('Mish', 307, 0), ('linear', 307, 94556), ('batch_normalization', 307, 614), ('Mish', 307, 0), ('linear', 307, 94556), ('Softmax', 307, 0)]",Mish,11564,5523931,928,7,0,1609,35.20967741935484,0.3057301587301587,0.23473584905660377,0.05971698113207547,0.1584444444444444
input:3542_output:634_depth:8_arch:bottleneck_batch:385_act:elu_dropout:0.10216461195883234_dropout:True_batchnorm:True.out,10,"[('linear', 1771, 6274653), ('batch_normalization', 1771, 3542), ('ELU', 1771, 0), ('dropout', 1771, 0), ('linear', 885, 1568220), ('batch_normalization', 885, 1770), ('ELU', 885, 0), ('dropout', 885, 0), ('linear', 634, 561724), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('batch_normalization', 634, 1268), ('ELU', 634, 0), ('dropout', 634, 0), ('linear', 634, 402590), ('Softmax', 634, 0)]",ELU,29644,11236915,385,9,9,1719,40.328125,0.371936507936508,0.2958928571428571,0.08371428571428573,0.14898275862068963
input:2562_output:29_depth:5_arch:pyramid_batch:235_act:elu_dropout:0.2400078529883939_dropout:False_batchnorm:False.out,6,"[('linear', 1281, 3283203), ('ELU', 1281, 0), ('linear', 640, 820480), ('ELU', 640, 0), ('linear', 320, 205120), ('ELU', 320, 0), ('linear', 160, 51360), ('ELU', 160, 0), ('linear', 80, 12880), ('ELU', 80, 0), ('linear', 29, 2349), ('Softmax', 29, 0)]",ELU,5020,4375392,235,0,0,1549,37.42857142857143,0.33420634920634923,0.20169090909090914,0.03725454545454545,0.11173584905660387
input:3905_output:764_depth:9_arch:bottleneck_batch:773_act:leaky_relu_dropout:0.46826503520951346_dropout:True_batchnorm:False.out,11,"[('linear', 1952, 7624512), ('LeakyReLU', 1952, 0), ('dropout', 1952, 0), ('linear', 976, 1906128), ('LeakyReLU', 976, 0), ('dropout', 976, 0), ('linear', 764, 746428), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('LeakyReLU', 764, 0), ('dropout', 764, 0), ('linear', 764, 584460), ('Softmax', 764, 0)]",LeakyReLU,28648,14952748,773,0,10,1825,42.92063492063492,0.38679032258064494,0.3428909090909091,0.10581818181818185,0.22950909090909097
input:524_output:101_depth:7_arch:pyramid_batch:478_act:leaky_relu_dropout:0.40442116773570647_dropout:True_batchnorm:True.out,8,"[('linear', 262, 137550), ('batch_normalization', 262, 524), ('LeakyReLU', 262, 0), ('dropout', 262, 0), ('linear', 131, 34453), ('batch_normalization', 131, 262), ('LeakyReLU', 131, 0), ('dropout', 131, 0), ('linear', 101, 13332), ('batch_normalization', 101, 202), ('LeakyReLU', 101, 0), ('dropout', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('LeakyReLU', 101, 0), ('dropout', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('LeakyReLU', 101, 0), ('dropout', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('LeakyReLU', 101, 0), ('dropout', 101, 0), ('linear', 101, 10302), ('batch_normalization', 101, 202), ('LeakyReLU', 101, 0), ('dropout', 101, 0), ('linear', 101, 10302), ('Softmax', 101, 0)]",LeakyReLU,3794,238641,478,7,7,1461,27.92063492063492,0.25982258064516134,0.059076923076923055,0.0067307692307692355,0.014403846153846165
input:3709_output:90_depth:6_arch:bottleneck_batch:21_act:prelu_dropout:0.13609669835878258_dropout:False_batchnorm:False.out,8,"[('linear', 1854, 6878340), ('PReLU', 1854, 0), ('linear', 927, 1719585), ('PReLU', 927, 0), ('linear', 463, 429664), ('PReLU', 463, 0), ('linear', 231, 107184), ('PReLU', 231, 0), ('linear', 115, 26680), ('PReLU', 115, 0), ('linear', 90, 10440), ('PReLU', 90, 0), ('linear', 90, 8190), ('PReLU', 90, 0), ('linear', 90, 8190), ('Softmax', 90, 0)]",PReLU,7720,9188273,21,0,0,1633,38.82258064516129,0.3709047619047619,0.23866666666666672,0.06800000000000005,0.03111864406779659
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input:61_output:6_depth:7_arch:gradual_batch:199_act:selu_dropout:0.4162662767430211_dropout:True_batchnorm:False.out,8,"[('linear', 54, 3348), ('SELU', 54, 0), ('dropout', 54, 0), ('linear', 47, 2585), ('SELU', 47, 0), ('dropout', 47, 0), ('linear', 40, 1920), ('SELU', 40, 0), ('dropout', 40, 0), ('linear', 33, 1353), ('SELU', 33, 0), ('dropout', 33, 0), ('linear', 26, 884), ('SELU', 26, 0), ('dropout', 26, 0), ('linear', 19, 513), ('SELU', 19, 0), ('dropout', 19, 0), ('linear', 12, 240), ('SELU', 12, 0), ('dropout', 12, 0), ('linear', 6, 78), ('Softmax', 6, 0)]",SELU,705,10921,199,0,7,1451,28.746031746031747,0.2836935483870968,0.010792452830188684,0.0010000000000000007,0.0010000000000000007
input:3574_output:845_depth:7_arch:bottleneck_batch:229_act:identity_dropout:0.10400203008519521_dropout:False_batchnorm:True.out,9,"[('linear', 1787, 6388525), ('batch_normalization', 1787, 3574), ('Identity', 1787, 0), ('linear', 893, 1596684), ('batch_normalization', 893, 1786), ('Identity', 893, 0), ('linear', 845, 755430), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('batch_normalization', 845, 1690), ('Identity', 845, 0), ('linear', 845, 714870), ('Softmax', 845, 0)]",Identity,24940,13045359,229,8,0,1739,50.82539682539682,0.4673174603174602,0.3541754385964912,0.09996491228070173,0.15878571428571422
input:1016_output:131_depth:4_arch:uniform_batch:453_act:leaky_relu_dropout:0.22259388912150146_dropout:False_batchnorm:False.out,5,"[('linear', 1016, 1033272), ('LeakyReLU', 1016, 0), ('linear', 1016, 1033272), ('LeakyReLU', 1016, 0), ('linear', 1016, 1033272), ('LeakyReLU', 1016, 0), ('linear', 1016, 1033272), ('LeakyReLU', 1016, 0), ('linear', 131, 133227), ('Softmax', 131, 0)]",LeakyReLU,8390,4266315,453,0,0,1553,37.285714285714285,0.34322222222222215,0.25161818181818185,0.06321818181818181,0.15853571428571422
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input:358_output:8_depth:1_arch:uniform_batch:87_act:identity_dropout:0.41368189404735134_dropout:True_batchnorm:False.out,2,"[('linear', 358, 128522), ('Identity', 358, 0), ('dropout', 358, 0), ('linear', 8, 2872), ('Softmax', 8, 0)]",Identity,1090,131394,87,0,1,1453,27.49206349206349,0.25923809523809543,0.025814814814814825,0.003000000000000002,0.0049090909090909116
input:208_output:48_depth:7_arch:pyramid_batch:507_act:tanh_dropout:0.3978475996422153_dropout:False_batchnorm:True.out,8,"[('linear', 104, 21736), ('batch_normalization', 104, 208), ('Tanh', 104, 0), ('linear', 52, 5460), ('batch_normalization', 52, 104), ('Tanh', 52, 0), ('linear', 48, 2544), ('batch_normalization', 48, 96), ('Tanh', 48, 0), ('linear', 48, 2352), ('batch_normalization', 48, 96), ('Tanh', 48, 0), ('linear', 48, 2352), ('batch_normalization', 48, 96), ('Tanh', 48, 0), ('linear', 48, 2352), ('batch_normalization', 48, 96), ('Tanh', 48, 0), ('linear', 48, 2352), ('batch_normalization', 48, 96), ('Tanh', 48, 0), ('linear', 48, 2352), ('Softmax', 48, 0)]",Tanh,1284,42292,507,7,0,1453,24.50793650793651,0.2377301587301588,0.020716981132075474,0.0019811320754716997,0.0038679245283018897
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input:298_output:53_depth:1_arch:uniform_batch:421_act:softplus_dropout:0.3258483707276706_dropout:False_batchnorm:True.out,2,"[('linear', 298, 89102), ('batch_normalization', 298, 596), ('Softplus', 298, 0), ('linear', 53, 15847), ('Softmax', 53, 0)]",Softplus,1000,105545,421,1,0,1455,15.225806451612904,0.14131746031746026,0.028679245283018878,0.0028113207547169833,0.007462962962962969
input:3471_output:243_depth:7_arch:bottleneck_batch:293_act:relu_dropout:0.1634749208441103_dropout:False_batchnorm:False.out,9,"[('linear', 1735, 6023920), ('ReLU', 1735, 0), ('linear', 867, 1505112), ('ReLU', 867, 0), ('linear', 433, 375844), ('ReLU', 433, 0), ('linear', 243, 105462), ('ReLU', 243, 0), ('linear', 243, 59292), ('ReLU', 243, 0), ('linear', 243, 59292), ('ReLU', 243, 0), ('linear', 243, 59292), ('ReLU', 243, 0), ('linear', 243, 59292), ('ReLU', 243, 0), ('linear', 243, 59292), ('Softmax', 243, 0)]",ReLU,8986,8306798,293,0,0,1623,38.62903225806452,0.34406451612903227,0.2701896551724138,0.06431034482758617,0.13270175438596496
input:391_output:36_depth:7_arch:uniform_batch:576_act:relu_dropout:0.2149896236970229_dropout:True_batchnorm:True.out,8,"[('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 391, 153272), ('batch_normalization', 391, 782), ('ReLU', 391, 0), ('dropout', 391, 0), ('linear', 36, 14112), ('Softmax', 36, 0)]",ReLU,11020,1092490,576,7,7,1491,35.61904761904762,0.3465967741935485,0.14845098039215682,0.022980392156862758,0.06486792452830188
input:1394_output:34_depth:3_arch:bottleneck_batch:722_act:elu_dropout:0.13107886338639718_dropout:False_batchnorm:False.out,5,"[('linear', 697, 972315), ('ELU', 697, 0), ('linear', 348, 242904), ('ELU', 348, 0), ('linear', 174, 60726), ('ELU', 174, 0), ('linear', 87, 15225), ('ELU', 87, 0), ('linear', 34, 2992), ('Softmax', 34, 0)]",ELU,2680,1294162,722,0,0,1479,24.0,0.20387096774193553,0.10907407407407405,0.021018518518518523,0.06918181818181814
input:3600_output:80_depth:6_arch:pyramid_batch:631_act:gelu_dropout:0.42847190168205573_dropout:False_batchnorm:True.out,7,"[('linear', 1800, 6481800), ('batch_normalization', 1800, 3600), ('GELU', 1800, 0), ('linear', 900, 1620900), ('batch_normalization', 900, 1800), ('GELU', 900, 0), ('linear', 450, 405450), ('batch_normalization', 450, 900), ('GELU', 450, 0), ('linear', 225, 101475), ('batch_normalization', 225, 450), ('GELU', 225, 0), ('linear', 112, 25312), ('batch_normalization', 112, 224), ('GELU', 112, 0), ('linear', 80, 9040), ('batch_normalization', 80, 160), ('GELU', 80, 0), ('linear', 80, 6480), ('Softmax', 80, 0)]",GELU,10861,8657591,631,6,0,1673,36.225806451612904,0.3111129032258063,0.251625,0.0657857142857143,0.15966071428571427
input:2349_output:182_depth:2_arch:pyramid_batch:734_act:identity_dropout:0.11516377798218676_dropout:False_batchnorm:False.out,3,"[('linear', 1174, 2758900), ('Identity', 1174, 0), ('linear', 587, 689725), ('Identity', 587, 0), ('linear', 182, 107016), ('Softmax', 182, 0)]",Identity,3886,3555641,734,0,0,1547,33.04761904761905,0.26420634920634917,0.2025769230769231,0.04725000000000001,0.1520754716981131
input:3805_output:877_depth:4_arch:gradual_batch:413_act:gelu_dropout:0.23515196057158794_dropout:True_batchnorm:False.out,5,"[('linear', 3073, 11695838), ('GELU', 3073, 0), ('dropout', 3073, 0), ('linear', 2341, 7196234), ('GELU', 2341, 0), ('dropout', 2341, 0), ('linear', 1609, 3768278), ('GELU', 1609, 0), ('dropout', 1609, 0), ('linear', 877, 1411970), ('GELU', 877, 0), ('dropout', 877, 0), ('linear', 877, 770006), ('Softmax', 877, 0)]",GELU,25454,24842326,413,0,4,1979,55.78125,0.5241428571428571,0.5000877192982457,0.19429824561403505,0.29037500000000005
input:1135_output:227_depth:7_arch:pyramid_batch:294_act:softplus_dropout:0.18997724159492574_dropout:False_batchnorm:True.out,8,"[('linear', 567, 644112), ('batch_normalization', 567, 1134), ('Softplus', 567, 0), ('linear', 283, 160744), ('batch_normalization', 283, 566), ('Softplus', 283, 0), ('linear', 227, 64468), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 227, 51756), ('batch_normalization', 227, 454), ('Softplus', 227, 0), ('linear', 227, 51756), ('Softmax', 227, 0)]",Softplus,6409,1132074,294,7,0,1485,37.17741935483871,0.3472903225806452,0.1275370370370371,0.016722222222222236,0.048648148148148135
input:3988_output:21_depth:2_arch:uniform_batch:558_act:relu_dropout:0.4768418455975708_dropout:False_batchnorm:True.out,3,"[('linear', 3988, 15908132), ('batch_normalization', 3988, 7976), ('ReLU', 3988, 0), ('linear', 3988, 15908132), ('batch_normalization', 3988, 7976), ('ReLU', 3988, 0), ('linear', 21, 83769), ('Softmax', 21, 0)]",ReLU,23970,31915985,558,2,0,2153,56.4375,0.5317619047619047,0.5117999999999999,0.15456363636363638,0.347090909090909
input:4008_output:438_depth:1_arch:bottleneck_batch:470_act:softplus_dropout:0.2889696083813129_dropout:False_batchnorm:True.out,3,"[('linear', 2004, 8034036), ('batch_normalization', 2004, 4008), ('Softplus', 2004, 0), ('linear', 1002, 2009010), ('batch_normalization', 1002, 2004), ('Softplus', 1002, 0), ('linear', 438, 439314), ('Softmax', 438, 0)]",Softplus,9894,10488372,470,2,0,1693,37.435483870967744,0.31212698412698414,0.2812321428571429,0.07998214285714289,0.16617857142857134
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input:2496_output:237_depth:3_arch:bottleneck_batch:629_act:leaky_relu_dropout:0.10590671270312449_dropout:False_batchnorm:True.out,5,"[('linear', 1248, 3116256), ('batch_normalization', 1248, 2496), ('LeakyReLU', 1248, 0), ('linear', 624, 779376), ('batch_normalization', 624, 1248), ('LeakyReLU', 624, 0), ('linear', 312, 195000), ('batch_normalization', 312, 624), ('LeakyReLU', 312, 0), ('linear', 237, 74181), ('batch_normalization', 237, 474), ('LeakyReLU', 237, 0), ('linear', 237, 56406), ('Softmax', 237, 0)]",LeakyReLU,7737,4226061,629,4,0,1561,36.285714285714285,0.3162258064516129,0.22116666666666665,0.041518518518518524,0.15848148148148145
input:32_output:2_depth:5_arch:gradual_batch:38_act:tanh_dropout:0.10401372481499385_dropout:False_batchnorm:False.out,6,"[('linear', 26, 858), ('Tanh', 26, 0), ('linear', 20, 540), ('Tanh', 20, 0), ('linear', 14, 294), ('Tanh', 14, 0), ('linear', 8, 120), ('Tanh', 8, 0), ('linear', 2, 18), ('Tanh', 2, 0), ('linear', 2, 6), ('Softmax', 2, 0)]",Tanh,144,1836,38,0,0,1451,25.78688524590164,0.2449047619047619,0.003000000000000002,0,0
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input:3618_output:565_depth:10_arch:uniform_batch:301_act:elu_dropout:0.4069291008749646_dropout:True_batchnorm:True.out,11,"[('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 3618, 13093542), ('batch_normalization', 3618, 7236), ('ELU', 3618, 0), ('dropout', 3618, 0), ('linear', 565, 2044735), ('Softmax', 565, 0)]",ELU,145850,133052515,301,10,10,4191,86.1774193548387,0.8429193548387097,0.7975636363636361,0.35539999999999994,0.4867924528301884
input:3646_output:426_depth:7_arch:pyramid_batch:802_act:swish_dropout:0.49881099883758095_dropout:False_batchnorm:False.out,8,"[('linear', 1823, 6648481), ('SiLU', 1823, 0), ('linear', 911, 1661664), ('SiLU', 911, 0), ('linear', 455, 414960), ('SiLU', 455, 0), ('linear', 426, 194256), ('SiLU', 426, 0), ('linear', 426, 181902), ('SiLU', 426, 0), ('linear', 426, 181902), ('SiLU', 426, 0), ('linear', 426, 181902), ('SiLU', 426, 0), ('linear', 426, 181902), ('Softmax', 426, 0)]",SiLU,10638,9646969,802,0,0,1703,35.77777777777778,0.30590476190476196,0.28138888888888886,0.06570370370370372,0.18950909090909085
input:3144_output:390_depth:1_arch:uniform_batch:935_act:identity_dropout:0.408350856019432_dropout:False_batchnorm:True.out,2,"[('linear', 3144, 9887880), ('batch_normalization', 3144, 6288), ('Identity', 3144, 0), ('linear', 390, 1226550), ('Softmax', 390, 0)]",Identity,10212,11120718,935,1,0,1711,35.507936507936506,0.30558064516129035,0.2933090909090909,0.10334545454545456,0.22183636363636358
input:462_output:104_depth:5_arch:bottleneck_batch:1004_act:prelu_dropout:0.4815733585783052_dropout:True_batchnorm:True.out,7,"[('linear', 231, 106953), ('batch_normalization', 231, 462), ('PReLU', 231, 0), ('dropout', 231, 0), ('linear', 115, 26680), ('batch_normalization', 115, 230), ('PReLU', 115, 0), ('dropout', 115, 0), ('linear', 104, 12064), ('batch_normalization', 104, 208), ('PReLU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('PReLU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('PReLU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('batch_normalization', 104, 208), ('PReLU', 104, 0), ('dropout', 104, 0), ('linear', 104, 10920), ('Softmax', 104, 0)]",PReLU,3256,190901,1004,6,6,1465,22.841269841269842,0.21560317460317463,0.04738888888888889,0.00831481481481482,0.013890909090909101
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input:1060_output:238_depth:4_arch:gradual_batch:619_act:elu_dropout:0.35292387299816896_dropout:False_batchnorm:False.out,5,"[('linear', 855, 907155), ('ELU', 855, 0), ('linear', 650, 556400), ('ELU', 650, 0), ('linear', 445, 289695), ('ELU', 445, 0), ('linear', 240, 107040), ('ELU', 240, 0), ('linear', 238, 57358), ('Softmax', 238, 0)]",ELU,4856,1917648,619,0,0,1499,30.79032258064516,0.2718571428571428,0.1833584905660377,0.03732075471698111,0.10932075471698115
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input:1106_output:255_depth:7_arch:uniform_batch:659_act:selu_dropout:0.12733019212186636_dropout:False_batchnorm:True.out,8,"[('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 1106, 1224342), ('batch_normalization', 1106, 2212), ('SELU', 1106, 0), ('linear', 255, 282285), ('Softmax', 255, 0)]",SELU,23736,8868163,659,7,0,1667,39.28125,0.3807142857142857,0.32141071428571427,0.09214285714285712,0.20450909090909086
input:2634_output:294_depth:7_arch:gradual_batch:453_act:selu_dropout:0.43860488114993534_dropout:False_batchnorm:False.out,8,"[('linear', 2300, 6060500), ('SELU', 2300, 0), ('linear', 1966, 4523766), ('SELU', 1966, 0), ('linear', 1632, 3210144), ('SELU', 1632, 0), ('linear', 1298, 2119634), ('SELU', 1298, 0), ('linear', 964, 1252236), ('SELU', 964, 0), ('linear', 630, 607950), ('SELU', 630, 0), ('linear', 296, 186776), ('SELU', 296, 0), ('linear', 294, 87318), ('Softmax', 294, 0)]",SELU,18760,18048324,453,0,0,1857,54.17460317460318,0.4914920634920636,0.4584444444444444,0.16587037037037042,0.2847931034482758
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input:2603_output:358_depth:6_arch:gradual_batch:120_act:mish_dropout:0.3853526490686562_dropout:True_batchnorm:True.out,7,"[('linear', 2229, 5804316), ('batch_normalization', 2229, 4458), ('Mish', 2229, 0), ('dropout', 2229, 0), ('linear', 1855, 4136650), ('batch_normalization', 1855, 3710), ('Mish', 1855, 0), ('dropout', 1855, 0), ('linear', 1481, 2748736), ('batch_normalization', 1481, 2962), ('Mish', 1481, 0), ('dropout', 1481, 0), ('linear', 1107, 1640574), ('batch_normalization', 1107, 2214), ('Mish', 1107, 0), ('dropout', 1107, 0), ('linear', 733, 812164), ('batch_normalization', 733, 1466), ('Mish', 733, 0), ('dropout', 733, 0), ('linear', 359, 263506), ('batch_normalization', 359, 718), ('Mish', 359, 0), ('dropout', 359, 0), ('linear', 358, 128880), ('Softmax', 358, 0)]",Mish,31772,15550354,120,6,6,1783,51.516129032258064,0.5036129032258063,0.38108771929824575,0.13482456140350885,0.13207692307692304
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input:3440_output:723_depth:5_arch:gradual_batch:426_act:relu_dropout:0.39141141159673887_dropout:False_batchnorm:True.out,6,"[('linear', 2897, 9968577), ('batch_normalization', 2897, 5794), ('ReLU', 2897, 0), ('linear', 2354, 6821892), ('batch_normalization', 2354, 4708), ('ReLU', 2354, 0), ('linear', 1811, 4264905), ('batch_normalization', 1811, 3622), ('ReLU', 1811, 0), ('linear', 1268, 2297616), ('batch_normalization', 1268, 2536), ('ReLU', 1268, 0), ('linear', 725, 920025), ('batch_normalization', 725, 1450), ('ReLU', 725, 0), ('linear', 723, 524898), ('Softmax', 723, 0)]",ReLU,28611,24816023,426,5,0,1987,56.421875,0.5424516129032257,0.4956363636363637,0.1976000000000001,0.31187500000000007
input:2288_output:275_depth:7_arch:pyramid_batch:883_act:softplus_dropout:0.23599499241736155_dropout:True_batchnorm:False.out,8,"[('linear', 1144, 2618616), ('Softplus', 1144, 0), ('dropout', 1144, 0), ('linear', 572, 654940), ('Softplus', 572, 0), ('dropout', 572, 0), ('linear', 286, 163878), ('Softplus', 286, 0), ('dropout', 286, 0), ('linear', 275, 78925), ('Softplus', 275, 0), ('dropout', 275, 0), ('linear', 275, 75900), ('Softplus', 275, 0), ('dropout', 275, 0), ('linear', 275, 75900), ('Softplus', 275, 0), ('dropout', 275, 0), ('linear', 275, 75900), ('Softplus', 275, 0), ('dropout', 275, 0), ('linear', 275, 75900), ('Softmax', 275, 0)]",Softplus,9856,3819959,883,0,7,1555,34.274193548387096,0.297079365079365,0.22931372549019605,0.05013725490196078,0.1491428571428571
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input:2190_output:124_depth:2_arch:gradual_batch:278_act:relu_dropout:0.26137945957216957_dropout:False_batchnorm:False.out,3,"[('linear', 1157, 2534987), ('ReLU', 1157, 0), ('linear', 124, 143592), ('ReLU', 124, 0), ('linear', 124, 15500), ('Softmax', 124, 0)]",ReLU,2810,2694079,278,0,0,1517,36.285714285714285,0.3134603174603174,0.17615384615384608,0.03599999999999998,0.10596226415094341
input:127_output:17_depth:1_arch:pyramid_batch:561_act:prelu_dropout:0.2509589427213351_dropout:False_batchnorm:True.out,2,"[('linear', 63, 8064), ('batch_normalization', 63, 126), ('PReLU', 63, 0), ('linear', 17, 1088), ('Softmax', 17, 0)]",PReLU,223,9278,561,1,0,1451,9.984126984126984,0.0885714285714286,0.007442307692307698,0.0010000000000000007,0.0010000000000000007
