import numpy as np import torch import torch.nn as nn import torch.nn.functional as F import math _weights_dict = dict() def load_weights(weight_file): if weight_file == None: return try: weights_dict = np.load(weight_file, allow_pickle=True).item() except: weights_dict = np.load(weight_file, allow_pickle=True, encoding='bytes').item() return weights_dict class KitModel(nn.Module): def __init__(self, weight_file): super(KitModel, self).__init__() global _weights_dict _weights_dict = load_weights(weight_file) self.InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_1a_3x3/Conv2D', in_channels=3, out_channels=32, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_2a_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_2a_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_2b_3x3/Conv2D', in_channels=32, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_2b_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_3b_1x1/Conv2D', in_channels=64, out_channels=80, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_3b_1x1/BatchNorm/FusedBatchNorm', num_features=80, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_4a_3x3/Conv2D', in_channels=80, out_channels=192, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_4a_3x3/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/Conv2D', in_channels=192, out_channels=96, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=192, out_channels=48, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=192, out_channels=64, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=96, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/Conv2D', in_channels=192, out_channels=64, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/Conv2D', in_channels=48, out_channels=64, kernel_size=(5, 5), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=64, out_channels=96, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=96, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=96, out_channels=96, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=96, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_1/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_2/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_3/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_4/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_5/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_6/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_7/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_8/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_9/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_0/Conv2d_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=32, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=32, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=32, out_channels=48, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=32, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=48, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0c_3x3/Conv2D', in_channels=48, out_channels=64, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Branch_2/Conv2d_0c_3x3/BatchNorm/FusedBatchNorm', num_features=64, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat/block35_10/Conv2d_1x1/Conv2D', in_channels=128, out_channels=320, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_0/Conv2d_1a_3x3/Conv2D', in_channels=320, out_channels=384, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=320, out_channels=256, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_0/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=384, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_0b_3x3/Conv2D', in_channels=256, out_channels=256, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_1a_3x3/Conv2D', in_channels=256, out_channels=384, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_6a/Branch_1/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=384, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_1/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_2/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_3/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_4/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_5/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_6/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_7/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_8/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_9/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_10/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_11/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_12/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_13/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_14/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_15/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_16/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_17/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_18/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_19/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_0/Conv2d_1x1/Conv2D', in_channels=1088, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0b_1x7/Conv2D', in_channels=128, out_channels=160, kernel_size=(1, 7), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0b_1x7/BatchNorm/FusedBatchNorm', num_features=160, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0c_7x1/Conv2D', in_channels=160, out_channels=192, kernel_size=(7, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Branch_1/Conv2d_0c_7x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_1/block17_20/Conv2d_1x1/Conv2D', in_channels=384, out_channels=1088, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_0/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=256, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=256, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_0a_1x1/Conv2D', in_channels=1088, out_channels=256, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/AuxLogits/Conv2d_1b_1x1/Conv2D', in_channels=1088, out_channels=128, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/AuxLogits/Conv2d_1b_1x1/BatchNorm/FusedBatchNorm', num_features=128, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_0/Conv2d_1a_3x3/Conv2D', in_channels=256, out_channels=384, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_1/Conv2d_1a_3x3/Conv2D', in_channels=256, out_channels=288, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_0b_3x3/Conv2D', in_channels=256, out_channels=288, kernel_size=(3, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_0/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=384, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_1/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=288, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm', num_features=288, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Conv2D = self.