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input:1244_output:39_depth:2_arch:pyramid_batch:938_act:swish_dropout:0.3036369966862685_dropout:True_batchnorm:False.out,3,"[('linear', 622, 774390), ('SiLU', 622, 0), ('dropout', 622, 0), ('linear', 311, 193753), ('SiLU', 311, 0), ('dropout', 311, 0), ('linear', 39, 12168), ('Softmax', 39, 0)]",SiLU,2877,980311,938,0,2,1477,17.774193548387096,0.14136507936507928,0.0791111111111111,0.01425925925925927,0.052433962264150945
input:1719_output:426_depth:4_arch:uniform_batch:338_act:prelu_dropout:0.2782262976642578_dropout:False_batchnorm:True.out,5,"[('linear', 1719, 2956680), ('batch_normalization', 1719, 3438), ('PReLU', 1719, 0), ('linear', 1719, 2956680), ('batch_normalization', 1719, 3438), ('PReLU', 1719, 0), ('linear', 1719, 2956680), ('batch_normalization', 1719, 3438), ('PReLU', 1719, 0), ('linear', 1719, 2956680), ('batch_normalization', 1719, 3438), ('PReLU', 1719, 0), ('linear', 426, 732720), ('Softmax', 426, 0)]",PReLU,21480,12573192,338,4,0,1735,49.317460317460316,0.46992063492063485,0.4154406779661016,0.12249152542372878,0.2293898305084746
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input:1041_output:30_depth:1_arch:uniform_batch:842_act:leaky_relu_dropout:0.2540533111307145_dropout:False_batchnorm:False.out,2,"[('linear', 1041, 1084722), ('LeakyReLU', 1041, 0), ('linear', 30, 31260), ('Softmax', 30, 0)]",LeakyReLU,2142,1115982,842,0,0,1491,18.016129032258064,0.15041935483870966,0.09005769230769231,0.022903846153846157,0.0624259259259259
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input:474_output:95_depth:1_arch:gradual_batch:198_act:mish_dropout:0.17627885930645532_dropout:False_batchnorm:True.out,2,"[('linear', 95, 45125), ('batch_normalization', 95, 190), ('Mish', 95, 0), ('linear', 95, 9120), ('Softmax', 95, 0)]",Mish,475,54435,198,1,0,1453,21.3015873015873,0.1947777777777778,0.014865384615384626,0.0010000000000000007,0.002907407407407409
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input:3532_output:458_depth:3_arch:gradual_batch:838_act:leaky_relu_dropout:0.3235341356483741_dropout:True_batchnorm:False.out,4,"[('linear', 2508, 8860764), ('LeakyReLU', 2508, 0), ('dropout', 2508, 0), ('linear', 1484, 3723356), ('LeakyReLU', 1484, 0), ('dropout', 1484, 0), ('linear', 460, 683100), ('LeakyReLU', 460, 0), ('dropout', 460, 0), ('linear', 458, 211138), ('Softmax', 458, 0)]",LeakyReLU,14272,13478358,838,0,3,1779,37.62903225806452,0.3272258064516128,0.3113818181818181,0.10889090909090915,0.21867857142857142
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input:8_output:1_depth:9_arch:bottleneck_batch:443_act:gelu_dropout:0.45660475988478066_dropout:True_batchnorm:False.out,11,"[('linear', 4, 36), ('GELU', 4, 0), ('dropout', 4, 0), ('linear', 2, 10), ('GELU', 2, 0), ('dropout', 2, 0), ('linear', 1, 3), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('GELU', 1, 0), ('dropout', 1, 0), ('linear', 1, 2), ('Identity', 1, 0)]",GELU,44,65,443,0,10,1451,17.032258064516128,0.17445161290322575,0.0037547169811320783,0.0010000000000000007,0
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input:2741_output:106_depth:3_arch:gradual_batch:877_act:mish_dropout:0.4032911150850098_dropout:True_batchnorm:False.out,4,"[('linear', 1863, 5108346), ('Mish', 1863, 0), ('dropout', 1863, 0), ('linear', 985, 1836040), ('Mish', 985, 0), ('dropout', 985, 0), ('linear', 107, 105502), ('Mish', 107, 0), ('dropout', 107, 0), ('linear', 106, 11448), ('Softmax', 106, 0)]",Mish,9077,7061336,877,0,3,1635,35.04761904761905,0.3024126984126984,0.2767037037037038,0.06083333333333334,0.2082962962962963
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input:273_output:1_depth:5_arch:pyramid_batch:1019_act:identity_dropout:0.3273558185098172_dropout:False_batchnorm:True.out,6,"[('linear', 136, 37264), ('batch_normalization', 136, 272), ('Identity', 136, 0), ('linear', 68, 9316), ('batch_normalization', 68, 136), ('Identity', 68, 0), ('linear', 34, 2346), ('batch_normalization', 34, 68), ('Identity', 34, 0), ('linear', 17, 595), ('batch_normalization', 17, 34), ('Identity', 17, 0), ('linear', 8, 144), ('batch_normalization', 8, 16), ('Identity', 8, 0), ('linear', 1, 9), ('Sigmoid', 1, 0)]",Identity,791,50200,1019,5,0,1453,15.126984126984127,0.13883870967741935,0.016722222222222232,0.0020000000000000013,0.00460714285714286
input:84_output:10_depth:3_arch:bottleneck_batch:914_act:leaky_relu_dropout:0.10363940778159711_dropout:True_batchnorm:False.out,5,"[('linear', 42, 3570), ('LeakyReLU', 42, 0), ('dropout', 42, 0), ('linear', 21, 903), ('LeakyReLU', 21, 0), ('dropout', 21, 0), ('linear', 10, 220), ('LeakyReLU', 10, 0), ('dropout', 10, 0), ('linear', 10, 110), ('LeakyReLU', 10, 0), ('dropout', 10, 0), ('linear', 10, 110), ('Softmax', 10, 0)]",LeakyReLU,269,4913,914,0,4,1453,12.047619047619047,0.10833870967741936,0.007358490566037741,0.0010000000000000007,0.0010000000000000007
input:1936_output:156_depth:9_arch:bottleneck_batch:697_act:identity_dropout:0.3820162693878202_dropout:True_batchnorm:True.out,11,"[('linear', 968, 1875016), ('batch_normalization', 968, 1936), ('Identity', 968, 0), ('dropout', 968, 0), ('linear', 484, 468996), ('batch_normalization', 484, 968), ('Identity', 484, 0), ('dropout', 484, 0), ('linear', 242, 117370), ('batch_normalization', 242, 484), ('Identity', 242, 0), ('dropout', 242, 0), ('linear', 156, 37908), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('batch_normalization', 156, 312), ('Identity', 156, 0), ('dropout', 156, 0), ('linear', 156, 24492), ('Softmax', 156, 0)]",Identity,11456,2676306,697,10,10,1547,34.45161290322581,0.31868253968253984,0.1592592592592593,0.0316851851851852,0.09638461538461544
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input:3249_output:118_depth:8_arch:gradual_batch:761_act:swish_dropout:0.3105070083014654_dropout:True_batchnorm:True.out,9,"[('linear', 2858, 9288500), ('batch_normalization', 2858, 5716), ('SiLU', 2858, 0), ('dropout', 2858, 0), ('linear', 2467, 7053153), ('batch_normalization', 2467, 4934), ('SiLU', 2467, 0), ('dropout', 2467, 0), ('linear', 2076, 5123568), ('batch_normalization', 2076, 4152), ('SiLU', 2076, 0), ('dropout', 2076, 0), ('linear', 1685, 3499745), ('batch_normalization', 1685, 3370), ('SiLU', 1685, 0), ('dropout', 1685, 0), ('linear', 1294, 2181684), ('batch_normalization', 1294, 2588), ('SiLU', 1294, 0), ('dropout', 1294, 0), ('linear', 903, 1169385), ('batch_normalization', 903, 1806), ('SiLU', 903, 0), ('dropout', 903, 0), ('linear', 512, 462848), ('batch_normalization', 512, 1024), ('SiLU', 512, 0), ('dropout', 512, 0), ('linear', 121, 62073), ('batch_normalization', 121, 242), ('SiLU', 121, 0), ('dropout', 121, 0), ('linear', 118, 14396), ('Softmax', 118, 0)]",SiLU,47900,28879184,761,8,8,2111,57.983870967741936,0.5338095238095237,0.49888679245283,0.17680769230769236,0.349576923076923
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input:3426_output:845_depth:2_arch:gradual_batch:463_act:swish_dropout:0.20216692002681153_dropout:True_batchnorm:True.out,3,"[('linear', 2136, 7320072), ('batch_normalization', 2136, 4272), ('SiLU', 2136, 0), ('dropout', 2136, 0), ('linear', 846, 1807902), ('batch_normalization', 846, 1692), ('SiLU', 846, 0), ('dropout', 846, 0), ('linear', 845, 715715), ('Softmax', 845, 0)]",SiLU,13618,9849653,463,2,2,1673,37.19047619047619,0.31985483870967746,0.28657142857142853,0.08948214285714287,0.16850000000000007
input:3684_output:125_depth:7_arch:bottleneck_batch:721_act:prelu_dropout:0.1946841335833951_dropout:True_batchnorm:False.out,9,"[('linear', 1842, 6787770), ('PReLU', 1842, 0), ('dropout', 1842, 0), ('linear', 921, 1697403), ('PReLU', 921, 0), ('dropout', 921, 0), ('linear', 460, 424120), ('PReLU', 460, 0), ('dropout', 460, 0), ('linear', 230, 106030), ('PReLU', 230, 0), ('dropout', 230, 0), ('linear', 125, 28875), ('PReLU', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('PReLU', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('PReLU', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('PReLU', 125, 0), ('dropout', 125, 0), ('linear', 125, 15750), ('Softmax', 125, 0)]",PReLU,12109,9107198,721,0,8,1663,35.96825396825397,0.3056129032258064,0.25337037037037036,0.06083333333333335,0.16590909090909092
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input:3149_output:381_depth:3_arch:bottleneck_batch:463_act:relu_dropout:0.1241087526534463_dropout:False_batchnorm:True.out,5,"[('linear', 1574, 4958100), ('batch_normalization', 1574, 3148), ('ReLU', 1574, 0), ('linear', 787, 1239525), ('batch_normalization', 787, 1574), ('ReLU', 787, 0), ('linear', 393, 309684), ('batch_normalization', 393, 786), ('ReLU', 393, 0), ('linear', 381, 150114), ('batch_normalization', 381, 762), ('ReLU', 381, 0), ('linear', 381, 145542), ('Softmax', 381, 0)]",ReLU,10167,6809235,463,4,0,1601,36.38095238095238,0.325258064516129,0.25708928571428574,0.05755357142857144,0.1562321428571428
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input:3959_output:862_depth:5_arch:bottleneck_batch:23_act:leaky_relu_dropout:0.47494052638594286_dropout:False_batchnorm:True.out,7,"[('linear', 1979, 7836840), ('batch_normalization', 1979, 3958), ('LeakyReLU', 1979, 0), ('linear', 989, 1958220), ('batch_normalization', 989, 1978), ('LeakyReLU', 989, 0), ('linear', 862, 853380), ('batch_normalization', 862, 1724), ('LeakyReLU', 862, 0), ('linear', 862, 743906), ('batch_normalization', 862, 1724), ('LeakyReLU', 862, 0), ('linear', 862, 743906), ('batch_normalization', 862, 1724), ('LeakyReLU', 862, 0), ('linear', 862, 743906), ('batch_normalization', 862, 1724), ('LeakyReLU', 862, 0), ('linear', 862, 743906), ('Softmax', 862, 0)]",LeakyReLU,20972,13636896,23,6,0,1723,41.484375,0.41165079365079343,0.28747272727272716,0.11232727272727282,0.03961818181818184
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input:1302_output:189_depth:4_arch:gradual_batch:279_act:prelu_dropout:0.35677269399108313_dropout:False_batchnorm:False.out,5,"[('linear', 1024, 1334272), ('PReLU', 1024, 0), ('linear', 746, 764650), ('PReLU', 746, 0), ('linear', 468, 349596), ('PReLU', 468, 0), ('linear', 190, 89110), ('PReLU', 190, 0), ('linear', 189, 36099), ('Softmax', 189, 0)]",PReLU,5234,2573727,279,0,0,1519,37.75806451612903,0.3458548387096772,0.19292452830188675,0.040301886792452814,0.10529629629629632
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input:3999_output:94_depth:3_arch:pyramid_batch:638_act:gelu_dropout:0.25772646726157894_dropout:True_batchnorm:True.out,4,"[('linear', 1999, 7996000), ('batch_normalization', 1999, 3998), ('GELU', 1999, 0), ('dropout', 1999, 0), ('linear', 999, 1998000), ('batch_normalization', 999, 1998), ('GELU', 999, 0), ('dropout', 999, 0), ('linear', 499, 499000), ('batch_normalization', 499, 998), ('GELU', 499, 0), ('dropout', 499, 0), ('linear', 94, 47000), ('Softmax', 94, 0)]",GELU,14176,10546994,638,3,3,1707,36.03125,0.3061111111111111,0.28112962962962956,0.08479629629629629,0.18418518518518526
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input:3104_output:424_depth:8_arch:bottleneck_batch:809_act:tanh_dropout:0.25218309573222286_dropout:True_batchnorm:True.out,10,"[('linear', 1552, 4818960), ('batch_normalization', 1552, 3104), ('Tanh', 1552, 0), ('dropout', 1552, 0), ('linear', 776, 1205128), ('batch_normalization', 776, 1552), ('Tanh', 776, 0), ('dropout', 776, 0), ('linear', 424, 329448), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('batch_normalization', 424, 848), ('Tanh', 424, 0), ('dropout', 424, 0), ('linear', 424, 180200), ('Softmax', 424, 0)]",Tanh,22032,7625528,809,9,9,1645,36.19047619047619,0.3137142857142857,0.2339818181818182,0.05652727272727275,0.1506
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input:3936_output:306_depth:5_arch:gradual_batch:1021_act:mish_dropout:0.3250971111235089_dropout:True_batchnorm:True.out,6,"[('linear', 3210, 12637770), ('batch_normalization', 3210, 6420), ('Mish', 3210, 0), ('dropout', 3210, 0), ('linear', 2484, 7976124), ('batch_normalization', 2484, 4968), ('Mish', 2484, 0), ('dropout', 2484, 0), ('linear', 1758, 4368630), ('batch_normalization', 1758, 3516), ('Mish', 1758, 0), ('dropout', 1758, 0), ('linear', 1032, 1815288), ('batch_normalization', 1032, 2064), ('Mish', 1032, 0), ('dropout', 1032, 0), ('linear', 306, 316098), ('batch_normalization', 306, 612), ('Mish', 306, 0), ('dropout', 306, 0), ('linear', 306, 93942), ('Softmax', 306, 0)]",Mish,35772,27225432,1021,5,5,2105,51.515625,0.4759193548387098,0.44289090909090917,0.13327777777777777,0.32868518518518514
input:3520_output:532_depth:5_arch:pyramid_batch:607_act:swish_dropout:0.3402801073419339_dropout:True_batchnorm:False.out,6,"[('linear', 1760, 6196960), ('SiLU', 1760, 0), ('dropout', 1760, 0), ('linear', 880, 1549680), ('SiLU', 880, 0), ('dropout', 880, 0), ('linear', 532, 468692), ('SiLU', 532, 0), ('dropout', 532, 0), ('linear', 532, 283556), ('SiLU', 532, 0), ('dropout', 532, 0), ('linear', 532, 283556), ('SiLU', 532, 0), ('dropout', 532, 0), ('linear', 532, 283556), ('Softmax', 532, 0)]",SiLU,13772,9066000,607,0,5,1681,36.096774193548384,0.304968253968254,0.2722678571428571,0.07805357142857146,0.17410909090909085
input:3892_output:12_depth:2_arch:uniform_batch:772_act:leaky_relu_dropout:0.13910790231757467_dropout:True_batchnorm:True.out,3,"[('linear', 3892, 15151556), ('batch_normalization', 3892, 7784), ('LeakyReLU', 3892, 0), ('dropout', 3892, 0), ('linear', 3892, 15151556), ('batch_normalization', 3892, 7784), ('LeakyReLU', 3892, 0), ('dropout', 3892, 0), ('linear', 12, 46716), ('Softmax', 12, 0)]",LeakyReLU,31160,30365396,772,2,2,2147,55.32258064516129,0.5063064516129032,0.49459649122807003,0.1613157894736842,0.3574464285714286
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input:2146_output:297_depth:4_arch:gradual_batch:274_act:leaky_relu_dropout:0.15700929378430784_dropout:True_batchnorm:False.out,5,"[('linear', 1684, 3615548), ('LeakyReLU', 1684, 0), ('dropout', 1684, 0), ('linear', 1222, 2059070), ('LeakyReLU', 1222, 0), ('dropout', 1222, 0), ('linear', 760, 929480), ('LeakyReLU', 760, 0), ('dropout', 760, 0), ('linear', 298, 226778), ('LeakyReLU', 298, 0), ('dropout', 298, 0), ('linear', 297, 88803), ('Softmax', 297, 0)]",LeakyReLU,12486,6919679,274,0,4,1611,37.92063492063492,0.34588709677419355,0.26916363636363644,0.06656363636363641,0.1380535714285715
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input:2425_output:23_depth:8_arch:bottleneck_batch:297_act:softplus_dropout:0.35950215987628076_dropout:False_batchnorm:True.out,10,"[('linear', 1212, 2940312), ('batch_normalization', 1212, 2424), ('Softplus', 1212, 0), ('linear', 606, 735078), ('batch_normalization', 606, 1212), ('Softplus', 606, 0), ('linear', 303, 183921), ('batch_normalization', 303, 606), ('Softplus', 303, 0), ('linear', 151, 45904), ('batch_normalization', 151, 302), ('Softplus', 151, 0), ('linear', 75, 11400), ('batch_normalization', 75, 150), ('Softplus', 75, 0), ('linear', 37, 2812), ('batch_normalization', 37, 74), ('Softplus', 37, 0), ('linear', 23, 874), ('batch_normalization', 23, 46), ('Softplus', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('Softplus', 23, 0), ('linear', 23, 552), ('batch_normalization', 23, 46), ('Softplus', 23, 0), ('linear', 23, 552), ('Softmax', 23, 0)]",Softplus,7405,3926863,297,9,0,1539,37.403225806451616,0.34269841269841256,0.15707272727272725,0.027654545454545466,0.08952830188679245
input:246_output:24_depth:5_arch:gradual_batch:758_act:mish_dropout:0.46438138822616803_dropout:False_batchnorm:False.out,6,"[('linear', 202, 49894), ('Mish', 202, 0), ('linear', 158, 32074), ('Mish', 158, 0), ('linear', 114, 18126), ('Mish', 114, 0), ('linear', 70, 8050), ('Mish', 70, 0), ('linear', 26, 1846), ('Mish', 26, 0), ('linear', 24, 648), ('Softmax', 24, 0)]",Mish,1188,110638,758,0,0,1457,13.6875,0.13053968253968254,0.036283018867924524,0.003792452830188682,0.010440000000000005
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input:1685_output:4_depth:2_arch:pyramid_batch:539_act:elu_dropout:0.16048883320065604_dropout:False_batchnorm:True.out,3,"[('linear', 842, 1419612), ('batch_normalization', 842, 1684), ('ELU', 842, 0), ('linear', 421, 354903), ('batch_normalization', 421, 842), ('ELU', 421, 0), ('linear', 4, 1688), ('Softmax', 4, 0)]",ELU,3797,1778729,539,2,0,1513,28.650793650793652,0.24469841269841267,0.1344509803921569,0.02384313725490196,0.0908771929824562
input:2398_output:592_depth:4_arch:gradual_batch:982_act:prelu_dropout:0.3688716216667497_dropout:False_batchnorm:False.out,5,"[('linear', 1947, 4670853), ('PReLU', 1947, 0), ('linear', 1496, 2914208), ('PReLU', 1496, 0), ('linear', 1045, 1564365), ('PReLU', 1045, 0), ('linear', 594, 621324), ('PReLU', 594, 0), ('linear', 592, 352240), ('Softmax', 592, 0)]",PReLU,11348,10122990,982,0,0,1703,35.682539682539684,0.31291935483870975,0.2796296296296296,0.07992592592592593,0.20320754716981146
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input:4084_output:283_depth:7_arch:gradual_batch:578_act:selu_dropout:0.2868587054583139_dropout:True_batchnorm:False.out,8,"[('linear', 3541, 14464985), ('SELU', 3541, 0), ('dropout', 3541, 0), ('linear', 2998, 10618916), ('SELU', 2998, 0), ('dropout', 2998, 0), ('linear', 2455, 7362545), ('SELU', 2455, 0), ('dropout', 2455, 0), ('linear', 1912, 4695872), ('SELU', 1912, 0), ('dropout', 1912, 0), ('linear', 1369, 2618897), ('SELU', 1369, 0), ('dropout', 1369, 0), ('linear', 826, 1131620), ('SELU', 826, 0), ('dropout', 826, 0), ('linear', 283, 234041), ('SELU', 283, 0), ('dropout', 283, 0), ('linear', 283, 80372), ('Softmax', 283, 0)]",SELU,40718,41207248,578,0,7,2327,64.06451612903226,0.6061612903225806,0.588125,0.2533749999999999,0.3889107142857144
input:3425_output:131_depth:9_arch:uniform_batch:856_act:identity_dropout:0.4327390511235677_dropout:False_batchnorm:False.out,10,"[('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 3425, 11734050), ('Identity', 3425, 0), ('linear', 131, 448806), ('Softmax', 131, 0)]",Identity,61912,106055256,856,0,0,3655,79.03174603174604,0.7730161290322581,0.7691249999999998,0.32098214285714294,0.6048545454545455
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input:65_output:5_depth:5_arch:gradual_batch:196_act:relu_dropout:0.40227270287077754_dropout:True_batchnorm:True.out,6,"[('linear', 53, 3498), ('batch_normalization', 53, 106), ('ReLU', 53, 0), ('dropout', 53, 0), ('linear', 41, 2214), ('batch_normalization', 41, 82), ('ReLU', 41, 0), ('dropout', 41, 0), ('linear', 29, 1218), ('batch_normalization', 29, 58), ('ReLU', 29, 0), ('dropout', 29, 0), ('linear', 17, 510), ('batch_normalization', 17, 34), ('ReLU', 17, 0), ('dropout', 17, 0), ('linear', 5, 90), ('batch_normalization', 5, 10), ('ReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('Softmax', 5, 0)]",ReLU,590,7850,196,5,5,1451,27.11111111111111,0.265453125,0.007946428571428578,0.0010000000000000007,0.0010000000000000007
input:2379_output:103_depth:3_arch:pyramid_batch:190_act:identity_dropout:0.15633991710416317_dropout:False_batchnorm:True.out,4,"[('linear', 1189, 2829820), ('batch_normalization', 1189, 2378), ('Identity', 1189, 0), ('linear', 594, 706860), ('batch_normalization', 594, 1188), ('Identity', 594, 0), ('linear', 297, 176715), ('batch_normalization', 297, 594), ('Identity', 297, 0), ('linear', 103, 30694), ('Softmax', 103, 0)]",Identity,6446,3748249,190,3,0,1533,37.61290322580645,0.33593548387096756,0.18235849056603773,0.035509433962264136,0.08286274509803922
input:302_output:12_depth:5_arch:uniform_batch:49_act:gelu_dropout:0.30511355685306835_dropout:True_batchnorm:True.out,6,"[('linear', 302, 91506), ('batch_normalization', 302, 604), ('GELU', 302, 0), ('dropout', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('GELU', 302, 0), ('dropout', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('GELU', 302, 0), ('dropout', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('GELU', 302, 0), ('dropout', 302, 0), ('linear', 302, 91506), ('batch_normalization', 302, 604), ('GELU', 302, 0), ('dropout', 302, 0), ('linear', 12, 3636), ('Softmax', 12, 0)]",GELU,6064,464186,49,5,5,1461,36.95238095238095,0.3621904761904763,0.05051923076923075,0.005000000000000003,0.008923076923076928
input:3512_output:802_depth:9_arch:bottleneck_batch:618_act:selu_dropout:0.4865014702704161_dropout:True_batchnorm:True.out,11,"[('linear', 1756, 6168828), ('batch_normalization', 1756, 3512), ('SELU', 1756, 0), ('dropout', 1756, 0), ('linear', 878, 1542646), ('batch_normalization', 878, 1756), ('SELU', 878, 0), ('dropout', 878, 0), ('linear', 802, 704958), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('batch_normalization', 802, 1604), ('SELU', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('Softmax', 802, 0)]",SELU,37804,13586580,618,10,10,1755,45.77777777777778,0.41671428571428565,0.33741818181818184,0.10329090909090911,0.20985185185185176
input:568_output:8_depth:6_arch:uniform_batch:858_act:tanh_dropout:0.24738978848454862_dropout:False_batchnorm:True.out,7,"[('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 568, 323192), ('batch_normalization', 568, 1136), ('Tanh', 568, 0), ('linear', 8, 4552), ('Softmax', 8, 0)]",Tanh,10240,1950520,858,6,0,1511,35.45161290322581,0.3294444444444445,0.1808846153846154,0.03505769230769232,0.12415384615384623
input:2913_output:74_depth:6_arch:gradual_batch:989_act:swish_dropout:0.2493572202042964_dropout:True_batchnorm:False.out,7,"[('linear', 2440, 7110160), ('SiLU', 2440, 0), ('dropout', 2440, 0), ('linear', 1967, 4801447), ('SiLU', 1967, 0), ('dropout', 1967, 0), ('linear', 1494, 2940192), ('SiLU', 1494, 0), ('dropout', 1494, 0), ('linear', 1021, 1526395), ('SiLU', 1021, 0), ('dropout', 1021, 0), ('linear', 548, 560056), ('SiLU', 548, 0), ('dropout', 548, 0), ('linear', 75, 41175), ('SiLU', 75, 0), ('dropout', 75, 0), ('linear', 74, 5624), ('Softmax', 74, 0)]",SiLU,22783,16985049,989,0,6,1853,44.83870967741935,0.4041935483870968,0.3729090909090909,0.1102909090909091,0.27373214285714276
input:4083_output:129_depth:8_arch:gradual_batch:645_act:swish_dropout:0.4293541511440174_dropout:True_batchnorm:True.out,9,"[('linear', 3589, 14657476), ('batch_normalization', 3589, 7178), ('SiLU', 3589, 0), ('dropout', 3589, 0), ('linear', 3095, 11111050), ('batch_normalization', 3095, 6190), ('SiLU', 3095, 0), ('dropout', 3095, 0), ('linear', 2601, 8052696), ('batch_normalization', 2601, 5202), ('SiLU', 2601, 0), ('dropout', 2601, 0), ('linear', 2107, 5482414), ('batch_normalization', 2107, 4214), ('SiLU', 2107, 0), ('dropout', 2107, 0), ('linear', 1613, 3400204), ('batch_normalization', 1613, 3226), ('SiLU', 1613, 0), ('dropout', 1613, 0), ('linear', 1119, 1806066), ('batch_normalization', 1119, 2238), ('SiLU', 1119, 0), ('dropout', 1119, 0), ('linear', 625, 700000), ('batch_normalization', 625, 1250), ('SiLU', 625, 0), ('dropout', 625, 0), ('linear', 131, 82006), ('batch_normalization', 131, 262), ('SiLU', 131, 0), ('dropout', 131, 0), ('linear', 129, 17028), ('Softmax', 129, 0)]",SiLU,59778,45338700,645,8,8,2467,66.23809523809524,0.6338709677419353,0.5959464285714285,0.22539285714285717,0.41616363636363624
input:1339_output:213_depth:6_arch:gradual_batch:647_act:identity_dropout:0.2669438034716628_dropout:False_batchnorm:False.out,7,"[('linear', 1152, 1543680), ('Identity', 1152, 0), ('linear', 965, 1112645), ('Identity', 965, 0), ('linear', 778, 751548), ('Identity', 778, 0), ('linear', 591, 460389), ('Identity', 591, 0), ('linear', 404, 239168), ('Identity', 404, 0), ('linear', 217, 87885), ('Identity', 217, 0), ('linear', 213, 46434), ('Softmax', 213, 0)]",Identity,8640,4241749,647,0,0,1561,35.79365079365079,0.33193548387096766,0.25749056603773585,0.05466037735849054,0.17662264150943396
input:846_output:10_depth:4_arch:gradual_batch:539_act:selu_dropout:0.47506664633741447_dropout:True_batchnorm:False.out,5,"[('linear', 637, 539539), ('SELU', 637, 0), ('dropout', 637, 0), ('linear', 428, 273064), ('SELU', 428, 0), ('dropout', 428, 0), ('linear', 219, 93951), ('SELU', 219, 0), ('dropout', 219, 0), ('linear', 10, 2200), ('SELU', 10, 0), ('dropout', 10, 0), ('linear', 10, 110), ('Softmax', 10, 0)]",SELU,3902,908864,539,0,4,1477,25.746031746031747,0.23224193548387098,0.09448076923076923,0.016865384615384622,0.05267924528301888
input:802_output:141_depth:4_arch:gradual_batch:553_act:prelu_dropout:0.38809593646923135_dropout:True_batchnorm:False.out,5,"[('linear', 637, 511511), ('PReLU', 637, 0), ('dropout', 637, 0), ('linear', 472, 301136), ('PReLU', 472, 0), ('dropout', 472, 0), ('linear', 307, 145211), ('PReLU', 307, 0), ('dropout', 307, 0), ('linear', 142, 43736), ('PReLU', 142, 0), ('dropout', 142, 0), ('linear', 141, 20163), ('Softmax', 141, 0)]",PReLU,4956,1021757,553,0,4,1481,27.403225806451612,0.24379032258064512,0.11678431372549018,0.020588235294117657,0.058
input:747_output:44_depth:8_arch:gradual_batch:978_act:mish_dropout:0.385754863756549_dropout:False_batchnorm:True.out,9,"[('linear', 660, 493680), ('batch_normalization', 660, 1320), ('Mish', 660, 0), ('linear', 573, 378753), ('batch_normalization', 573, 1146), ('Mish', 573, 0), ('linear', 486, 278964), ('batch_normalization', 486, 972), ('Mish', 486, 0), ('linear', 399, 194313), ('batch_normalization', 399, 798), ('Mish', 399, 0), ('linear', 312, 124800), ('batch_normalization', 312, 624), ('Mish', 312, 0), ('linear', 225, 70425), ('batch_normalization', 225, 450), ('Mish', 225, 0), ('linear', 138, 31188), ('batch_normalization', 138, 276), ('Mish', 138, 0), ('linear', 51, 7089), ('batch_normalization', 51, 102), ('Mish', 51, 0), ('linear', 44, 2288), ('Softmax', 44, 0)]",Mish,8620,1587188,978,8,0,1523,33.904761904761905,0.3174126984126984,0.1593518518518518,0.031240740740740743,0.09503773584905664
input:1851_output:67_depth:7_arch:pyramid_batch:86_act:prelu_dropout:0.34974447153574806_dropout:False_batchnorm:False.out,8,"[('linear', 925, 1713100), ('PReLU', 925, 0), ('linear', 462, 427812), ('PReLU', 462, 0), ('linear', 231, 106953), ('PReLU', 231, 0), ('linear', 115, 26680), ('PReLU', 115, 0), ('linear', 67, 7772), ('PReLU', 67, 0), ('linear', 67, 4556), ('PReLU', 67, 0), ('linear', 67, 4556), ('PReLU', 67, 0), ('linear', 67, 4556), ('Softmax', 67, 0)]",PReLU,4002,2295985,86,0,0,1495,37.74193548387097,0.3611935483870968,0.10501851851851861,0.018037037037037046,0.03547169811320756
input:2812_output:427_depth:6_arch:pyramid_batch:1003_act:elu_dropout:0.1789782710795568_dropout:False_batchnorm:True.out,7,"[('linear', 1406, 3955078), ('batch_normalization', 1406, 2812), ('ELU', 1406, 0), ('linear', 703, 989121), ('batch_normalization', 703, 1406), ('ELU', 703, 0), ('linear', 427, 300608), ('batch_normalization', 427, 854), ('ELU', 427, 0), ('linear', 427, 182756), ('batch_normalization', 427, 854), ('ELU', 427, 0), ('linear', 427, 182756), ('batch_normalization', 427, 854), ('ELU', 427, 0), ('linear', 427, 182756), ('batch_normalization', 427, 854), ('ELU', 427, 0), ('linear', 427, 182756), ('Softmax', 427, 0)]",ELU,12305,5983465,1003,6,0,1611,37.87301587301587,0.3078870967741936,0.22484905660377355,0.04769811320754717,0.16556603773584908
input:4022_output:672_depth:6_arch:pyramid_batch:948_act:identity_dropout:0.42206403415360805_dropout:True_batchnorm:False.out,7,"[('linear', 2011, 8090253), ('Identity', 2011, 0), ('dropout', 2011, 0), ('linear', 1005, 2022060), ('Identity', 1005, 0), ('dropout', 1005, 0), ('linear', 672, 676032), ('Identity', 672, 0), ('dropout', 672, 0), ('linear', 672, 452256), ('Identity', 672, 0), ('dropout', 672, 0), ('linear', 672, 452256), ('Identity', 672, 0), ('dropout', 672, 0), ('linear', 672, 452256), ('Identity', 672, 0), ('dropout', 672, 0), ('linear', 672, 452256), ('Softmax', 672, 0)]",Identity,18456,12597369,948,0,6,1767,36.03174603174603,0.30633870967741944,0.284344827586207,0.08134482758620694,0.19937931034482761
input:173_output:32_depth:5_arch:uniform_batch:676_act:softplus_dropout:0.4213375814014285_dropout:False_batchnorm:False.out,6,"[('linear', 173, 30102), ('Softplus', 173, 0), ('linear', 173, 30102), ('Softplus', 173, 0), ('linear', 173, 30102), ('Softplus', 173, 0), ('linear', 173, 30102), ('Softplus', 173, 0), ('linear', 173, 30102), ('Softplus', 173, 0), ('linear', 32, 5568), ('Softmax', 32, 0)]",Softplus,1794,156078,676,0,0,1459,16.825396825396826,0.15964516129032258,0.04484905660377358,0.004924528301886796,0.01750000000000001
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input:2553_output:127_depth:7_arch:bottleneck_batch:458_act:tanh_dropout:0.17159174922096848_dropout:True_batchnorm:True.out,9,"[('linear', 1276, 3258904), ('batch_normalization', 1276, 2552), ('Tanh', 1276, 0), ('dropout', 1276, 0), ('linear', 638, 814726), ('batch_normalization', 638, 1276), ('Tanh', 638, 0), ('dropout', 638, 0), ('linear', 319, 203841), ('batch_normalization', 319, 638), ('Tanh', 319, 0), ('dropout', 319, 0), ('linear', 159, 50880), ('batch_normalization', 159, 318), ('Tanh', 159, 0), ('dropout', 159, 0), ('linear', 127, 20320), ('batch_normalization', 127, 254), ('Tanh', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('batch_normalization', 127, 254), ('Tanh', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('batch_normalization', 127, 254), ('Tanh', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('batch_normalization', 127, 254), ('Tanh', 127, 0), ('dropout', 127, 0), ('linear', 127, 16256), ('Softmax', 127, 0)]",Tanh,11854,4419495,458,8,8,1573,36.55555555555556,0.32846031746031745,0.1897368421052632,0.038982456140350875,0.11205172413793106
input:2676_output:328_depth:10_arch:uniform_batch:718_act:mish_dropout:0.35036437319773217_dropout:False_batchnorm:True.out,11,"[('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 2676, 7163652), ('batch_normalization', 2676, 5352), ('Mish', 2676, 0), ('linear', 328, 878056), ('Softmax', 328, 0)]",Mish,80936,72568096,718,10,0,3175,74.09375,0.7417936507936506,0.7044107142857142,0.28817857142857134,0.5203090909090909
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input:1322_output:36_depth:3_arch:pyramid_batch:373_act:mish_dropout:0.31259636509877187_dropout:True_batchnorm:True.out,4,"[('linear', 661, 874503), ('batch_normalization', 661, 1322), ('Mish', 661, 0), ('dropout', 661, 0), ('linear', 330, 218460), ('batch_normalization', 330, 660), ('Mish', 330, 0), ('dropout', 330, 0), ('linear', 165, 54615), ('batch_normalization', 165, 330), ('Mish', 165, 0), ('dropout', 165, 0), ('linear', 36, 5976), ('Softmax', 36, 0)]",Mish,4696,1155866,373,3,3,1481,30.365079365079364,0.2763333333333333,0.11412727272727272,0.023854545454545455,0.055740740740740743
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input:1596_output:205_depth:2_arch:bottleneck_batch:317_act:identity_dropout:0.23873641970174592_dropout:False_batchnorm:False.out,4,"[('linear', 798, 1274406), ('Identity', 798, 0), ('linear', 399, 318801), ('Identity', 399, 0), ('linear', 205, 82000), ('Identity', 205, 0), ('linear', 205, 42230), ('Softmax', 205, 0)]",Identity,3214,1717437,317,0,0,1495,32.4375,0.2907619047619047,0.14616666666666664,0.030129629629629614,0.08177777777777774
input:294_output:64_depth:3_arch:uniform_batch:71_act:relu_dropout:0.4590831228173754_dropout:True_batchnorm:True.out,4,"[('linear', 294, 86730), ('batch_normalization', 294, 588), ('ReLU', 294, 0), ('dropout', 294, 0), ('linear', 294, 86730), ('batch_normalization', 294, 588), ('ReLU', 294, 0), ('dropout', 294, 0), ('linear', 294, 86730), ('batch_normalization', 294, 588), ('ReLU', 294, 0), ('dropout', 294, 0), ('linear', 64, 18880), ('Softmax', 64, 0)]",ReLU,3656,280834,71,3,3,1457,37.41269841269841,0.35587301587301595,0.04694339622641509,0.005000000000000003,0.009980769230769236
input:3809_output:869_depth:8_arch:bottleneck_batch:506_act:mish_dropout:0.11255628371718909_dropout:False_batchnorm:True.out,10,"[('linear', 1904, 7254240), ('batch_normalization', 1904, 3808), ('Mish', 1904, 0), ('linear', 952, 1813560), ('batch_normalization', 952, 1904), ('Mish', 952, 0), ('linear', 869, 828157), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('batch_normalization', 869, 1738), ('Mish', 869, 0), ('linear', 869, 756030), ('Softmax', 869, 0)]",Mish,28555,15206045,506,9,0,1797,49.903225806451616,0.4433968253968254,0.3613999999999998,0.12230909090909091,0.2104912280701754
input:3148_output:468_depth:8_arch:pyramid_batch:432_act:tanh_dropout:0.3783151165691817_dropout:True_batchnorm:True.out,9,"[('linear', 1574, 4956526), ('batch_normalization', 1574, 3148), ('Tanh', 1574, 0), ('dropout', 1574, 0), ('linear', 787, 1239525), ('batch_normalization', 787, 1574), ('Tanh', 787, 0), ('dropout', 787, 0), ('linear', 468, 368784), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('batch_normalization', 468, 936), ('Tanh', 468, 0), ('dropout', 468, 0), ('linear', 468, 219492), ('Softmax', 468, 0)]",Tanh,21612,7892125,432,8,8,1651,37.07936507936508,0.3297460317460318,0.24389285714285722,0.053196428571428554,0.12751785714285713
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input:487_output:52_depth:4_arch:pyramid_batch:782_act:selu_dropout:0.2578267604184301_dropout:True_batchnorm:True.out,5,"[('linear', 243, 118584), ('batch_normalization', 243, 486), ('SELU', 243, 0), ('dropout', 243, 0), ('linear', 121, 29524), ('batch_normalization', 121, 242), ('SELU', 121, 0), ('dropout', 121, 0), ('linear', 60, 7320), ('batch_normalization', 60, 120), ('SELU', 60, 0), ('dropout', 60, 0), ('linear', 52, 3172), ('batch_normalization', 52, 104), ('SELU', 52, 0), ('dropout', 52, 0), ('linear', 52, 2756), ('Softmax', 52, 0)]",SELU,2008,162308,782,4,4,1459,18.6984126984127,0.1725,0.03448076923076923,0.004500000000000003,0.010807692307692313
input:2420_output:176_depth:10_arch:bottleneck_batch:1019_act:mish_dropout:0.3154429481826273_dropout:False_batchnorm:True.out,12,"[('linear', 1210, 2929410), ('batch_normalization', 1210, 2420), ('Mish', 1210, 0), ('linear', 605, 732655), ('batch_normalization', 605, 1210), ('Mish', 605, 0), ('linear', 302, 183012), ('batch_normalization', 302, 604), ('Mish', 302, 0), ('linear', 176, 53328), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('batch_normalization', 176, 352), ('Mish', 176, 0), ('linear', 176, 31152), ('Softmax', 176, 0)]",Mish,10927,4154671,1019,11,0,1583,38.225806451612904,0.31290322580645175,0.18412727272727267,0.04134545454545454,0.1276981132075472
input:1692_output:421_depth:7_arch:pyramid_batch:342_act:softplus_dropout:0.49461519629297834_dropout:False_batchnorm:False.out,8,"[('linear', 846, 1432278), ('Softplus', 846, 0), ('linear', 423, 358281), ('Softplus', 423, 0), ('linear', 421, 178504), ('Softplus', 421, 0), ('linear', 421, 177662), ('Softplus', 421, 0), ('linear', 421, 177662), ('Softplus', 421, 0), ('linear', 421, 177662), ('Softplus', 421, 0), ('linear', 421, 177662), ('Softplus', 421, 0), ('linear', 421, 177662), ('Softmax', 421, 0)]",Softplus,7590,2857373,342,0,0,1521,35.76190476190476,0.33458730158730154,0.20434545454545458,0.030436363636363623,0.11225925925925923
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input:1587_output:176_depth:5_arch:bottleneck_batch:934_act:swish_dropout:0.3442587964613864_dropout:True_batchnorm:False.out,7,"[('linear', 793, 1259284), ('SiLU', 793, 0), ('dropout', 793, 0), ('linear', 396, 314424), ('SiLU', 396, 0), ('dropout', 396, 0), ('linear', 198, 78606), ('SiLU', 198, 0), ('dropout', 198, 0), ('linear', 176, 35024), ('SiLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('SiLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('SiLU', 176, 0), ('dropout', 176, 0), ('linear', 176, 31152), ('Softmax', 176, 0)]",SiLU,6097,1780794,934,0,6,1523,26.38095238095238,0.223140625,0.1417962962962963,0.029592592592592597,0.08983018867924532
input:940_output:15_depth:4_arch:pyramid_batch:368_act:swish_dropout:0.15418876224769784_dropout:True_batchnorm:True.out,5,"[('linear', 470, 442270), ('batch_normalization', 470, 940), ('SiLU', 470, 0), ('dropout', 470, 0), ('linear', 235, 110685), ('batch_normalization', 235, 470), ('SiLU', 235, 0), ('dropout', 235, 0), ('linear', 117, 27612), ('batch_normalization', 117, 234), ('SiLU', 117, 0), ('dropout', 117, 0), ('linear', 58, 6844), ('batch_normalization', 58, 116), ('SiLU', 58, 0), ('dropout', 58, 0), ('linear', 15, 885), ('Softmax', 15, 0)]",SiLU,3550,590056,368,4,4,1477,27.53968253968254,0.25765079365079374,0.06265454545454545,0.009036363636363643,0.028092592592592582
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input:1620_output:308_depth:4_arch:uniform_batch:98_act:swish_dropout:0.40641426866476726_dropout:False_batchnorm:False.out,5,"[('linear', 1620, 2626020), ('SiLU', 1620, 0), ('linear', 1620, 2626020), ('SiLU', 1620, 0), ('linear', 1620, 2626020), ('SiLU', 1620, 0), ('linear', 1620, 2626020), ('SiLU', 1620, 0), ('linear', 308, 499268), ('Softmax', 308, 0)]",SiLU,13576,11003348,98,0,0,1697,53.36507936507937,0.5105555555555559,0.4485272727272729,0.13116363636363626,0.16105454545454537
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input:2733_output:398_depth:8_arch:uniform_batch:884_act:tanh_dropout:0.4555733184431894_dropout:False_batchnorm:True.out,9,"[('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 2733, 7472022), ('batch_normalization', 2733, 5466), ('Tanh', 2733, 0), ('linear', 398, 1088132), ('Softmax', 398, 0)]",Tanh,66388,60908036,884,8,0,2855,74.2258064516129,0.7093870967741935,0.6493818181818183,0.18303636363636364,0.5084363636363635
input:3770_output:663_depth:2_arch:uniform_batch:689_act:elu_dropout:0.48485224328071697_dropout:False_batchnorm:True.out,3,"[('linear', 3770, 14216670), ('batch_normalization', 3770, 7540), ('ELU', 3770, 0), ('linear', 3770, 14216670), ('batch_normalization', 3770, 7540), ('ELU', 3770, 0), ('linear', 663, 2500173), ('Softmax', 663, 0)]",ELU,23946,30948593,689,2,0,2167,58.62903225806452,0.5378225806451614,0.5116727272727273,0.22243636363636377,0.3702857142857144
input:515_output:1_depth:6_arch:bottleneck_batch:121_act:leaky_relu_dropout:0.38953347818763095_dropout:True_batchnorm:False.out,8,"[('linear', 257, 132612), ('LeakyReLU', 257, 0), ('dropout', 257, 0), ('linear', 128, 33024), ('LeakyReLU', 128, 0), ('dropout', 128, 0), ('linear', 64, 8256), ('LeakyReLU', 64, 0), ('dropout', 64, 0), ('linear', 32, 2080), ('LeakyReLU', 32, 0), ('dropout', 32, 0), ('linear', 16, 528), ('LeakyReLU', 16, 0), ('dropout', 16, 0), ('linear', 8, 136), ('LeakyReLU', 8, 0), ('dropout', 8, 0), ('linear', 4, 36), ('LeakyReLU', 4, 0), ('dropout', 4, 0), ('linear', 1, 5), ('Sigmoid', 1, 0)]",LeakyReLU,1529,176677,121,0,7,1455,34.16129032258065,0.3309838709677419,0.024603773584905664,0.003000000000000002,0.004943396226415097
input:3724_output:593_depth:5_arch:gradual_batch:981_act:selu_dropout:0.25106114823297043_dropout:True_batchnorm:True.out,6,"[('linear', 3098, 11540050), ('batch_normalization', 3098, 6196), ('SELU', 3098, 0), ('dropout', 3098, 0), ('linear', 2472, 7660728), ('batch_normalization', 2472, 4944), ('SELU', 2472, 0), ('dropout', 2472, 0), ('linear', 1846, 4565158), ('batch_normalization', 1846, 3692), ('SELU', 1846, 0), ('dropout', 1846, 0), ('linear', 1220, 2253340), ('batch_normalization', 1220, 2440), ('SELU', 1220, 0), ('dropout', 1220, 0), ('linear', 594, 725274), ('batch_normalization', 594, 1188), ('SELU', 594, 0), ('dropout', 594, 0), ('linear', 593, 352835), ('Softmax', 593, 0)]",SELU,38106,27115845,981,5,5,2131,54.12903225806452,0.49670967741935484,0.4718928571428571,0.1390357142857143,0.32930909090909083
input:3729_output:478_depth:6_arch:gradual_batch:688_act:elu_dropout:0.25379447820837797_dropout:False_batchnorm:True.out,7,"[('linear', 3188, 11891240), ('batch_normalization', 3188, 6376), ('ELU', 3188, 0), ('linear', 2647, 8441283), ('batch_normalization', 2647, 5294), ('ELU', 2647, 0), ('linear', 2106, 5576688), ('batch_normalization', 2106, 4212), ('ELU', 2106, 0), ('linear', 1565, 3297455), ('batch_normalization', 1565, 3130), ('ELU', 1565, 0), ('linear', 1024, 1603584), ('batch_normalization', 1024, 2048), ('ELU', 1024, 0), ('linear', 483, 495075), ('batch_normalization', 483, 966), ('ELU', 483, 0), ('linear', 478, 231352), ('Softmax', 478, 0)]",ELU,33995,31558703,688,6,0,2191,57.24193548387097,0.5350967741935483,0.5113859649122806,0.15873684210526318,0.3595789473684211
input:2879_output:231_depth:2_arch:gradual_batch:1008_act:selu_dropout:0.4322392842215762_dropout:False_batchnorm:False.out,3,"[('linear', 1555, 4478400), ('SELU', 1555, 0), ('linear', 231, 359436), ('SELU', 231, 0), ('linear', 231, 53592), ('Softmax', 231, 0)]",SELU,4034,4891428,1008,0,0,1581,30.603174603174605,0.2596290322580645,0.21625454545454542,0.043127272727272736,0.17690566037735841