__conv(2, name='InceptionResnetV2/AuxLogits/Conv2d_2a_5x5/Conv2D', in_channels=128, out_channels=768, kernel_size=(5, 5), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/AuxLogits/Conv2d_2a_5x5/BatchNorm/FusedBatchNorm', num_features=768, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_1a_3x3/Conv2D', in_channels=288, out_channels=320, kernel_size=(3, 3), stride=(2, 2), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Mixed_7a/Branch_2/Conv2d_1a_3x3/BatchNorm/FusedBatchNorm', num_features=320, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_AuxLogits_Logits_MatMul = self.__dense(name = 'InceptionResnetV2/AuxLogits/Logits/MatMul', in_features = 768, out_features = 1001, bias = True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_1/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_2/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_3/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_4/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_5/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_6/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_7/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_8/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Repeat_2/block8_9/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0a_1x1/Conv2D', in_channels=2080, out_channels=192, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm', num_features=192, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0b_1x3/Conv2D', in_channels=192, out_channels=224, kernel_size=(1, 3), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0b_1x3/BatchNorm/FusedBatchNorm', num_features=224, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/Conv2D', in_channels=224, out_channels=256, kernel_size=(3, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/BatchNorm/FusedBatchNorm', num_features=256, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_InceptionResnetV2_Block8_Conv2d_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Block8/Conv2d_1x1/Conv2D', in_channels=448, out_channels=2080, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=True) self.InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Conv2D = self.__conv(2, name='InceptionResnetV2/InceptionResnetV2/Conv2d_7b_1x1/Conv2D', in_channels=2080, out_channels=1536, kernel_size=(1, 1), stride=(1, 1), groups=1, bias=None) self.InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_BatchNorm_FusedBatchNorm = self.__batch_normalization(2, 'InceptionResnetV2/InceptionResnetV2/Conv2d_7b_1x1/BatchNorm/FusedBatchNorm', num_features=1536, eps=0.0010000000474974513, momentum=0.0) self.InceptionResnetV2_Logits_Logits_MatMul = self.__dense(name = 'InceptionResnetV2/Logits/Logits/MatMul', in_features = 1536, out_features = 1001, bias = True) from torch.nn.parameter import Parameter self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.17000000178813934]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.10000000149011612]), requires_grad=False)) self.InceptionResnetV2_AuxLogits_Flatten_flatten_Reshape_shape_1 = Parameter(torch.autograd.Variable(torch.Tensor([-1]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([0.20000000298023224]), requires_grad=False)) self.InceptionResnetV2_InceptionResnetV2_Block8_mul_x = Parameter(torch.autograd.Variable(torch.Tensor([1.0]), requires_grad=False)) self.InceptionResnetV2_Logits_Flatten_flatten_Reshape_shape_1 = Parameter(torch.autograd.Variable(torch.Tensor([-1]), requires_grad=False)) def forward(self, x): InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Conv2D(x) InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Conv2d_1a_3x3_Relu) InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Conv2d_2a_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_MaxPool_3a_3x3_MaxPool, InceptionResnetV2_InceptionResnetV2_MaxPool_3a_3x3_MaxPool_idx = F.max_pool2d(InceptionResnetV2_InceptionResnetV2_Conv2d_2b_3x3_Relu, kernel_size=(3, 3), stride=(2, 2), padding=0, ceil_mode=False, return_indices=True) InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_MaxPool_3a_3x3_MaxPool) InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Conv2d_3b_1x1_Relu) InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool, InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool_idx = F.max_pool2d(InceptionResnetV2_InceptionResnetV2_Conv2d_4a_3x3_Relu, kernel_size=(3, 3), stride=(2, 2), padding=0, ceil_mode=False, return_indices=True) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_AvgPool_0a_3x3_AvgPool = F.avg_pool2d(InceptionResnetV2_InceptionResnetV2_MaxPool_5a_3x3_MaxPool, kernel_size=(3, 3), stride=(1, 1), padding=(1,), ceil_mode=False, count_include_pad=False) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_AvgPool_0a_3x3_AvgPool) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0a_1x1_Relu, (2, 2, 2, 2)) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_5b_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_1_Conv2d_0b_5x5_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_2_Conv2d_0c_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_5b_Branch_3_Conv2d_0b_1x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_5b_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_add = InceptionResnetV2_InceptionResnetV2_Mixed_5b_concat + InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_1_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_2_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_3_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_4_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_5_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_6_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_7_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_8_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_add) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0b_3x3_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_1_Conv2d_0b_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Branch_2_Conv2d_0c_3x3_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_concat) InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_add = InceptionResnetV2_InceptionResnetV2_Repeat_block35_9_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_mul InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_add) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_2_MaxPool_1a_3x3_MaxPool, InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_2_MaxPool_1a_3x3_MaxPool_idx = F.max_pool2d(InceptionResnetV2_InceptionResnetV2_Repeat_block35_10_Relu, kernel_size=(3, 3), stride=(2, 2), padding=0, ceil_mode=False, return_indices=True) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_0b_3x3_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_6a_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_0_Conv2d_1a_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_1_Conv2d_1a_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_6a_Branch_2_MaxPool_1a_3x3_MaxPool,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_6a_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_6a_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_add = InceptionResnetV2_InceptionResnetV2_Mixed_6a_concat + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_1_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_2_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_3_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_4_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_5_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_6_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_7_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_8_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_9_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_10_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_11_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_12_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_13_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_14_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_15_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_16_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_17_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_18_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_add) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0a_1x1_Relu, (3, 3, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0b_1x7_Relu, (0, 0, 3, 3)) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Branch_1_Conv2d_0c_7x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_concat) InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_add = InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_19_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_mul InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_add) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_3_MaxPool_1a_3x3_MaxPool, InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_3_MaxPool_1a_3x3_MaxPool_idx = F.max_pool2d(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu, kernel_size=(3, 3), stride=(2, 2), padding=0, ceil_mode=False, return_indices=True) InceptionResnetV2_AuxLogits_Conv2d_1a_3x3_AvgPool = F.avg_pool2d(InceptionResnetV2_InceptionResnetV2_Repeat_1_block17_20_Relu, kernel_size=(5, 5), stride=(3, 3), padding=(0,), ceil_mode=False, count_include_pad=False) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Conv2D = self.InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Conv2D(InceptionResnetV2_AuxLogits_Conv2d_1a_3x3_AvgPool) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_0a_1x1_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_0a_1x1_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0a_1x1_Relu, (1, 1, 1, 1)) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D_pad) InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Relu = F.relu(InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Conv2D) InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Conv2D = self.InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Conv2D(InceptionResnetV2_AuxLogits_Conv2d_1b_1x1_Relu) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_BatchNorm_FusedBatchNorm(InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Conv2D) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_0b_3x3_Relu) InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Relu = F.relu(InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Conv2D) InceptionResnetV2_AuxLogits_Flatten_flatten_Shape = torch.Tensor(list(InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Relu.size())) InceptionResnetV2_AuxLogits_Flatten_flatten_Reshape = torch.reshape(input = InceptionResnetV2_AuxLogits_Conv2d_2a_5x5_Relu, shape = (-1,768)) InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_AuxLogits_Flatten_flatten_strided_slice = InceptionResnetV2_AuxLogits_Flatten_flatten_Shape[0:1][0] InceptionResnetV2_AuxLogits_Logits_MatMul = self.InceptionResnetV2_AuxLogits_Logits_MatMul(InceptionResnetV2_AuxLogits_Flatten_flatten_Reshape) InceptionResnetV2_InceptionResnetV2_Mixed_7a_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_0_Conv2d_1a_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_1_Conv2d_1a_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_2_Conv2d_1a_3x3_Relu, InceptionResnetV2_InceptionResnetV2_Mixed_7a_Branch_3_MaxPool_1a_3x3_MaxPool,), 1) InceptionResnetV2_AuxLogits_Flatten_flatten_Reshape_shape = [InceptionResnetV2_AuxLogits_Flatten_flatten_strided_slice,self.InceptionResnetV2_AuxLogits_Flatten_flatten_Reshape_shape_1] InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Mixed_7a_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_add = InceptionResnetV2_InceptionResnetV2_Mixed_7a_concat + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_1_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_2_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_3_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_4_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_5_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_6_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_7_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_add) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Relu) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_concat) InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_mul = self.InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_mul_x * InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_8_Relu + InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_mul InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_add) InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Relu) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Relu) InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0a_1x1_Relu, (1, 1, 0, 0)) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Conv2D) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D_pad = F.pad(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0b_1x3_Relu, (0, 0, 1, 1)) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D_pad) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_BatchNorm_FusedBatchNorm) InceptionResnetV2_InceptionResnetV2_Block8_concat = torch.cat((InceptionResnetV2_InceptionResnetV2_Block8_Branch_0_Conv2d_1x1_Relu, InceptionResnetV2_InceptionResnetV2_Block8_Branch_1_Conv2d_0c_3x1_Relu,), 1) InceptionResnetV2_InceptionResnetV2_Block8_Conv2d_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Block8_Conv2d_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Block8_concat) InceptionResnetV2_InceptionResnetV2_Block8_mul = self.InceptionResnetV2_InceptionResnetV2_Block8_mul_x * InceptionResnetV2_InceptionResnetV2_Block8_Conv2d_1x1_Conv2D InceptionResnetV2_InceptionResnetV2_Block8_add = InceptionResnetV2_InceptionResnetV2_Repeat_2_block8_9_Relu + InceptionResnetV2_InceptionResnetV2_Block8_mul InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Conv2D = self.InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Conv2D(InceptionResnetV2_InceptionResnetV2_Block8_add) InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_BatchNorm_FusedBatchNorm = self.InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_BatchNorm_FusedBatchNorm(InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Conv2D) InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Relu = F.relu(InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_BatchNorm_FusedBatchNorm) kernel_size = self._reduced_kernel_size_for_small_input(InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Relu, [8,8]) InceptionResnetV2_Logits_AvgPool_1a_8x8_AvgPool = F.avg_pool2d(InceptionResnetV2_InceptionResnetV2_Conv2d_7b_1x1_Relu, kernel_size=(kernel_size[0], kernel_size[1]), stride=(2, 2), padding=(0,), ceil_mode=False, count_include_pad=False) InceptionResnetV2_Logits_Flatten_flatten_Shape = torch.Tensor(list(InceptionResnetV2_Logits_AvgPool_1a_8x8_AvgPool.size())) InceptionResnetV2_Logits_Flatten_flatten_Reshape = torch.reshape(input = InceptionResnetV2_Logits_AvgPool_1a_8x8_AvgPool, shape = (-1,1536)) InceptionResnetV2_Logits_Flatten_flatten_strided_slice = InceptionResnetV2_Logits_Flatten_flatten_Shape[0:1][0] InceptionResnetV2_Logits_Logits_MatMul = self.InceptionResnetV2_Logits_Logits_MatMul(InceptionResnetV2_Logits_Flatten_flatten_Reshape) InceptionResnetV2_Logits_Flatten_flatten_Reshape_shape = [InceptionResnetV2_Logits_Flatten_flatten_strided_slice,self.InceptionResnetV2_Logits_Flatten_flatten_Reshape_shape_1] MMdnn_Output_input = [InceptionResnetV2_Logits_Logits_MatMul,InceptionResnetV2_AuxLogits_Logits_MatMul] return MMdnn_Output_input def _reduced_kernel_size_for_small_input(self, input_tensor, kernel_size): """Define kernel size which is automatically reduced for small input. If the shape of the input images is unknown at graph construction time this function assumes that the input images are is large enough. Args: input_tensor: input tensor of size [batch_size, height, width, channels]. kernel_size: desired kernel size of length 2: [kernel_height, kernel_width] Returns: a tensor with the kernel size. """ shape = input_tensor.shape if shape[2] is None or shape[3] is None: kernel_size_out = kernel_size else: kernel_size_out = [min(shape[2], kernel_size[0]), min(shape[3], kernel_size[1])] return kernel_size_out @staticmethod def __conv(dim, name, **kwargs): if dim == 1: layer = nn.Conv1d(**kwargs) elif dim == 2: layer = nn.Conv2d(**kwargs) elif dim == 3: layer = nn.Conv3d(**kwargs) else: raise NotImplementedError() layer.state_dict()['weight'].copy_(torch.from_numpy(_weights_dict[name]['weights'])) if 'bias' in _weights_dict[name]: layer.state_dict()['bias'].copy_(torch.from_numpy(_weights_dict[name]['bias'])) return layer @staticmethod def __dense(name, **kwargs): layer = nn.Linear(**kwargs) layer.state_dict()['weight'].copy_(torch.from_numpy(_weights_dict[name]['weights'])) if 'bias' in _weights_dict[name]: layer.state_dict()['bias'].copy_(torch.from_numpy(_weights_dict[name]['bias'])) return layer @staticmethod def __batch_normalization(dim, name, **kwargs): if dim == 0 or dim == 1: layer = nn.BatchNorm1d(**kwargs) elif dim == 2: layer = nn.BatchNorm2d(**kwargs) elif dim == 3: layer = nn.BatchNorm3d(**kwargs) else: raise NotImplementedError() if 'scale' in _weights_dict[name]: layer.state_dict()['weight'].copy_(torch.from_numpy(_weights_dict[name]['scale'])) else: layer.weight.data.fill_(1) if 'bias' in _weights_dict[name]: layer.state_dict()['bias'].copy_(torch.from_numpy(_weights_dict[name]['bias'])) else: layer.bias.data.fill_(0) layer.state_dict()['running_mean'].copy_(torch.from_numpy(_weights_dict[name]['mean'])) layer.state_dict()['running_var'].copy_(torch.from_numpy(_weights_dict[name]['var'])) return layer