input:3321_output:613_depth:10_arch:uniform_batch:271_act:identity_dropout:0.3724413437334547_dropout:False_batchnorm:False.out,11,"[('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 3321, 11032362), ('Identity', 3321, 0), ('linear', 613, 2036386), ('Softmax', 613, 0)]",Identity,67646,112360006,271,0,0,3761,84.04761904761905,0.8360645161290322,0.8105593220338985,0.34559322033898315,0.44932758620689656
input:421_output:102_depth:9_arch:bottleneck_batch:271_act:softplus_dropout:0.1850108261365493_dropout:False_batchnorm:False.out,11,"[('linear', 210, 88620), ('Softplus', 210, 0), ('linear', 105, 22155), ('Softplus', 105, 0), ('linear', 102, 10812), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softplus', 102, 0), ('linear', 102, 10506), ('Softmax', 102, 0)]",Softplus,2466,205635,271,0,0,1457,34.20634920634921,0.31881250000000005,0.06369811320754716,0.005811320754716984,0.013566037735849065
input:1910_output:54_depth:8_arch:pyramid_batch:278_act:prelu_dropout:0.4123419045064246_dropout:False_batchnorm:False.out,9,"[('linear', 955, 1825005), ('PReLU', 955, 0), ('linear', 477, 456012), ('PReLU', 477, 0), ('linear', 238, 113764), ('PReLU', 238, 0), ('linear', 119, 28441), ('PReLU', 119, 0), ('linear', 59, 7080), ('PReLU', 59, 0), ('linear', 54, 3240), ('PReLU', 54, 0), ('linear', 54, 2970), ('PReLU', 54, 0), ('linear', 54, 2970), ('PReLU', 54, 0), ('linear', 54, 2970), ('Softmax', 54, 0)]",PReLU,4128,2442452,278,0,0,1517,37.03174603174603,0.3415396825396824,0.1417592592592592,0.024333333333333332,0.0710754716981132
input:3312_output:119_depth:8_arch:gradual_batch:422_act:relu_dropout:0.13886320956896428_dropout:False_batchnorm:False.out,9,"[('linear', 2913, 9650769), ('ReLU', 2913, 0), ('linear', 2514, 7325796), ('ReLU', 2514, 0), ('linear', 2115, 5319225), ('ReLU', 2115, 0), ('linear', 1716, 3631056), ('ReLU', 1716, 0), ('linear', 1317, 2261289), ('ReLU', 1317, 0), ('linear', 918, 1209924), ('ReLU', 918, 0), ('linear', 519, 476961), ('ReLU', 519, 0), ('linear', 120, 62400), ('ReLU', 120, 0), ('linear', 119, 14399), ('Softmax', 119, 0)]",ReLU,24502,29951819,422,0,0,2071,61.421875,0.5842258064516129,0.5405263157894736,0.1982499999999999,0.34727777777777785
input:2368_output:84_depth:9_arch:uniform_batch:34_act:softplus_dropout:0.4906075434128563_dropout:False_batchnorm:False.out,10,"[('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 2368, 5609792), ('Softplus', 2368, 0), ('linear', 84, 198996), ('Softmax', 84, 0)]",Softplus,42792,50687124,34,0,0,2451,81.625,0.8162698412698413,0.7440000000000001,0.36169642857142875,0.19458928571428577
input:3683_output:533_depth:7_arch:bottleneck_batch:246_act:prelu_dropout:0.3550286688347234_dropout:False_batchnorm:True.out,9,"[('linear', 1841, 6782244), ('batch_normalization', 1841, 3682), ('PReLU', 1841, 0), ('linear', 920, 1694640), ('batch_normalization', 920, 1840), ('PReLU', 920, 0), ('linear', 533, 490893), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('batch_normalization', 533, 1066), ('PReLU', 533, 0), ('linear', 533, 284622), ('Softmax', 533, 0)]",PReLU,18943,10687427,246,8,0,1679,41.36507936507937,0.3774761904761904,0.2506666666666666,0.06692982456140346,0.11124561403508779
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input:3632_output:500_depth:4_arch:bottleneck_batch:680_act:mish_dropout:0.3783086143631299_dropout:True_batchnorm:True.out,6,"[('linear', 1816, 6597528), ('batch_normalization', 1816, 3632), ('Mish', 1816, 0), ('dropout', 1816, 0), ('linear', 908, 1649836), ('batch_normalization', 908, 1816), ('Mish', 908, 0), ('dropout', 908, 0), ('linear', 500, 454500), ('batch_normalization', 500, 1000), ('Mish', 500, 0), ('dropout', 500, 0), ('linear', 500, 250500), ('batch_normalization', 500, 1000), ('Mish', 500, 0), ('dropout', 500, 0), ('linear', 500, 250500), ('batch_normalization', 500, 1000), ('Mish', 500, 0), ('dropout', 500, 0), ('linear', 500, 250500), ('Softmax', 500, 0)]",Mish,17896,9461812,680,5,5,1677,36.41269841269841,0.3152857142857142,0.26812962962962966,0.07266666666666664,0.16423636363636357
input:3291_output:258_depth:4_arch:pyramid_batch:748_act:tanh_dropout:0.2860316738239462_dropout:False_batchnorm:False.out,5,"[('linear', 1645, 5415340), ('Tanh', 1645, 0), ('linear', 822, 1353012), ('Tanh', 822, 0), ('linear', 411, 338253), ('Tanh', 411, 0), ('linear', 258, 106296), ('Tanh', 258, 0), ('linear', 258, 66822), ('Softmax', 258, 0)]",Tanh,6788,7279723,748,0,0,1629,35.17741935483871,0.3071935483870969,0.27394545454545466,0.07409090909090912,0.19816666666666669
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input:2619_output:603_depth:4_arch:bottleneck_batch:738_act:prelu_dropout:0.41982204518012955_dropout:False_batchnorm:False.out,6,"[('linear', 1309, 3429580), ('PReLU', 1309, 0), ('linear', 654, 856740), ('PReLU', 654, 0), ('linear', 603, 394965), ('PReLU', 603, 0), ('linear', 603, 364212), ('PReLU', 603, 0), ('linear', 603, 364212), ('PReLU', 603, 0), ('linear', 603, 364212), ('Softmax', 603, 0)]",PReLU,8750,5773921,738,0,0,1603,35.82539682539682,0.3101111111111111,0.25010909090909095,0.05814545454545454,0.17330357142857142
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input:2080_output:303_depth:7_arch:gradual_batch:118_act:swish_dropout:0.2765504965433998_dropout:True_batchnorm:True.out,8,"[('linear', 1827, 3801987), ('batch_normalization', 1827, 3654), ('SiLU', 1827, 0), ('dropout', 1827, 0), ('linear', 1574, 2877272), ('batch_normalization', 1574, 3148), ('SiLU', 1574, 0), ('dropout', 1574, 0), ('linear', 1321, 2080575), ('batch_normalization', 1321, 2642), ('SiLU', 1321, 0), ('dropout', 1321, 0), ('linear', 1068, 1411896), ('batch_normalization', 1068, 2136), ('SiLU', 1068, 0), ('dropout', 1068, 0), ('linear', 815, 871235), ('batch_normalization', 815, 1630), ('SiLU', 815, 0), ('dropout', 815, 0), ('linear', 562, 458592), ('batch_normalization', 562, 1124), ('SiLU', 562, 0), ('dropout', 562, 0), ('linear', 309, 173967), ('batch_normalization', 309, 618), ('SiLU', 309, 0), ('dropout', 309, 0), ('linear', 303, 93930), ('Softmax', 303, 0)]",SiLU,30510,11784406,118,7,7,1709,45.46774193548387,0.43748387096774205,0.31108474576271167,0.09013559322033893,0.10257627118644065
input:1399_output:240_depth:10_arch:pyramid_batch:252_act:prelu_dropout:0.18846839950462974_dropout:True_batchnorm:False.out,11,"[('linear', 699, 978600), ('PReLU', 699, 0), ('dropout', 699, 0), ('linear', 349, 244300), ('PReLU', 349, 0), ('dropout', 349, 0), ('linear', 240, 84000), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('PReLU', 240, 0), ('dropout', 240, 0), ('linear', 240, 57840), ('Softmax', 240, 0)]",PReLU,9384,1769620,252,0,10,1489,36.25396825396825,0.3547258064516131,0.1370185185185185,0.021574074074074082,0.04411111111111112
input:2042_output:25_depth:10_arch:uniform_batch:203_act:leaky_relu_dropout:0.3044868113265573_dropout:True_batchnorm:False.out,11,"[('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 2042, 4171806), ('LeakyReLU', 2042, 0), ('dropout', 2042, 0), ('linear', 25, 51075), ('Softmax', 25, 0)]",LeakyReLU,61310,41769135,203,0,10,2283,75.8360655737705,0.7346451612903228,0.6349473684210526,0.28177192982456145,0.3242142857142857
input:1476_output:208_depth:5_arch:pyramid_batch:728_act:selu_dropout:0.48735188978460176_dropout:False_batchnorm:False.out,6,"[('linear', 738, 1090026), ('SELU', 738, 0), ('linear', 369, 272691), ('SELU', 369, 0), ('linear', 208, 76960), ('SELU', 208, 0), ('linear', 208, 43472), ('SELU', 208, 0), ('linear', 208, 43472), ('SELU', 208, 0), ('linear', 208, 43472), ('Softmax', 208, 0)]",SELU,3878,1570093,728,0,0,1499,26.49206349206349,0.23522580645161287,0.1387254901960784,0.025960784313725494,0.08482692307692309
input:133_output:5_depth:10_arch:bottleneck_batch:906_act:leaky_relu_dropout:0.4140287556821083_dropout:True_batchnorm:True.out,12,"[('linear', 66, 8844), ('batch_normalization', 66, 132), ('LeakyReLU', 66, 0), ('dropout', 66, 0), ('linear', 33, 2211), ('batch_normalization', 33, 66), ('LeakyReLU', 33, 0), ('dropout', 33, 0), ('linear', 16, 544), ('batch_normalization', 16, 32), ('LeakyReLU', 16, 0), ('dropout', 16, 0), ('linear', 8, 136), ('batch_normalization', 8, 16), ('LeakyReLU', 8, 0), ('dropout', 8, 0), ('linear', 5, 45), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('LeakyReLU', 5, 0), ('dropout', 5, 0), ('linear', 5, 30), ('Softmax', 5, 0)]",LeakyReLU,642,12306,906,11,11,1453,25.49206349206349,0.2518225806451614,0.012188679245283026,0.0014716981132075482,0.002433962264150945
input:469_output:22_depth:1_arch:uniform_batch:16_act:selu_dropout:0.34039320730842865_dropout:True_batchnorm:True.out,2,"[('linear', 469, 220430), ('batch_normalization', 469, 938), ('SELU', 469, 0), ('dropout', 469, 0), ('linear', 22, 10340), ('Softmax', 22, 0)]",SELU,1920,231708,16,1,1,1455,38.77049180327869,0.3758548387096773,0.021981132075471706,0.003000000000000002,0.004000000000000003
input:1850_output:237_depth:2_arch:uniform_batch:483_act:selu_dropout:0.2960221551797423_dropout:False_batchnorm:True.out,3,"[('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('SELU', 1850, 0), ('linear', 1850, 3424350), ('batch_normalization', 1850, 3700), ('SELU', 1850, 0), ('linear', 237, 438687), ('Softmax', 237, 0)]",SELU,11574,7294787,483,2,0,1633,37.26984126984127,0.3344285714285715,0.28618965517241374,0.07737931034482762,0.1775172413793103
input:3091_output:371_depth:3_arch:pyramid_batch:328_act:elu_dropout:0.4095413452806428_dropout:False_batchnorm:False.out,4,"[('linear', 1545, 4777140), ('ELU', 1545, 0), ('linear', 772, 1193512), ('ELU', 772, 0), ('linear', 386, 298378), ('ELU', 386, 0), ('linear', 371, 143577), ('Softmax', 371, 0)]",ELU,6148,6412607,328,0,0,1599,37.95161290322581,0.3209047619047618,0.2662000000000001,0.060381818181818175,0.1443333333333333
input:1705_output:256_depth:2_arch:pyramid_batch:198_act:tanh_dropout:0.4034241505248778_dropout:True_batchnorm:False.out,3,"[('linear', 852, 1453512), ('Tanh', 852, 0), ('dropout', 852, 0), ('linear', 426, 363378), ('Tanh', 426, 0), ('dropout', 426, 0), ('linear', 256, 109312), ('Softmax', 256, 0)]",Tanh,4346,1926202,198,0,2,1495,34.95161290322581,0.30919047619047607,0.15947058823529414,0.027509803921568644,0.0819607843137255
input:2686_output:622_depth:6_arch:gradual_batch:233_act:leaky_relu_dropout:0.46352811499905877_dropout:False_batchnorm:False.out,7,"[('linear', 2342, 6292954), ('LeakyReLU', 2342, 0), ('linear', 1998, 4681314), ('LeakyReLU', 1998, 0), ('linear', 1654, 3306346), ('LeakyReLU', 1654, 0), ('linear', 1310, 2168050), ('LeakyReLU', 1310, 0), ('linear', 966, 1266426), ('LeakyReLU', 966, 0), ('linear', 622, 601474), ('LeakyReLU', 622, 0), ('linear', 622, 387506), ('Softmax', 622, 0)]",LeakyReLU,19028,18704070,233,0,0,1857,59.16129032258065,0.5514516129032258,0.5048518518518521,0.19859259259259254,0.25472727272727275
input:1329_output:142_depth:2_arch:bottleneck_batch:875_act:softplus_dropout:0.23003338205753204_dropout:False_batchnorm:False.out,4,"[('linear', 664, 883120), ('Softplus', 664, 0), ('linear', 332, 220780), ('Softplus', 332, 0), ('linear', 166, 55278), ('Softplus', 166, 0), ('linear', 142, 23714), ('Softmax', 142, 0)]",Softplus,2608,1182892,875,0,0,1499,20.903225806451612,0.16834920634920633,0.0990384615384616,0.019519230769230782,0.06909433962264153
input:997_output:87_depth:7_arch:gradual_batch:474_act:tanh_dropout:0.43728949864323363_dropout:True_batchnorm:False.out,8,"[('linear', 867, 865266), ('Tanh', 867, 0), ('dropout', 867, 0), ('linear', 737, 639716), ('Tanh', 737, 0), ('dropout', 737, 0), ('linear', 607, 447966), ('Tanh', 607, 0), ('dropout', 607, 0), ('linear', 477, 290016), ('Tanh', 477, 0), ('dropout', 477, 0), ('linear', 347, 165866), ('Tanh', 347, 0), ('dropout', 347, 0), ('linear', 217, 75516), ('Tanh', 217, 0), ('dropout', 217, 0), ('linear', 87, 18966), ('Tanh', 87, 0), ('dropout', 87, 0), ('linear', 87, 7656), ('Softmax', 87, 0)]",Tanh,10191,2510968,474,0,7,1523,36.333333333333336,0.345483870967742,0.21420370370370378,0.04699999999999998,0.11914814814814817
input:580_output:42_depth:1_arch:bottleneck_batch:385_act:swish_dropout:0.4826118556605622_dropout:False_batchnorm:True.out,3,"[('linear', 290, 168490), ('batch_normalization', 290, 580), ('SiLU', 290, 0), ('linear', 145, 42195), ('batch_normalization', 145, 290), ('SiLU', 145, 0), ('linear', 42, 6132), ('Softmax', 42, 0)]",SiLU,1389,217687,385,2,0,1457,19.79032258064516,0.18217741935483883,0.038566037735849046,0.004735849056603777,0.014384615384615395
input:3955_output:802_depth:2_arch:bottleneck_batch:601_act:mish_dropout:0.48363609734321733_dropout:True_batchnorm:True.out,4,"[('linear', 1977, 7821012), ('batch_normalization', 1977, 3954), ('Mish', 1977, 0), ('dropout', 1977, 0), ('linear', 988, 1954264), ('batch_normalization', 988, 1976), ('Mish', 988, 0), ('dropout', 988, 0), ('linear', 802, 793178), ('batch_normalization', 802, 1604), ('Mish', 802, 0), ('dropout', 802, 0), ('linear', 802, 644006), ('Softmax', 802, 0)]",Mish,16672,11219994,601,3,3,1703,36.42857142857143,0.31571428571428567,0.28229629629629627,0.07737037037037035,0.1783962264150943
input:1465_output:128_depth:5_arch:bottleneck_batch:155_act:relu_dropout:0.300985146333144_dropout:False_batchnorm:True.out,7,"[('linear', 732, 1073112), ('batch_normalization', 732, 1464), ('ReLU', 732, 0), ('linear', 366, 268278), ('batch_normalization', 366, 732), ('ReLU', 366, 0), ('linear', 183, 67161), ('batch_normalization', 183, 366), ('ReLU', 183, 0), ('linear', 128, 23552), ('batch_normalization', 128, 256), ('ReLU', 128, 0), ('linear', 128, 16512), ('batch_normalization', 128, 256), ('ReLU', 128, 0), ('linear', 128, 16512), ('batch_normalization', 128, 256), ('ReLU', 128, 0), ('linear', 128, 16512), ('Softmax', 128, 0)]",ReLU,5251,1484969,155,6,0,1497,37.904761904761905,0.3601129032258067,0.0810188679245283,0.012000000000000007,0.03362264150943397
input:1608_output:332_depth:7_arch:gradual_batch:767_act:swish_dropout:0.18498117578970144_dropout:True_batchnorm:False.out,8,"[('linear', 1426, 2294434), ('SiLU', 1426, 0), ('dropout', 1426, 0), ('linear', 1244, 1775188), ('SiLU', 1244, 0), ('dropout', 1244, 0), ('linear', 1062, 1322190), ('SiLU', 1062, 0), ('dropout', 1062, 0), ('linear', 880, 935440), ('SiLU', 880, 0), ('dropout', 880, 0), ('linear', 698, 614938), ('SiLU', 698, 0), ('dropout', 698, 0), ('linear', 516, 360684), ('SiLU', 516, 0), ('dropout', 516, 0), ('linear', 334, 172678), ('SiLU', 334, 0), ('dropout', 334, 0), ('linear', 332, 111220), ('Softmax', 332, 0)]",SiLU,19144,7586772,767,0,7,1645,35.77777777777778,0.3244838709677419,0.2782909090909091,0.07176363636363639,0.18900000000000006
input:3106_output:465_depth:6_arch:uniform_batch:50_act:identity_dropout:0.18951624167824233_dropout:False_batchnorm:False.out,7,"[('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 3106, 9650342), ('Identity', 3106, 0), ('linear', 465, 1444755), ('Softmax', 465, 0)]",Identity,38202,59346807,50,0,0,2637,82.53125,0.8333548387096773,0.7794035087719301,0.3885438596491231,0.21128846153846156
input:3838_output:788_depth:10_arch:bottleneck_batch:350_act:tanh_dropout:0.134856661312418_dropout:False_batchnorm:False.out,12,"[('linear', 1919, 7367041), ('Tanh', 1919, 0), ('linear', 959, 1841280), ('Tanh', 959, 0), ('linear', 788, 756480), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Tanh', 788, 0), ('linear', 788, 621732), ('Softmax', 788, 0)]",Tanh,21516,15560389,350,0,0,1793,51.45161290322581,0.45696825396825397,0.39329310344827584,0.12413793103448274,0.2033928571428571
input:2669_output:166_depth:5_arch:bottleneck_batch:83_act:swish_dropout:0.350429299485442_dropout:False_batchnorm:False.out,7,"[('linear', 1334, 3561780), ('SiLU', 1334, 0), ('linear', 667, 890445), ('SiLU', 667, 0), ('linear', 333, 222444), ('SiLU', 333, 0), ('linear', 166, 55444), ('SiLU', 166, 0), ('linear', 166, 27722), ('SiLU', 166, 0), ('linear', 166, 27722), ('SiLU', 166, 0), ('linear', 166, 27722), ('Softmax', 166, 0)]",SiLU,5996,4813279,83,0,0,1555,37.9375,0.35871428571428565,0.1785740740740741,0.03787037037037037,0.059759259259259304
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input:2088_output:133_depth:2_arch:gradual_batch:41_act:softplus_dropout:0.3030527195976454_dropout:True_batchnorm:False.out,3,"[('linear', 1111, 2320879), ('Softplus', 1111, 0), ('dropout', 1111, 0), ('linear', 134, 149008), ('Softplus', 134, 0), ('dropout', 134, 0), ('linear', 133, 17955), ('Softmax', 133, 0)]",Softplus,4001,2487842,41,0,2,1515,37.578125,0.35660317460317453,0.12009259259259265,0.024944444444444432,0.04007547169811323
input:1626_output:167_depth:9_arch:bottleneck_batch:801_act:gelu_dropout:0.3730680693321994_dropout:False_batchnorm:True.out,11,"[('linear', 813, 1322751), ('batch_normalization', 813, 1626), ('GELU', 813, 0), ('linear', 406, 330484), ('batch_normalization', 406, 812), ('GELU', 406, 0), ('linear', 203, 82621), ('batch_normalization', 203, 406), ('GELU', 203, 0), ('linear', 167, 34068), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('batch_normalization', 167, 334), ('GELU', 167, 0), ('linear', 167, 28056), ('Softmax', 167, 0)]",GELU,8107,1971498,801,10,0,1533,34.82539682539682,0.31870967741935474,0.14979629629629632,0.028351851851851854,0.08628301886792455
input:1645_output:226_depth:4_arch:bottleneck_batch:155_act:identity_dropout:0.4469182724381825_dropout:True_batchnorm:True.out,6,"[('linear', 822, 1353012), ('batch_normalization', 822, 1644), ('Identity', 822, 0), ('dropout', 822, 0), ('linear', 411, 338253), ('batch_normalization', 411, 822), ('Identity', 411, 0), ('dropout', 411, 0), ('linear', 226, 93112), ('batch_normalization', 226, 452), ('Identity', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('batch_normalization', 226, 452), ('Identity', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('batch_normalization', 226, 452), ('Identity', 226, 0), ('dropout', 226, 0), ('linear', 226, 51302), ('Softmax', 226, 0)]",Identity,8096,1942105,155,5,5,1499,37.46875,0.35941269841269835,0.12127777777777779,0.02000000000000001,0.044648148148148124
input:2440_output:539_depth:10_arch:uniform_batch:772_act:leaky_relu_dropout:0.45943631720308997_dropout:True_batchnorm:True.out,11,"[('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 2440, 5956040), ('batch_normalization', 2440, 4880), ('LeakyReLU', 2440, 0), ('dropout', 2440, 0), ('linear', 539, 1315699), ('Softmax', 539, 0)]",LeakyReLU,98678,60924899,772,10,10,2999,74.375,0.7227301587301588,0.6744285714285716,0.24176785714285703,0.4881090909090911
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input:2884_output:309_depth:7_arch:gradual_batch:506_act:identity_dropout:0.34717396528363764_dropout:False_batchnorm:False.out,8,"[('linear', 2517, 7261545), ('Identity', 2517, 0), ('linear', 2150, 5413700), ('Identity', 2150, 0), ('linear', 1783, 3835233), ('Identity', 1783, 0), ('linear', 1416, 2526144), ('Identity', 1416, 0), ('linear', 1049, 1486433), ('Identity', 1049, 0), ('linear', 682, 716100), ('Identity', 682, 0), ('linear', 315, 215145), ('Identity', 315, 0), ('linear', 309, 97644), ('Softmax', 309, 0)]",Identity,20442,21551944,506,0,0,1905,55.12903225806452,0.5183064516129032,0.46451785714285715,0.18163636363636354,0.30132727272727267
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input:966_output:90_depth:6_arch:pyramid_batch:805_act:swish_dropout:0.14286602640750928_dropout:False_batchnorm:False.out,7,"[('linear', 483, 467061), ('SiLU', 483, 0), ('linear', 241, 116644), ('SiLU', 241, 0), ('linear', 120, 29040), ('SiLU', 120, 0), ('linear', 90, 10890), ('SiLU', 90, 0), ('linear', 90, 8190), ('SiLU', 90, 0), ('linear', 90, 8190), ('SiLU', 90, 0), ('linear', 90, 8190), ('Softmax', 90, 0)]",SiLU,2408,648205,805,0,0,1479,22.6984126984127,0.1877460317460318,0.07996153846153847,0.011730769230769237,0.04149019607843137
input:329_output:77_depth:2_arch:uniform_batch:662_act:elu_dropout:0.4161205402390191_dropout:True_batchnorm:False.out,3,"[('linear', 329, 108570), ('ELU', 329, 0), ('dropout', 329, 0), ('linear', 329, 108570), ('ELU', 329, 0), ('dropout', 329, 0), ('linear', 77, 25410), ('Softmax', 77, 0)]",ELU,2128,242550,662,0,2,1461,16.38095238095238,0.1472857142857143,0.04863636363636363,0.008181818181818188,0.02021153846153847
input:2322_output:381_depth:8_arch:gradual_batch:976_act:selu_dropout:0.4322084387134706_dropout:True_batchnorm:True.out,9,"[('linear', 2080, 4831840), ('batch_normalization', 2080, 4160), ('SELU', 2080, 0), ('dropout', 2080, 0), ('linear', 1838, 3824878), ('batch_normalization', 1838, 3676), ('SELU', 1838, 0), ('dropout', 1838, 0), ('linear', 1596, 2935044), ('batch_normalization', 1596, 3192), ('SELU', 1596, 0), ('dropout', 1596, 0), ('linear', 1354, 2162338), ('batch_normalization', 1354, 2708), ('SELU', 1354, 0), ('dropout', 1354, 0), ('linear', 1112, 1506760), ('batch_normalization', 1112, 2224), ('SELU', 1112, 0), ('dropout', 1112, 0), ('linear', 870, 968310), ('batch_normalization', 870, 1740), ('SELU', 870, 0), ('dropout', 870, 0), ('linear', 628, 546988), ('batch_normalization', 628, 1256), ('SELU', 628, 0), ('dropout', 628, 0), ('linear', 386, 242794), ('batch_normalization', 386, 772), ('SELU', 386, 0), ('dropout', 386, 0), ('linear', 381, 147447), ('Softmax', 381, 0)]",SELU,40218,17186127,976,8,8,1867,48.82539682539682,0.44522222222222213,0.4013333333333332,0.13425,0.28280357142857143
input:3786_output:134_depth:9_arch:pyramid_batch:916_act:prelu_dropout:0.3533836674410358_dropout:True_batchnorm:False.out,10,"[('linear', 1893, 7168791), ('PReLU', 1893, 0), ('dropout', 1893, 0), ('linear', 946, 1791724), ('PReLU', 946, 0), ('dropout', 946, 0), ('linear', 473, 447931), ('PReLU', 473, 0), ('dropout', 473, 0), ('linear', 236, 111864), ('PReLU', 236, 0), ('dropout', 236, 0), ('linear', 134, 31758), ('PReLU', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('PReLU', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('PReLU', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('PReLU', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('PReLU', 134, 0), ('dropout', 134, 0), ('linear', 134, 18090), ('Softmax', 134, 0)]",PReLU,12922,9642518,916,0,9,1707,38.15873015873016,0.29880952380952375,0.2539464285714286,0.07148214285714287,0.16876785714285722
input:651_output:75_depth:1_arch:pyramid_batch:216_act:leaky_relu_dropout:0.2731496292004413_dropout:False_batchnorm:True.out,2,"[('linear', 325, 211900), ('batch_normalization', 325, 650), ('LeakyReLU', 325, 0), ('linear', 75, 24450), ('Softmax', 75, 0)]",LeakyReLU,1125,237000,216,1,0,1457,25.24590163934426,0.2301774193548388,0.04186538461538461,0.003980769230769234,0.012735849056603783
input:2829_output:21_depth:7_arch:pyramid_batch:669_act:softplus_dropout:0.47382766203322313_dropout:False_batchnorm:True.out,8,"[('linear', 1414, 4001620), ('batch_normalization', 1414, 2828), ('Softplus', 1414, 0), ('linear', 707, 1000405), ('batch_normalization', 707, 1414), ('Softplus', 707, 0), ('linear', 353, 249924), ('batch_normalization', 353, 706), ('Softplus', 353, 0), ('linear', 176, 62304), ('batch_normalization', 176, 352), ('Softplus', 176, 0), ('linear', 88, 15576), ('batch_normalization', 88, 176), ('Softplus', 88, 0), ('linear', 44, 3916), ('batch_normalization', 44, 88), ('Softplus', 44, 0), ('linear', 22, 990), ('batch_normalization', 22, 44), ('Softplus', 22, 0), ('linear', 21, 483), ('Softmax', 21, 0)]",Softplus,8454,5340826,669,7,0,1581,34.96825396825397,0.31190322580645163,0.21056603773584912,0.04711320754716982,0.14221153846153853
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input:2488_output:136_depth:8_arch:uniform_batch:42_act:mish_dropout:0.267396010460612_dropout:False_batchnorm:True.out,9,"[('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 2488, 6192632), ('batch_normalization', 2488, 4976), ('Mish', 2488, 0), ('linear', 136, 338504), ('Softmax', 136, 0)]",Mish,59984,49919368,42,8,0,2443,75.07936507936508,0.7480161290322583,0.6412727272727273,0.3238363636363637,0.1651111111111111
input:1863_output:226_depth:4_arch:gradual_batch:917_act:elu_dropout:0.3594284228776_dropout:False_batchnorm:True.out,5,"[('linear', 1454, 2710256), ('batch_normalization', 1454, 2908), ('ELU', 1454, 0), ('linear', 1045, 1520475), ('batch_normalization', 1045, 2090), ('ELU', 1045, 0), ('linear', 636, 665256), ('batch_normalization', 636, 1272), ('ELU', 636, 0), ('linear', 227, 144599), ('batch_normalization', 227, 454), ('ELU', 227, 0), ('linear', 226, 51528), ('Softmax', 226, 0)]",ELU,10538,5098838,917,4,0,1581,34.17460317460318,0.31039682539682534,0.24831481481481493,0.05909259259259259,0.18622641509433957
input:529_output:30_depth:5_arch:bottleneck_batch:257_act:relu_dropout:0.42139033668725945_dropout:True_batchnorm:True.out,7,"[('linear', 264, 139920), ('batch_normalization', 264, 528), ('ReLU', 264, 0), ('dropout', 264, 0), ('linear', 132, 34980), ('batch_normalization', 132, 264), ('ReLU', 132, 0), ('dropout', 132, 0), ('linear', 66, 8778), ('batch_normalization', 66, 132), ('ReLU', 66, 0), ('dropout', 66, 0), ('linear', 33, 2211), ('batch_normalization', 33, 66), ('ReLU', 33, 0), ('dropout', 33, 0), ('linear', 30, 1020), ('batch_normalization', 30, 60), ('ReLU', 30, 0), ('dropout', 30, 0), ('linear', 30, 930), ('batch_normalization', 30, 60), ('ReLU', 30, 0), ('dropout', 30, 0), ('linear', 30, 930), ('Softmax', 30, 0)]",ReLU,2280,189879,257,6,6,1457,29.41269841269841,0.2782063492063491,0.034945454545454564,0.003836363636363639,0.008709090909090915
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input:1930_output:250_depth:8_arch:pyramid_batch:18_act:swish_dropout:0.2621846269508844_dropout:True_batchnorm:False.out,9,"[('linear', 965, 1863415), ('SiLU', 965, 0), ('dropout', 965, 0), ('linear', 482, 465612), ('SiLU', 482, 0), ('dropout', 482, 0), ('linear', 250, 120750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('SiLU', 250, 0), ('dropout', 250, 0), ('linear', 250, 62750), ('Softmax', 250, 0)]",SiLU,9341,2826277,18,0,8,1521,37.58730158730159,0.36790476190476196,0.08405454545454549,0.015927272727272738,0.017155172413793118
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input:1274_output:224_depth:10_arch:uniform_batch:6_act:elu_dropout:0.3307343909021321_dropout:False_batchnorm:False.out,11,"[('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 1274, 1624350), ('ELU', 1274, 0), ('linear', 224, 285600), ('Softmax', 224, 0)]",ELU,25928,16529100,6,0,0,1791,50.03174603174603,0.4948571428571427,0.37741071428571443,0.17098214285714283,0.056981818181818175
input:297_output:16_depth:2_arch:bottleneck_batch:613_act:tanh_dropout:0.15135917356030532_dropout:True_batchnorm:True.out,4,"[('linear', 148, 44104), ('batch_normalization', 148, 296), ('Tanh', 148, 0), ('dropout', 148, 0), ('linear', 74, 11026), ('batch_normalization', 74, 148), ('Tanh', 74, 0), ('dropout', 74, 0), ('linear', 37, 2775), ('batch_normalization', 37, 74), ('Tanh', 37, 0), ('dropout', 37, 0), ('linear', 16, 608), ('Softmax', 16, 0)]",Tanh,1068,59031,613,3,3,1455,16.919354838709676,0.1584920634920635,0.0239433962264151,0.0028301886792452846,0.005462962962962967
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input:3401_output:815_depth:4_arch:pyramid_batch:939_act:elu_dropout:0.25900917785612787_dropout:True_batchnorm:False.out,5,"[('linear', 1700, 5783400), ('ELU', 1700, 0), ('dropout', 1700, 0), ('linear', 850, 1445850), ('ELU', 850, 0), ('dropout', 850, 0), ('linear', 815, 693565), ('ELU', 815, 0), ('dropout', 815, 0), ('linear', 815, 665040), ('ELU', 815, 0), ('dropout', 815, 0), ('linear', 815, 665040), ('Softmax', 815, 0)]",ELU,14170,9252895,939,0,4,1691,32.714285714285715,0.29901587301587307,0.2695357142857143,0.07453571428571427,0.2065454545454546
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input:915_output:8_depth:3_arch:gradual_batch:112_act:tanh_dropout:0.4859016992487284_dropout:True_batchnorm:False.out,4,"[('linear', 613, 561508), ('Tanh', 613, 0), ('dropout', 613, 0), ('linear', 311, 190954), ('Tanh', 311, 0), ('dropout', 311, 0), ('linear', 9, 2808), ('Tanh', 9, 0), ('dropout', 9, 0), ('linear', 8, 80), ('Softmax', 8, 0)]",Tanh,2815,755350,112,0,3,1475,36.55555555555556,0.3495396825396824,0.09287272727272725,0.014927272727272739,0.025696428571428585
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input:2718_output:562_depth:9_arch:gradual_batch:207_act:selu_dropout:0.13863159158564506_dropout:True_batchnorm:False.out,10,"[('linear', 2479, 6740401), ('SELU', 2479, 0), ('dropout', 2479, 0), ('linear', 2240, 5555200), ('SELU', 2240, 0), ('dropout', 2240, 0), ('linear', 2001, 4484241), ('SELU', 2001, 0), ('dropout', 2001, 0), ('linear', 1762, 3527524), ('SELU', 1762, 0), ('dropout', 1762, 0), ('linear', 1523, 2685049), ('SELU', 1523, 0), ('dropout', 1523, 0), ('linear', 1284, 1956816), ('SELU', 1284, 0), ('dropout', 1284, 0), ('linear', 1045, 1342825), ('SELU', 1045, 0), ('dropout', 1045, 0), ('linear', 806, 843076), ('SELU', 806, 0), ('dropout', 806, 0), ('linear', 567, 457569), ('SELU', 567, 0), ('dropout', 567, 0), ('linear', 562, 319216), ('Softmax', 562, 0)]",SELU,42245,27911917,207,0,9,2035,67.55555555555556,0.6549523809523811,0.5645357142857146,0.2145714285714285,0.27358928571428565
input:1460_output:328_depth:10_arch:gradual_batch:186_act:relu_dropout:0.2821057864270274_dropout:False_batchnorm:False.out,11,"[('linear', 1347, 1967967), ('ReLU', 1347, 0), ('linear', 1234, 1663432), ('ReLU', 1234, 0), ('linear', 1121, 1384435), ('ReLU', 1121, 0), ('linear', 1008, 1130976), ('ReLU', 1008, 0), ('linear', 895, 903055), ('ReLU', 895, 0), ('linear', 782, 700672), ('ReLU', 782, 0), ('linear', 669, 523827), ('ReLU', 669, 0), ('linear', 556, 372520), ('ReLU', 556, 0), ('linear', 443, 246751), ('ReLU', 443, 0), ('linear', 330, 146520), ('ReLU', 330, 0), ('linear', 328, 108568), ('Softmax', 328, 0)]",ReLU,17426,9148723,186,0,0,1647,45.888888888888886,0.43983870967741917,0.326701754385965,0.07710714285714283,0.13192982456140348
input:2708_output:418_depth:1_arch:uniform_batch:439_act:softplus_dropout:0.24755307750587072_dropout:False_batchnorm:True.out,2,"[('linear', 2708, 7335972), ('batch_normalization', 2708, 5416), ('Softplus', 2708, 0), ('linear', 418, 1132362), ('Softmax', 418, 0)]",Softplus,8960,8473750,439,1,0,1633,37.317460317460316,0.32387301587301587,0.29724074074074064,0.09512962962962966,0.17949999999999994
input:3536_output:550_depth:2_arch:uniform_batch:179_act:mish_dropout:0.20833170570999845_dropout:True_batchnorm:True.out,3,"[('linear', 3536, 12506832), ('batch_normalization', 3536, 7072), ('Mish', 3536, 0), ('dropout', 3536, 0), ('linear', 3536, 12506832), ('batch_normalization', 3536, 7072), ('Mish', 3536, 0), ('dropout', 3536, 0), ('linear', 550, 1945350), ('Softmax', 550, 0)]",Mish,29388,26973158,179,2,2,1995,64.22222222222223,0.6164126984126986,0.5711090909090908,0.2231636363636365,0.2577499999999999
input:1951_output:331_depth:7_arch:pyramid_batch:133_act:tanh_dropout:0.41619624288876456_dropout:False_batchnorm:False.out,8,"[('linear', 975, 1903200), ('Tanh', 975, 0), ('linear', 487, 475312), ('Tanh', 487, 0), ('linear', 331, 161528), ('Tanh', 331, 0), ('linear', 331, 109892), ('Tanh', 331, 0), ('linear', 331, 109892), ('Tanh', 331, 0), ('linear', 331, 109892), ('Tanh', 331, 0), ('linear', 331, 109892), ('Tanh', 331, 0), ('linear', 331, 109892), ('Softmax', 331, 0)]",Tanh,6896,3089500,133,0,0,1527,37.1875,0.35449206349206347,0.16614814814814813,0.02648148148148147,0.06432075471698115
input:2343_output:103_depth:2_arch:uniform_batch:60_act:swish_dropout:0.17738172128787688_dropout:True_batchnorm:False.out,3,"[('linear', 2343, 5491992), ('SiLU', 2343, 0), ('dropout', 2343, 0), ('linear', 2343, 5491992), ('SiLU', 2343, 0), ('dropout', 2343, 0), ('linear', 103, 241432), ('Softmax', 103, 0)]",SiLU,14264,11225416,60,0,2,1677,49.046875,0.47744444444444467,0.3974655172413792,0.1323793103448276,0.09747368421052632
input:2489_output:241_depth:7_arch:pyramid_batch:203_act:prelu_dropout:0.18171497083965812_dropout:False_batchnorm:True.out,8,"[('linear', 1244, 3097560), ('batch_normalization', 1244, 2488), ('PReLU', 1244, 0), ('linear', 622, 774390), ('batch_normalization', 622, 1244), ('PReLU', 622, 0), ('linear', 311, 193753), ('batch_normalization', 311, 622), ('PReLU', 311, 0), ('linear', 241, 75192), ('batch_normalization', 241, 482), ('PReLU', 241, 0), ('linear', 241, 58322), ('batch_normalization', 241, 482), ('PReLU', 241, 0), ('linear', 241, 58322), ('batch_normalization', 241, 482), ('PReLU', 241, 0), ('linear', 241, 58322), ('batch_normalization', 241, 482), ('PReLU', 241, 0), ('linear', 241, 58322), ('Softmax', 241, 0)]",PReLU,9905,4380465,203,7,0,1543,37.622950819672134,0.34922580645161294,0.1582830188679245,0.025792452830188696,0.06677358490566034
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input:2539_output:233_depth:2_arch:bottleneck_batch:988_act:leaky_relu_dropout:0.39561957053485_dropout:False_batchnorm:True.out,4,"[('linear', 1269, 3223260), ('batch_normalization', 1269, 2538), ('LeakyReLU', 1269, 0), ('linear', 634, 805180), ('batch_normalization', 634, 1268), ('LeakyReLU', 634, 0), ('linear', 317, 201295), ('batch_normalization', 317, 634), ('LeakyReLU', 317, 0), ('linear', 233, 74094), ('Softmax', 233, 0)]",LeakyReLU,7126,4308269,988,3,0,1589,33.403225806451616,0.27825396825396825,0.22462264150943395,0.05558490566037738,0.16171698113207547
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input:3227_output:611_depth:10_arch:bottleneck_batch:457_act:leaky_relu_dropout:0.4107171396390078_dropout:True_batchnorm:False.out,12,"[('linear', 1613, 5206764), ('LeakyReLU', 1613, 0), ('dropout', 1613, 0), ('linear', 806, 1300884), ('LeakyReLU', 806, 0), ('dropout', 806, 0), ('linear', 611, 493077), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('LeakyReLU', 611, 0), ('dropout', 611, 0), ('linear', 611, 373932), ('Softmax', 611, 0)]",LeakyReLU,24976,10366113,457,0,11,1675,41.95161290322581,0.3664603174603173,0.31572881355932203,0.08181355932203387,0.17293220338983056
input:1790_output:55_depth:6_arch:uniform_batch:486_act:softplus_dropout:0.4138502070046346_dropout:False_batchnorm:True.out,7,"[('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 1790, 3205890), ('batch_normalization', 1790, 3580), ('Softplus', 1790, 0), ('linear', 55, 98505), ('Softmax', 55, 0)]",Softplus,32330,19355325,486,6,0,1911,57.17460317460318,0.5430634920634919,0.4894833333333334,0.17893333333333322,0.3135263157894736
input:3287_output:690_depth:2_arch:gradual_batch:304_act:elu_dropout:0.22016408406209373_dropout:False_batchnorm:False.out,3,"[('linear', 1989, 6539832), ('ELU', 1989, 0), ('linear', 691, 1375090), ('ELU', 691, 0), ('linear', 690, 477480), ('Softmax', 690, 0)]",ELU,6740,8392402,304,0,0,1627,38.12698412698413,0.32487301587301576,0.2889999999999999,0.06940740740740742,0.14355555555555552
input:1232_output:208_depth:8_arch:pyramid_batch:93_act:gelu_dropout:0.3650599436197298_dropout:True_batchnorm:True.out,9,"[('linear', 616, 759528), ('batch_normalization', 616, 1232), ('GELU', 616, 0), ('dropout', 616, 0), ('linear', 308, 190036), ('batch_normalization', 308, 616), ('GELU', 308, 0), ('dropout', 308, 0), ('linear', 208, 64272), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('batch_normalization', 208, 416), ('GELU', 208, 0), ('dropout', 208, 0), ('linear', 208, 43472), ('Softmax', 208, 0)]",GELU,9104,1279012,93,8,8,1481,37.857142857142854,0.36834920634920654,0.07912068965517245,0.010000000000000005,0.017796610169491533
input:2570_output:17_depth:10_arch:bottleneck_batch:403_act:identity_dropout:0.38203992565489253_dropout:True_batchnorm:False.out,12,"[('linear', 1285, 3303735), ('Identity', 1285, 0), ('dropout', 1285, 0), ('linear', 642, 825612), ('Identity', 642, 0), ('dropout', 642, 0), ('linear', 321, 206403), ('Identity', 321, 0), ('dropout', 321, 0), ('linear', 160, 51520), ('Identity', 160, 0), ('dropout', 160, 0), ('linear', 80, 12880), ('Identity', 80, 0), ('dropout', 80, 0), ('linear', 40, 3240), ('Identity', 40, 0), ('dropout', 40, 0), ('linear', 20, 820), ('Identity', 20, 0), ('dropout', 20, 0), ('linear', 17, 357), ('Identity', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Identity', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Identity', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Identity', 17, 0), ('dropout', 17, 0), ('linear', 17, 306), ('Softmax', 17, 0)]",Identity,7882,4405791,403,0,11,1549,36.828125,0.3284761904761904,0.19325925925925927,0.043518518518518505,0.11343636363636367
input:3265_output:416_depth:8_arch:gradual_batch:635_act:identity_dropout:0.4553581746443308_dropout:True_batchnorm:True.out,9,"[('linear', 2909, 9500794), ('batch_normalization', 2909, 5818), ('Identity', 2909, 0), ('dropout', 2909, 0), ('linear', 2553, 7429230), ('batch_normalization', 2553, 5106), ('Identity', 2553, 0), ('dropout', 2553, 0), ('linear', 2197, 5611138), ('batch_normalization', 2197, 4394), ('Identity', 2197, 0), ('dropout', 2197, 0), ('linear', 1841, 4046518), ('batch_normalization', 1841, 3682), ('Identity', 1841, 0), ('dropout', 1841, 0), ('linear', 1485, 2735370), ('batch_normalization', 1485, 2970), ('Identity', 1485, 0), ('dropout', 1485, 0), ('linear', 1129, 1677694), ('batch_normalization', 1129, 2258), ('Identity', 1129, 0), ('dropout', 1129, 0), ('linear', 773, 873490), ('batch_normalization', 773, 1546), ('Identity', 773, 0), ('dropout', 773, 0), ('linear', 417, 322758), ('batch_normalization', 417, 834), ('Identity', 417, 0), ('dropout', 417, 0), ('linear', 416, 173888), ('Softmax', 416, 0)]",Identity,54048,32397488,635,8,8,2187,59.9375,0.5803387096774191,0.5371607142857141,0.18401785714285718,0.3670535714285714
input:210_output:13_depth:5_arch:pyramid_batch:659_act:prelu_dropout:0.2175712167733953_dropout:False_batchnorm:True.out,6,"[('linear', 105, 22155), ('batch_normalization', 105, 210), ('PReLU', 105, 0), ('linear', 52, 5512), ('batch_normalization', 52, 104), ('PReLU', 52, 0), ('linear', 26, 1378), ('batch_normalization', 26, 52), ('PReLU', 26, 0), ('linear', 13, 351), ('batch_normalization', 13, 26), ('PReLU', 13, 0), ('linear', 13, 182), ('batch_normalization', 13, 26), ('PReLU', 13, 0), ('linear', 13, 182), ('Softmax', 13, 0)]",PReLU,653,30178,659,5,0,1453,19.822580645161292,0.18891935483870964,0.01578846153846155,0.0018269230769230782,0.002607843137254904
input:1093_output:231_depth:10_arch:bottleneck_batch:189_act:softplus_dropout:0.3732060852125483_dropout:True_batchnorm:True.out,12,"[('linear', 546, 597324), ('batch_normalization', 546, 1092), ('Softplus', 546, 0), ('dropout', 546, 0), ('linear', 273, 149331), ('batch_normalization', 273, 546), ('Softplus', 273, 0), ('dropout', 273, 0), ('linear', 231, 63294), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('batch_normalization', 231, 462), ('Softplus', 231, 0), ('dropout', 231, 0), ('linear', 231, 53592), ('Softmax', 231, 0)]",Softplus,12054,1298073,189,11,11,1487,37.492063492063494,0.3576507936507936,0.09660714285714285,0.011964285714285722,0.025267857142857158
input:639_output:120_depth:6_arch:pyramid_batch:977_act:gelu_dropout:0.2641192211899279_dropout:False_batchnorm:False.out,7,"[('linear', 319, 204160), ('GELU', 319, 0), ('linear', 159, 50880), ('GELU', 159, 0), ('linear', 120, 19200), ('GELU', 120, 0), ('linear', 120, 14520), ('GELU', 120, 0), ('linear', 120, 14520), ('GELU', 120, 0), ('linear', 120, 14520), ('GELU', 120, 0), ('linear', 120, 14520), ('Softmax', 120, 0)]",GELU,2156,332320,977,0,0,1483,16.793650793650794,0.14722580645161287,0.04909803921568628,0.006764705882352946,0.02254716981132076
input:3798_output:766_depth:3_arch:bottleneck_batch:740_act:leaky_relu_dropout:0.4100025565002131_dropout:True_batchnorm:True.out,5,"[('linear', 1899, 7214301), ('batch_normalization', 1899, 3798), ('LeakyReLU', 1899, 0), ('dropout', 1899, 0), ('linear', 949, 1803100), ('batch_normalization', 949, 1898), ('LeakyReLU', 949, 0), ('dropout', 949, 0), ('linear', 766, 727700), ('batch_normalization', 766, 1532), ('LeakyReLU', 766, 0), ('dropout', 766, 0), ('linear', 766, 587522), ('batch_normalization', 766, 1532), ('LeakyReLU', 766, 0), ('dropout', 766, 0), ('linear', 766, 587522), ('Softmax', 766, 0)]",LeakyReLU,19052,10928905,740,4,4,1721,36.6031746031746,0.31161290322580654,0.26996296296296296,0.06977777777777776,0.17980701754385964
input:2970_output:283_depth:8_arch:gradual_batch:38_act:elu_dropout:0.12276725669006923_dropout:True_batchnorm:False.out,9,"[('linear', 2635, 7828585), ('ELU', 2635, 0), ('dropout', 2635, 0), ('linear', 2300, 6062800), ('ELU', 2300, 0), ('dropout', 2300, 0), ('linear', 1965, 4521465), ('ELU', 1965, 0), ('dropout', 1965, 0), ('linear', 1630, 3204580), ('ELU', 1630, 0), ('dropout', 1630, 0), ('linear', 1295, 2112145), ('ELU', 1295, 0), ('dropout', 1295, 0), ('linear', 960, 1244160), ('ELU', 960, 0), ('dropout', 960, 0), ('linear', 625, 600625), ('ELU', 625, 0), ('dropout', 625, 0), ('linear', 290, 181540), ('ELU', 290, 0), ('dropout', 290, 0), ('linear', 283, 82353), ('Softmax', 283, 0)]",ELU,35666,25838253,38,0,8,1969,61.6031746031746,0.6063064516129034,0.4964339622641506,0.23147169811320756,0.12070370370370372
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input:736_output:123_depth:2_arch:bottleneck_batch:485_act:prelu_dropout:0.12780970309310524_dropout:True_batchnorm:True.out,4,"[('linear', 368, 271216), ('batch_normalization', 368, 736), ('PReLU', 368, 0), ('dropout', 368, 0), ('linear', 184, 67896), ('batch_normalization', 184, 368), ('PReLU', 184, 0), ('dropout', 184, 0), ('linear', 123, 22755), ('batch_normalization', 123, 246), ('PReLU', 123, 0), ('dropout', 123, 0), ('linear', 123, 15252), ('Softmax', 123, 0)]",PReLU,2946,378469,485,3,3,1477,23.951612903225808,0.21600000000000005,0.058944444444444404,0.007722222222222228,0.02075925925925927
input:3993_output:842_depth:1_arch:uniform_batch:718_act:leaky_relu_dropout:0.2412628586499188_dropout:False_batchnorm:True.out,2,"[('linear', 3993, 15948042), ('batch_normalization', 3993, 7986), ('LeakyReLU', 3993, 0), ('linear', 842, 3362948), ('Softmax', 842, 0)]",LeakyReLU,13663,19318976,718,1,0,1893,43.29032258064516,0.37927419354838726,0.35368421052631593,0.14015789473684206,0.2540178571428572
input:104_output:16_depth:1_arch:bottleneck_batch:93_act:tanh_dropout:0.21961780568471512_dropout:False_batchnorm:False.out,3,"[('linear', 52, 5460), ('Tanh', 52, 0), ('linear', 26, 1378), ('Tanh', 26, 0), ('linear', 16, 432), ('Softmax', 16, 0)]",Tanh,188,7270,93,0,0,1451,21.06451612903226,0.2040158730158729,0.004000000000000003,0,0
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input:2350_output:214_depth:4_arch:uniform_batch:718_act:softplus_dropout:0.11405281629027497_dropout:False_batchnorm:True.out,5,"[('linear', 2350, 5524850), ('batch_normalization', 2350, 4700), ('Softplus', 2350, 0), ('linear', 2350, 5524850), ('batch_normalization', 2350, 4700), ('Softplus', 2350, 0), ('linear', 2350, 5524850), ('batch_normalization', 2350, 4700), ('Softplus', 2350, 0), ('linear', 2350, 5524850), ('batch_normalization', 2350, 4700), ('Softplus', 2350, 0), ('linear', 214, 503114), ('Softmax', 214, 0)]",Softplus,28628,22621314,718,4,0,1993,53.854838709677416,0.5083015873015875,0.4884444444444444,0.17577777777777778,0.3323454545454544
input:2513_output:99_depth:2_arch:bottleneck_batch:608_act:mish_dropout:0.1404337499896128_dropout:False_batchnorm:True.out,4,"[('linear', 1256, 3157584), ('batch_normalization', 1256, 2512), ('Mish', 1256, 0), ('linear', 628, 789396), ('batch_normalization', 628, 1256), ('Mish', 628, 0), ('linear', 314, 197506), ('batch_normalization', 314, 628), ('Mish', 314, 0), ('linear', 99, 31185), ('Softmax', 99, 0)]",Mish,6792,4180067,608,3,0,1567,35.77777777777778,0.3121612903225807,0.22378846153846157,0.0446346153846154,0.16076470588235295
input:3992_output:810_depth:2_arch:bottleneck_batch:166_act:gelu_dropout:0.3332190113000245_dropout:False_batchnorm:False.out,4,"[('linear', 1996, 7970028), ('GELU', 1996, 0), ('linear', 998, 1993006), ('GELU', 998, 0), ('linear', 810, 809190), ('GELU', 810, 0), ('linear', 810, 656910), ('Softmax', 810, 0)]",GELU,9228,11429134,166,0,0,1695,49.24590163934426,0.4404354838709677,0.3882264150943396,0.11077358490566042,0.16072727272727275
input:779_output:2_depth:2_arch:uniform_batch:1016_act:prelu_dropout:0.42896829429466876_dropout:False_batchnorm:True.out,3,"[('linear', 779, 607620), ('batch_normalization', 779, 1558), ('PReLU', 779, 0), ('linear', 779, 607620), ('batch_normalization', 779, 1558), ('PReLU', 779, 0), ('linear', 2, 1560), ('Softmax', 2, 0)]",PReLU,4678,1219916,1016,2,0,1511,22.857142857142858,0.20330158730158732,0.11315384615384616,0.02240384615384615,0.07694230769230768
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input:1896_output:220_depth:9_arch:pyramid_batch:207_act:swish_dropout:0.1872886581648992_dropout:True_batchnorm:False.out,10,"[('linear', 948, 1798356), ('SiLU', 948, 0), ('dropout', 948, 0), ('linear', 474, 449826), ('SiLU', 474, 0), ('dropout', 474, 0), ('linear', 237, 112575), ('SiLU', 237, 0), ('dropout', 237, 0), ('linear', 220, 52360), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('SiLU', 220, 0), ('dropout', 220, 0), ('linear', 220, 48620), ('Softmax', 220, 0)]",SiLU,9377,2704837,207,0,9,1523,37.80952380952381,0.34928571428571437,0.157690909090909,0.02296363636363637,0.06264814814814818
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input:1237_output:200_depth:4_arch:gradual_batch:311_act:tanh_dropout:0.49478260209243596_dropout:True_batchnorm:True.out,5,"[('linear', 978, 1210764), ('batch_normalization', 978, 1956), ('Tanh', 978, 0), ('dropout', 978, 0), ('linear', 719, 703901), ('batch_normalization', 719, 1438), ('Tanh', 719, 0), ('dropout', 719, 0), ('linear', 460, 331200), ('batch_normalization', 460, 920), ('Tanh', 460, 0), ('dropout', 460, 0), ('linear', 201, 92661), ('batch_normalization', 201, 402), ('Tanh', 201, 0), ('dropout', 201, 0), ('linear', 200, 40400), ('Softmax', 200, 0)]",Tanh,9832,2383642,311,4,4,1519,37.07936507936508,0.34961290322580635,0.17660377358490573,0.03758490566037735,0.09164814814814812
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input:405_output:15_depth:5_arch:uniform_batch:275_act:gelu_dropout:0.403715666930045_dropout:True_batchnorm:True.out,6,"[('linear', 405, 164430), ('batch_normalization', 405, 810), ('GELU', 405, 0), ('dropout', 405, 0), ('linear', 405, 164430), ('batch_normalization', 405, 810), ('GELU', 405, 0), ('dropout', 405, 0), ('linear', 405, 164430), ('batch_normalization', 405, 810), ('GELU', 405, 0), ('dropout', 405, 0), ('linear', 405, 164430), ('batch_normalization', 405, 810), ('GELU', 405, 0), ('dropout', 405, 0), ('linear', 405, 164430), ('batch_normalization', 405, 810), ('GELU', 405, 0), ('dropout', 405, 0), ('linear', 15, 6090), ('Softmax', 15, 0)]",GELU,8130,832290,275,5,5,1469,35.91935483870968,0.3486774193548387,0.11313207547169814,0.018849056603773597,0.04267307692307693
input:1892_output:68_depth:7_arch:gradual_batch:656_act:relu_dropout:0.20966852471212258_dropout:False_batchnorm:False.out,8,"[('linear', 1632, 3089376), ('ReLU', 1632, 0), ('linear', 1372, 2240476), ('ReLU', 1372, 0), ('linear', 1112, 1526776), ('ReLU', 1112, 0), ('linear', 852, 948276), ('ReLU', 852, 0), ('linear', 592, 504976), ('ReLU', 592, 0), ('linear', 332, 196876), ('ReLU', 332, 0), ('linear', 72, 23976), ('ReLU', 72, 0), ('linear', 68, 4964), ('Softmax', 68, 0)]",ReLU,12064,8535696,656,0,0,1659,36.87096774193548,0.3318225806451613,0.28875,0.07564285714285719,0.18403571428571416
input:3903_output:431_depth:8_arch:bottleneck_batch:296_act:softplus_dropout:0.16989218494738526_dropout:True_batchnorm:False.out,10,"[('linear', 1951, 7616704), ('Softplus', 1951, 0), ('dropout', 1951, 0), ('linear', 975, 1903200), ('Softplus', 975, 0), ('dropout', 975, 0), ('linear', 487, 475312), ('Softplus', 487, 0), ('dropout', 487, 0), ('linear', 431, 210328), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softplus', 431, 0), ('dropout', 431, 0), ('linear', 431, 186192), ('Softmax', 431, 0)]",Softplus,18859,11322696,296,0,9,1715,43.32258064516129,0.38172580645161286,0.31640677966101716,0.08923728813559319,0.15122033898305076
input:3375_output:730_depth:6_arch:uniform_batch:524_act:selu_dropout:0.4301187727863277_dropout:False_batchnorm:False.out,7,"[('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 3375, 11394000), ('SELU', 3375, 0), ('linear', 730, 2464480), ('Softmax', 730, 0)]",SELU,41960,70828480,524,0,0,2975,74.296875,0.7332741935483874,0.7291454545454544,0.3098909090909091,0.4974999999999999
input:3908_output:121_depth:1_arch:uniform_batch:970_act:softplus_dropout:0.4251068613585888_dropout:True_batchnorm:False.out,2,"[('linear', 3908, 15276372), ('Softplus', 3908, 0), ('dropout', 3908, 0), ('linear', 121, 472989), ('Softmax', 121, 0)]",Softplus,11966,15749361,970,0,1,1837,34.714285714285715,0.30385483870967744,0.30660000000000004,0.11610909090909093,0.214625
input:2414_output:168_depth:7_arch:pyramid_batch:332_act:selu_dropout:0.452104697506883_dropout:True_batchnorm:True.out,8,"[('linear', 1207, 2914905), ('batch_normalization', 1207, 2414), ('SELU', 1207, 0), ('dropout', 1207, 0), ('linear', 603, 728424), ('batch_normalization', 603, 1206), ('SELU', 603, 0), ('dropout', 603, 0), ('linear', 301, 181804), ('batch_normalization', 301, 602), ('SELU', 301, 0), ('dropout', 301, 0), ('linear', 168, 50736), ('batch_normalization', 168, 336), ('SELU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('batch_normalization', 168, 336), ('SELU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('batch_normalization', 168, 336), ('SELU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('batch_normalization', 168, 336), ('SELU', 168, 0), ('dropout', 168, 0), ('linear', 168, 28392), ('Softmax', 168, 0)]",SELU,11468,3995003,332,7,7,1543,38.03174603174603,0.3440322580645161,0.18556140350877198,0.03589473684210524,0.09481818181818183
input:2688_output:217_depth:9_arch:bottleneck_batch:664_act:swish_dropout:0.37016240340019435_dropout:True_batchnorm:False.out,11,"[('linear', 1344, 3614016), ('SiLU', 1344, 0), ('dropout', 1344, 0), ('linear', 672, 903840), ('SiLU', 672, 0), ('dropout', 672, 0), ('linear', 336, 226128), ('SiLU', 336, 0), ('dropout', 336, 0), ('linear', 217, 73129), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('SiLU', 217, 0), ('dropout', 217, 0), ('linear', 217, 47306), ('Softmax', 217, 0)]",SiLU,12047,5148255,664,0,10,1583,35.145161290322584,0.307936507936508,0.23051923076923084,0.051942307692307704,0.13669811320754716
input:4016_output:200_depth:7_arch:bottleneck_batch:477_act:mish_dropout:0.3810185729750025_dropout:False_batchnorm:True.out,9,"[('linear', 2008, 8066136), ('batch_normalization', 2008, 4016), ('Mish', 2008, 0), ('linear', 1004, 2017036), ('batch_normalization', 1004, 2008), ('Mish', 1004, 0), ('linear', 502, 504510), ('batch_normalization', 502, 1004), ('Mish', 502, 0), ('linear', 251, 126253), ('batch_normalization', 251, 502), ('Mish', 251, 0), ('linear', 200, 50400), ('batch_normalization', 200, 400), ('Mish', 200, 0), ('linear', 200, 40200), ('batch_normalization', 200, 400), ('Mish', 200, 0), ('linear', 200, 40200), ('batch_normalization', 200, 400), ('Mish', 200, 0), ('linear', 200, 40200), ('batch_normalization', 200, 400), ('Mish', 200, 0), ('linear', 200, 40200), ('Softmax', 200, 0)]",Mish,14095,10934265,477,8,0,1705,39.0,0.33160317460317457,0.26686206896551723,0.07358620689655175,0.14993103448275852
input:2691_output:26_depth:6_arch:uniform_batch:795_act:relu_dropout:0.28991464469605666_dropout:True_batchnorm:False.out,7,"[('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 2691, 7244172), ('ReLU', 2691, 0), ('dropout', 2691, 0), ('linear', 26, 69992), ('Softmax', 26, 0)]",ReLU,48490,43535024,795,0,6,2435,65.5,0.6432380952380952,0.6155263157894738,0.18015789473684207,0.465625
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input:1057_output:180_depth:3_arch:gradual_batch:788_act:softplus_dropout:0.47385188768151787_dropout:True_batchnorm:False.out,4,"[('linear', 765, 809370), ('Softplus', 765, 0), ('dropout', 765, 0), ('linear', 473, 362318), ('Softplus', 473, 0), ('dropout', 473, 0), ('linear', 181, 85794), ('Softplus', 181, 0), ('dropout', 181, 0), ('linear', 180, 32760), ('Softmax', 180, 0)]",Softplus,4617,1290242,788,0,3,1497,24.870967741935484,0.21551612903225806,0.12659259259259262,0.023370370370370368,0.07672727272727273
input:1612_output:299_depth:3_arch:gradual_batch:954_act:identity_dropout:0.1711587255359436_dropout:False_batchnorm:True.out,4,"[('linear', 1175, 1895275), ('batch_normalization', 1175, 2350), ('Identity', 1175, 0), ('linear', 738, 867888), ('batch_normalization', 738, 1476), ('Identity', 738, 0), ('linear', 301, 222439), ('batch_normalization', 301, 602), ('Identity', 301, 0), ('linear', 299, 90298), ('Softmax', 299, 0)]",Identity,7240,3080328,954,3,0,1541,31.16393442622951,0.27155555555555555,0.1996851851851852,0.04603703703703704,0.14435185185185181
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input:827_output:65_depth:7_arch:gradual_batch:609_act:relu_dropout:0.11721170270467281_dropout:False_batchnorm:False.out,8,"[('linear', 719, 595332), ('ReLU', 719, 0), ('linear', 611, 439920), ('ReLU', 611, 0), ('linear', 503, 307836), ('ReLU', 503, 0), ('linear', 395, 199080), ('ReLU', 395, 0), ('linear', 287, 113652), ('ReLU', 287, 0), ('linear', 179, 51552), ('ReLU', 179, 0), ('linear', 71, 12780), ('ReLU', 71, 0), ('linear', 65, 4680), ('Softmax', 65, 0)]",ReLU,5660,1724832,609,0,0,1499,33.38709677419355,0.30411111111111105,0.17503773584905655,0.03175471698113209,0.10596078431372556
input:1693_output:218_depth:4_arch:uniform_batch:358_act:gelu_dropout:0.19126929120666208_dropout:False_batchnorm:False.out,5,"[('linear', 1693, 2867942), ('GELU', 1693, 0), ('linear', 1693, 2867942), ('GELU', 1693, 0), ('linear', 1693, 2867942), ('GELU', 1693, 0), ('linear', 1693, 2867942), ('GELU', 1693, 0), ('linear', 218, 369292), ('Softmax', 218, 0)]",GELU,13980,11841060,358,0,0,1721,45.774193548387096,0.43330645161290343,0.4105555555555555,0.11511111111111107,0.24205454545454547
input:993_output:162_depth:6_arch:gradual_batch:179_act:relu_dropout:0.30295369626803137_dropout:False_batchnorm:False.out,7,"[('linear', 855, 849870), ('ReLU', 855, 0), ('linear', 717, 613752), ('ReLU', 717, 0), ('linear', 579, 415722), ('ReLU', 579, 0), ('linear', 441, 255780), ('ReLU', 441, 0), ('linear', 303, 133926), ('ReLU', 303, 0), ('linear', 165, 50160), ('ReLU', 165, 0), ('linear', 162, 26892), ('Softmax', 162, 0)]",ReLU,6444,2346102,179,0,0,1503,38.19047619047619,0.35407936507936505,0.15324999999999997,0.02378846153846155,0.06619230769230772
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input:1065_output:142_depth:3_arch:uniform_batch:525_act:relu_dropout:0.3407839068433124_dropout:True_batchnorm:True.out,4,"[('linear', 1065, 1135290), ('batch_normalization', 1065, 2130), ('ReLU', 1065, 0), ('dropout', 1065, 0), ('linear', 1065, 1135290), ('batch_normalization', 1065, 2130), ('ReLU', 1065, 0), ('dropout', 1065, 0), ('linear', 1065, 1135290), ('batch_normalization', 1065, 2130), ('ReLU', 1065, 0), ('dropout', 1065, 0), ('linear', 142, 151372), ('Softmax', 142, 0)]",ReLU,13064,3563632,525,3,3,1537,35.983870967741936,0.33258064516129043,0.24437735849056605,0.06735849056603777,0.15452941176470594
input:1968_output:125_depth:4_arch:uniform_batch:379_act:gelu_dropout:0.22834537525936477_dropout:False_batchnorm:False.out,5,"[('linear', 1968, 3874992), ('GELU', 1968, 0), ('linear', 1968, 3874992), ('GELU', 1968, 0), ('linear', 1968, 3874992), ('GELU', 1968, 0), ('linear', 1968, 3874992), ('GELU', 1968, 0), ('linear', 125, 246125), ('Softmax', 125, 0)]",GELU,15994,15746093,379,0,0,1799,51.42857142857143,0.4879516129032258,0.45417543859649107,0.14705263157894727,0.27632758620689657
input:3311_output:677_depth:3_arch:bottleneck_batch:560_act:tanh_dropout:0.3688905901561097_dropout:False_batchnorm:False.out,5,"[('linear', 1655, 5481360), ('Tanh', 1655, 0), ('linear', 827, 1369512), ('Tanh', 827, 0), ('linear', 677, 560556), ('Tanh', 677, 0), ('linear', 677, 459006), ('Tanh', 677, 0), ('linear', 677, 459006), ('Softmax', 677, 0)]",Tanh,9026,8329440,560,0,0,1643,35.640625,0.31508064516129014,0.2716296296296297,0.07311111111111109,0.17205555555555557
input:660_output:3_depth:10_arch:bottleneck_batch:634_act:selu_dropout:0.17547420933403438_dropout:True_batchnorm:True.out,12,"[('linear', 330, 218130), ('batch_normalization', 330, 660), ('SELU', 330, 0), ('dropout', 330, 0), ('linear', 165, 54615), ('batch_normalization', 165, 330), ('SELU', 165, 0), ('dropout', 165, 0), ('linear', 82, 13612), ('batch_normalization', 82, 164), ('SELU', 82, 0), ('dropout', 82, 0), ('linear', 41, 3403), ('batch_normalization', 41, 82), ('SELU', 41, 0), ('dropout', 41, 0), ('linear', 20, 840), ('batch_normalization', 20, 40), ('SELU', 20, 0), ('dropout', 20, 0), ('linear', 10, 210), ('batch_normalization', 10, 20), ('SELU', 10, 0), ('dropout', 10, 0), ('linear', 5, 55), ('batch_normalization', 5, 10), ('SELU', 5, 0), ('dropout', 5, 0), ('linear', 3, 18), ('batch_normalization', 3, 6), ('SELU', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('SELU', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('SELU', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('batch_normalization', 3, 6), ('SELU', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",SELU,2666,292261,634,11,11,1461,29.61904761904762,0.29293548387096763,0.03803571428571427,0.005625000000000004,0.01405357142857144
input:2551_output:240_depth:4_arch:uniform_batch:119_act:mish_dropout:0.14795500524614644_dropout:True_batchnorm:False.out,5,"[('linear', 2551, 6510152), ('Mish', 2551, 0), ('dropout', 2551, 0), ('linear', 2551, 6510152), ('Mish', 2551, 0), ('dropout', 2551, 0), ('linear', 2551, 6510152), ('Mish', 2551, 0), ('dropout', 2551, 0), ('linear', 2551, 6510152), ('Mish', 2551, 0), ('dropout', 2551, 0), ('linear', 240, 612480), ('Softmax', 240, 0)]",Mish,31092,26653088,119,0,4,1997,69.5079365079365,0.6796129032258066,0.625109090909091,0.2742545454545456,0.23661111111111113
input:3800_output:537_depth:6_arch:uniform_batch:173_act:swish_dropout:0.4842830328281006_dropout:True_batchnorm:False.out,7,"[('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 3800, 14443800), ('SiLU', 3800, 0), ('dropout', 3800, 0), ('linear', 537, 2041137), ('Softmax', 537, 0)]",SiLU,69474,88703937,173,0,6,3253,80.671875,0.8143064516129032,0.7743035714285714,0.3545000000000001,0.387890909090909
input:2047_output:309_depth:3_arch:gradual_batch:852_act:prelu_dropout:0.19962364633623197_dropout:False_batchnorm:False.out,4,"[('linear', 1468, 3006464), ('PReLU', 1468, 0), ('linear', 889, 1305941), ('PReLU', 889, 0), ('linear', 310, 275900), ('PReLU', 310, 0), ('linear', 309, 96099), ('Softmax', 309, 0)]",PReLU,5952,4684404,852,0,0,1577,35.74603174603175,0.31138095238095237,0.2648301886792451,0.06954716981132078,0.2062549019607843
input:1721_output:347_depth:6_arch:bottleneck_batch:732_act:leaky_relu_dropout:0.1339635705038254_dropout:True_batchnorm:False.out,8,"[('linear', 860, 1480920), ('LeakyReLU', 860, 0), ('dropout', 860, 0), ('linear', 430, 370230), ('LeakyReLU', 430, 0), ('dropout', 430, 0), ('linear', 347, 149557), ('LeakyReLU', 347, 0), ('dropout', 347, 0), ('linear', 347, 120756), ('LeakyReLU', 347, 0), ('dropout', 347, 0), ('linear', 347, 120756), ('LeakyReLU', 347, 0), ('dropout', 347, 0), ('linear', 347, 120756), ('LeakyReLU', 347, 0), ('dropout', 347, 0), ('linear', 347, 120756), ('LeakyReLU', 347, 0), ('dropout', 347, 0), ('linear', 347, 120756), ('Softmax', 347, 0)]",LeakyReLU,9769,2604487,732,0,7,1537,33.859375,0.3015161290322581,0.2030377358490566,0.04181132075471697,0.12182692307692312
input:2183_output:128_depth:7_arch:bottleneck_batch:498_act:softplus_dropout:0.35597196891856675_dropout:True_batchnorm:True.out,9,"[('linear', 1091, 2382744), ('batch_normalization', 1091, 2182), ('Softplus', 1091, 0), ('dropout', 1091, 0), ('linear', 545, 595140), ('batch_normalization', 545, 1090), ('Softplus', 545, 0), ('dropout', 545, 0), ('linear', 272, 148512), ('batch_normalization', 272, 544), ('Softplus', 272, 0), ('dropout', 272, 0), ('linear', 136, 37128), ('batch_normalization', 136, 272), ('Softplus', 136, 0), ('dropout', 136, 0), ('linear', 128, 17536), ('batch_normalization', 128, 256), ('Softplus', 128, 0), ('dropout', 128, 0), ('linear', 128, 16512), ('batch_normalization', 128, 256), ('Softplus', 128, 0), ('dropout', 128, 0), ('linear', 128, 16512), ('batch_normalization', 128, 256), ('Softplus', 128, 0), ('dropout', 128, 0), ('linear', 128, 16512), ('batch_normalization', 128, 256), ('Softplus', 128, 0), ('dropout', 128, 0), ('linear', 128, 16512), ('Softmax', 128, 0)]",Softplus,10480,3252220,498,8,8,1543,38.23809523809524,0.3354677419354838,0.17107692307692307,0.032057692307692294,0.09858490566037736
input:3064_output:733_depth:3_arch:bottleneck_batch:317_act:tanh_dropout:0.3783566686192742_dropout:False_batchnorm:True.out,5,"[('linear', 1532, 4695580), ('batch_normalization', 1532, 3064), ('Tanh', 1532, 0), ('linear', 766, 1174278), ('batch_normalization', 766, 1532), ('Tanh', 766, 0), ('linear', 733, 562211), ('batch_normalization', 733, 1466), ('Tanh', 733, 0), ('linear', 733, 538022), ('batch_normalization', 733, 1466), ('Tanh', 733, 0), ('linear', 733, 538022), ('Softmax', 733, 0)]",Tanh,12758,7515641,317,4,0,1611,36.70967741935484,0.32988709677419353,0.2556851851851853,0.06427777777777781,0.12376363636363634
input:1141_output:247_depth:3_arch:uniform_batch:1004_act:softplus_dropout:0.35478814108390655_dropout:True_batchnorm:False.out,4,"[('linear', 1141, 1303022), ('Softplus', 1141, 0), ('dropout', 1141, 0), ('linear', 1141, 1303022), ('Softplus', 1141, 0), ('dropout', 1141, 0), ('linear', 1141, 1303022), ('Softplus', 1141, 0), ('dropout', 1141, 0), ('linear', 247, 282074), ('Softmax', 247, 0)]",Softplus,10763,4191140,1004,0,3,1555,34.57142857142857,0.3220967741935483,0.2683518518518518,0.0756851851851852,0.2054716981132076
input:2079_output:230_depth:6_arch:bottleneck_batch:820_act:tanh_dropout:0.15461424208996222_dropout:False_batchnorm:True.out,8,"[('linear', 1039, 2161120), ('batch_normalization', 1039, 2078), ('Tanh', 1039, 0), ('linear', 519, 539760), ('batch_normalization', 519, 1038), ('Tanh', 519, 0), ('linear', 259, 134680), ('batch_normalization', 259, 518), ('Tanh', 259, 0), ('linear', 230, 59800), ('batch_normalization', 230, 460), ('Tanh', 230, 0), ('linear', 230, 53130), ('batch_normalization', 230, 460), ('Tanh', 230, 0), ('linear', 230, 53130), ('batch_normalization', 230, 460), ('Tanh', 230, 0), ('linear', 230, 53130), ('batch_normalization', 230, 460), ('Tanh', 230, 0), ('linear', 230, 53130), ('Softmax', 230, 0)]",Tanh,8671,3113354,820,7,0,1531,35.721311475409834,0.3186612903225807,0.1982777777777778,0.04422222222222224,0.13207142857142856
input:1764_output:44_depth:10_arch:uniform_batch:31_act:selu_dropout:0.23210344429894436_dropout:False_batchnorm:True.out,11,"[('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 1764, 3113460), ('batch_normalization', 1764, 3528), ('SELU', 1764, 0), ('linear', 44, 77660), ('Softmax', 44, 0)]",SELU,53008,31247540,31,10,0,2059,58.82539682539682,0.5751269841269839,0.45915254237288133,0.19640677966101694,0.07191379310344831
input:3970_output:715_depth:4_arch:bottleneck_batch:427_act:identity_dropout:0.19193659343056654_dropout:True_batchnorm:True.out,6,"[('linear', 1985, 7882435), ('batch_normalization', 1985, 3970), ('Identity', 1985, 0), ('dropout', 1985, 0), ('linear', 992, 1970112), ('batch_normalization', 992, 1984), ('Identity', 992, 0), ('dropout', 992, 0), ('linear', 715, 709995), ('batch_normalization', 715, 1430), ('Identity', 715, 0), ('dropout', 715, 0), ('linear', 715, 511940), ('batch_normalization', 715, 1430), ('Identity', 715, 0), ('dropout', 715, 0), ('linear', 715, 511940), ('batch_normalization', 715, 1430), ('Identity', 715, 0), ('dropout', 715, 0), ('linear', 715, 511940), ('Softmax', 715, 0)]",Identity,21918,12108606,427,5,5,1723,42.77777777777778,0.3840967741935483,0.3170535714285715,0.09705454545454549,0.1826666666666666
input:1206_output:218_depth:4_arch:bottleneck_batch:957_act:selu_dropout:0.2720683977148335_dropout:False_batchnorm:False.out,6,"[('linear', 603, 727821), ('SELU', 603, 0), ('linear', 301, 181804), ('SELU', 301, 0), ('linear', 218, 65836), ('SELU', 218, 0), ('linear', 218, 47742), ('SELU', 218, 0), ('linear', 218, 47742), ('SELU', 218, 0), ('linear', 218, 47742), ('Softmax', 218, 0)]",SELU,3552,1118687,957,0,0,1505,22.73015873015873,0.18853225806451615,0.10934615384615384,0.01848076923076924,0.06567924528301886
input:453_output:97_depth:2_arch:uniform_batch:1014_act:swish_dropout:0.1642488686726416_dropout:True_batchnorm:True.out,3,"[('linear', 453, 205662), ('batch_normalization', 453, 906), ('SiLU', 453, 0), ('dropout', 453, 0), ('linear', 453, 205662), ('batch_normalization', 453, 906), ('SiLU', 453, 0), ('dropout', 453, 0), ('linear', 97, 44038), ('Softmax', 97, 0)]",SiLU,3818,457174,1014,2,2,1481,18.080645161290324,0.16227419354838712,0.06569811320754715,0.01716981132075473,0.03673584905660376
input:2586_output:271_depth:4_arch:pyramid_batch:119_act:selu_dropout:0.3497353505619549_dropout:False_batchnorm:False.out,5,"[('linear', 1293, 3344991), ('SELU', 1293, 0), ('linear', 646, 835924), ('SELU', 646, 0), ('linear', 323, 208981), ('SELU', 323, 0), ('linear', 271, 87804), ('SELU', 271, 0), ('linear', 271, 73712), ('Softmax', 271, 0)]",SELU,5608,4551412,119,0,0,1541,38.87096774193548,0.35193548387096757,0.20494444444444457,0.03922222222222219,0.07537037037037043
input:2500_output:48_depth:4_arch:uniform_batch:184_act:softplus_dropout:0.4353471524554856_dropout:False_batchnorm:True.out,5,"[('linear', 2500, 6252500), ('batch_normalization', 2500, 5000), ('Softplus', 2500, 0), ('linear', 2500, 6252500), ('batch_normalization', 2500, 5000), ('Softplus', 2500, 0), ('linear', 2500, 6252500), ('batch_normalization', 2500, 5000), ('Softplus', 2500, 0), ('linear', 2500, 6252500), ('batch_normalization', 2500, 5000), ('Softplus', 2500, 0), ('linear', 48, 120048), ('Softmax', 48, 0)]",Softplus,30096,25150048,184,4,0,1979,66.61290322580645,0.6369677419354838,0.5465636363636363,0.25156363636363643,0.2565454545454544
input:3740_output:558_depth:5_arch:bottleneck_batch:434_act:tanh_dropout:0.43596620003537867_dropout:True_batchnorm:True.out,7,"[('linear', 1870, 6995670), ('batch_normalization', 1870, 3740), ('Tanh', 1870, 0), ('dropout', 1870, 0), ('linear', 935, 1749385), ('batch_normalization', 935, 1870), ('Tanh', 935, 0), ('dropout', 935, 0), ('linear', 558, 522288), ('batch_normalization', 558, 1116), ('Tanh', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('batch_normalization', 558, 1116), ('Tanh', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('batch_normalization', 558, 1116), ('Tanh', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('batch_normalization', 558, 1116), ('Tanh', 558, 0), ('dropout', 558, 0), ('linear', 558, 311922), ('Softmax', 558, 0)]",Tanh,21264,10525105,434,6,6,1689,38.142857142857146,0.33449206349206345,0.2763620689655173,0.0817241379310345,0.15165517241379306
input:33_output:1_depth:7_arch:pyramid_batch:172_act:identity_dropout:0.271796159618372_dropout:False_batchnorm:False.out,8,"[('linear', 16, 544), ('Identity', 16, 0), ('linear', 8, 136), ('Identity', 8, 0), ('linear', 4, 36), ('Identity', 4, 0), ('linear', 2, 10), ('Identity', 2, 0), ('linear', 1, 3), ('Identity', 1, 0), ('linear', 1, 2), ('Identity', 1, 0), ('linear', 1, 2), ('Identity', 1, 0), ('linear', 1, 2), ('Sigmoid', 1, 0)]",Identity,68,735,172,0,0,1451,22.6984126984127,0.21762903225806446,0.0038867924528301918,0.0010000000000000007,0
input:528_output:47_depth:5_arch:pyramid_batch:840_act:identity_dropout:0.16417921916478118_dropout:True_batchnorm:False.out,6,"[('linear', 264, 139656), ('Identity', 264, 0), ('dropout', 264, 0), ('linear', 132, 34980), ('Identity', 132, 0), ('dropout', 132, 0), ('linear', 66, 8778), ('Identity', 66, 0), ('dropout', 66, 0), ('linear', 47, 3149), ('Identity', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('Identity', 47, 0), ('dropout', 47, 0), ('linear', 47, 2256), ('Softmax', 47, 0)]",Identity,1762,191075,840,0,5,1457,15.516129032258064,0.13183870967741934,0.041173076923076916,0.005500000000000003,0.015226415094339633
input:2611_output:514_depth:8_arch:uniform_batch:68_act:identity_dropout:0.4639782975365314_dropout:True_batchnorm:True.out,9,"[('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 2611, 6819932), ('batch_normalization', 2611, 5222), ('Identity', 2611, 0), ('dropout', 2611, 0), ('linear', 514, 1342568), ('Softmax', 514, 0)]",Identity,84580,55943800,68,8,8,2629,81.734375,0.8146349206349203,0.7348392857142853,0.32662500000000005,0.2234821428571429
input:2131_output:520_depth:9_arch:pyramid_batch:693_act:identity_dropout:0.4831321144591336_dropout:True_batchnorm:True.out,10,"[('linear', 1065, 2270580), ('batch_normalization', 1065, 2130), ('Identity', 1065, 0), ('dropout', 1065, 0), ('linear', 532, 567112), ('batch_normalization', 532, 1064), ('Identity', 532, 0), ('dropout', 532, 0), ('linear', 520, 277160), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('batch_normalization', 520, 1040), ('Identity', 520, 0), ('dropout', 520, 0), ('linear', 520, 270920), ('Softmax', 520, 0)]",Identity,21988,5021766,693,9,9,1575,33.904761904761905,0.31650793650793646,0.21598148148148152,0.04618518518518519,0.1408333333333333
input:729_output:106_depth:1_arch:uniform_batch:219_act:swish_dropout:0.2326553996518017_dropout:True_batchnorm:True.out,2,"[('linear', 729, 532170), ('batch_normalization', 729, 1458), ('SiLU', 729, 0), ('dropout', 729, 0), ('linear', 106, 77380), ('Softmax', 106, 0)]",SiLU,3128,611008,219,1,1,1477,26.158730158730158,0.24211111111111108,0.06837735849056598,0.012150943396226422,0.027960784313725486
input:1403_output:251_depth:1_arch:pyramid_batch:308_act:leaky_relu_dropout:0.23885803900321415_dropout:True_batchnorm:True.out,2,"[('linear', 701, 984204), ('batch_normalization', 701, 1402), ('LeakyReLU', 701, 0), ('dropout', 701, 0), ('linear', 251, 176202), ('Softmax', 251, 0)]",LeakyReLU,3306,1161808,308,1,1,1479,29.285714285714285,0.2521746031746032,0.10592,0.022240000000000003,0.05378846153846157
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input:2152_output:521_depth:4_arch:bottleneck_batch:826_act:elu_dropout:0.11885456923114877_dropout:True_batchnorm:True.out,6,"[('linear', 1076, 2316628), ('batch_normalization', 1076, 2152), ('ELU', 1076, 0), ('dropout', 1076, 0), ('linear', 538, 579426), ('batch_normalization', 538, 1076), ('ELU', 538, 0), ('dropout', 538, 0), ('linear', 521, 280819), ('batch_normalization', 521, 1042), ('ELU', 521, 0), ('dropout', 521, 0), ('linear', 521, 271962), ('batch_normalization', 521, 1042), ('ELU', 521, 0), ('dropout', 521, 0), ('linear', 521, 271962), ('batch_normalization', 521, 1042), ('ELU', 521, 0), ('dropout', 521, 0), ('linear', 521, 271962), ('Softmax', 521, 0)]",ELU,13750,3999113,826,5,5,1573,36.06349206349206,0.3188064516129033,0.22113207547169814,0.05215094339622644,0.15627777777777777
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input:3328_output:643_depth:4_arch:uniform_batch:931_act:leaky_relu_dropout:0.47660290628104673_dropout:True_batchnorm:True.out,5,"[('linear', 3328, 11078912), ('batch_normalization', 3328, 6656), ('LeakyReLU', 3328, 0), ('dropout', 3328, 0), ('linear', 3328, 11078912), ('batch_normalization', 3328, 6656), ('LeakyReLU', 3328, 0), ('dropout', 3328, 0), ('linear', 3328, 11078912), ('batch_normalization', 3328, 6656), ('LeakyReLU', 3328, 0), ('dropout', 3328, 0), ('linear', 3328, 11078912), ('batch_normalization', 3328, 6656), ('LeakyReLU', 3328, 0), ('dropout', 3328, 0), ('linear', 643, 2140547), ('Softmax', 643, 0)]",LeakyReLU,54534,46482819,931,4,4,2583,64.73015873015873,0.6194354838709676,0.5974181818181817,0.1763272727272727,0.4562222222222224
input:979_output:105_depth:7_arch:bottleneck_batch:26_act:relu_dropout:0.40423482856948545_dropout:False_batchnorm:True.out,9,"[('linear', 489, 479220), ('batch_normalization', 489, 978), ('ReLU', 489, 0), ('linear', 244, 119560), ('batch_normalization', 244, 488), ('ReLU', 244, 0), ('linear', 122, 29890), ('batch_normalization', 122, 244), ('ReLU', 122, 0), ('linear', 105, 12915), ('batch_normalization', 105, 210), ('ReLU', 105, 0), ('linear', 105, 11130), ('batch_normalization', 105, 210), ('ReLU', 105, 0), ('linear', 105, 11130), ('batch_normalization', 105, 210), ('ReLU', 105, 0), ('linear', 105, 11130), ('batch_normalization', 105, 210), ('ReLU', 105, 0), ('linear', 105, 11130), ('batch_normalization', 105, 210), ('ReLU', 105, 0), ('linear', 105, 11130), ('Softmax', 105, 0)]",ReLU,4350,699995,26,8,0,1475,36.74603174603175,0.36206349206349225,0.0281923076923077,0.003980769230769234,0.005000000000000003
input:358_output:83_depth:1_arch:pyramid_batch:105_act:tanh_dropout:0.2794663554930259_dropout:False_batchnorm:True.out,2,"[('linear', 179, 64261), ('batch_normalization', 179, 358), ('Tanh', 179, 0), ('linear', 83, 14940), ('Softmax', 83, 0)]",Tanh,703,79559,105,1,0,1453,10.666666666666666,0.028,0,0,0
input:698_output:3_depth:6_arch:uniform_batch:570_act:elu_dropout:0.38944526469856444_dropout:False_batchnorm:False.out,7,"[('linear', 698, 487902), ('ELU', 698, 0), ('linear', 698, 487902), ('ELU', 698, 0), ('linear', 698, 487902), ('ELU', 698, 0), ('linear', 698, 487902), ('ELU', 698, 0), ('linear', 698, 487902), ('ELU', 698, 0), ('linear', 698, 487902), ('ELU', 698, 0), ('linear', 3, 2097), ('Softmax', 3, 0)]",ELU,8382,2929509,570,0,0,1535,35.67741935483871,0.344274193548387,0.23415686274509803,0.04794117647058823,0.14924074074074073
input:2535_output:183_depth:6_arch:bottleneck_batch:86_act:leaky_relu_dropout:0.10262120107246564_dropout:False_batchnorm:True.out,8,"[('linear', 1267, 3213112), ('batch_normalization', 1267, 2534), ('LeakyReLU', 1267, 0), ('linear', 633, 802644), ('batch_normalization', 633, 1266), ('LeakyReLU', 633, 0), ('linear', 316, 200344), ('batch_normalization', 316, 632), ('LeakyReLU', 316, 0), ('linear', 183, 58011), ('batch_normalization', 183, 366), ('LeakyReLU', 183, 0), ('linear', 183, 33672), ('batch_normalization', 183, 366), ('LeakyReLU', 183, 0), ('linear', 183, 33672), ('batch_normalization', 183, 366), ('LeakyReLU', 183, 0), ('linear', 183, 33672), ('batch_normalization', 183, 366), ('LeakyReLU', 183, 0), ('linear', 183, 33672), ('Softmax', 183, 0)]",LeakyReLU,9210,4414695,86,7,0,1543,38.07936507936508,0.3616666666666669,0.13750000000000007,0.024018518518518533,0.04275925925925924
input:110_output:15_depth:10_arch:gradual_batch:605_act:softplus_dropout:0.4957894783091864_dropout:True_batchnorm:True.out,11,"[('linear', 101, 11211), ('batch_normalization', 101, 202), ('Softplus', 101, 0), ('dropout', 101, 0), ('linear', 92, 9384), ('batch_normalization', 92, 184), ('Softplus', 92, 0), ('dropout', 92, 0), ('linear', 83, 7719), ('batch_normalization', 83, 166), ('Softplus', 83, 0), ('dropout', 83, 0), ('linear', 74, 6216), ('batch_normalization', 74, 148), ('Softplus', 74, 0), ('dropout', 74, 0), ('linear', 65, 4875), ('batch_normalization', 65, 130), ('Softplus', 65, 0), ('dropout', 65, 0), ('linear', 56, 3696), ('batch_normalization', 56, 112), ('Softplus', 56, 0), ('dropout', 56, 0), ('linear', 47, 2679), ('batch_normalization', 47, 94), ('Softplus', 47, 0), ('dropout', 47, 0), ('linear', 38, 1824), ('batch_normalization', 38, 76), ('Softplus', 38, 0), ('dropout', 38, 0), ('linear', 29, 1131), ('batch_normalization', 29, 58), ('Softplus', 29, 0), ('dropout', 29, 0), ('linear', 20, 600), ('batch_normalization', 20, 40), ('Softplus', 20, 0), ('dropout', 20, 0), ('linear', 15, 315), ('Softmax', 15, 0)]",Softplus,2450,50860,605,10,10,1457,26.24590163934426,0.25499999999999995,0.03545454545454545,0.003654545454545457,0.004684210526315792
input:1120_output:114_depth:6_arch:uniform_batch:175_act:elu_dropout:0.30720380873761477_dropout:False_batchnorm:False.out,7,"[('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 1120, 1255520), ('ELU', 1120, 0), ('linear', 114, 127794), ('Softmax', 114, 0)]",ELU,13668,7660914,175,0,0,1625,41.11290322580645,0.39029032258064517,0.3191698113207547,0.07007547169811323,0.1370727272727273
input:131_output:5_depth:8_arch:pyramid_batch:510_act:tanh_dropout:0.10905107264635389_dropout:False_batchnorm:True.out,9,"[('linear', 65, 8580), ('batch_normalization', 65, 130), ('Tanh', 65, 0), ('linear', 32, 2112), ('batch_normalization', 32, 64), ('Tanh', 32, 0), ('linear', 16, 528), ('batch_normalization', 16, 32), ('Tanh', 16, 0), ('linear', 8, 136), ('batch_normalization', 8, 16), ('Tanh', 8, 0), ('linear', 5, 45), ('batch_normalization', 5, 10), ('Tanh', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('Tanh', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('Tanh', 5, 0), ('linear', 5, 30), ('batch_normalization', 5, 10), ('Tanh', 5, 0), ('linear', 5, 30), ('Softmax', 5, 0)]",Tanh,433,11803,510,8,0,1453,25.841269841269842,0.2434126984126984,0.008625000000000004,0.0010000000000000007,0.0018333333333333346
input:798_output:71_depth:5_arch:uniform_batch:393_act:tanh_dropout:0.2110247551070665_dropout:False_batchnorm:True.out,6,"[('linear', 798, 637602), ('batch_normalization', 798, 1596), ('Tanh', 798, 0), ('linear', 798, 637602), ('batch_normalization', 798, 1596), ('Tanh', 798, 0), ('linear', 798, 637602), ('batch_normalization', 798, 1596), ('Tanh', 798, 0), ('linear', 798, 637602), ('batch_normalization', 798, 1596), ('Tanh', 798, 0), ('linear', 798, 637602), ('batch_normalization', 798, 1596), ('Tanh', 798, 0), ('linear', 71, 56729), ('Softmax', 71, 0)]",Tanh,12112,3252719,393,5,0,1541,35.333333333333336,0.348209677419355,0.20830909090909092,0.049636363636363666,0.12319999999999998
input:309_output:23_depth:4_arch:gradual_batch:543_act:elu_dropout:0.37701584184736325_dropout:False_batchnorm:True.out,5,"[('linear', 238, 73780), ('batch_normalization', 238, 476), ('ELU', 238, 0), ('linear', 167, 39913), ('batch_normalization', 167, 334), ('ELU', 167, 0), ('linear', 96, 16128), ('batch_normalization', 96, 192), ('ELU', 96, 0), ('linear', 25, 2425), ('batch_normalization', 25, 50), ('ELU', 25, 0), ('linear', 23, 598), ('Softmax', 23, 0)]",ELU,1624,133896,543,4,0,1457,20.682539682539684,0.19050000000000003,0.0320943396226415,0.0035660377358490594,0.009277777777777784
input:3202_output:22_depth:5_arch:gradual_batch:221_act:softplus_dropout:0.3490694912039659_dropout:True_batchnorm:False.out,6,"[('linear', 2566, 8218898), ('Softplus', 2566, 0), ('dropout', 2566, 0), ('linear', 1930, 4954310), ('Softplus', 1930, 0), ('dropout', 1930, 0), ('linear', 1294, 2498714), ('Softplus', 1294, 0), ('dropout', 1294, 0), ('linear', 658, 852110), ('Softplus', 658, 0), ('dropout', 658, 0), ('linear', 22, 14498), ('Softplus', 22, 0), ('dropout', 22, 0), ('linear', 22, 506), ('Softmax', 22, 0)]",Softplus,19454,16539036,221,0,5,1797,54.774193548387096,0.5144193548387096,0.46121818181818175,0.1699090909090909,0.21571428571428589
input:3132_output:388_depth:3_arch:pyramid_batch:715_act:tanh_dropout:0.4591389034972949_dropout:True_batchnorm:True.out,4,"[('linear', 1566, 4906278), ('batch_normalization', 1566, 3132), ('Tanh', 1566, 0), ('dropout', 1566, 0), ('linear', 783, 1226961), ('batch_normalization', 783, 1566), ('Tanh', 783, 0), ('dropout', 783, 0), ('linear', 391, 306544), ('batch_normalization', 391, 782), ('Tanh', 391, 0), ('dropout', 391, 0), ('linear', 388, 152096), ('Softmax', 388, 0)]",Tanh,11736,6597359,715,3,3,1621,35.476190476190474,0.3096290322580645,0.2596981132075472,0.0669056603773585,0.17724528301886797
input:358_output:16_depth:8_arch:bottleneck_batch:532_act:gelu_dropout:0.2556845001136082_dropout:True_batchnorm:True.out,10,"[('linear', 179, 64261), ('batch_normalization', 179, 358), ('GELU', 179, 0), ('dropout', 179, 0), ('linear', 89, 16020), ('batch_normalization', 89, 178), ('GELU', 89, 0), ('dropout', 89, 0), ('linear', 44, 3960), ('batch_normalization', 44, 88), ('GELU', 44, 0), ('dropout', 44, 0), ('linear', 22, 990), ('batch_normalization', 22, 44), ('GELU', 22, 0), ('dropout', 22, 0), ('linear', 16, 368), ('batch_normalization', 16, 32), ('GELU', 16, 0), ('dropout', 16, 0), ('linear', 16, 272), ('batch_normalization', 16, 32), ('GELU', 16, 0), ('dropout', 16, 0), ('linear', 16, 272), ('batch_normalization', 16, 32), ('GELU', 16, 0), ('dropout', 16, 0), ('linear', 16, 272), ('batch_normalization', 16, 32), ('GELU', 16, 0), ('dropout', 16, 0), ('linear', 16, 272), ('batch_normalization', 16, 32), ('GELU', 16, 0), ('dropout', 16, 0), ('linear', 16, 272), ('Softmax', 16, 0)]",GELU,1688,87787,532,9,9,1455,28.822580645161292,0.278516129032258,0.022491228070175447,0.0026666666666666687,0.005500000000000004
input:39_output:3_depth:3_arch:bottleneck_batch:497_act:relu_dropout:0.24212906952894994_dropout:True_batchnorm:True.out,5,"[('linear', 19, 760), ('batch_normalization', 19, 38), ('ReLU', 19, 0), ('dropout', 19, 0), ('linear', 9, 180), ('batch_normalization', 9, 18), ('ReLU', 9, 0), ('dropout', 9, 0), ('linear', 4, 40), ('batch_normalization', 4, 8), ('ReLU', 4, 0), ('dropout', 4, 0), ('linear', 3, 15), ('batch_normalization', 3, 6), ('ReLU', 3, 0), ('dropout', 3, 0), ('linear', 3, 12), ('Softmax', 3, 0)]",ReLU,146,1077,497,4,4,1451,18.661290322580644,0.1799354838709677,0.003925925925925929,0.0010000000000000007,0.0010000000000000007
input:3116_output:56_depth:1_arch:bottleneck_batch:240_act:mish_dropout:0.48585961097910146_dropout:True_batchnorm:True.out,3,"[('linear', 1558, 4856286), ('batch_normalization', 1558, 3116), ('Mish', 1558, 0), ('dropout', 1558, 0), ('linear', 779, 1214461), ('batch_normalization', 779, 1558), ('Mish', 779, 0), ('dropout', 779, 0), ('linear', 56, 43680), ('Softmax', 56, 0)]",Mish,9460,6119101,240,2,2,1595,36.88709677419355,0.3314516129032259,0.2424912280701755,0.050631578947368444,0.13112962962962965
input:3869_output:179_depth:7_arch:gradual_batch:592_act:swish_dropout:0.4891777379082115_dropout:True_batchnorm:True.out,8,"[('linear', 3342, 12933540), ('batch_normalization', 3342, 6684), ('SiLU', 3342, 0), ('dropout', 3342, 0), ('linear', 2815, 9410545), ('batch_normalization', 2815, 5630), ('SiLU', 2815, 0), ('dropout', 2815, 0), ('linear', 2288, 6443008), ('batch_normalization', 2288, 4576), ('SiLU', 2288, 0), ('dropout', 2288, 0), ('linear', 1761, 4030929), ('batch_normalization', 1761, 3522), ('SiLU', 1761, 0), ('dropout', 1761, 0), ('linear', 1234, 2174308), ('batch_normalization', 1234, 2468), ('SiLU', 1234, 0), ('dropout', 1234, 0), ('linear', 707, 873145), ('batch_normalization', 707, 1414), ('SiLU', 707, 0), ('dropout', 707, 0), ('linear', 180, 127440), ('batch_normalization', 180, 360), ('SiLU', 180, 0), ('dropout', 180, 0), ('linear', 179, 32399), ('Softmax', 179, 0)]",SiLU,49666,36049968,592,7,7,2257,62.07936507936508,0.592177419354839,0.5342068965517242,0.2098275862068965,0.3766785714285715
input:1971_output:31_depth:3_arch:uniform_batch:479_act:softplus_dropout:0.14372458370136917_dropout:False_batchnorm:False.out,4,"[('linear', 1971, 3886812), ('Softplus', 1971, 0), ('linear', 1971, 3886812), ('Softplus', 1971, 0), ('linear', 1971, 3886812), ('Softplus', 1971, 0), ('linear', 31, 61132), ('Softmax', 31, 0)]",Softplus,11888,11721568,479,0,0,1717,43.37096774193548,0.40327419354838695,0.37907017543859656,0.11957894736842106,0.24356896551724133
input:3761_output:287_depth:4_arch:gradual_batch:130_act:mish_dropout:0.29948222014341275_dropout:False_batchnorm:True.out,5,"[('linear', 2893, 10883466), ('batch_normalization', 2893, 5786), ('Mish', 2893, 0), ('linear', 2025, 5860350), ('batch_normalization', 2025, 4050), ('Mish', 2025, 0), ('linear', 1157, 2344082), ('batch_normalization', 1157, 2314), ('Mish', 1157, 0), ('linear', 289, 334662), ('batch_normalization', 289, 578), ('Mish', 289, 0), ('linear', 287, 83230), ('Softmax', 287, 0)]",Mish,19666,19518518,130,4,0,1849,60.46774193548387,0.564015873015873,0.48378181818181804,0.22298181818181823,0.19394642857142866
input:2284_output:361_depth:6_arch:bottleneck_batch:871_act:swish_dropout:0.21987585068156534_dropout:True_batchnorm:True.out,8,"[('linear', 1142, 2609470), ('batch_normalization', 1142, 2284), ('SiLU', 1142, 0), ('dropout', 1142, 0), ('linear', 571, 652653), ('batch_normalization', 571, 1142), ('SiLU', 571, 0), ('dropout', 571, 0), ('linear', 361, 206492), ('batch_normalization', 361, 722), ('SiLU', 361, 0), ('dropout', 361, 0), ('linear', 361, 130682), ('batch_normalization', 361, 722), ('SiLU', 361, 0), ('dropout', 361, 0), ('linear', 361, 130682), ('batch_normalization', 361, 722), ('SiLU', 361, 0), ('dropout', 361, 0), ('linear', 361, 130682), ('batch_normalization', 361, 722), ('SiLU', 361, 0), ('dropout', 361, 0), ('linear', 361, 130682), ('batch_normalization', 361, 722), ('SiLU', 361, 0), ('dropout', 361, 0), ('linear', 361, 130682), ('Softmax', 361, 0)]",SiLU,14794,4129061,871,7,7,1583,35.01587301587302,0.31022222222222223,0.21428301886792447,0.049811320754716976,0.14127272727272727
input:114_output:2_depth:6_arch:bottleneck_batch:317_act:gelu_dropout:0.14288556447518191_dropout:False_batchnorm:False.out,8,"[('linear', 57, 6555), ('GELU', 57, 0), ('linear', 28, 1624), ('GELU', 28, 0), ('linear', 14, 406), ('GELU', 14, 0), ('linear', 7, 105), ('GELU', 7, 0), ('linear', 3, 24), ('GELU', 3, 0), ('linear', 2, 8), ('GELU', 2, 0), ('linear', 2, 6), ('GELU', 2, 0), ('linear', 2, 6), ('Softmax', 2, 0)]",GELU,230,8734,317,0,0,1451,21.555555555555557,0.20806349206349212,0.006818181818181823,0.0010000000000000007,0.0010000000000000007
input:1282_output:305_depth:3_arch:gradual_batch:77_act:prelu_dropout:0.22344667897308318_dropout:True_batchnorm:False.out,4,"[('linear', 957, 1227831), ('PReLU', 957, 0), ('dropout', 957, 0), ('linear', 632, 605456), ('PReLU', 632, 0), ('dropout', 632, 0), ('linear', 307, 194331), ('PReLU', 307, 0), ('dropout', 307, 0), ('linear', 305, 93940), ('Softmax', 305, 0)]",PReLU,6298,2121558,77,0,3,1499,37.301587301587304,0.3635,0.1255283018867924,0.022320754716981146,0.04148148148148145
input:3833_output:676_depth:2_arch:gradual_batch:73_act:softplus_dropout:0.4827076537648005_dropout:True_batchnorm:True.out,3,"[('linear', 2255, 8645670), ('batch_normalization', 2255, 4510), ('Softplus', 2255, 0), ('dropout', 2255, 0), ('linear', 677, 1527312), ('batch_normalization', 677, 1354), ('Softplus', 677, 0), ('dropout', 677, 0), ('linear', 676, 458328), ('Softmax', 676, 0)]",Softplus,13080,10637174,73,2,2,1665,45.77777777777778,0.4303809523809522,0.35462264150943384,0.10398113207547174,0.09083636363636366
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input:1448_output:63_depth:5_arch:gradual_batch:412_act:leaky_relu_dropout:0.1828540967453809_dropout:True_batchnorm:False.out,6,"[('linear', 1171, 1696779), ('LeakyReLU', 1171, 0), ('dropout', 1171, 0), ('linear', 894, 1047768), ('LeakyReLU', 894, 0), ('dropout', 894, 0), ('linear', 617, 552215), ('LeakyReLU', 617, 0), ('dropout', 617, 0), ('linear', 340, 210120), ('LeakyReLU', 340, 0), ('dropout', 340, 0), ('linear', 63, 21483), ('LeakyReLU', 63, 0), ('dropout', 63, 0), ('linear', 63, 4032), ('Softmax', 63, 0)]",LeakyReLU,9381,3532397,412,0,5,1539,36.79365079365079,0.33423809523809533,0.21972222222222218,0.05720370370370372,0.13542307692307684
input:2048_output:222_depth:2_arch:gradual_batch:746_act:elu_dropout:0.21512648844129645_dropout:True_batchnorm:True.out,3,"[('linear', 1135, 2325615), ('batch_normalization', 1135, 2270), ('ELU', 1135, 0), ('dropout', 1135, 0), ('linear', 222, 252192), ('batch_normalization', 222, 444), ('ELU', 222, 0), ('dropout', 222, 0), ('linear', 222, 49506), ('Softmax', 222, 0)]",ELU,5872,2630027,746,2,2,1521,28.370967741935484,0.23496825396825394,0.16222641509433963,0.0360566037735849,0.11283018867924531
input:1762_output:203_depth:4_arch:bottleneck_batch:43_act:softplus_dropout:0.1863197177628617_dropout:True_batchnorm:True.out,6,"[('linear', 881, 1553203), ('batch_normalization', 881, 1762), ('Softplus', 881, 0), ('dropout', 881, 0), ('linear', 440, 388080), ('batch_normalization', 440, 880), ('Softplus', 440, 0), ('dropout', 440, 0), ('linear', 220, 97020), ('batch_normalization', 220, 440), ('Softplus', 220, 0), ('dropout', 220, 0), ('linear', 203, 44863), ('batch_normalization', 203, 406), ('Softplus', 203, 0), ('dropout', 203, 0), ('linear', 203, 41412), ('batch_normalization', 203, 406), ('Softplus', 203, 0), ('dropout', 203, 0), ('linear', 203, 41412), ('Softmax', 203, 0)]",Softplus,8194,2169884,43,5,5,1495,37.63492063492063,0.36668253968253967,0.08773076923076926,0.01600000000000001,0.023037735849056596
input:155_output:31_depth:3_arch:bottleneck_batch:307_act:gelu_dropout:0.47525395596215314_dropout:True_batchnorm:False.out,5,"[('linear', 77, 12012), ('GELU', 77, 0), ('dropout', 77, 0), ('linear', 38, 2964), ('GELU', 38, 0), ('dropout', 38, 0), ('linear', 31, 1209), ('GELU', 31, 0), ('dropout', 31, 0), ('linear', 31, 992), ('GELU', 31, 0), ('dropout', 31, 0), ('linear', 31, 992), ('Softmax', 31, 0)]",GELU,593,18169,307,0,4,1453,17.77777777777778,0.17149999999999999,0.01469387755102042,0.0010000000000000007,0.0019607843137254915
input:565_output:108_depth:6_arch:gradual_batch:726_act:selu_dropout:0.1863719942712513_dropout:False_batchnorm:False.out,7,"[('linear', 489, 276774), ('SELU', 489, 0), ('linear', 413, 202370), ('SELU', 413, 0), ('linear', 337, 139518), ('SELU', 337, 0), ('linear', 261, 88218), ('SELU', 261, 0), ('linear', 185, 48470), ('SELU', 185, 0), ('linear', 109, 20274), ('SELU', 109, 0), ('linear', 108, 11880), ('Softmax', 108, 0)]",SELU,3804,787504,726,0,0,1485,22.936507936507937,0.21074193548387105,0.10965384615384619,0.017384615384615394,0.05613461538461538
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input:2725_output:124_depth:9_arch:pyramid_batch:338_act:tanh_dropout:0.10824416117440556_dropout:True_batchnorm:True.out,10,"[('linear', 1362, 3712812), ('batch_normalization', 1362, 2724), ('Tanh', 1362, 0), ('dropout', 1362, 0), ('linear', 681, 928203), ('batch_normalization', 681, 1362), ('Tanh', 681, 0), ('dropout', 681, 0), ('linear', 340, 231880), ('batch_normalization', 340, 680), ('Tanh', 340, 0), ('dropout', 340, 0), ('linear', 170, 57970), ('batch_normalization', 170, 340), ('Tanh', 170, 0), ('dropout', 170, 0), ('linear', 124, 21204), ('batch_normalization', 124, 248), ('Tanh', 124, 0), ('dropout', 124, 0), ('linear', 124, 15500), ('batch_normalization', 124, 248), ('Tanh', 124, 0), ('dropout', 124, 0), ('linear', 124, 15500), ('batch_normalization', 124, 248), ('Tanh', 124, 0), ('dropout', 124, 0), ('linear', 124, 15500), ('batch_normalization', 124, 248), ('Tanh', 124, 0), ('dropout', 124, 0), ('linear', 124, 15500), ('batch_normalization', 124, 248), ('Tanh', 124, 0), ('dropout', 124, 0), ('linear', 124, 15500), ('Softmax', 124, 0)]",Tanh,12940,5035915,338,9,9,1585,36.698412698412696,0.33698412698412705,0.17838888888888885,0.04009259259259258,0.09449056603773588
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input:2253_output:422_depth:2_arch:pyramid_batch:141_act:relu_dropout:0.160173998271749_dropout:True_batchnorm:True.out,3,"[('linear', 1126, 2538004), ('batch_normalization', 1126, 2252), ('ReLU', 1126, 0), ('dropout', 1126, 0), ('linear', 563, 634501), ('batch_normalization', 563, 1126), ('ReLU', 563, 0), ('dropout', 563, 0), ('linear', 422, 238008), ('Softmax', 422, 0)]",ReLU,7600,3413891,141,2,2,1539,37.42857142857143,0.3505806451612902,0.18526923076923074,0.03896153846153843,0.08166037735849055
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input:674_output:124_depth:2_arch:pyramid_batch:1011_act:swish_dropout:0.3422143430620595_dropout:True_batchnorm:False.out,3,"[('linear', 337, 227475), ('SiLU', 337, 0), ('dropout', 337, 0), ('linear', 168, 56784), ('SiLU', 168, 0), ('dropout', 168, 0), ('linear', 124, 20956), ('Softmax', 124, 0)]",SiLU,1763,305215,1011,0,2,1477,13.523809523809524,0.11632258064516128,0.04179245283018868,0.007679245283018873,0.020944444444444453
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input:3675_output:169_depth:10_arch:pyramid_batch:272_act:selu_dropout:0.4254476651993594_dropout:False_batchnorm:False.out,11,"[('linear', 1837, 6752812), ('SELU', 1837, 0), ('linear', 918, 1687284), ('SELU', 918, 0), ('linear', 459, 421821), ('SELU', 459, 0), ('linear', 229, 105340), ('SELU', 229, 0), ('linear', 169, 38870), ('SELU', 169, 0), ('linear', 169, 28730), ('SELU', 169, 0), ('linear', 169, 28730), ('SELU', 169, 0), ('linear', 169, 28730), ('SELU', 169, 0), ('linear', 169, 28730), ('SELU', 169, 0), ('linear', 169, 28730), ('SELU', 169, 0), ('linear', 169, 28730), ('Softmax', 169, 0)]",SELU,9252,9178507,272,0,0,1651,40.403225806451616,0.3623870967741936,0.2721929824561404,0.06624561403508776,0.1221607142857143
input:2741_output:502_depth:8_arch:gradual_batch:881_act:tanh_dropout:0.4980245024241303_dropout:False_batchnorm:True.out,9,"[('linear', 2462, 6750804), ('batch_normalization', 2462, 4924), ('Tanh', 2462, 0), ('linear', 2183, 5376729), ('batch_normalization', 2183, 4366), ('Tanh', 2183, 0), ('linear', 1904, 4158336), ('batch_normalization', 1904, 3808), ('Tanh', 1904, 0), ('linear', 1625, 3095625), ('batch_normalization', 1625, 3250), ('Tanh', 1625, 0), ('linear', 1346, 2188596), ('batch_normalization', 1346, 2692), ('Tanh', 1346, 0), ('linear', 1067, 1437249), ('batch_normalization', 1067, 2134), ('Tanh', 1067, 0), ('linear', 788, 841584), ('batch_normalization', 788, 1576), ('Tanh', 788, 0), ('linear', 509, 401601), ('batch_normalization', 509, 1018), ('Tanh', 509, 0), ('linear', 502, 256020), ('Softmax', 502, 0)]",Tanh,36656,24530312,881,8,0,2003,54.76190476190476,0.5063015873015874,0.46371929824561403,0.15107017543859652,0.3368596491228069
input:3175_output:183_depth:1_arch:pyramid_batch:265_act:mish_dropout:0.28496273312248943_dropout:False_batchnorm:False.out,2,"[('linear', 1587, 5040312), ('Mish', 1587, 0), ('linear', 183, 290604), ('Softmax', 183, 0)]",Mish,3540,5330916,265,0,0,1573,37.301587301587304,0.32164516129032267,0.23394000000000006,0.04996000000000001,0.132
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input:2231_output:368_depth:1_arch:pyramid_batch:379_act:gelu_dropout:0.3113943998633095_dropout:False_batchnorm:True.out,2,"[('linear', 1115, 2488680), ('batch_normalization', 1115, 2230), ('GELU', 1115, 0), ('linear', 368, 410688), ('Softmax', 368, 0)]",GELU,4081,2901598,379,1,0,1533,32.83870967741935,0.27044444444444443,0.18403773584905667,0.03541509433962262,0.12001886792452832
input:3269_output:680_depth:6_arch:pyramid_batch:83_act:softplus_dropout:0.4846542140008756_dropout:False_batchnorm:False.out,7,"[('linear', 1634, 5343180), ('Softplus', 1634, 0), ('linear', 817, 1335795), ('Softplus', 817, 0), ('linear', 680, 556240), ('Softplus', 680, 0), ('linear', 680, 463080), ('Softplus', 680, 0), ('linear', 680, 463080), ('Softplus', 680, 0), ('linear', 680, 463080), ('Softplus', 680, 0), ('linear', 680, 463080), ('Softmax', 680, 0)]",Softplus,11702,9087535,83,0,0,1645,44.16129032258065,0.4159523809523811,0.32199999999999984,0.08501724137931031,0.08762068965517245
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input:3546_output:7_depth:3_arch:pyramid_batch:125_act:leaky_relu_dropout:0.44088299667093855_dropout:True_batchnorm:False.out,4,"[('linear', 1773, 6288831), ('LeakyReLU', 1773, 0), ('dropout', 1773, 0), ('linear', 886, 1571764), ('LeakyReLU', 886, 0), ('dropout', 886, 0), ('linear', 443, 392941), ('LeakyReLU', 443, 0), ('dropout', 443, 0), ('linear', 7, 3108), ('Softmax', 7, 0)]",LeakyReLU,9320,8256644,125,0,3,1615,43.516129032258064,0.3885396825396827,0.30824561403508766,0.07954385964912286,0.09329629629629628
input:551_output:4_depth:9_arch:pyramid_batch:815_act:relu_dropout:0.2874028952444574_dropout:True_batchnorm:False.out,10,"[('linear', 275, 151800), ('ReLU', 275, 0), ('dropout', 275, 0), ('linear', 137, 37812), ('ReLU', 137, 0), ('dropout', 137, 0), ('linear', 68, 9384), ('ReLU', 68, 0), ('dropout', 68, 0), ('linear', 34, 2346), ('ReLU', 34, 0), ('dropout', 34, 0), ('linear', 17, 595), ('ReLU', 17, 0), ('dropout', 17, 0), ('linear', 8, 144), ('ReLU', 8, 0), ('dropout', 8, 0), ('linear', 4, 36), ('ReLU', 4, 0), ('dropout', 4, 0), ('linear', 4, 20), ('ReLU', 4, 0), ('dropout', 4, 0), ('linear', 4, 20), ('ReLU', 4, 0), ('dropout', 4, 0), ('linear', 4, 20), ('Softmax', 4, 0)]",ReLU,1661,202177,815,0,9,1457,23.080645161290324,0.21443548387096775,0.03658181818181817,0.005509090909090912,0.013218181818181829
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input:2825_output:592_depth:3_arch:bottleneck_batch:207_act:gelu_dropout:0.4267186015162199_dropout:True_batchnorm:False.out,5,"[('linear', 1412, 3990312), ('GELU', 1412, 0), ('dropout', 1412, 0), ('linear', 706, 997578), ('GELU', 706, 0), ('dropout', 706, 0), ('linear', 592, 418544), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('GELU', 592, 0), ('dropout', 592, 0), ('linear', 592, 351056), ('Softmax', 592, 0)]",GELU,11090,6108546,207,0,4,1597,37.73015873015873,0.3357777777777779,0.24467241379310345,0.0482413793103448,0.11778947368421046
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input:3310_output:256_depth:3_arch:uniform_batch:149_act:swish_dropout:0.38842981041192715_dropout:True_batchnorm:False.out,4,"[('linear', 3310, 10959410), ('SiLU', 3310, 0), ('dropout', 3310, 0), ('linear', 3310, 10959410), ('SiLU', 3310, 0), ('dropout', 3310, 0), ('linear', 3310, 10959410), ('SiLU', 3310, 0), ('dropout', 3310, 0), ('linear', 256, 847616), ('Softmax', 256, 0)]",SiLU,30302,33725846,149,0,3,2151,71.59375,0.7089032258064514,0.6428181818181817,0.26092727272727273,0.2744545454545454
input:719_output:130_depth:9_arch:uniform_batch:24_act:prelu_dropout:0.2057548128253282_dropout:True_batchnorm:False.out,10,"[('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 719, 517680), ('PReLU', 719, 0), ('dropout', 719, 0), ('linear', 130, 93600), ('Softmax', 130, 0)]",PReLU,19673,4752720,24,0,9,1553,38.354838709677416,0.3756451612903223,0.16494642857142852,0.029446428571428568,0.029962264150943413
input:3387_output:68_depth:8_arch:pyramid_batch:638_act:identity_dropout:0.12915281697665848_dropout:False_batchnorm:False.out,9,"[('linear', 1693, 5735884), ('Identity', 1693, 0), ('linear', 846, 1433124), ('Identity', 846, 0), ('linear', 423, 358281), ('Identity', 423, 0), ('linear', 211, 89464), ('Identity', 211, 0), ('linear', 105, 22260), ('Identity', 105, 0), ('linear', 68, 7208), ('Identity', 68, 0), ('linear', 68, 4692), ('Identity', 68, 0), ('linear', 68, 4692), ('Identity', 68, 0), ('linear', 68, 4692), ('Softmax', 68, 0)]",Identity,7100,7660297,638,0,0,1625,36.435483870967744,0.3062063492063492,0.26903773584905666,0.05683018867924531,0.1814545454545455
input:2057_output:491_depth:4_arch:gradual_batch:254_act:prelu_dropout:0.1295785860033174_dropout:True_batchnorm:True.out,5,"[('linear', 1666, 3428628), ('batch_normalization', 1666, 3332), ('PReLU', 1666, 0), ('dropout', 1666, 0), ('linear', 1275, 2125425), ('batch_normalization', 1275, 2550), ('PReLU', 1275, 0), ('dropout', 1275, 0), ('linear', 884, 1127984), ('batch_normalization', 884, 1768), ('PReLU', 884, 0), ('dropout', 884, 0), ('linear', 493, 436305), ('batch_normalization', 493, 986), ('PReLU', 493, 0), ('dropout', 493, 0), ('linear', 491, 242554), ('Softmax', 491, 0)]",PReLU,18254,7369532,254,4,4,1633,38.317460317460316,0.34977419354838707,0.25090909090909097,0.06214545454545458,0.11747272727272728
input:3917_output:465_depth:8_arch:bottleneck_batch:135_act:tanh_dropout:0.34843058794547643_dropout:False_batchnorm:True.out,10,"[('linear', 1958, 7671444), ('batch_normalization', 1958, 3916), ('Tanh', 1958, 0), ('linear', 979, 1917861), ('batch_normalization', 979, 1958), ('Tanh', 979, 0), ('linear', 489, 479220), ('batch_normalization', 489, 978), ('Tanh', 489, 0), ('linear', 465, 227850), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('batch_normalization', 465, 930), ('Tanh', 465, 0), ('linear', 465, 216690), ('Softmax', 465, 0)]",Tanh,19578,11608947,135,9,0,1697,42.507936507936506,0.39304761904761915,0.27322807017543854,0.07496491228070178,0.09270909090909085
input:1900_output:321_depth:5_arch:gradual_batch:575_act:prelu_dropout:0.1817764776226689_dropout:False_batchnorm:False.out,6,"[('linear', 1585, 3013085), ('PReLU', 1585, 0), ('linear', 1270, 2014220), ('PReLU', 1270, 0), ('linear', 955, 1213805), ('PReLU', 955, 0), ('linear', 640, 611840), ('PReLU', 640, 0), ('linear', 325, 208325), ('PReLU', 325, 0), ('linear', 321, 104646), ('Softmax', 321, 0)]",PReLU,10192,7165921,575,0,0,1615,36.698412698412696,0.3286190476190474,0.27687272727272716,0.07192727272727277,0.17812727272727275
input:3357_output:444_depth:6_arch:pyramid_batch:140_act:swish_dropout:0.30448528446133716_dropout:False_batchnorm:False.out,7,"[('linear', 1678, 5634724), ('SiLU', 1678, 0), ('linear', 839, 1408681), ('SiLU', 839, 0), ('linear', 444, 372960), ('SiLU', 444, 0), ('linear', 444, 197580), ('SiLU', 444, 0), ('linear', 444, 197580), ('SiLU', 444, 0), ('linear', 444, 197580), ('SiLU', 444, 0), ('linear', 444, 197580), ('Softmax', 444, 0)]",SiLU,9474,8206685,140,0,0,1621,42.83870967741935,0.39630645161290345,0.3133333333333333,0.06808771929824564,0.1045000000000001
input:723_output:102_depth:3_arch:bottleneck_batch:424_act:mish_dropout:0.3438762444708058_dropout:True_batchnorm:False.out,5,"[('linear', 361, 261364), ('Mish', 361, 0), ('dropout', 361, 0), ('linear', 180, 65160), ('Mish', 180, 0), ('dropout', 180, 0), ('linear', 102, 18462), ('Mish', 102, 0), ('dropout', 102, 0), ('linear', 102, 10506), ('Mish', 102, 0), ('dropout', 102, 0), ('linear', 102, 10506), ('Softmax', 102, 0)]",Mish,2439,365998,424,0,4,1459,23.84375,0.20893548387096764,0.06396153846153849,0.007519230769230775,0.022961538461538474